diff --git a/.devops/cann.Dockerfile b/.devops/cann.Dockerfile index 6de22215e4..843fe37d06 100644 --- a/.devops/cann.Dockerfile +++ b/.devops/cann.Dockerfile @@ -4,7 +4,7 @@ # Define the CANN base image for easier version updates later ARG CHIP_TYPE=910b -ARG CANN_BASE_IMAGE=quay.io/ascend/cann:8.3.rc2-${CHIP_TYPE}-openeuler24.03-py3.11 +ARG CANN_BASE_IMAGE=quay.io/ascend/cann:8.5.0-${CHIP_TYPE}-openeuler24.03-py3.11 # ============================================================================== # BUILD STAGE diff --git a/.devops/cpu.Dockerfile b/.devops/cpu.Dockerfile index c70a2de562..d6579ecf1a 100644 --- a/.devops/cpu.Dockerfile +++ b/.devops/cpu.Dockerfile @@ -1,11 +1,13 @@ -ARG UBUNTU_VERSION=22.04 +ARG UBUNTU_VERSION=24.04 FROM ubuntu:$UBUNTU_VERSION AS build ARG TARGETARCH RUN apt-get update && \ - apt-get install -y build-essential git cmake libssl-dev + apt-get install -y gcc-14 g++-14 build-essential git cmake libssl-dev + +ENV CC=gcc-14 CXX=g++-14 WORKDIR /app @@ -34,7 +36,7 @@ RUN mkdir -p /app/full \ FROM ubuntu:$UBUNTU_VERSION AS base RUN apt-get update \ - && apt-get install -y libgomp1 curl\ + && apt-get install -y libgomp1 curl \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ @@ -55,8 +57,9 @@ RUN apt-get update \ git \ python3 \ python3-pip \ - && pip install --upgrade pip setuptools wheel \ - && pip install -r requirements.txt \ + python3-wheel \ + && pip install --break-system-packages --upgrade setuptools \ + && pip install --break-system-packages -r requirements.txt \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ diff --git a/.devops/cuda-new.Dockerfile b/.devops/cuda-new.Dockerfile deleted file mode 100644 index 98dc147d7e..0000000000 --- a/.devops/cuda-new.Dockerfile +++ /dev/null @@ -1,95 +0,0 @@ -ARG UBUNTU_VERSION=24.04 -# This needs to generally match the container host's environment. -ARG CUDA_VERSION=13.1.0 -# Target the CUDA build image -ARG BASE_CUDA_DEV_CONTAINER=nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION} - -ARG BASE_CUDA_RUN_CONTAINER=nvidia/cuda:${CUDA_VERSION}-runtime-ubuntu${UBUNTU_VERSION} - -FROM ${BASE_CUDA_DEV_CONTAINER} AS build - -# CUDA architecture to build for (defaults to all supported archs) -ARG CUDA_DOCKER_ARCH=default - -RUN apt-get update && \ - apt-get install -y build-essential cmake python3 python3-pip git libssl-dev libgomp1 - -WORKDIR /app - -COPY . . - -RUN if [ "${CUDA_DOCKER_ARCH}" != "default" ]; then \ - export CMAKE_ARGS="-DCMAKE_CUDA_ARCHITECTURES=${CUDA_DOCKER_ARCH}"; \ - fi && \ - cmake -B build -DGGML_NATIVE=OFF -DGGML_CUDA=ON -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DLLAMA_BUILD_TESTS=OFF ${CMAKE_ARGS} -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined . && \ - cmake --build build --config Release -j$(nproc) - -RUN mkdir -p /app/lib && \ - find build -name "*.so*" -exec cp -P {} /app/lib \; - -RUN mkdir -p /app/full \ - && cp build/bin/* /app/full \ - && cp *.py /app/full \ - && cp -r gguf-py /app/full \ - && cp -r requirements /app/full \ - && cp requirements.txt /app/full \ - && cp .devops/tools.sh /app/full/tools.sh - -## Base image -FROM ${BASE_CUDA_RUN_CONTAINER} AS base - -RUN apt-get update \ - && apt-get install -y libgomp1 curl\ - && apt autoremove -y \ - && apt clean -y \ - && rm -rf /tmp/* /var/tmp/* \ - && find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete \ - && find /var/cache -type f -delete - -COPY --from=build /app/lib/ /app - -### Full -FROM base AS full - -COPY --from=build /app/full /app - -WORKDIR /app - -RUN apt-get update \ - && apt-get install -y \ - git \ - python3 \ - python3-pip \ - python3-wheel \ - && pip install --break-system-packages --upgrade setuptools \ - && pip install --break-system-packages -r requirements.txt \ - && apt autoremove -y \ - && apt clean -y \ - && rm -rf /tmp/* /var/tmp/* \ - && find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete \ - && find /var/cache -type f -delete - - -ENTRYPOINT ["/app/tools.sh"] - -### Light, CLI only -FROM base AS light - -COPY --from=build /app/full/llama-cli /app/full/llama-completion /app - -WORKDIR /app - -ENTRYPOINT [ "/app/llama-cli" ] - -### Server, Server only -FROM base AS server - -ENV LLAMA_ARG_HOST=0.0.0.0 - -COPY --from=build /app/full/llama-server /app - -WORKDIR /app - -HEALTHCHECK CMD [ "curl", "-f", "http://localhost:8080/health" ] - -ENTRYPOINT [ "/app/llama-server" ] diff --git a/.devops/cuda.Dockerfile b/.devops/cuda.Dockerfile index 52f103bc31..b3f6ccfc98 100644 --- a/.devops/cuda.Dockerfile +++ b/.devops/cuda.Dockerfile @@ -1,6 +1,6 @@ -ARG UBUNTU_VERSION=22.04 +ARG UBUNTU_VERSION=24.04 # This needs to generally match the container host's environment. -ARG CUDA_VERSION=12.4.0 +ARG CUDA_VERSION=12.8.1 # Target the CUDA build image ARG BASE_CUDA_DEV_CONTAINER=nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION} @@ -12,7 +12,9 @@ FROM ${BASE_CUDA_DEV_CONTAINER} AS build ARG CUDA_DOCKER_ARCH=default RUN apt-get update && \ - apt-get install -y build-essential cmake python3 python3-pip git libssl-dev libgomp1 + apt-get install -y gcc-14 g++-14 build-essential cmake python3 python3-pip git libssl-dev libgomp1 + +ENV CC=gcc-14 CXX=g++-14 CUDAHOSTCXX=g++-14 WORKDIR /app @@ -39,7 +41,7 @@ RUN mkdir -p /app/full \ FROM ${BASE_CUDA_RUN_CONTAINER} AS base RUN apt-get update \ - && apt-get install -y libgomp1 curl\ + && apt-get install -y libgomp1 curl \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ @@ -60,7 +62,8 @@ RUN apt-get update \ git \ python3 \ python3-pip \ - && pip install --upgrade pip setuptools wheel \ + python3-wheel \ + && pip install --break-system-packages --upgrade setuptools \ && pip install --break-system-packages -r requirements.txt \ && apt autoremove -y \ && apt clean -y \ diff --git a/.devops/intel.Dockerfile b/.devops/intel.Dockerfile index 35ea4ade8e..955a2962ff 100644 --- a/.devops/intel.Dockerfile +++ b/.devops/intel.Dockerfile @@ -1,4 +1,4 @@ -ARG ONEAPI_VERSION=2025.2.2-0-devel-ubuntu24.04 +ARG ONEAPI_VERSION=2025.3.2-0-devel-ubuntu24.04 ## Build Image @@ -33,8 +33,25 @@ RUN mkdir -p /app/full \ FROM intel/deep-learning-essentials:$ONEAPI_VERSION AS base +ARG IGC_VERSION=v2.30.1 +ARG IGC_VERSION_FULL=2_2.30.1+20950 +ARG COMPUTE_RUNTIME_VERSION=26.09.37435.1 +ARG COMPUTE_RUNTIME_VERSION_FULL=26.09.37435.1-0 +ARG IGDGMM_VERSION=22.9.0 +RUN mkdir /tmp/neo/ && cd /tmp/neo/ \ + && wget https://github.com/intel/intel-graphics-compiler/releases/download/$IGC_VERSION/intel-igc-core-${IGC_VERSION_FULL}_amd64.deb \ + && wget https://github.com/intel/intel-graphics-compiler/releases/download/$IGC_VERSION/intel-igc-opencl-${IGC_VERSION_FULL}_amd64.deb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/intel-ocloc-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/intel-ocloc_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/intel-opencl-icd-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/intel-opencl-icd_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/libigdgmm12_${IGDGMM_VERSION}_amd64.deb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/libze-intel-gpu1-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \ + && wget https://github.com/intel/compute-runtime/releases/download/$COMPUTE_RUNTIME_VERSION/libze-intel-gpu1_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \ + && dpkg --install *.deb + RUN apt-get update \ - && apt-get install -y libgomp1 curl\ + && apt-get install -y libgomp1 curl \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ diff --git a/.devops/llama-cli-cann.Dockerfile b/.devops/llama-cli-cann.Dockerfile index 5bbc9ee43b..d54e70838f 100644 --- a/.devops/llama-cli-cann.Dockerfile +++ b/.devops/llama-cli-cann.Dockerfile @@ -1,4 +1,4 @@ -ARG ASCEND_VERSION=8.1.RC1.alpha001-910b-openeuler22.03-py3.10 +ARG ASCEND_VERSION=8.5.0-910b-openeuler22.03-py3.10 FROM ascendai/cann:$ASCEND_VERSION AS build diff --git a/.devops/musa.Dockerfile b/.devops/musa.Dockerfile index 9eb4985204..665a76f58c 100644 --- a/.devops/musa.Dockerfile +++ b/.devops/musa.Dockerfile @@ -46,7 +46,7 @@ RUN mkdir -p /app/full \ FROM ${BASE_MUSA_RUN_CONTAINER} AS base RUN apt-get update \ - && apt-get install -y libgomp1 curl\ + && apt-get install -y libgomp1 curl \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ diff --git a/.devops/nix/package.nix b/.devops/nix/package.nix index 79a7270e5d..0277dda86d 100644 --- a/.devops/nix/package.nix +++ b/.devops/nix/package.nix @@ -16,7 +16,7 @@ rocmPackages, vulkan-headers, vulkan-loader, - curl, + openssl, shaderc, useBlas ? builtins.all (x: !x) [ @@ -41,6 +41,7 @@ effectiveStdenv ? if useCuda then cudaPackages.backendStdenv else stdenv, enableStatic ? effectiveStdenv.hostPlatform.isStatic, precompileMetalShaders ? false, + useWebUi ? true, }: let @@ -159,11 +160,13 @@ effectiveStdenv.mkDerivation (finalAttrs: { ++ optionals useMpi [ mpi ] ++ optionals useRocm rocmBuildInputs ++ optionals useBlas [ blas ] - ++ optionals useVulkan vulkanBuildInputs; + ++ optionals useVulkan vulkanBuildInputs + ++ [ openssl ]; cmakeFlags = [ (cmakeBool "LLAMA_BUILD_SERVER" true) + (cmakeBool "LLAMA_BUILD_WEBUI" useWebUi) (cmakeBool "BUILD_SHARED_LIBS" (!enableStatic)) (cmakeBool "CMAKE_SKIP_BUILD_RPATH" true) (cmakeBool "GGML_NATIVE" false) diff --git a/.devops/openvino.Dockerfile b/.devops/openvino.Dockerfile new file mode 100644 index 0000000000..3ee4dd2018 --- /dev/null +++ b/.devops/openvino.Dockerfile @@ -0,0 +1,138 @@ +ARG OPENVINO_VERSION_MAJOR=2026.0 +ARG OPENVINO_VERSION_FULL=2026.0.0.20965.c6d6a13a886 +ARG UBUNTU_VERSION=24.04 + +# Optional proxy build arguments - empty by default +ARG http_proxy= +ARG https_proxy= + +## Build Image +FROM ubuntu:${UBUNTU_VERSION} AS build + +# Pass proxy args to build stage +ARG http_proxy +ARG https_proxy + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + ca-certificates \ + gnupg \ + wget \ + git \ + cmake \ + ninja-build \ + build-essential \ + libtbb12 \ + libssl-dev \ + ocl-icd-opencl-dev \ + opencl-headers \ + opencl-clhpp-headers \ + intel-opencl-icd && \ + rm -rf /var/lib/apt/lists/* + +# Install OpenVINO for Ubuntu 24.04 +ARG OPENVINO_VERSION_MAJOR +ARG OPENVINO_VERSION_FULL +RUN mkdir -p /opt/intel && \ + wget https://storage.openvinotoolkit.org/repositories/openvino/packages/${OPENVINO_VERSION_MAJOR}/linux/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz && \ + tar -xf openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz && \ + mv openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64 /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} && \ + cd /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} && \ + echo "Y" | ./install_dependencies/install_openvino_dependencies.sh && \ + cd - && \ + ln -s /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} /opt/intel/openvino + +ENV OpenVINO_DIR=/opt/intel/openvino + +WORKDIR /app + +COPY . . + +# Build Stage +RUN bash -c "source ${OpenVINO_DIR}/setupvars.sh && \ + cmake -B build/ReleaseOV -G Ninja \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENVINO=ON && \ + cmake --build build/ReleaseOV -j$(nproc)" + +# Copy all necessary libraries +RUN mkdir -p /app/lib && \ + find build/ReleaseOV -name '*.so*' -exec cp {} /app/lib \; && \ + find ${OpenVINO_DIR}/runtime/lib/intel64 -name '*.so*' -exec cp -P {} /app/lib \; 2>/dev/null || \ + find ${OpenVINO_DIR}/lib/intel64 -name '*.so*' -exec cp -P {} /app/lib \; + +# Create runtime directories and copy binaries +RUN mkdir -p /app/full \ + && cp build/ReleaseOV/bin/* /app/full/ \ + && cp *.py /app/full \ + && cp -r gguf-py /app/full \ + && cp -r requirements /app/full \ + && cp requirements.txt /app/full \ + && cp .devops/tools.sh /app/full/tools.sh + +## Base Runtime Image +FROM ubuntu:${UBUNTU_VERSION} AS base + +# Pass proxy args to runtime stage +ARG http_proxy +ARG https_proxy + +RUN apt-get update \ + && apt-get install -y libgomp1 libtbb12 curl \ + && apt autoremove -y \ + && apt clean -y \ + && rm -rf /tmp/* /var/tmp/* \ + && find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete \ + && find /var/cache -type f -delete + +COPY --from=build /app/lib/ /app/ + +### Full (all binaries) +FROM base AS full + +ARG http_proxy +ARG https_proxy + +COPY --from=build /app/full /app/ + +WORKDIR /app + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + git \ + python3 \ + python3-venv \ + python3-pip && \ + python3 -m venv /ov-venv && \ + /ov-venv/bin/pip install --no-cache-dir --upgrade pip setuptools wheel && \ + /ov-venv/bin/pip install --no-cache-dir -r requirements.txt && \ + apt-get autoremove -y && \ + apt-get clean && \ + rm -rf /tmp/* /var/tmp/* && \ + find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete && \ + find /var/cache -type f -delete + +ENTRYPOINT ["/bin/bash", "-c", "source /ov-venv/bin/activate && exec /app/tools.sh \"$@\"", "--"] + + +### Light, CLI only +FROM base AS light + +COPY --from=build /app/full/llama-cli /app/ + +WORKDIR /app + +ENTRYPOINT [ "/app/llama-cli" ] + +### Server, Server only +FROM base AS server + +ENV LLAMA_ARG_HOST=0.0.0.0 + +COPY --from=build /app/full/llama-server /app/ + +WORKDIR /app + +HEALTHCHECK CMD [ "curl", "-f", "http://localhost:8080/health" ] + +ENTRYPOINT [ "/app/llama-server" ] diff --git a/.devops/rocm.Dockerfile b/.devops/rocm.Dockerfile index 830fe19e3e..525ddc7905 100644 --- a/.devops/rocm.Dockerfile +++ b/.devops/rocm.Dockerfile @@ -1,8 +1,8 @@ ARG UBUNTU_VERSION=24.04 # This needs to generally match the container host's environment. -ARG ROCM_VERSION=7.2 -ARG AMDGPU_VERSION=7.2 +ARG ROCM_VERSION=7.2.1 +ARG AMDGPU_VERSION=7.2.1 # Target the ROCm build image ARG BASE_ROCM_DEV_CONTAINER=rocm/dev-ubuntu-${UBUNTU_VERSION}:${ROCM_VERSION}-complete @@ -12,11 +12,11 @@ FROM ${BASE_ROCM_DEV_CONTAINER} AS build # Unless otherwise specified, we make a fat build. # This is mostly tied to rocBLAS supported archs. -# check https://rocm.docs.amd.com/projects/install-on-linux/en/docs-7.2.0/reference/system-requirements.html +# check https://rocm.docs.amd.com/projects/install-on-linux/en/docs-7.2.1/reference/system-requirements.html # check https://rocm.docs.amd.com/projects/radeon-ryzen/en/latest/docs/compatibility/compatibilityrad/native_linux/native_linux_compatibility.html # check https://rocm.docs.amd.com/projects/radeon-ryzen/en/latest/docs/compatibility/compatibilityryz/native_linux/native_linux_compatibility.html -ARG ROCM_DOCKER_ARCH='gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1151;gfx1150;gfx1200;gfx1201' +ARG ROCM_DOCKER_ARCH='gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1102;gfx1151;gfx1150;gfx1200;gfx1201' # Set ROCm architectures ENV AMDGPU_TARGETS=${ROCM_DOCKER_ARCH} @@ -58,7 +58,7 @@ RUN mkdir -p /app/full \ FROM ${BASE_ROCM_DEV_CONTAINER} AS base RUN apt-get update \ - && apt-get install -y libgomp1 curl\ + && apt-get install -y libgomp1 curl \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ @@ -79,7 +79,7 @@ RUN apt-get update \ git \ python3-pip \ python3 \ - python3-wheel\ + python3-wheel \ && pip install --break-system-packages --upgrade setuptools \ && pip install --break-system-packages -r requirements.txt \ && apt autoremove -y \ diff --git a/.devops/vulkan.Dockerfile b/.devops/vulkan.Dockerfile index 5d6c87ed6b..98036c5fd5 100644 --- a/.devops/vulkan.Dockerfile +++ b/.devops/vulkan.Dockerfile @@ -49,16 +49,20 @@ COPY --from=build /app/full /app WORKDIR /app +ENV PATH="/root/.venv/bin:/root/.local/bin:${PATH}" + +# Flag for compatibility with pip +ARG UV_INDEX_STRATEGY="unsafe-best-match" RUN apt-get update \ && apt-get install -y \ build-essential \ + curl \ git \ - python3 \ - python3-dev \ - python3-pip \ - python3-wheel \ - && pip install --break-system-packages --upgrade setuptools \ - && pip install --break-system-packages -r requirements.txt \ + ca-certificates \ + && curl -LsSf https://astral.sh/uv/install.sh | sh \ + && uv python install 3.13 \ + && uv venv --python 3.13 /root/.venv \ + && uv pip install --python /root/.venv/bin/python -r requirements.txt \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ diff --git a/.editorconfig b/.editorconfig index 74b65a4566..b995dbff7d 100644 --- a/.editorconfig +++ b/.editorconfig @@ -21,14 +21,6 @@ indent_style = tab [prompts/*.txt] insert_final_newline = unset -[tools/server/public/*] -indent_size = 2 - -[tools/server/public/deps_*] -trim_trailing_whitespace = unset -indent_style = unset -indent_size = unset - [tools/server/deps_*] trim_trailing_whitespace = unset indent_style = unset @@ -61,6 +53,14 @@ charset = unset trim_trailing_whitespace = unset insert_final_newline = unset +[tools/server/public/**] +indent_style = unset +indent_size = unset +end_of_line = unset +charset = unset +trim_trailing_whitespace = unset +insert_final_newline = unset + [benches/**] indent_style = unset indent_size = unset diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000..06c85ad56e --- /dev/null +++ b/.gitattributes @@ -0,0 +1,4 @@ +# Treat the generated single-file WebUI build as binary for diff purposes. +# Git's pack-file delta compression still works (byte-level), but this prevents +# git diff from printing the entire minified file on every change. +tools/server/public/index.html -diff diff --git a/.github/ISSUE_TEMPLATE/010-bug-compilation.yml b/.github/ISSUE_TEMPLATE/010-bug-compilation.yml index 77f23f1afa..b55bc1a3f8 100644 --- a/.github/ISSUE_TEMPLATE/010-bug-compilation.yml +++ b/.github/ISSUE_TEMPLATE/010-bug-compilation.yml @@ -41,7 +41,7 @@ body: attributes: label: GGML backends description: Which GGML backends do you know to be affected? - options: [AMX, BLAS, CANN, CPU, CUDA, Hexagon, HIP, Metal, Musa, OpenCL, RPC, SYCL, VirtGPU, Vulkan, WebGPU, zDNN, ZenDNN] + options: [AMX, BLAS, CANN, CPU, CUDA, Hexagon, HIP, Metal, Musa, OpenCL, OpenVINO, RPC, SYCL, VirtGPU, Vulkan, WebGPU, zDNN, ZenDNN] multiple: true validations: required: true diff --git a/.github/ISSUE_TEMPLATE/011-bug-results.yml b/.github/ISSUE_TEMPLATE/011-bug-results.yml index f553cbbf0b..653d75e168 100644 --- a/.github/ISSUE_TEMPLATE/011-bug-results.yml +++ b/.github/ISSUE_TEMPLATE/011-bug-results.yml @@ -42,7 +42,7 @@ body: attributes: label: GGML backends description: Which GGML backends do you know to be affected? - options: [AMX, BLAS, CANN, CPU, CUDA, Hexagon, HIP, Metal, Musa, OpenCL, RPC, SYCL, VirtGPU, Vulkan, WebGPU, zDNN, ZenDNN] + options: [AMX, BLAS, CANN, CPU, CUDA, Hexagon, HIP, Metal, Musa, OpenCL, OpenVINO, RPC, SYCL, VirtGPU, Vulkan, WebGPU, zDNN, ZenDNN] multiple: true validations: required: true diff --git a/.github/actions/linux-setup-openvino/action.yml b/.github/actions/linux-setup-openvino/action.yml new file mode 100644 index 0000000000..46a659a827 --- /dev/null +++ b/.github/actions/linux-setup-openvino/action.yml @@ -0,0 +1,25 @@ +name: "Linux - Setup OpenVINO Toolkit" +description: "Setup OpenVINO Toolkit for Linux" +inputs: + path: + description: "Installation path" + required: true + version_major: + description: "OpenVINO major version (e.g., 2025.3)" + required: true + version_full: + description: "OpenVINO full version (e.g., 2025.3.0.19807.44526285f24)" + required: true + +runs: + using: "composite" + steps: + - name: Setup OpenVINO Toolkit + id: setup + uses: ./.github/actions/unarchive-tar + with: + url: https://storage.openvinotoolkit.org/repositories/openvino/packages/${{ inputs.version_major }}/linux/openvino_toolkit_ubuntu24_${{ inputs.version_full }}_x86_64.tgz + path: ${{ inputs.path }} + type: z + strip: 1 + diff --git a/.github/labeler.yml b/.github/labeler.yml index 08cfd7e0bc..70384994dc 100644 --- a/.github/labeler.yml +++ b/.github/labeler.yml @@ -27,6 +27,11 @@ IBM zDNN: - any-glob-to-any-file: - ggml/include/ggml-zdnn.h - ggml/src/ggml-zdnn/** +AMD ZenDNN: + - changed-files: + - any-glob-to-any-file: + - ggml/include/ggml-zendnn.h + - ggml/src/ggml-zendnn/** documentation: - changed-files: - any-glob-to-any-file: @@ -68,10 +73,18 @@ android: - changed-files: - any-glob-to-any-file: - examples/llama.android/** +server/webui: + - changed-files: + - any-glob-to-any-file: + - tools/server/webui/** + - tools/server/public/** server: - changed-files: - any-glob-to-any-file: - tools/server/** + + + ggml: - changed-files: - any-glob-to-any-file: @@ -104,3 +117,20 @@ OpenCL: - any-glob-to-any-file: - ggml/include/ggml-opencl.h - ggml/src/ggml-opencl/** + - docs/backend/OPENCL.md +Hexagon: + - changed-files: + - any-glob-to-any-file: + - ggml/include/ggml-hexagon.h + - ggml/src/ggml-hexagon/** +WebGPU: + - changed-files: + - any-glob-to-any-file: + - ggml/include/ggml-webgpu.h + - ggml/src/ggml-webgpu/** +OpenVINO: + - changed-files: + - any-glob-to-any-file: + - ggml/include/ggml-openvino.h + - ggml/src/ggml-openvino/** + - docs/backend/OPENVINO.md diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md index d0bdd73c44..eca2248a00 100644 --- a/.github/pull_request_template.md +++ b/.github/pull_request_template.md @@ -1 +1,16 @@ -*Make sure to read the [contributing guidelines](https://github.com/ggml-org/llama.cpp/blob/master/CONTRIBUTING.md) before submitting a PR* +## Overview + + + +## Additional information + + + +# Requirements + + + +- I have read and agree with the [contributing guidelines](https://github.com/ggml-org/llama.cpp/blob/master/CONTRIBUTING.md) +- AI usage disclosure: + + diff --git a/.github/workflows/ai-issues.yml b/.github/workflows/ai-issues.yml new file mode 100644 index 0000000000..c762901b5a --- /dev/null +++ b/.github/workflows/ai-issues.yml @@ -0,0 +1,89 @@ +name: AI review (issues) + +on: + issues: + types: [opened] + +jobs: + find-related: + if: github.event.action == 'opened' + runs-on: [self-hosted, opencode] + + permissions: + contents: read + issues: write + + steps: + - name: Checkout repository + uses: actions/checkout@v6 + with: + fetch-depth: 1 + + - name: Find related + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + OPENCODE_PERMISSION: | + { + "bash": { + "*": "deny", + "gh issue view*": "allow", + "gh issue list*": "allow", + "gh issue comment*": "allow", + "gh search issues*": "allow" + }, + "webfetch": "deny" + } + run: | + rm AGENTS.md + rm CLAUDE.md + + timeout 5m opencode run -m llama.cpp-dgx/ai-review-issues-find-similar --thinking "A new issue has been created: + + Issue number: ${{ github.event.issue.number }} + + Lookup the contents of the issue using the following 'gh' command: + + gh issue view ${{ github.event.issue.number }} --json title,body,url,number + + Next, perform the following task and then post a SINGLE comment (if needed). + + --- + + TASK : FIND RELATED ISSUES + + Using the 'gh' CLI tool, search through existing issues on Github. + Find related or similar issues to the newly created one and list them. + Do not list the new issue itself (it is #${{ github.event.issue.number }}). + + Consider: + 1. Similar titles or descriptions + 2. Same error messages or symptoms + 3. Related functionality or components + 4. Similar feature requests + + --- + + POSTING YOUR COMMENT: + + Based on your findings, post a SINGLE comment on issue #${{ github.event.issue.number }}. Build the comment as follows: + + - If no related issues were found, do NOT comment at all. + - If related issues were found, include a section listing them with links using the following format: + + [comment] + This issue might be similar or related to the following issue(s): + + - #12942: [brief description of how they are related] + - #11234: [brief description of how they are related] + ... + + _This comment was auto-generated locally using **$GA_ENGINE** on **$GA_MACHINE**_ + [/comment] + + Remember: + - Do not include the comment tags in your actual comment. + - Post at most ONE comment combining all findings. + - If you didn't find issues that are related enough, post nothing. + - You have access only to the 'gh' CLI tool - don't try to use other tools. + - If the output from a tool call is too long, try to limit down the search. + " diff --git a/.github/workflows/build-3rd-party.yml b/.github/workflows/build-3rd-party.yml new file mode 100644 index 0000000000..642d978644 --- /dev/null +++ b/.github/workflows/build-3rd-party.yml @@ -0,0 +1,57 @@ +name: CI (3rd-party) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-3rd-party.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ubuntu-24-llguidance: + runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Dependencies + id: depends + run: | + sudo apt-get update + sudo apt-get install build-essential libssl-dev + + - name: Build + id: cmake_build + run: | + cmake -B build \ + -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_LLGUIDANCE=ON + cmake --build build --config Release -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 + diff --git a/.github/workflows/build-android.yml b/.github/workflows/build-android.yml new file mode 100644 index 0000000000..5fc24d8d34 --- /dev/null +++ b/.github/workflows/build-android.yml @@ -0,0 +1,101 @@ +name: CI (android) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-android.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-android.yml', + 'examples/llama.android/**' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + android: + runs-on: ubuntu-latest + + steps: + - name: Clone + uses: actions/checkout@v6 + with: + fetch-depth: 0 + lfs: false + + - name: Set up JDK + uses: actions/setup-java@v5 + with: + java-version: 17 + distribution: zulu + + - name: Setup Android SDK + uses: android-actions/setup-android@9fc6c4e9069bf8d3d10b2204b1fb8f6ef7065407 # v3 + with: + log-accepted-android-sdk-licenses: false + + - name: Build + run: | + cd examples/llama.android + ./gradlew build --no-daemon + + android-ndk: + runs-on: ubuntu-latest + container: + image: 'ghcr.io/snapdragon-toolchain/arm64-android:v0.3' + defaults: + run: + shell: bash + strategy: + matrix: + include: + - build: 'arm64-cpu' + defines: '-D ANDROID_ABI=arm64-v8a -D ANDROID_PLATFORM=android-31 -D CMAKE_TOOLCHAIN_FILE=${ANDROID_NDK_ROOT}/build/cmake/android.toolchain.cmake -D GGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=armv8.5-a+fp16+i8mm -G Ninja -D LLAMA_OPENSSL=OFF -D GGML_OPENMP=OFF' + - build: 'arm64-snapdragon' + defines: '--preset arm64-android-snapdragon-release' + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + lfs: false + + - name: Build Llama.CPP for Hexagon Android + id: build_llama_cpp_hexagon_android + run: | + if [[ "${{ matrix.build }}" == "arm64-snapdragon" ]]; then + cp docs/backend/snapdragon/CMakeUserPresets.json . + fi + cmake ${{ matrix.defines }} -B build + cmake --build build + cmake --install build --prefix pkg-adb/llama.cpp + + - name: Upload Llama.CPP Hexagon Android Build Artifact + if: ${{ always() && steps.build_llama_cpp_hexagon_android.outcome == 'success' }} + uses: actions/upload-artifact@v6 + with: + name: llama-cpp-android-${{ matrix.build }} + path: pkg-adb/llama.cpp diff --git a/.github/workflows/build-apple.yml b/.github/workflows/build-apple.yml new file mode 100644 index 0000000000..b99e614666 --- /dev/null +++ b/.github/workflows/build-apple.yml @@ -0,0 +1,214 @@ +name: CI (apple) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-apple.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.swift', + '**/*.m', + '**/*.metal' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-apple.yml', + 'ggml/src/ggml-metal/**' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + macOS-latest-ios: + runs-on: macos-latest + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: macOS-latest-ios + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Build + id: cmake_build + run: | + sysctl -a + cmake -B build -G Xcode \ + -DGGML_METAL_USE_BF16=ON \ + -DGGML_METAL_EMBED_LIBRARY=ON \ + -DLLAMA_BUILD_COMMON=OFF \ + -DLLAMA_BUILD_EXAMPLES=OFF \ + -DLLAMA_BUILD_TOOLS=OFF \ + -DLLAMA_BUILD_TESTS=OFF \ + -DLLAMA_BUILD_SERVER=OFF \ + -DCMAKE_SYSTEM_NAME=iOS \ + -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ + -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + + macos-latest-ios-xcode: + runs-on: macos-latest + + steps: + - name: Checkout code + uses: actions/checkout@v6 + + - name: Setup Xcode + uses: ggml-org/setup-xcode@v1 + with: + xcode-version: latest-stable + + - name: Build + id: cmake_build + run: | + sysctl -a + cmake -B build -G Xcode \ + -DGGML_METAL_USE_BF16=ON \ + -DGGML_METAL_EMBED_LIBRARY=ON \ + -DLLAMA_OPENSSL=OFF \ + -DLLAMA_BUILD_EXAMPLES=OFF \ + -DLLAMA_BUILD_TOOLS=OFF \ + -DLLAMA_BUILD_TESTS=OFF \ + -DLLAMA_BUILD_SERVER=OFF \ + -DCMAKE_SYSTEM_NAME=iOS \ + -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ + -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + + - name: xcodebuild for swift package + id: xcodebuild + run: | + ./build-xcframework.sh + + - name: Upload xcframework artifact + uses: actions/upload-artifact@v6 + with: + name: llama-xcframework + path: build-apple/llama.xcframework/ + retention-days: 1 + + - name: Build Xcode project + run: | + xcodebuild -downloadPlatform iOS + xcodebuild -project examples/llama.swiftui/llama.swiftui.xcodeproj -scheme llama.swiftui -sdk iphoneos CODE_SIGNING_REQUIRED=NO CODE_SIGN_IDENTITY= -destination 'generic/platform=iOS' FRAMEWORK_FOLDER_PATH=./build-ios build + + macOS-latest-tvos: + runs-on: macos-latest + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: macOS-latest-tvos + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Build + id: cmake_build + run: | + sysctl -a + cmake -B build -G Xcode \ + -DGGML_METAL_USE_BF16=ON \ + -DGGML_METAL_EMBED_LIBRARY=ON \ + -DLLAMA_BUILD_COMMON=OFF \ + -DLLAMA_BUILD_EXAMPLES=OFF \ + -DLLAMA_BUILD_TOOLS=OFF \ + -DLLAMA_BUILD_TESTS=OFF \ + -DLLAMA_BUILD_SERVER=OFF \ + -DCMAKE_SYSTEM_NAME=tvOS \ + -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ + -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + + macOS-latest-visionos: + runs-on: macos-latest + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Build + id: cmake_build + run: | + sysctl -a + cmake -B build -G Xcode \ + -DGGML_METAL_USE_BF16=ON \ + -DGGML_METAL_EMBED_LIBRARY=ON \ + -DLLAMA_BUILD_COMMON=OFF \ + -DLLAMA_BUILD_EXAMPLES=OFF \ + -DLLAMA_BUILD_TOOLS=OFF \ + -DLLAMA_BUILD_TESTS=OFF \ + -DLLAMA_BUILD_SERVER=OFF \ + -DCMAKE_SYSTEM_NAME=visionOS \ + -DCMAKE_OSX_DEPLOYMENT_TARGET=1.0 \ + -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + + macOS-latest-swift: + runs-on: macos-latest + needs: macos-latest-ios-xcode + + strategy: + matrix: + destination: ['generic/platform=macOS', 'generic/platform=iOS', 'generic/platform=tvOS'] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: macOS-latest-swift + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Download xcframework artifact + uses: actions/download-artifact@v7 + with: + name: llama-xcframework + path: build-apple/llama.xcframework/ + + - name: Build llama.cpp with CMake + id: cmake_build + run: | + sysctl -a + cmake -B build -G Xcode \ + -DGGML_METAL_USE_BF16=ON \ + -DGGML_METAL_EMBED_LIBRARY=ON \ + -DLLAMA_OPENSSL=OFF \ + -DLLAMA_BUILD_EXAMPLES=OFF \ + -DLLAMA_BUILD_TOOLS=OFF \ + -DLLAMA_BUILD_TESTS=OFF \ + -DLLAMA_BUILD_SERVER=OFF \ + -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) diff --git a/.github/workflows/build-cache.yml b/.github/workflows/build-cache.yml index 18a6515117..bc0a92c7fc 100644 --- a/.github/workflows/build-cache.yml +++ b/.github/workflows/build-cache.yml @@ -37,12 +37,39 @@ jobs: path: ./vulkan_sdk version: ${{ env.VULKAN_SDK_VERSION }} - ubuntu-24-spacemit-cache: + #ubuntu-24-spacemit-cache: + # runs-on: ubuntu-24.04 + + # env: + # # Make sure this is in sync with build-linux-cross.yml + # SPACEMIT_IME_TOOLCHAIN_VERSION: "1.1.2" + + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + + # - name: Setup Cache + # uses: actions/cache@v5 + # id: cache-toolchain + # with: + # path: ./spacemit_toolchain + # key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }} + + # - name: Setup SpacemiT Toolchain + # if: steps.cache-toolchain.outputs.cache-hit != 'true' + # uses: ./.github/actions/linux-setup-spacemit + # with: + # path: ./spacemit_toolchain + # version: ${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }} + + ubuntu-24-openvino-cache: runs-on: ubuntu-24.04 env: - # Make sure this is in sync with build-linux-cross.yml - SPACEMIT_IME_TOOLCHAIN_VERSION: "1.1.2" + # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile + OPENVINO_VERSION_MAJOR: "2026.0" + OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886" steps: - name: Clone @@ -51,17 +78,18 @@ jobs: - name: Setup Cache uses: actions/cache@v5 - id: cache-toolchain + id: cache-openvino with: - path: ./spacemit_toolchain - key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }} + path: ./openvino_toolkit + key: openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }} - - name: Setup SpacemiT Toolchain - if: steps.cache-toolchain.outputs.cache-hit != 'true' - uses: ./.github/actions/linux-setup-spacemit + - name: Setup OpenVINO Toolkit + if: steps.cache-openvino.outputs.cache-hit != 'true' + uses: ./.github/actions/linux-setup-openvino with: - path: ./spacemit_toolchain - version: ${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }} + path: ./openvino_toolkit + version_major: ${{ env.OPENVINO_VERSION_MAJOR }} + version_full: ${{ env.OPENVINO_VERSION_FULL }} windows-2022-rocm-cache: runs-on: windows-2022 diff --git a/.github/workflows/build-cann.yml b/.github/workflows/build-cann.yml new file mode 100644 index 0000000000..d39b876373 --- /dev/null +++ b/.github/workflows/build-cann.yml @@ -0,0 +1,102 @@ +name: CI (cann) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-cann.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-cann.yml', + 'ggml/src/ggml-cann/**' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + openEuler-latest-cann: + defaults: + run: + shell: bash -el {0} + strategy: + matrix: + arch: [x86, aarch64] + chip_type: ['910b', '310p'] + build: ['Release'] + use_acl_graph: ['on', 'off'] + exclude: + # 310P does not support USE_ACL_GRAPH=on + - chip_type: '310p' + use_acl_graph: 'on' + runs-on: ${{ matrix.arch == 'aarch64' && 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} + steps: + - name: Checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + + - name: Free up disk space + uses: ggml-org/free-disk-space@v1.3.1 + with: + tool-cache: true + + - name: Set container image + id: cann-image + run: | + image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.5.0-910b-openeuler24.03-py3.11' || '8.5.0-310p-openeuler24.03-py3.11' }}" + echo "image=${image}" >> "${GITHUB_OUTPUT}" + + - name: Pull container image + run: docker pull "${{ steps.cann-image.outputs.image }}" + + - name: Build + env: + BUILD_TYPE: ${{ matrix.build }} + SOC_TYPE: ascend${{ matrix.chip_type }} + USE_ACL_GRAPH: ${{ matrix.use_acl_graph }} + run: | + HOST_UID=$(id -u) + HOST_GID=$(id -g) + + docker run --rm \ + -v "${PWD}:/workspace" \ + -w /workspace \ + -e SOC_TYPE=${SOC_TYPE} \ + -e BUILD_TYPE=${BUILD_TYPE} \ + -e USE_ACL_GRAPH=${USE_ACL_GRAPH} \ + "${{ steps.cann-image.outputs.image }}" \ + bash -lc ' + set -e + yum install -y --setopt=install_weak_deps=False --setopt=tsflags=nodocs git gcc gcc-c++ make cmake openssl-devel + yum clean all && rm -rf /var/cache/yum + git config --global --add safe.directory "/workspace" + export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} + cmake -S . -B build \ + -DCMAKE_BUILD_TYPE=${BUILD_TYPE} \ + -DGGML_CANN=on \ + -DSOC_TYPE=${SOC_TYPE} \ + -DUSE_ACL_GRAPH=${USE_ACL_GRAPH} + cmake --build build -j $(nproc) + + chown -R '"${HOST_UID}"':'"${HOST_GID}"' /workspace/build + ' diff --git a/.github/workflows/build-cmake-pkg.yml b/.github/workflows/build-cmake-pkg.yml index 259efa43c8..84cf8ddf48 100644 --- a/.github/workflows/build-cmake-pkg.yml +++ b/.github/workflows/build-cmake-pkg.yml @@ -5,7 +5,7 @@ on: jobs: linux: - runs-on: ubuntu-24.04 + runs-on: ubuntu-slim steps: - uses: actions/checkout@v6 with: @@ -14,7 +14,7 @@ jobs: - name: Install dependencies run: | sudo apt update - sudo apt install -y build-essential tcl + sudo apt install -y build-essential tcl cmake - name: Build run: | diff --git a/.github/workflows/build-linux-cross.yml b/.github/workflows/build-cross.yml similarity index 93% rename from .github/workflows/build-linux-cross.yml rename to .github/workflows/build-cross.yml index 8b6ebaf4a3..74508129ac 100644 --- a/.github/workflows/build-linux-cross.yml +++ b/.github/workflows/build-cross.yml @@ -1,7 +1,24 @@ -name: Build on Linux using cross-compiler +name: CI (cross) on: + # only manual triggers due to low-importance of the workflows + # TODO: for regular runs, provision dedicated self-hosted runners workflow_dispatch: - workflow_call: + push: + branches: + - master + paths: [ + '.github/workflows/build-cross.yml', + 'ggml/src/spacemit/*', + 'ggml/src/arch/loongarch/*' + ] + # run once every week + schedule: + - cron: '0 0 * * 0' + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + jobs: # ubuntu-24-riscv64-cpu-cross: @@ -142,7 +159,7 @@ jobs: # cmake --build build --config Release -j $(nproc) debian-13-loongarch64-cpu-cross: - runs-on: ubuntu-24.04 + runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} container: debian@sha256:653dfb9f86c3782e8369d5f7d29bb8faba1f4bff9025db46e807fa4c22903671 steps: @@ -197,7 +214,7 @@ jobs: cmake --build build --config Release -j $(nproc) debian-13-loongarch64-vulkan-cross: - runs-on: ubuntu-24.04 + runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} container: debian@sha256:653dfb9f86c3782e8369d5f7d29bb8faba1f4bff9025db46e807fa4c22903671 steps: @@ -264,15 +281,15 @@ jobs: steps: - uses: actions/checkout@v6 - - name: Use SpacemiT Toolchain Cache - uses: actions/cache@v5 - id: cache-toolchain - with: - path: ./spacemit_toolchain - key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }} + #- name: Use SpacemiT Toolchain Cache + # uses: actions/cache@v5 + # id: cache-toolchain + # with: + # path: ./spacemit_toolchain + # key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }} - name: Setup SpacemiT Toolchain - if: steps.cache-toolchain.outputs.cache-hit != 'true' + #if: steps.cache-toolchain.outputs.cache-hit != 'true' uses: ./.github/actions/linux-setup-spacemit with: path: ./spacemit_toolchain diff --git a/.github/workflows/build-msys.yml b/.github/workflows/build-msys.yml new file mode 100644 index 0000000000..57cec7c166 --- /dev/null +++ b/.github/workflows/build-msys.yml @@ -0,0 +1,72 @@ +name: CI (msys) + +on: + # only manual triggers due to low-importance of the workflows + # TODO: for regular runs, provision dedicated self-hosted runners + workflow_dispatch: + # run once every week + schedule: + - cron: '0 0 * * 0' + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + windows-msys2: + runs-on: windows-2025 + + strategy: + fail-fast: false + matrix: + include: + - { sys: UCRT64, env: ucrt-x86_64, build: Release } + - { sys: CLANG64, env: clang-x86_64, build: Release } + + steps: + - name: Clone + uses: actions/checkout@v6 + + #- name: ccache + # uses: ggml-org/ccache-action@v1.2.16 + # with: + # key: windows-msys2 + # variant: ccache + # evict-old-files: 1d + # save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Setup ${{ matrix.sys }} + uses: msys2/setup-msys2@cafece8e6baf9247cf9b1bf95097b0b983cc558d # v2 + with: + update: true + msystem: ${{matrix.sys}} + install: >- + base-devel + git + mingw-w64-${{matrix.env}}-toolchain + mingw-w64-${{matrix.env}}-cmake + mingw-w64-${{matrix.env}}-openblas + + - name: Build using CMake + shell: msys2 {0} + run: | + cmake -B build + cmake --build build --config ${{ matrix.build }} -j $(nproc) + + - name: Clean after building using CMake + shell: msys2 {0} + run: | + rm -rf build + + - name: Build using CMake w/ OpenBLAS + shell: msys2 {0} + run: | + cmake -B build -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS + cmake --build build --config ${{ matrix.build }} -j $(nproc) diff --git a/.github/workflows/build-riscv.yml b/.github/workflows/build-riscv.yml new file mode 100644 index 0000000000..9733dbaa7a --- /dev/null +++ b/.github/workflows/build-riscv.yml @@ -0,0 +1,126 @@ +name: CI (riscv) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-riscv.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-riscv.yml', + 'ggml/src/ggml-cpu/arch/riscv/**' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ubuntu-riscv64-native-sanitizer: + runs-on: ubuntu-24.04-riscv + + continue-on-error: true + + strategy: + matrix: + sanitizer: [ADDRESS, THREAD, UNDEFINED] + build_type: [Debug] + + steps: + - name: Install dependencies + run: | + sudo apt-get update + + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 cmake build-essential wget git-lfs + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + + if ! which rustc; then + # Install Rust stable version + sudo apt-get install -y rustup + rustup install stable + rustup default stable + fi + + git lfs install + + - name: GCC version check + run: | + gcc --version + g++ --version + + - name: Clone + id: checkout + uses: actions/checkout@v6 + + # FIXME: Enable when ggml-org/ccache-action works on riscv64 + # - name: ccache + # uses: ggml-org/ccache-action@v1.2.21 + # with: + # key: ubuntu-riscv64-native-sanitizer-${{ matrix.sanytizer }}-${{ matrix.build_type }} + # save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Build + id: cmake_build + if: ${{ matrix.sanitizer != 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_OPENSSL=OFF \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ + -DGGML_OPENMP=ON \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=OFF \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Build (no OpenMP) + id: cmake_build_no_openmp + if: ${{ matrix.sanitizer == 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_OPENSSL=OFF \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=OFF \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 diff --git a/.github/workflows/build-sanitize.yml b/.github/workflows/build-sanitize.yml new file mode 100644 index 0000000000..c7b73d1dd0 --- /dev/null +++ b/.github/workflows/build-sanitize.yml @@ -0,0 +1,87 @@ +name: CI (sanitize) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-sanitize.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ubuntu-latest-sanitizer: + runs-on: ubuntu-latest + + continue-on-error: true + + strategy: + matrix: + sanitizer: [ADDRESS, THREAD, UNDEFINED] + build_type: [Debug] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-latest-sanitizer-${{ matrix.sanitizer }} + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Dependencies + id: depends + run: | + sudo apt-get update + sudo apt-get install build-essential libssl-dev + + - name: Build + id: cmake_build + if: ${{ matrix.sanitizer != 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Build (no OpenMP) + id: cmake_build_no_openmp + if: ${{ matrix.sanitizer == 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ + -DGGML_OPENMP=OFF + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 diff --git a/.github/workflows/build-self-hosted.yml b/.github/workflows/build-self-hosted.yml new file mode 100644 index 0000000000..eeea820ba1 --- /dev/null +++ b/.github/workflows/build-self-hosted.yml @@ -0,0 +1,267 @@ +name: CI (self-hosted) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.cuh', + '**/*.swift', + '**/*.m', + '**/*.metal', + '**/*.comp', + '**/*.glsl', + '**/*.wgsl' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-self-hosted.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.cuh', + '**/*.swift', + '**/*.m', + '**/*.metal', + '**/*.comp', + '**/*.glsl', + '**/*.wgsl' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ggml-ci-nvidia-cuda: + runs-on: [self-hosted, Linux, NVIDIA] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Test + id: ggml-ci + run: | + nvidia-smi + GG_BUILD_CUDA=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + ggml-ci-nvidia-vulkan-cm: + runs-on: [self-hosted, Linux, NVIDIA] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Test + id: ggml-ci + run: | + vulkaninfo --summary + GG_BUILD_VULKAN=1 GGML_VK_DISABLE_COOPMAT2=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + ggml-ci-nvidia-vulkan-cm2: + runs-on: [self-hosted, Linux, NVIDIA, COOPMAT2] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Test + id: ggml-ci + run: | + vulkaninfo --summary + GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + # TODO: provision AMX-compatible machine + #ggml-ci-cpu-amx: + # runs-on: [self-hosted, Linux, CPU, AMX] + + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + + # - name: Test + # id: ggml-ci + # run: | + # bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + # TODO: provision AMD GPU machine + # ggml-ci-amd-vulkan: + # runs-on: [self-hosted, Linux, AMD] + + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + + # - name: Test + # id: ggml-ci + # run: | + # vulkaninfo --summary + # GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + # TODO: provision AMD GPU machine + # ggml-ci-amd-rocm: + # runs-on: [self-hosted, Linux, AMD] + + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + + # - name: Test + # id: ggml-ci + # run: | + # amd-smi static + # GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + # TODO: sandbox Mac runners + # ggml-ci-mac-metal: + # runs-on: [self-hosted, macOS, ARM64] + # + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + # + # - name: Test + # id: ggml-ci + # run: | + # GG_BUILD_METAL=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp + # + # ggml-ci-mac-webgpu: + # runs-on: [self-hosted, macOS, ARM64] + # + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + # + # - name: Dawn Dependency + # id: dawn-depends + # run: | + # DAWN_VERSION="v2.0.0" + # DAWN_OWNER="reeselevine" + # DAWN_REPO="dawn" + # DAWN_ASSET_NAME="Dawn-5e9a4865b1635796ccc77dd30057f2b4002a1355-macos-latest-Release" + # echo "Fetching release asset from https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" + # curl -L -o artifact.zip \ + # "https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" + # mkdir dawn + # unzip artifact.zip + # tar -xvf ${DAWN_ASSET_NAME}.tar.gz -C dawn --strip-components=1 + # + # - name: Test + # id: ggml-ci + # run: | + # GG_BUILD_WEBGPU=1 GG_BUILD_WEBGPU_DAWN_PREFIX="$GITHUB_WORKSPACE/dawn" \ + # bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp + # + # ggml-ci-mac-vulkan: + # runs-on: [self-hosted, macOS, ARM64] + # + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v6 + # + # - name: Test + # id: ggml-ci + # run: | + # vulkaninfo --summary + # GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp + + ggml-ci-linux-intel-vulkan: + runs-on: [self-hosted, Linux, Intel] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + persist-credentials: false + + - name: Test + id: ggml-ci + run: | + vulkaninfo --summary + GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp + + ggml-ci-win-intel-vulkan: + runs-on: [self-hosted, Windows, X64, Intel] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Test + id: ggml-ci + shell: C:\msys64\usr\bin\bash.exe --noprofile --norc -eo pipefail "{0}" + env: + MSYSTEM: UCRT64 + CHERE_INVOKING: 1 + PATH: C:\msys64\ucrt64\bin;C:\msys64\usr\bin;C:\Windows\System32;${{ env.PATH }} + run: | + vulkaninfo --summary + # Skip python related tests with GG_BUILD_LOW_PERF=1 since Windows MSYS2 UCRT64 currently fails to create + # a valid python environment for testing + LLAMA_FATAL_WARNINGS=OFF GG_BUILD_NINJA=1 GG_BUILD_VULKAN=1 GG_BUILD_LOW_PERF=1 ./ci/run.sh ./results/llama.cpp ./mnt/llama.cpp + + ggml-ci-intel-openvino-gpu-low-perf: + runs-on: [self-hosted, Linux, Intel, OpenVINO] + + env: + # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile + OPENVINO_VERSION_MAJOR: "2026.0" + OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886" + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Setup OpenVINO Toolkit + uses: ./.github/actions/linux-setup-openvino + with: + path: ./openvino_toolkit + version_major: ${{ env.OPENVINO_VERSION_MAJOR }} + version_full: ${{ env.OPENVINO_VERSION_FULL }} + + - name: Install OpenVINO dependencies + run: | + cd ./openvino_toolkit + chmod +x ./install_dependencies/install_openvino_dependencies.sh + echo "Y" | sudo -E ./install_dependencies/install_openvino_dependencies.sh + + - name: Test + id: ggml-ci + run: | + source ./openvino_toolkit/setupvars.sh + GG_BUILD_OPENVINO=1 GGML_OPENVINO_DEVICE=GPU GG_BUILD_LOW_PERF=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt diff --git a/.github/workflows/build-vulkan.yml b/.github/workflows/build-vulkan.yml new file mode 100644 index 0000000000..de38bb2db6 --- /dev/null +++ b/.github/workflows/build-vulkan.yml @@ -0,0 +1,96 @@ +name: CI (vulkan) + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/build-vulkan.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.comp', + '**/*.glsl' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/build-vulkan.yml', + 'ggml/src/ggml-vulkan/**' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ubuntu-24-vulkan-llvmpipe: + runs-on: ubuntu-24.04 + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-24-vulkan-llvmpipe + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Dependencies + id: depends + run: | + sudo add-apt-repository -y ppa:kisak/kisak-mesa + sudo apt-get update -y + sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev + + - name: Get latest Vulkan SDK version + id: vulkan_sdk_version + run: | + echo "VULKAN_SDK_VERSION=$(curl https://vulkan.lunarg.com/sdk/latest/linux.txt)" >> "$GITHUB_ENV" + + - name: Use Vulkan SDK Cache + uses: actions/cache@v5 + id: cache-sdk + with: + path: ./vulkan_sdk + key: vulkan-sdk-${{ env.VULKAN_SDK_VERSION }}-${{ runner.os }} + + - name: Setup Vulkan SDK + if: steps.cache-sdk.outputs.cache-hit != 'true' + uses: ./.github/actions/linux-setup-vulkan + with: + path: ./vulkan_sdk + version: ${{ env.VULKAN_SDK_VERSION }} + + - name: Build + id: cmake_build + run: | + source ./vulkan_sdk/setup-env.sh + cmake -B build \ + -DGGML_VULKAN=ON + cmake --build build --config Release -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + export GGML_VK_VISIBLE_DEVICES=0 + export GGML_VK_DISABLE_F16=1 + export GGML_VK_DISABLE_COOPMAT=1 + # This is using llvmpipe and runs slower than other backends + ctest -L main --verbose --timeout 4800 diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 30365a3613..f4ae367560 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -7,7 +7,6 @@ on: - master paths: [ '.github/workflows/build.yml', - '.github/workflows/build-linux-cross.yml', '.github/workflows/build-cmake-pkg.yml', '**/CMakeLists.txt', '**/.cmake', @@ -29,7 +28,6 @@ on: types: [opened, synchronize, reopened] paths: [ '.github/workflows/build.yml', - '.github/workflows/build-linux-cross.yml', '.github/workflows/build-cmake-pkg.yml', '**/CMakeLists.txt', '**/.cmake', @@ -59,7 +57,10 @@ env: LLAMA_LOG_TIMESTAMPS: 1 jobs: - macOS-latest-cmake-arm64: + build-cmake-pkg: + uses: ./.github/workflows/build-cmake-pkg.yml + + macOS-latest-arm64: runs-on: macos-latest steps: @@ -68,9 +69,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: macOS-latest-cmake-arm64 + key: macOS-latest-arm64 evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -86,16 +87,16 @@ jobs: -DGGML_METAL_EMBED_LIBRARY=OFF \ -DGGML_METAL_SHADER_DEBUG=ON \ -DGGML_RPC=ON - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) + time cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) leaks -atExit -- ./build/bin/test-thread-safety -hf ggml-org/gemma-3-270m-qat-GGUF -ngl 99 -p "$(printf 'hello %.0s' {1..128})" -n 16 -c 512 -ub 32 -np 2 -t 2 -lv 1 - name: Test id: cmake_test run: | cd build - ctest -L main --verbose --timeout 900 + ctest -L main -E "test-llama-archs" --verbose --timeout 900 - macOS-latest-cmake-x64: + macOS-latest-x64: runs-on: macos-15-intel steps: @@ -104,9 +105,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: macOS-latest-cmake-x64 + key: macOS-latest-x64 evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -123,7 +124,7 @@ jobs: -DGGML_METAL=OFF \ -DGGML_RPC=ON \ -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) + time cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - name: Test id: cmake_test @@ -131,7 +132,7 @@ jobs: cd build ctest -L main --verbose --timeout 900 - macOS-latest-cmake-arm64-webgpu: + macOS-latest-arm64-webgpu: runs-on: macos-latest steps: @@ -140,32 +141,31 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: macOS-latest-cmake-arm64-webgpu + key: macOS-latest-arm64-webgpu evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - name: Dawn Dependency id: dawn-depends run: | - DAWN_VERSION="v2.0.0" - DAWN_OWNER="reeselevine" + DAWN_VERSION="v20260317.182325" + DAWN_OWNER="google" DAWN_REPO="dawn" - DAWN_ASSET_NAME="Dawn-5e9a4865b1635796ccc77dd30057f2b4002a1355-macos-latest-Release" - echo "Fetching release asset from https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" - curl -L -o artifact.zip \ - "https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" + DAWN_ASSET_NAME="Dawn-18eb229ef5f707c1464cc581252e7603c73a3ef0-macos-latest-Release" + echo "Fetching release asset from https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" + curl -L -o artifact.tar.gz \ + "https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" mkdir dawn - unzip artifact.zip - tar -xvf ${DAWN_ASSET_NAME}.tar.gz -C dawn --strip-components=1 + tar -xvf artifact.tar.gz -C dawn --strip-components=1 - name: Build id: cmake_build run: | export CMAKE_PREFIX_PATH=dawn - cmake -B build -DGGML_WEBGPU=ON -DGGML_METAL=OFF -DGGML_BLAS=OFF - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) + cmake -B build -G "Ninja" -DCMAKE_BUILD_TYPE=Release -DGGML_WEBGPU=ON -DGGML_METAL=OFF -DGGML_BLAS=OFF + time cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - name: Test id: cmake_test @@ -173,14 +173,14 @@ jobs: cd build ctest -L main --verbose --timeout 900 - ubuntu-cpu-cmake: + ubuntu-cpu: strategy: matrix: include: - build: 'x64' os: ubuntu-22.04 - build: 'arm64' - os: ubuntu-22.04-arm + os: ubuntu-24.04-arm - build: 's390x' os: ubuntu-24.04-s390x - build: 'ppc64le' @@ -194,9 +194,10 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + if: ${{ matrix.build != 's390x' && matrix.build != 'ppc64le' }} + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-cpu-cmake-${{ matrix.build }} + key: ubuntu-cpu-${{ matrix.build }} evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -205,14 +206,22 @@ jobs: run: | sudo apt-get update sudo apt-get install -y --no-install-recommends \ - python3 python3-pip python3-dev \ + python3 python3-pip python3-dev python3-wheel \ libjpeg-dev build-essential libssl-dev \ git-lfs + - name: Toolchain workaround (GCC 14) + if: ${{ contains(matrix.os, 'ubuntu-24.04') }} + run: | + sudo apt-get install -y gcc-14 g++-14 + echo "CC=gcc-14" >> "$GITHUB_ENV" + echo "CXX=g++-14" >> "$GITHUB_ENV" + - name: Python Dependencies id: python_depends run: | - python3 -m pip install --upgrade pip + export PIP_BREAK_SYSTEM_PACKAGES="1" + python3 -m pip install --upgrade pip setuptools pip3 install ./gguf-py - name: Swap Endianness @@ -229,7 +238,7 @@ jobs: cmake -B build \ -DLLAMA_FATAL_WARNINGS=ON \ -DGGML_RPC=ON - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - name: Test id: cmake_test @@ -258,94 +267,7 @@ jobs: wget https://huggingface.co/ggml-org/models/resolve/main/tinyllamas/stories260K-be.gguf ./bin/llama-completion -m stories260K-be.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 - ubuntu-latest-cmake-sanitizer: - runs-on: ubuntu-latest - - continue-on-error: true - - strategy: - matrix: - sanitizer: [ADDRESS, THREAD, UNDEFINED] - build_type: [Debug] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: ubuntu-latest-cmake-sanitizer-${{ matrix.sanitizer }} - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - - name: Dependencies - id: depends - run: | - sudo apt-get update - sudo apt-get install build-essential libssl-dev - - - name: Build - id: cmake_build - if: ${{ matrix.sanitizer != 'THREAD' }} - run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} - - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) - - - name: Build (no OpenMP) - id: cmake_build_no_openmp - if: ${{ matrix.sanitizer == 'THREAD' }} - run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ - -DGGML_OPENMP=OFF - - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - ubuntu-latest-llguidance: - runs-on: ubuntu-latest - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Dependencies - id: depends - run: | - sudo apt-get update - sudo apt-get install build-essential libssl-dev - - - name: Build - id: cmake_build - run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_LLGUIDANCE=ON - cmake --build build --config Release -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - ubuntu-latest-cmake-rpc: + ubuntu-latest-rpc: runs-on: ubuntu-latest continue-on-error: true @@ -355,24 +277,20 @@ jobs: id: checkout uses: actions/checkout@v6 - # - name: ccache - # uses: ggml-org/ccache-action@v1.2.16 - # with: - # key: ubuntu-latest-cmake-rpc - # evict-old-files: 1d - - name: Dependencies id: depends run: | sudo apt-get update - sudo apt-get install build-essential libssl-dev + sudo apt-get install build-essential libssl-dev ninja-build - name: Build id: cmake_build run: | cmake -B build \ + -G "Ninja" \ + -DCMAKE_BUILD_TYPE=Release \ -DGGML_RPC=ON - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - name: Test id: cmake_test @@ -380,30 +298,35 @@ jobs: cd build ctest -L main --verbose - ubuntu-24-cmake-vulkan-deb: - runs-on: ubuntu-24.04 + ubuntu-24-vulkan: + strategy: + matrix: + include: + - build: 'x64' + os: ubuntu-24.04 + - build: 'arm64' + os: ubuntu-24.04-arm + + runs-on: ${{ matrix.os }} steps: - name: Clone id: checkout uses: actions/checkout@v6 - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: ubuntu-24-cmake-vulkan-deb - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - name: Dependencies id: depends run: | - sudo apt-get install -y glslc libvulkan-dev libssl-dev + sudo apt-get update + sudo apt-get install -y gcc-14 g++-14 build-essential glslc libvulkan-dev libssl-dev ninja-build + echo "CC=gcc-14" >> "$GITHUB_ENV" + echo "CXX=g++-14" >> "$GITHUB_ENV" - name: Configure id: cmake_configure run: | cmake -B build \ + -G "Ninja" \ -DCMAKE_BUILD_TYPE=RelWithDebInfo \ -DGGML_BACKEND_DL=ON \ -DGGML_CPU_ALL_VARIANTS=ON \ @@ -412,9 +335,9 @@ jobs: - name: Build id: cmake_build run: | - cmake --build build -j $(nproc) + time cmake --build build -j $(nproc) - ubuntu-24-cmake-vulkan: + ubuntu-24-webgpu: runs-on: ubuntu-24.04 steps: @@ -423,9 +346,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-24-cmake-vulkan + key: ubuntu-24-webgpu evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -434,65 +357,8 @@ jobs: run: | sudo add-apt-repository -y ppa:kisak/kisak-mesa sudo apt-get update -y - sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev - - - name: Get latest Vulkan SDK version - id: vulkan_sdk_version - run: | - echo "VULKAN_SDK_VERSION=$(curl https://vulkan.lunarg.com/sdk/latest/linux.txt)" >> "$GITHUB_ENV" - - - name: Use Vulkan SDK Cache - uses: actions/cache@v5 - id: cache-sdk - with: - path: ./vulkan_sdk - key: vulkan-sdk-${{ env.VULKAN_SDK_VERSION }}-${{ runner.os }} - - - name: Setup Vulkan SDK - if: steps.cache-sdk.outputs.cache-hit != 'true' - uses: ./.github/actions/linux-setup-vulkan - with: - path: ./vulkan_sdk - version: ${{ env.VULKAN_SDK_VERSION }} - - - name: Build - id: cmake_build - run: | - source ./vulkan_sdk/setup-env.sh - cmake -B build \ - -DGGML_VULKAN=ON - cmake --build build --config Release -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - export GGML_VK_VISIBLE_DEVICES=0 - export GGML_VK_DISABLE_F16=1 - # This is using llvmpipe and runs slower than other backends - ctest -L main --verbose --timeout 4800 - - ubuntu-24-cmake-webgpu: - runs-on: ubuntu-24.04 - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: ubuntu-24-cmake-webgpu - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - - name: Dependencies - id: depends - run: | - sudo add-apt-repository -y ppa:kisak/kisak-mesa - sudo apt-get update -y - sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev + sudo apt-get install -y build-essential mesa-vulkan-drivers \ + libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev - name: Get latest Vulkan SDK version id: vulkan_sdk_version @@ -517,16 +383,15 @@ jobs: id: dawn-depends run: | sudo apt-get install -y libxrandr-dev libxinerama-dev libxcursor-dev mesa-common-dev libx11-xcb-dev libxi-dev - DAWN_VERSION="v2.0.0" - DAWN_OWNER="reeselevine" + DAWN_VERSION="v20260317.182325" + DAWN_OWNER="google" DAWN_REPO="dawn" - DAWN_ASSET_NAME="Dawn-5e9a4865b1635796ccc77dd30057f2b4002a1355-ubuntu-latest-Release" - echo "Fetching release asset from https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" - curl -L -o artifact.zip \ - "https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" + DAWN_ASSET_NAME="Dawn-18eb229ef5f707c1464cc581252e7603c73a3ef0-ubuntu-latest-Release" + echo "Fetching release asset from https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" + curl -L -o artifact.tar.gz \ + "https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" mkdir dawn - unzip artifact.zip - tar -xvf ${DAWN_ASSET_NAME}.tar.gz -C dawn --strip-components=1 + tar -xvf artifact.tar.gz -C dawn --strip-components=1 - name: Build id: cmake_build @@ -534,30 +399,23 @@ jobs: export Dawn_DIR=dawn/lib64/cmake/Dawn cmake -B build \ -DGGML_WEBGPU=ON - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - name: Test id: cmake_test run: | cd build # This is using llvmpipe and runs slower than other backends - ctest -L main --verbose --timeout 3600 + ctest -L main --verbose --timeout 900 - ubuntu-24-wasm-webgpu: - runs-on: ubuntu-24.04 + ubuntu-24-webgpu-wasm: + runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} steps: - name: Clone id: checkout uses: actions/checkout@v6 - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: ubuntu-latest-wasm-webgpu - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - name: Install Emscripten run: | git clone https://github.com/emscripten-core/emsdk.git @@ -567,7 +425,7 @@ jobs: - name: Fetch emdawnwebgpu run: | - DAWN_TAG="v20251027.212519" + DAWN_TAG="v20260317.182325" EMDAWN_PKG="emdawnwebgpu_pkg-${DAWN_TAG}.zip" echo "Downloading ${EMDAWN_PKG}" curl -L -o emdawn.zip \ @@ -578,13 +436,15 @@ jobs: run: | source emsdk/emsdk_env.sh emcmake cmake -B build-wasm \ + -G "Ninja" \ + -DCMAKE_BUILD_TYPE=Release \ -DGGML_WEBGPU=ON \ -DLLAMA_OPENSSL=OFF \ -DEMDAWNWEBGPU_DIR=emdawnwebgpu_pkg - cmake --build build-wasm --target test-backend-ops -j $(nproc) + time cmake --build build-wasm --config Release --target test-backend-ops -j $(nproc) - ubuntu-22-cmake-hip: + ubuntu-22-hip: runs-on: ubuntu-22.04 container: rocm/dev-ubuntu-22.04:6.1.2 @@ -600,9 +460,9 @@ jobs: sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libssl-dev rocwmma-dev - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-22-cmake-hip + key: ubuntu-22-hip evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -612,10 +472,11 @@ jobs: cmake -B build -S . \ -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ -DGGML_HIP_ROCWMMA_FATTN=ON \ + -DGPU_TARGETS="gfx1030" \ -DGGML_HIP=ON cmake --build build --config Release -j $(nproc) - ubuntu-22-cmake-musa: + ubuntu-22-musa: runs-on: ubuntu-22.04 container: mthreads/musa:rc4.3.0-devel-ubuntu22.04-amd64 @@ -631,9 +492,9 @@ jobs: apt-get install -y build-essential git cmake libssl-dev - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-22-cmake-musa + key: ubuntu-22-musa evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -642,9 +503,9 @@ jobs: run: | cmake -B build -S . \ -DGGML_MUSA=ON - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - ubuntu-22-cmake-sycl: + ubuntu-22-sycl: runs-on: ubuntu-22.04 continue-on-error: true @@ -677,9 +538,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-22-cmake-sycl + key: ubuntu-22-sycl evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -691,9 +552,9 @@ jobs: -DGGML_SYCL=ON \ -DCMAKE_C_COMPILER=icx \ -DCMAKE_CXX_COMPILER=icpx - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - ubuntu-22-cmake-sycl-fp16: + ubuntu-22-sycl-fp16: runs-on: ubuntu-22.04 continue-on-error: true @@ -714,7 +575,7 @@ jobs: shell: bash run: | sudo apt update - sudo apt install intel-oneapi-compiler-dpcpp-cpp libssl-dev + sudo apt install intel-oneapi-compiler-dpcpp-cpp libssl-dev ninja-build - name: install oneAPI MKL library shell: bash @@ -726,9 +587,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-22-cmake-sycl-fp16 + key: ubuntu-22-sycl-fp16 evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -737,200 +598,95 @@ jobs: run: | source /opt/intel/oneapi/setvars.sh cmake -B build \ + -G "Ninja" \ + -DCMAKE_BUILD_TYPE=Release \ -DGGML_SYCL=ON \ -DCMAKE_C_COMPILER=icx \ -DCMAKE_CXX_COMPILER=icpx \ -DGGML_SYCL_F16=ON - cmake --build build --config Release -j $(nproc) + time cmake --build build --config Release -j $(nproc) - build-linux-cross: - uses: ./.github/workflows/build-linux-cross.yml + ubuntu-24-openvino: + name: ubuntu-24-openvino-${{ matrix.openvino_device }} + strategy: + matrix: + include: + - variant: cpu + runner: '"ubuntu-24.04"' + openvino_device: "CPU" + - variant: gpu + runner: '["self-hosted","Linux","X64","Intel"]' + openvino_device: "GPU" - build-cmake-pkg: - uses: ./.github/workflows/build-cmake-pkg.yml + runs-on: ${{ fromJSON(matrix.runner) }} - macOS-latest-cmake-ios: - runs-on: macos-latest + env: + # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile + OPENVINO_VERSION_MAJOR: "2026.0" + OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886" - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-ios - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + - name: ccache + if: runner.environment == 'github-hosted' + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-24-openvino-${{ matrix.variant }}-no-preset-v1 + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - name: Build - id: cmake_build - run: | - sysctl -a - cmake -B build -G Xcode \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DLLAMA_BUILD_COMMON=OFF \ - -DLLAMA_BUILD_EXAMPLES=OFF \ - -DLLAMA_BUILD_TOOLS=OFF \ - -DLLAMA_BUILD_TESTS=OFF \ - -DLLAMA_BUILD_SERVER=OFF \ - -DCMAKE_SYSTEM_NAME=iOS \ - -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ - -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + - name: Dependencies + id: depends + run: | + sudo apt-get update + sudo apt-get install -y build-essential libssl-dev libtbb12 cmake ninja-build python3-pip + sudo apt-get install -y ocl-icd-opencl-dev opencl-headers opencl-clhpp-headers intel-opencl-icd - macOS-latest-cmake-tvos: - runs-on: macos-latest + - name: Use OpenVINO Toolkit Cache + if: runner.environment == 'github-hosted' + uses: actions/cache@v5 + id: cache-openvino + with: + path: ./openvino_toolkit + key: openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }} - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 + - name: Setup OpenVINO Toolkit + if: steps.cache-openvino.outputs.cache-hit != 'true' + uses: ./.github/actions/linux-setup-openvino + with: + path: ./openvino_toolkit + version_major: ${{ env.OPENVINO_VERSION_MAJOR }} + version_full: ${{ env.OPENVINO_VERSION_FULL }} - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-tvos - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + - name: Install OpenVINO dependencies + run: | + cd ./openvino_toolkit + chmod +x ./install_dependencies/install_openvino_dependencies.sh + echo "Y" | sudo -E ./install_dependencies/install_openvino_dependencies.sh - - name: Build - id: cmake_build - run: | - sysctl -a - cmake -B build -G Xcode \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DLLAMA_BUILD_COMMON=OFF \ - -DLLAMA_BUILD_EXAMPLES=OFF \ - -DLLAMA_BUILD_TOOLS=OFF \ - -DLLAMA_BUILD_TESTS=OFF \ - -DLLAMA_BUILD_SERVER=OFF \ - -DCMAKE_SYSTEM_NAME=tvOS \ - -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ - -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + - name: Build + id: cmake_build + run: | + source ./openvino_toolkit/setupvars.sh + cmake -B build/ReleaseOV -G Ninja \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENVINO=ON + time cmake --build build/ReleaseOV --config Release -j $(nproc) - macOS-latest-cmake-visionos: - runs-on: macos-latest + - name: Test + id: cmake_test + # TODO: fix and re-enable the `test-llama-archs` test below + run: | + cd ${{ github.workspace }} + if [ "${{ matrix.openvino_device }}" = "GPU" ]; then + export GGML_OPENVINO_DEVICE=GPU + fi + ctest --test-dir build/ReleaseOV -L main -E "test-llama-archs" --verbose --timeout 2000 - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Build - id: cmake_build - run: | - sysctl -a - cmake -B build -G Xcode \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DLLAMA_BUILD_COMMON=OFF \ - -DLLAMA_BUILD_EXAMPLES=OFF \ - -DLLAMA_BUILD_TOOLS=OFF \ - -DLLAMA_BUILD_TESTS=OFF \ - -DLLAMA_BUILD_SERVER=OFF \ - -DCMAKE_SYSTEM_NAME=visionOS \ - -DCMAKE_OSX_DEPLOYMENT_TARGET=1.0 \ - -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO - - macOS-latest-swift: - runs-on: macos-latest - needs: ios-xcode-build - - strategy: - matrix: - destination: ['generic/platform=macOS', 'generic/platform=iOS', 'generic/platform=tvOS'] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: macOS-latest-swift - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - - name: Download xcframework artifact - uses: actions/download-artifact@v7 - with: - name: llama-xcframework - path: build-apple/llama.xcframework/ - - - name: Build llama.cpp with CMake - id: cmake_build - run: | - sysctl -a - cmake -B build -G Xcode \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DLLAMA_OPENSSL=OFF \ - -DLLAMA_BUILD_EXAMPLES=OFF \ - -DLLAMA_BUILD_TOOLS=OFF \ - -DLLAMA_BUILD_TESTS=OFF \ - -DLLAMA_BUILD_SERVER=OFF \ - -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - - windows-msys2: - runs-on: windows-2025 - - strategy: - fail-fast: false - matrix: - include: - - { sys: UCRT64, env: ucrt-x86_64, build: Release } - - { sys: CLANG64, env: clang-x86_64, build: Release } - - steps: - - name: Clone - uses: actions/checkout@v6 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: windows-msys2 - variant: ccache - evict-old-files: 1d - save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - - - name: Setup ${{ matrix.sys }} - uses: msys2/setup-msys2@v2 - with: - update: true - msystem: ${{matrix.sys}} - install: >- - base-devel - git - mingw-w64-${{matrix.env}}-toolchain - mingw-w64-${{matrix.env}}-cmake - mingw-w64-${{matrix.env}}-openblas - - - name: Build using CMake - shell: msys2 {0} - run: | - cmake -B build - cmake --build build --config ${{ matrix.build }} -j $(nproc) - - - name: Clean after building using CMake - shell: msys2 {0} - run: | - rm -rf build - - - name: Build using CMake w/ OpenBLAS - shell: msys2 {0} - run: | - cmake -B build -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS - cmake --build build --config ${{ matrix.build }} -j $(nproc) - - windows-latest-cmake: + windows-latest: runs-on: windows-2025 env: @@ -963,9 +719,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-${{ matrix.build }} + key: windows-latest-${{ matrix.build }} variant: ccache evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -1052,7 +808,7 @@ jobs: # $env:LLAMA_SKIP_TESTS_SLOW_ON_EMULATOR = 1 # & $sde -future -- ctest -L main -C Release --verbose --timeout 900 - ubuntu-latest-cmake-cuda: + ubuntu-latest-cuda: runs-on: ubuntu-latest container: nvidia/cuda:12.6.2-devel-ubuntu24.04 @@ -1069,9 +825,9 @@ jobs: apt install -y cmake build-essential ninja-build libgomp1 git libssl-dev - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-latest-cmake-cuda + key: ubuntu-latest-cuda evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -1088,7 +844,7 @@ jobs: -DGGML_CUDA_CUB_3DOT2=ON cmake --build build - windows-2022-cmake-cuda: + windows-2022-cuda: runs-on: windows-2022 strategy: @@ -1101,7 +857,7 @@ jobs: uses: actions/checkout@v6 - name: Install ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: windows-cuda-${{ matrix.cuda }} variant: ccache @@ -1137,7 +893,7 @@ jobs: cmake --build build --config Release -j %NINJA_JOBS% -t ggml cmake --build build --config Release - windows-latest-cmake-sycl: + windows-latest-sycl: runs-on: windows-2022 defaults: @@ -1154,9 +910,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-sycl + key: windows-latest-sycl variant: ccache evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} @@ -1171,7 +927,7 @@ jobs: id: cmake_build run: examples/sycl/win-build-sycl.bat - windows-latest-cmake-hip: + windows-latest-hip: runs-on: windows-2022 env: @@ -1186,7 +942,7 @@ jobs: - name: Grab rocWMMA package id: grab_rocwmma run: | - curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70200-43~24.04_amd64.deb" + curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb" 7z x rocwmma.deb 7z x data.tar @@ -1215,7 +971,7 @@ jobs: & $clangPath.FullName --version - name: Install ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ${{ github.job }} evict-old-files: 1d @@ -1229,232 +985,94 @@ jobs: cmake -G "Unix Makefiles" -B build -S . ` -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" ` -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` - -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.0/include/" ` + -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/" ` -DCMAKE_BUILD_TYPE=Release ` -DLLAMA_BUILD_BORINGSSL=ON ` -DROCM_DIR="${env:HIP_PATH}" ` -DGGML_HIP=ON ` -DGGML_HIP_ROCWMMA_FATTN=ON ` + -DGPU_TARGETS="gfx1100" ` -DGGML_RPC=ON cmake --build build -j ${env:NUMBER_OF_PROCESSORS} - ios-xcode-build: - runs-on: macos-latest + ubuntu-cpu-riscv64-native: + runs-on: ubuntu-24.04-riscv steps: - - name: Checkout code - uses: actions/checkout@v6 - - - name: Setup Xcode - uses: maxim-lobanov/setup-xcode@v1 - with: - xcode-version: latest-stable - - - name: Build - id: cmake_build + - name: Install dependencies run: | - sysctl -a - cmake -B build -G Xcode \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DLLAMA_OPENSSL=OFF \ - -DLLAMA_BUILD_EXAMPLES=OFF \ - -DLLAMA_BUILD_TOOLS=OFF \ - -DLLAMA_BUILD_TESTS=OFF \ - -DLLAMA_BUILD_SERVER=OFF \ - -DCMAKE_SYSTEM_NAME=iOS \ - -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ - -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + sudo apt-get update - - name: xcodebuild for swift package - id: xcodebuild + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 cmake build-essential libssl-dev wget git-lfs + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + + if ! which rustc; then + # Install Rust stable version + sudo apt-get install -y rustup + rustup install stable + rustup default stable + fi + + git lfs install + + - name: Check environment run: | - ./build-xcframework.sh + uname -a + gcc --version + g++ --version + ldd --version + cmake --version + rustc --version - - name: Upload xcframework artifact - uses: actions/upload-artifact@v6 - with: - name: llama-xcframework - path: build-apple/llama.xcframework/ - retention-days: 1 - - - name: Build Xcode project - run: | - xcodebuild -downloadPlatform iOS - xcodebuild -project examples/llama.swiftui/llama.swiftui.xcodeproj -scheme llama.swiftui -sdk iphoneos CODE_SIGNING_REQUIRED=NO CODE_SIGN_IDENTITY= -destination 'generic/platform=iOS' FRAMEWORK_FOLDER_PATH=./build-ios build - - android-build: - runs-on: ubuntu-latest - - steps: - - name: Clone - uses: actions/checkout@v6 - - # Disabled due to size (400MB) and always 0 cache hits - # - name: ccache - # uses: ggml-org/ccache-action@v1.2.16 - # with: - # key: android-build - # evict-old-files: 1d - - - name: Set up JDK - uses: actions/setup-java@v5 - with: - java-version: 17 - distribution: zulu - - - name: Setup Android SDK - uses: android-actions/setup-android@v3 - with: - log-accepted-android-sdk-licenses: false - - - name: Build - run: | - cd examples/llama.android - ./gradlew build --no-daemon - - android-ndk-build: - runs-on: ubuntu-latest - - env: - OPENCL_VERSION: 2025.07.22 - - strategy: - matrix: - include: - - build: 'arm64-cpu' - defines: '-D ANDROID_ABI=arm64-v8a -D ANDROID_PLATFORM=android-31 -D CMAKE_TOOLCHAIN_FILE=${ANDROID_NDK_ROOT}/build/cmake/android.toolchain.cmake -D GGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=armv8.5-a+fp16+i8mm -G Ninja -D LLAMA_OPENSSL=OFF -D GGML_OPENMP=OFF' - - build: 'arm64-snapdragon' - defines: '--preset arm64-android-snapdragon-release' - - steps: - name: Clone id: checkout uses: actions/checkout@v6 - - name: Install OpenCL Headers and Libs - id: install_opencl - if: ${{ matrix.build == 'arm64-snapdragon' }} - run: | - mkdir opencl - curl -L -o opencl/clhpp.tar.gz https://github.com/KhronosGroup/OpenCL-CLHPP/archive/refs/tags/v${OPENCL_VERSION}.tar.gz - curl -L -o opencl/headers.tar.gz https://github.com/KhronosGroup/OpenCL-Headers/archive/refs/tags/v${OPENCL_VERSION}.tar.gz - curl -L -o opencl/icd-loader.tar.gz https://github.com/KhronosGroup/OpenCL-ICD-Loader/archive/refs/tags/v${OPENCL_VERSION}.tar.gz - tar -xaf opencl/headers.tar.gz -C opencl - tar -xaf opencl/clhpp.tar.gz -C opencl - tar -xaf opencl/icd-loader.tar.gz -C opencl - sudo cp -r opencl/OpenCL-Headers-${OPENCL_VERSION}/CL ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include - sudo cp -r opencl/OpenCL-CLHPP-${OPENCL_VERSION}/include/CL/* ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include/CL - cd opencl/OpenCL-ICD-Loader-${OPENCL_VERSION} - cmake -B build -G Ninja -DCMAKE_BUILD_TYPE=Release -DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK_ROOT}/build/cmake/android.toolchain.cmake -DOPENCL_ICD_LOADER_HEADERS_DIR=${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=31 -DANDROID_STL=c++_shared - cmake --build build - sudo cp build/libOpenCL.so ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/lib/aarch64-linux-android - rm -rf opencl - - - name: Install Hexagon SDK - id: install_hexsdk - if: ${{ matrix.build == 'arm64-snapdragon' }} - env: - HEXSDK_VER: 6.4.0.2 - HEXTLS_VER: 19.0.04 - run: | - curl -L -o hex-sdk.tar.gz https://github.com/snapdragon-toolchain/hexagon-sdk/releases/download/v$HEXSDK_VER/hexagon-sdk-v$HEXSDK_VER-amd64-lnx.tar.xz - mkdir hex-sdk - tar -xaf hex-sdk.tar.gz -C hex-sdk - ls -l hex-sdk - sudo mv hex-sdk /opt/hexagon - echo "HEXAGON_SDK_ROOT=/opt/hexagon/$HEXSDK_VER" >> "$GITHUB_ENV" - echo "HEXAGON_TOOLS_ROOT=/opt/hexagon/$HEXSDK_VER/tools/HEXAGON_Tools/$HEXTLS_VER" >> "$GITHUB_ENV" - echo "DEFAULT_HLOS_ARCH=64" >> "$GITHUB_ENV" - echo "DEFAULT_TOOLS_VARIANT=toolv19" >> "$GITHUB_ENV" - echo "DEFAULT_NO_QURT_INC=0" >> "$GITHUB_ENV" - echo "DEFAULT_DSP_ARCH=v73" >> "$GITHUB_ENV" - - - name: Update CMake presets - id: update_presets - if: ${{ matrix.build == 'arm64-snapdragon' }} - run: | - cp docs/backend/snapdragon/CMakeUserPresets.json . + # FIXME: Enable when ggml-org/ccache-action works on riscv64 + # - name: ccache + # uses: ggml-org/ccache-action@v1.2.21 + # with: + # key: ubuntu-cpu-riscv64-native + # evict-old-files: 1d + # save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} - name: Build - id: ndk_build + id: cmake_build run: | - cmake ${{ matrix.defines }} -B build - cmake --build build - cmake --install build --prefix pkg-adb/llama.cpp + cmake -B build \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=ON \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DGGML_RPC=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + time cmake --build build --config Release -j $(nproc) - name: Test id: cmake_test run: | - echo "FIXME: test on devices" + cd build + ctest -L main --verbose --timeout 900 - openEuler-latest-cmake-cann: - defaults: - run: - shell: bash -el {0} - strategy: - matrix: - arch: [x86, aarch64] - chip_type: ['910b', '310p'] - build: ['Release'] - use_acl_graph: ['on', 'off'] - exclude: - # 310P does not support USE_ACL_GRAPH=on - - chip_type: '310p' - use_acl_graph: 'on' - runs-on: ${{ matrix.arch == 'aarch64' && 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} - steps: - - name: Checkout - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - - name: Free up disk space - uses: ggml-org/free-disk-space@v1.3.1 - with: - tool-cache: true - - - name: Set container image - id: cann-image + - name: Test llama2c conversion + id: llama2c_test run: | - image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc2-910b-openeuler24.03-py3.11' || '8.3.rc2-310p-openeuler24.03-py3.11' }}" - echo "image=${image}" >> "${GITHUB_OUTPUT}" - - - name: Pull container image - run: docker pull "${{ steps.cann-image.outputs.image }}" - - - name: Build - env: - BUILD_TYPE: ${{ matrix.build }} - SOC_TYPE: ascend${{ matrix.chip_type }} - USE_ACL_GRAPH: ${{ matrix.use_acl_graph }} - run: | - HOST_UID=$(id -u) - HOST_GID=$(id -g) - - docker run --rm \ - -v "${PWD}:/workspace" \ - -w /workspace \ - -e SOC_TYPE=${SOC_TYPE} \ - -e BUILD_TYPE=${BUILD_TYPE} \ - -e USE_ACL_GRAPH=${USE_ACL_GRAPH} \ - "${{ steps.cann-image.outputs.image }}" \ - bash -lc ' - set -e - yum install -y --setopt=install_weak_deps=False --setopt=tsflags=nodocs git gcc gcc-c++ make cmake openssl-devel - yum clean all && rm -rf /var/cache/yum - git config --global --add safe.directory "/workspace" - export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} - cmake -S . -B build \ - -DCMAKE_BUILD_TYPE=${BUILD_TYPE} \ - -DGGML_CANN=on \ - -DSOC_TYPE=${SOC_TYPE} \ - -DUSE_ACL_GRAPH=${USE_ACL_GRAPH} - cmake --build build -j $(nproc) - - chown -R '"${HOST_UID}"':'"${HOST_GID}"' /workspace/build - ' + cd build + echo "Fetch tokenizer" + wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/tok512.bin + echo "Fetch llama2c model" + wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin + ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf + ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 # TODO: simplify the following workflows using a matrix # TODO: run lighter CI on PRs and the full CI only on master (if needed) @@ -1467,7 +1085,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-x64-cpu-low-perf evict-old-files: 1d @@ -1493,7 +1111,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-arm64-cpu-low-perf evict-old-files: 1d @@ -1519,7 +1137,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-x64-cpu-high-perf evict-old-files: 1d @@ -1545,7 +1163,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-arm64-cpu-high-perf evict-old-files: 1d @@ -1571,7 +1189,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-arm64-cpu-high-perf-sve evict-old-files: 1d @@ -1588,144 +1206,6 @@ jobs: run: | LLAMA_ARG_THREADS=$(nproc) GG_BUILD_NO_BF16=1 GG_BUILD_EXTRA_TESTS_0=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt - ggml-ci-x64-nvidia-cuda: - runs-on: [self-hosted, Linux, X64, NVIDIA] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - nvidia-smi - GG_BUILD_CUDA=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - ggml-ci-x64-nvidia-vulkan-cm: - runs-on: [self-hosted, Linux, X64, NVIDIA] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - vulkaninfo --summary - GG_BUILD_VULKAN=1 GGML_VK_DISABLE_COOPMAT2=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - ggml-ci-x64-nvidia-vulkan-cm2: - runs-on: [self-hosted, Linux, X64, NVIDIA, COOPMAT2] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - vulkaninfo --summary - GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - ggml-ci-x64-cpu-amx: - runs-on: [self-hosted, Linux, X64, CPU, AMX] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - # ggml-ci-x64-amd-vulkan: - # runs-on: [self-hosted, Linux, X64, AMD] - - # steps: - # - name: Clone - # id: checkout - # uses: actions/checkout@v6 - - # - name: Test - # id: ggml-ci - # run: | - # vulkaninfo --summary - # GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - # ggml-ci-x64-amd-rocm: - # runs-on: [self-hosted, Linux, X64, AMD] - - # steps: - # - name: Clone - # id: checkout - # uses: actions/checkout@v6 - - # - name: Test - # id: ggml-ci - # run: | - # amd-smi static - # GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - ggml-ci-mac-metal: - runs-on: [self-hosted, macOS, ARM64] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - GG_BUILD_METAL=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp - - ggml-ci-mac-webgpu: - runs-on: [self-hosted, macOS, ARM64] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Dawn Dependency - id: dawn-depends - run: | - DAWN_VERSION="v2.0.0" - DAWN_OWNER="reeselevine" - DAWN_REPO="dawn" - DAWN_ASSET_NAME="Dawn-5e9a4865b1635796ccc77dd30057f2b4002a1355-macos-latest-Release" - echo "Fetching release asset from https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" - curl -L -o artifact.zip \ - "https://github.com/${DAWN_OWNER}/${DAWN_REPO}/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.zip" - mkdir dawn - unzip artifact.zip - tar -xvf ${DAWN_ASSET_NAME}.tar.gz -C dawn --strip-components=1 - - - name: Test - id: ggml-ci - run: | - GG_BUILD_WEBGPU=1 GG_BUILD_WEBGPU_DAWN_PREFIX="$GITHUB_WORKSPACE/dawn" \ - bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp - - ggml-ci-mac-vulkan: - runs-on: [self-hosted, macOS, ARM64] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Test - id: ggml-ci - run: | - vulkaninfo --summary - GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp - ggml-ci-arm64-cpu-kleidiai: runs-on: ubuntu-22.04-arm @@ -1735,7 +1215,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: ggml-ci-arm64-cpu-kleidiai evict-old-files: 1d @@ -1752,342 +1232,7 @@ jobs: run: | GG_BUILD_KLEIDIAI=1 GG_BUILD_EXTRA_TESTS_0=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt - ubuntu-cpu-cmake-riscv64-native: - runs-on: RISCV64 - - steps: - - name: Install dependencies - run: | - sudo apt-get update - - # Install necessary packages - sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential libssl-dev wget ccache git-lfs - - # Set gcc-14 and g++-14 as the default compilers - sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 - sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 - sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc - sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ - - # Install Rust stable version - rustup install stable - rustup default stable - - git lfs install - - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Check environment - run: | - uname -a - gcc --version - g++ --version - ldd --version - cmake --version - rustc --version - - - name: Setup ccache - run: | - # Set unique cache directory for this job - export CCACHE_DIR="$HOME/.ccache/cpu-cmake-rv64-native" - mkdir -p "$CCACHE_DIR" - - # Configure ccache for optimal performance - ccache --set-config=max_size=5G - ccache --set-config=compression=true - ccache --set-config=compression_level=6 - ccache --set-config=cache_dir="$CCACHE_DIR" - - # Enable more aggressive caching - ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime - ccache --set-config=hash_dir=false - - # Export for subsequent steps - echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV - echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV - - - name: Build - id: cmake_build - run: | - cmake -B build \ - -DCMAKE_BUILD_TYPE=Release \ - -DGGML_OPENMP=OFF \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=ON \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DGGML_RPC=ON \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 - - cmake --build build --config Release -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - - name: Test llama2c conversion - id: llama2c_test - run: | - cd build - echo "Fetch tokenizer" - wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/tok512.bin - echo "Fetch llama2c model" - wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin - ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf - ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 - - ubuntu-cmake-sanitizer-riscv64-native: - runs-on: RISCV64 - - continue-on-error: true - - strategy: - matrix: - sanitizer: [ADDRESS, THREAD, UNDEFINED] - build_type: [Debug] - - steps: - - name: Install dependencies - run: | - sudo apt-get update - - # Install necessary packages - sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential wget ccache git-lfs - - # Set gcc-14 and g++-14 as the default compilers - sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 - sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 - sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc - sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ - - # Install Rust stable version - rustup install stable - rustup default stable - - git lfs install - - - name: GCC version check - run: | - gcc --version - g++ --version - - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Setup ccache - run: | - # Unique cache directory per matrix combination - export CCACHE_DIR="$HOME/.ccache/sanitizer-${{ matrix.sanitizer }}-${{ matrix.build_type }}" - mkdir -p "$CCACHE_DIR" - - # Configure ccache - ccache --set-config=max_size=5G - ccache --set-config=compression=true - ccache --set-config=compression_level=6 - ccache --set-config=cache_dir="$CCACHE_DIR" - ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime - ccache --set-config=hash_dir=false - - # Export for subsequent steps - echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV - echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV - - - name: Build - id: cmake_build - if: ${{ matrix.sanitizer != 'THREAD' }} - run: | - cmake -B build \ - -DLLAMA_OPENSSL=OFF \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ - -DGGML_OPENMP=ON \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=OFF \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 - - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) - - - name: Build (no OpenMP) - id: cmake_build_no_openmp - if: ${{ matrix.sanitizer == 'THREAD' }} - run: | - cmake -B build \ - -DLLAMA_OPENSSL=OFF \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ - -DGGML_OPENMP=OFF \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=OFF \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 - - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - - ubuntu-llguidance-riscv64-native: - runs-on: RISCV64 - steps: - - name: Install dependencies - run: | - sudo apt-get update - - # Install necessary packages - sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential wget ccache git-lfs - - # Set gcc-14 and g++-14 as the default compilers - sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 - sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 - sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc - sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ - - # Install Rust stable version - rustup install stable - rustup default stable - - git lfs install - - - name: GCC version check - run: | - gcc --version - g++ --version - - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Setup ccache - run: | - export CCACHE_DIR="$HOME/.ccache/llguidance-riscv64" - mkdir -p "$CCACHE_DIR" - - ccache --set-config=max_size=5G - ccache --set-config=compression=true - ccache --set-config=compression_level=6 - ccache --set-config=cache_dir="$CCACHE_DIR" - ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime - ccache --set-config=hash_dir=false - - echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV - echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV - - - name: Build - id: cmake_build - run: | - cmake -B build \ - -DLLAMA_OPENSSL=OFF \ - -DCMAKE_BUILD_TYPE=Release \ - -DGGML_OPENMP=OFF \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=OFF \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DLLAMA_LLGUIDANCE=ON \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 - - cmake --build build --config Release -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - - ubuntu-cmake-rpc-riscv64-native: - runs-on: RISCV64 - - continue-on-error: true - - steps: - - name: Install dependencies - run: | - sudo apt-get update - - # Install necessary packages - sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential libssl-dev wget ccache git-lfs - - # Set gcc-14 and g++-14 as the default compilers - sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 - sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 - sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc - sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ - - # Install Rust stable version - rustup install stable - rustup default stable - - git lfs install - - - name: GCC version check - run: | - gcc --version - g++ --version - - - name: Clone - id: checkout - uses: actions/checkout@v6 - - - name: Setup ccache - run: | - export CCACHE_DIR="$HOME/.ccache/rpc-riscv64" - mkdir -p "$CCACHE_DIR" - - ccache --set-config=max_size=5G - ccache --set-config=compression=true - ccache --set-config=compression_level=6 - ccache --set-config=cache_dir="$CCACHE_DIR" - ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime - ccache --set-config=hash_dir=false - - echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV - echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV - - - name: Build - id: cmake_build - run: | - cmake -B build \ - -DCMAKE_BUILD_TYPE=Release \ - -DGGML_OPENMP=OFF \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=ON \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ - -DGGML_RPC=ON - - cmake --build build --config Release -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose - - ggml-ci-arm64-graviton4-kleidiai: + ggml-ci-arm64-cpu-kleidiai-graviton4: runs-on: ah-ubuntu_22_04-c8g_8x steps: @@ -2122,9 +1267,9 @@ jobs: sudo apt-get install -y cmake - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ggml-ci-arm64-graviton4-kleidiai + key: ggml-ci-arm64-cpu-kleidiai-graviton4 evict-old-files: 1d save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} diff --git a/.github/workflows/copilot-setup-steps.yml b/.github/workflows/copilot-setup-steps.yml index fc3cec5ea1..6f648bac45 100644 --- a/.github/workflows/copilot-setup-steps.yml +++ b/.github/workflows/copilot-setup-steps.yml @@ -29,7 +29,7 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: copilot-setup-steps evict-old-files: 1d @@ -52,6 +52,5 @@ jobs: - name: Install Python dependencies run: | python3 -m venv .venv - .venv/bin/activate + source .venv/bin/activate pip install -r requirements/requirements-all.txt -r tools/server/tests/requirements.txt - pip install flake8 pyright pre-commit diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml index 8062177ba5..a5bae7141f 100644 --- a/.github/workflows/docker.yml +++ b/.github/workflows/docker.yml @@ -25,185 +25,13 @@ permissions: packages: write jobs: - push_to_registry: - name: Push Docker image to Docker Hub - - runs-on: ${{ matrix.config.runs_on }} - env: - COMMIT_SHA: ${{ github.sha }} - strategy: - fail-fast: false - matrix: - config: - # Multi-stage build - # Note: the arm64 images are failing, which prevents the amd64 images from being built - # https://github.com/ggml-org/llama.cpp/issues/11888 - #- { tag: "cpu", dockerfile: ".devops/cpu.Dockerfile", platforms: "linux/amd64,linux/arm64", full: true, light: true, server: true, free_disk_space: false } - - { tag: "cpu", dockerfile: ".devops/cpu.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: false, runs_on: "ubuntu-22.04" } - - { tag: "cuda cuda12", dockerfile: ".devops/cuda.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: true, runs_on: "ubuntu-22.04", cuda_version: "12.4.0", ubuntu_version: "22.04" } - - { tag: "cuda13", dockerfile: ".devops/cuda-new.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: true, runs_on: "ubuntu-22.04", cuda_version: "13.1.0", ubuntu_version: "24.04" } - - { tag: "musa", dockerfile: ".devops/musa.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: true, runs_on: "ubuntu-22.04" } - - { tag: "intel", dockerfile: ".devops/intel.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: true, runs_on: "ubuntu-22.04" } - - { tag: "vulkan", dockerfile: ".devops/vulkan.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: false, runs_on: "ubuntu-22.04" } - - { tag: "s390x", dockerfile: ".devops/s390x.Dockerfile", platforms: "linux/s390x", full: true, light: true, server: true, free_disk_space: false, runs_on: "ubuntu-22.04-s390x" } - - { tag: "rocm", dockerfile: ".devops/rocm.Dockerfile", platforms: "linux/amd64", full: true, light: true, server: true, free_disk_space: true, runs_on: "ubuntu-22.04" } - steps: - - name: Check out the repo - uses: actions/checkout@v6 - with: - fetch-depth: 0 # preserve git history, so we can determine the build number - - - name: Set up QEMU - if: ${{ matrix.config.tag != 's390x' }} - uses: docker/setup-qemu-action@v3 - with: - image: tonistiigi/binfmt:qemu-v7.0.0-28 - - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 - - - name: Log in to Docker Hub - uses: docker/login-action@v3 - with: - registry: ghcr.io - username: ${{ github.repository_owner }} - password: ${{ secrets.GITHUB_TOKEN }} - - - name: Determine source tag name - id: srctag - uses: ./.github/actions/get-tag-name - env: - BRANCH_NAME: ${{ github.head_ref || github.ref_name }} - - - name: Determine image tag name - id: tag - shell: bash - run: | - REPO_OWNER="${GITHUB_REPOSITORY_OWNER@L}" # to lower case - REPO_NAME="${{ github.event.repository.name }}" - PREFIX="ghcr.io/${REPO_OWNER}/${REPO_NAME}:" - - # list all tags possible - tags="${{ matrix.config.tag }}" - for tag in $tags; do - if [[ "$tag" == "cpu" ]]; then - TYPE="" - else - TYPE="-$tag" - fi - CACHETAGS="${PREFIX}buildcache${TYPE}" - FULLTAGS="${FULLTAGS:+$FULLTAGS,}${PREFIX}full${TYPE},${PREFIX}full${TYPE}-${{ steps.srctag.outputs.name }}" - LIGHTTAGS="${LIGHTTAGS:+$LIGHTTAGS,}${PREFIX}light${TYPE},${PREFIX}light${TYPE}-${{ steps.srctag.outputs.name }}" - SERVERTAGS="${SERVERTAGS:+$SERVERTAGS,}${PREFIX}server${TYPE},${PREFIX}server${TYPE}-${{ steps.srctag.outputs.name }}" - done - echo "cache_output_tags=$CACHETAGS" >> $GITHUB_OUTPUT - echo "full_output_tags=$FULLTAGS" >> $GITHUB_OUTPUT - echo "light_output_tags=$LIGHTTAGS" >> $GITHUB_OUTPUT - echo "server_output_tags=$SERVERTAGS" >> $GITHUB_OUTPUT - echo "cache_output_tags=$CACHETAGS" # print out for debugging - echo "full_output_tags=$FULLTAGS" # print out for debugging - echo "light_output_tags=$LIGHTTAGS" # print out for debugging - echo "server_output_tags=$SERVERTAGS" # print out for debugging - env: - GITHUB_REPOSITORY_OWNER: '${{ github.repository_owner }}' - - - name: Free Disk Space (Ubuntu) - if: ${{ matrix.config.free_disk_space == true }} - uses: ggml-org/free-disk-space@v1.3.1 - with: - # this might remove tools that are actually needed, - # if set to "true" but frees about 6 GB - tool-cache: false - - # all of these default to true, but feel free to set to - # "false" if necessary for your workflow - android: true - dotnet: true - haskell: true - large-packages: true - docker-images: true - swap-storage: true - - - name: Build and push Full Docker image (tagged + versioned) - if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.full == true }} - uses: docker/build-push-action@v6 - with: - context: . - push: true - platforms: ${{ matrix.config.platforms }} - # tag list is generated from step above - tags: ${{ steps.tag.outputs.full_output_tags }} - file: ${{ matrix.config.dockerfile }} - target: full - provenance: false - build-args: | - ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} - ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} - # using github experimental cache - #cache-from: type=gha - #cache-to: type=gha,mode=max - # return to this if the experimental github cache is having issues - #cache-to: type=local,dest=/tmp/.buildx-cache - #cache-from: type=local,src=/tmp/.buildx-cache - # using registry cache (no storage limit) - cache-from: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }} - cache-to: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }},mode=max - - - name: Build and push Light Docker image (tagged + versioned) - if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.light == true }} - uses: docker/build-push-action@v6 - with: - context: . - push: true - platforms: ${{ matrix.config.platforms }} - # tag list is generated from step above - tags: ${{ steps.tag.outputs.light_output_tags }} - file: ${{ matrix.config.dockerfile }} - target: light - provenance: false - build-args: | - ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} - ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} - # using github experimental cache - #cache-from: type=gha - #cache-to: type=gha,mode=max - # return to this if the experimental github cache is having issues - #cache-to: type=local,dest=/tmp/.buildx-cache - #cache-from: type=local,src=/tmp/.buildx-cache - # using registry cache (no storage limit) - cache-from: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }} - cache-to: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }},mode=max - - - name: Build and push Server Docker image (tagged + versioned) - if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.server == true }} - uses: docker/build-push-action@v6 - with: - context: . - push: true - platforms: ${{ matrix.config.platforms }} - # tag list is generated from step above - tags: ${{ steps.tag.outputs.server_output_tags }} - file: ${{ matrix.config.dockerfile }} - target: server - provenance: false - build-args: | - ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} - ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} - # using github experimental cache - #cache-from: type=gha - #cache-to: type=gha,mode=max - # return to this if the experimental github cache is having issues - #cache-to: type=local,dest=/tmp/.buildx-cache - #cache-from: type=local,src=/tmp/.buildx-cache - # using registry cache (no storage limit) - cache-from: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }} - cache-to: type=registry,ref=${{ steps.tag.outputs.cache_output_tags }},mode=max - create_tag: name: Create and push git tag - runs-on: ubuntu-22.04 + runs-on: ubuntu-slim permissions: contents: write + outputs: + source_tag: ${{ steps.srctag.outputs.name }} steps: - name: Clone @@ -224,3 +52,391 @@ jobs: run: | git tag ${{ steps.srctag.outputs.name }} || exit 0 git push origin ${{ steps.srctag.outputs.name }} || exit 0 + + prepare_matrices: + name: Prepare Docker matrices + runs-on: ubuntu-24.04 + outputs: + build_matrix: ${{ steps.matrices.outputs.build_matrix }} + merge_matrix: ${{ steps.matrices.outputs.merge_matrix }} + + steps: + - name: Generate build and merge matrices + id: matrices + shell: bash + run: | + set -euo pipefail + + # Keep all build targets in one place and derive merge targets from it. + cat > build-matrix.json <<'JSON' + [ + { "tag": "cpu", "dockerfile": ".devops/cpu.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04" }, + { "tag": "cpu", "dockerfile": ".devops/cpu.Dockerfile", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-arm" }, + { "tag": "cpu", "dockerfile": ".devops/s390x.Dockerfile", "platforms": "linux/s390x", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-s390x" }, + { "tag": "cuda cuda12", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "12.8.1", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" }, + { "tag": "cuda cuda12", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "12.8.1", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04-arm" }, + { "tag": "cuda13", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "13.1.1", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" }, + { "tag": "cuda13", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "13.1.1", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04-arm" }, + { "tag": "musa", "dockerfile": ".devops/musa.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" }, + { "tag": "intel", "dockerfile": ".devops/intel.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" }, + { "tag": "vulkan", "dockerfile": ".devops/vulkan.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04" }, + { "tag": "vulkan", "dockerfile": ".devops/vulkan.Dockerfile", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-arm" }, + { "tag": "rocm", "dockerfile": ".devops/rocm.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" }, + { "tag": "openvino", "dockerfile": ".devops/openvino.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04" } + ] + JSON + + BUILD_MATRIX="$(jq -c . build-matrix.json)" + MERGE_MATRIX="$(jq -c ' + reduce .[] as $entry ({}; .[$entry.tag] |= ( + . // { + tag: $entry.tag, + arches: [], + full: false, + light: false, + server: false + } + | .full = (.full or ($entry.full // false)) + | .light = (.light or ($entry.light // false)) + | .server = (.server or ($entry.server // false)) + | .arches += [($entry.platforms | sub("^linux/"; ""))] + )) + # Backward compatibility: s390x tags are aliases of cpu for the linux/s390x platform. + | if (has("cpu") and (((.cpu.arches // []) | index("s390x")) != null)) then + . + { + s390x: { + tag: "s390x", + arches: ["s390x"], + full: .cpu.full, + light: .cpu.light, + server: .cpu.server + } + } + else + . + end + | [.[] | .arches = (.arches | unique | sort | join(" "))] + ' build-matrix.json)" + + echo "build_matrix=$BUILD_MATRIX" >> "$GITHUB_OUTPUT" + echo "merge_matrix=$MERGE_MATRIX" >> "$GITHUB_OUTPUT" + + push_to_registry: + name: Push Docker image to Docker Registry + needs: [prepare_matrices, create_tag] + + runs-on: ${{ matrix.config.runs_on }} + strategy: + fail-fast: false + matrix: + config: ${{ fromJSON(needs.prepare_matrices.outputs.build_matrix) }} + steps: + - name: Check out the repo + uses: actions/checkout@v6 + with: + fetch-depth: 0 + ref: ${{ needs.create_tag.outputs.source_tag }} + + - name: Set up QEMU + if: ${{ contains(matrix.config.platforms, 'linux/amd64') }} + uses: docker/setup-qemu-action@ce360397dd3f832beb865e1373c09c0e9f86d70a # v4 + with: + image: tonistiigi/binfmt:qemu-v10.2.1 + + - name: Set up Docker Buildx + uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4 + + - name: Log in to Docker Registry + uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4 + with: + registry: ghcr.io + username: ${{ github.repository_owner }} + password: ${{ secrets.GITHUB_TOKEN }} + + - name: Determine image metadata + id: meta + shell: bash + run: | + set -euo pipefail + + REPO_OWNER="${GITHUB_REPOSITORY_OWNER@L}" # to lower case + REPO_NAME="${{ github.event.repository.name }}" + IMAGE_REPO="ghcr.io/${REPO_OWNER}/${REPO_NAME}" + PREFIX="${IMAGE_REPO}:" + PLATFORM="${{ matrix.config.platforms }}" + ARCH_SUFFIX="${PLATFORM#linux/}" + + # list all tags possible + tags="${{ matrix.config.tag }}" + for tag in $tags; do + if [[ "$tag" == "cpu" ]]; then + TYPE="" + else + TYPE="-$tag" + fi + CACHETAG="${PREFIX}buildcache${TYPE}-${ARCH_SUFFIX}" + done + + SAFE_TAGS="$(echo "$tags" | tr ' ' '_')" + + echo "image_repo=$IMAGE_REPO" >> $GITHUB_OUTPUT + echo "arch_suffix=$ARCH_SUFFIX" >> $GITHUB_OUTPUT + echo "cache_output_tag=$CACHETAG" >> $GITHUB_OUTPUT + echo "digest_artifact_suffix=${SAFE_TAGS}-${ARCH_SUFFIX}" >> $GITHUB_OUTPUT + echo "cache_output_tag=$CACHETAG" # print out for debugging + env: + GITHUB_REPOSITORY_OWNER: '${{ github.repository_owner }}' + + - name: Free Disk Space (Ubuntu) + if: ${{ matrix.config.free_disk_space == true }} + uses: ggml-org/free-disk-space@v1.3.1 + with: + # this might remove tools that are actually needed, + # if set to "true" but frees about 6 GB + tool-cache: false + + # all of these default to true, but feel free to set to + # "false" if necessary for your workflow + android: true + dotnet: true + haskell: true + large-packages: true + docker-images: true + swap-storage: true + + - name: Build and push Full Docker image by digest + id: build_full + if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.full == true }} + uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7 + with: + context: . + platforms: ${{ matrix.config.platforms }} + outputs: type=image,name=${{ steps.meta.outputs.image_repo }},push-by-digest=true,name-canonical=true,push=true + file: ${{ matrix.config.dockerfile }} + target: full + provenance: false + build-args: | + ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} + ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} + # using github experimental cache + #cache-from: type=gha + #cache-to: type=gha,mode=max + # return to this if the experimental github cache is having issues + #cache-to: type=local,dest=/tmp/.buildx-cache + #cache-from: type=local,src=/tmp/.buildx-cache + # using registry cache (no storage limit) + cache-from: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }} + cache-to: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }},mode=max + + - name: Build and push Light Docker image by digest + id: build_light + if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.light == true }} + uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7 + with: + context: . + platforms: ${{ matrix.config.platforms }} + outputs: type=image,name=${{ steps.meta.outputs.image_repo }},push-by-digest=true,name-canonical=true,push=true + file: ${{ matrix.config.dockerfile }} + target: light + provenance: false + build-args: | + ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} + ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} + # using github experimental cache + #cache-from: type=gha + #cache-to: type=gha,mode=max + # return to this if the experimental github cache is having issues + #cache-to: type=local,dest=/tmp/.buildx-cache + #cache-from: type=local,src=/tmp/.buildx-cache + # using registry cache (no storage limit) + cache-from: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }} + cache-to: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }},mode=max + + - name: Build and push Server Docker image by digest + id: build_server + if: ${{ (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && matrix.config.server == true }} + uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7 + with: + context: . + platforms: ${{ matrix.config.platforms }} + outputs: type=image,name=${{ steps.meta.outputs.image_repo }},push-by-digest=true,name-canonical=true,push=true + file: ${{ matrix.config.dockerfile }} + target: server + provenance: false + build-args: | + ${{ matrix.config.ubuntu_version && format('UBUNTU_VERSION={0}', matrix.config.ubuntu_version) || '' }} + ${{ matrix.config.cuda_version && format('CUDA_VERSION={0}', matrix.config.cuda_version) || '' }} + # using github experimental cache + #cache-from: type=gha + #cache-to: type=gha,mode=max + # return to this if the experimental github cache is having issues + #cache-to: type=local,dest=/tmp/.buildx-cache + #cache-from: type=local,src=/tmp/.buildx-cache + # using registry cache (no storage limit) + cache-from: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }} + cache-to: type=registry,ref=${{ steps.meta.outputs.cache_output_tag }},mode=max + + - name: Export digest metadata + shell: bash + run: | + set -euo pipefail + + TAGS="${{ matrix.config.tag }}" + ARCH_SUFFIX="${{ steps.meta.outputs.arch_suffix }}" + DIGEST_FILE="/tmp/digests/${{ steps.meta.outputs.digest_artifact_suffix }}.tsv" + mkdir -p /tmp/digests + + add_digest_rows() { + local image_type="$1" + local digest="$2" + + if [[ -z "$digest" ]]; then + echo "Missing digest for image_type=${image_type}" >&2 + exit 1 + fi + + for tag in $TAGS; do + printf '%s\t%s\t%s\t%s\n' "$tag" "$ARCH_SUFFIX" "$image_type" "$digest" >> "$DIGEST_FILE" + done + } + + if [[ "${{ matrix.config.full }}" == "true" ]]; then + add_digest_rows "full" "${{ steps.build_full.outputs.digest }}" + fi + + if [[ "${{ matrix.config.light }}" == "true" ]]; then + add_digest_rows "light" "${{ steps.build_light.outputs.digest }}" + fi + + if [[ "${{ matrix.config.server }}" == "true" ]]; then + add_digest_rows "server" "${{ steps.build_server.outputs.digest }}" + fi + + - name: Upload digest metadata + uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7 + with: + name: digests-${{ steps.meta.outputs.digest_artifact_suffix }} + path: /tmp/digests/${{ steps.meta.outputs.digest_artifact_suffix }}.tsv + if-no-files-found: error + + merge_arch_tags: + name: Create shared tags from digests + needs: [prepare_matrices, push_to_registry, create_tag] + runs-on: ubuntu-24.04 + strategy: + fail-fast: false + matrix: + config: ${{ fromJSON(needs.prepare_matrices.outputs.merge_matrix) }} + + steps: + - name: Check out the repo + uses: actions/checkout@v6 + with: + fetch-depth: 0 + + - name: Download digest metadata + uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8 + with: + pattern: digests-* + path: /tmp/digests + merge-multiple: true + + - name: Set up Docker Buildx + uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4 + + - name: Log in to Docker Registry + uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4 + with: + registry: ghcr.io + username: ${{ github.repository_owner }} + password: ${{ secrets.GITHUB_TOKEN }} + + - name: Create tags from digests + shell: bash + run: | + set -euo pipefail + + REPO_OWNER="${GITHUB_REPOSITORY_OWNER@L}" # to lower case + REPO_NAME="${{ github.event.repository.name }}" + IMAGE_REPO="ghcr.io/${REPO_OWNER}/${REPO_NAME}" + PREFIX="${IMAGE_REPO}:" + SRC_TAG="${{ needs.create_tag.outputs.source_tag }}" + TAGS="${{ matrix.config.tag }}" + ARCHES="${{ matrix.config.arches }}" + DIGEST_GLOB="/tmp/digests/*.tsv" + + if ! ls ${DIGEST_GLOB} >/dev/null 2>&1; then + echo "No digest metadata found in /tmp/digests" >&2 + exit 1 + fi + + if [[ -z "$SRC_TAG" ]]; then + echo "Missing source tag from create_tag" >&2 + exit 1 + fi + + find_digest() { + local tag_name="$1" + local arch="$2" + local image_type="$3" + local digest + + digest="$(awk -F '\t' -v t="$tag_name" -v a="$arch" -v i="$image_type" '$1 == t && $2 == a && $3 == i { print $4; exit }' ${DIGEST_GLOB})" + + # Backward compatibility: s390x tags are aliases of cpu for the linux/s390x platform. + if [[ -z "$digest" && "$tag_name" == "s390x" && "$arch" == "s390x" ]]; then + digest="$(awk -F '\t' -v t="cpu" -v a="$arch" -v i="$image_type" '$1 == t && $2 == a && $3 == i { print $4; exit }' ${DIGEST_GLOB})" + fi + + if [[ -z "$digest" ]]; then + echo "Missing digest for tag=${tag_name} arch=${arch} image_type=${image_type}" >&2 + exit 1 + fi + + echo "$digest" + } + + create_manifest_tags() { + local image_type="$1" + local tag_name="$2" + local suffix="$3" + + local merged_tag="${PREFIX}${image_type}${suffix}" + local merged_versioned_tag="${merged_tag}-${SRC_TAG}" + + local refs=() + + for arch in $ARCHES; do + local digest + digest="$(find_digest "$tag_name" "$arch" "$image_type")" + refs+=("${IMAGE_REPO}@${digest}") + done + + echo "Creating ${merged_tag} from ${refs[*]}" + docker buildx imagetools create --tag "${merged_tag}" "${refs[@]}" + + echo "Creating ${merged_versioned_tag} from ${refs[*]}" + docker buildx imagetools create --tag "${merged_versioned_tag}" "${refs[@]}" + } + + for tag in $TAGS; do + if [[ "$tag" == "cpu" ]]; then + TYPE="" + else + TYPE="-$tag" + fi + + if [[ "${{ matrix.config.full }}" == "true" ]]; then + create_manifest_tags "full" "$tag" "$TYPE" + fi + + if [[ "${{ matrix.config.light }}" == "true" ]]; then + create_manifest_tags "light" "$tag" "$TYPE" + fi + + if [[ "${{ matrix.config.server }}" == "true" ]]; then + create_manifest_tags "server" "$tag" "$TYPE" + fi + done + env: + GITHUB_REPOSITORY_OWNER: '${{ github.repository_owner }}' diff --git a/.github/workflows/editorconfig.yml b/.github/workflows/editorconfig.yml index 702dc89f5b..a2d4d0a3a7 100644 --- a/.github/workflows/editorconfig.yml +++ b/.github/workflows/editorconfig.yml @@ -23,7 +23,7 @@ jobs: runs-on: ubuntu-slim steps: - uses: actions/checkout@v6 - - uses: editorconfig-checker/action-editorconfig-checker@v2 + - uses: editorconfig-checker/action-editorconfig-checker@840e866d93b8e032123c23bac69dece044d4d84c # v2.2.0 with: version: v3.0.3 - run: editorconfig-checker diff --git a/.github/workflows/gguf-publish.yml b/.github/workflows/gguf-publish.yml index 5bdab0f157..a1fba046a9 100644 --- a/.github/workflows/gguf-publish.yml +++ b/.github/workflows/gguf-publish.yml @@ -28,17 +28,17 @@ jobs: - name: Set up Python uses: actions/setup-python@v6 with: - python-version: '3.9.x' + python-version: '3.11' - name: Install dependencies run: | cd gguf-py - python -m pip install poetry + python -m pip install poetry==2.3.2 poetry install - name: Build package run: cd gguf-py && poetry build - name: Publish package - uses: pypa/gh-action-pypi-publish@release/v1 + uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # release/v1 with: password: ${{ secrets.PYPI_API_TOKEN }} packages-dir: gguf-py/dist diff --git a/.github/workflows/hip-quality-check.yml b/.github/workflows/hip-quality-check.yml new file mode 100644 index 0000000000..d00d30ed65 --- /dev/null +++ b/.github/workflows/hip-quality-check.yml @@ -0,0 +1,82 @@ +name: HIP quality check + +on: + workflow_dispatch: # allows manual triggering + push: + branches: + - master + paths: [ + '.github/workflows/hip-quality-check.yml', + '**/*.cu', + '**/*.cuh', + 'scripts/hip/gcn-cdna-vgpr-check.py' + ] + + pull_request: + types: [opened, synchronize, reopened] + paths: [ + '.github/workflows/hip-quality-check.yml', + '**/*.cu', + '**/*.cuh', + 'scripts/hip/gcn-cdna-vgpr-check.py' + ] + +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} + cancel-in-progress: true + +env: + GGML_NLOOP: 3 + GGML_N_THREADS: 1 + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + +jobs: + ubuntu-22-hip-quality-check: + runs-on: ubuntu-22.04 + container: rocm/dev-ubuntu-22.04:7.2.1 + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + + - name: Dependencies + id: depends + run: | + sudo apt-get update + sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libssl-dev python3 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-22-hip-quality-check + evict-old-files: 1d + save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }} + + - name: Build with Werror + id: cmake_build + run: | + cmake -B build -S . \ + -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ + -DGPU_TARGETS=gfx942 \ + -DGGML_HIP=ON \ + -DGGML_HIP_EXPORT_METRICS=Off \ + -DCMAKE_HIP_FLAGS="-Werror -Wno-tautological-compare" \ + -DCMAKE_BUILD_TYPE=Release + cd build + make -j $(nproc) + + - name: Check for major VGPR spills + id: vgpr_check + run: | + cmake -B build -S . \ + -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ + -DGPU_TARGETS=gfx908 \ + -DGGML_HIP=ON \ + -DGGML_HIP_EXPORT_METRICS=On \ + -DCMAKE_HIP_FLAGS="" \ + -DCMAKE_BUILD_TYPE=Release + cd build + make -j $(nproc) 2>&1 | tee metrics.log | grep -v 'Rpass-analysis=kernel-resource-usage\|remark:\|^$' + python3 ../scripts/hip/gcn-cdna-vgpr-check.py metrics.log diff --git a/.github/workflows/python-lint.yml b/.github/workflows/python-lint.yml index 8d1dd7a7d5..1e5d64c1ae 100644 --- a/.github/workflows/python-lint.yml +++ b/.github/workflows/python-lint.yml @@ -4,10 +4,16 @@ on: push: branches: - master - paths: ['.github/workflows/python-lint.yml', '**/*.py'] + paths: [ + '.github/workflows/python-lint.yml', + '**/*.py' + ] pull_request: types: [opened, synchronize, reopened] - paths: ['.github/workflows/python-lint.yml', '**/*.py'] + paths: [ + '.github/workflows/python-lint.yml', + '**/*.py' + ] concurrency: group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} @@ -25,6 +31,6 @@ jobs: with: python-version: "3.11" - name: flake8 Lint - uses: py-actions/flake8@v2 + uses: py-actions/flake8@84ec6726560b6d5bd68f2a5bed83d62b52bb50ba # v2 with: plugins: "flake8-no-print" diff --git a/.github/workflows/python-type-check.yml b/.github/workflows/python-type-check.yml index e801a9f42e..dc7aebe24c 100644 --- a/.github/workflows/python-type-check.yml +++ b/.github/workflows/python-type-check.yml @@ -4,15 +4,17 @@ on: push: paths: - '.github/workflows/python-type-check.yml' - - 'pyrightconfig.json' + - 'ty.toml' - '**.py' - '**/requirements*.txt' + # - 'pyrightconfig.json' pull_request: paths: - '.github/workflows/python-type-check.yml' - - 'pyrightconfig.json' + - 'ty.toml' - '**.py' - '**/requirements*.txt' + # - 'pyrightconfig.json' concurrency: group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} @@ -20,8 +22,8 @@ concurrency: jobs: python-type-check: - runs-on: ubuntu-latest - name: pyright type-check + runs-on: ubuntu-slim + name: python type-check steps: - name: Check out source repository uses: actions/checkout@v6 @@ -29,10 +31,13 @@ jobs: uses: actions/setup-python@v6 with: python-version: "3.11" - pip-install: -r requirements/requirements-all.txt - - name: Type-check with Pyright - uses: jakebailey/pyright-action@v2 - with: - version: 1.1.382 - level: warning - warnings: true + pip-install: -r requirements/requirements-all.txt ty==0.0.26 + # - name: Type-check with Pyright + # uses: jakebailey/pyright-action@v2 + # with: + # version: 1.1.382 + # level: warning + # warnings: true + - name: Type-check with ty + run: | + ty check --output-format=github diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 1f79a83815..8263c55ac5 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -10,7 +10,22 @@ on: push: branches: - master - paths: ['.github/workflows/release.yml', '**/CMakeLists.txt', '**/.cmake', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal', '**/*.comp'] + paths: [ + '.github/workflows/release.yml', + '**/CMakeLists.txt', + '**/.cmake', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.cuh', + '**/*.swift', + '**/*.m', + '**/*.metal', + '**/*.comp', + '**/*.glsl' + ] concurrency: group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} @@ -21,112 +36,24 @@ env: CMAKE_ARGS: "-DLLAMA_BUILD_EXAMPLES=OFF -DLLAMA_BUILD_TESTS=OFF -DLLAMA_BUILD_TOOLS=ON -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON" jobs: - macOS-arm64: - runs-on: macos-14 - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-arm64 - evict-old-files: 1d - - - name: Build - id: cmake_build - run: | - sysctl -a - cmake -B build \ - -DCMAKE_INSTALL_RPATH='@loader_path' \ - -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_BUILD_BORINGSSL=ON \ - -DGGML_METAL_USE_BF16=ON \ - -DGGML_METAL_EMBED_LIBRARY=ON \ - -DGGML_RPC=ON \ - ${{ env.CMAKE_ARGS }} - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - - - name: Determine tag name - id: tag - uses: ./.github/actions/get-tag-name - - - name: Pack artifacts - id: pack_artifacts - run: | - cp LICENSE ./build/bin/ - tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz -s ",./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - - name: Upload artifacts - uses: actions/upload-artifact@v6 - with: - path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz - name: llama-bin-macos-arm64.tar.gz - - macOS-x64: - runs-on: macos-15-intel - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - - name: ccache - uses: ggml-org/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-x64 - evict-old-files: 1d - - - name: Build - id: cmake_build - run: | - sysctl -a - # Metal is disabled due to intermittent failures with Github runners not having a GPU: - # https://github.com/ggml-org/llama.cpp/actions/runs/8635935781/job/23674807267#step:5:2313 - cmake -B build \ - -DCMAKE_INSTALL_RPATH='@loader_path' \ - -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_BUILD_BORINGSSL=ON \ - -DGGML_METAL=OFF \ - -DGGML_RPC=ON \ - -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - - - name: Determine tag name - id: tag - uses: ./.github/actions/get-tag-name - - - name: Pack artifacts - id: pack_artifacts - run: | - cp LICENSE ./build/bin/ - tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz -s ",./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - - name: Upload artifacts - uses: actions/upload-artifact@v6 - with: - path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz - name: llama-bin-macos-x64.tar.gz - - ubuntu-22-cpu: + macOS-cpu: strategy: matrix: include: + - build: 'arm64' + arch: 'arm64' + os: macos-14 + defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON" + - build: 'arm64-kleidiai' + arch: 'arm64' + os: macos-14 + defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON -DGGML_CPU_KLEIDIAI=ON" - build: 'x64' - os: ubuntu-22.04 - - build: 's390x' - os: ubuntu-24.04-s390x - # GGML_BACKEND_DL and GGML_CPU_ALL_VARIANTS are not currently supported on arm - # - build: 'arm64' - # os: ubuntu-22.04-arm + arch: 'x64' + os: macos-15-intel + # Metal is disabled on x64 due to intermittent failures with Github runners not having a GPU: + # https://github.com/ggml-org/llama.cpp/actions/runs/8635935781/job/23674807267#step:5:2313 + defines: "-DGGML_METAL=OFF -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3" runs-on: ${{ matrix.os }} @@ -138,9 +65,65 @@ jobs: fetch-depth: 0 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-cpu-cmake-${{ matrix.build }} + key: macOS-latest-${{ matrix.arch }} + evict-old-files: 1d + + - name: Build + id: cmake_build + run: | + sysctl -a + cmake -B build \ + ${{ matrix.defines }} \ + -DCMAKE_INSTALL_RPATH='@loader_path' \ + -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ + -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_BUILD_BORINGSSL=ON \ + ${{ env.CMAKE_ARGS }} + cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) + + - name: Determine tag name + id: tag + uses: ./.github/actions/get-tag-name + + - name: Pack artifacts + id: pack_artifacts + run: | + cp LICENSE ./build/bin/ + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-${{ matrix.build }}.tar.gz -s ",./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . + + - name: Upload artifacts + uses: actions/upload-artifact@v6 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-macos-${{ matrix.build }}.tar.gz + name: llama-bin-macos-${{ matrix.build }}.tar.gz + + ubuntu-cpu: + strategy: + matrix: + include: + - build: 'x64' + os: ubuntu-22.04 + - build: 'arm64' + os: ubuntu-24.04-arm + - build: 's390x' + os: ubuntu-24.04-s390x + + runs-on: ${{ matrix.os }} + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + + - name: ccache + if: ${{ matrix.build != 's390x' }} + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-cpu-${{ matrix.build }} evict-old-files: 1d - name: Dependencies @@ -149,6 +132,13 @@ jobs: sudo apt-get update sudo apt-get install build-essential libssl-dev + - name: Toolchain workaround (GCC 14) + if: ${{ contains(matrix.os, 'ubuntu-24.04') }} + run: | + sudo apt-get install -y gcc-14 g++-14 + echo "CC=gcc-14" >> "$GITHUB_ENV" + echo "CXX=g++-14" >> "$GITHUB_ENV" + - name: Build id: cmake_build run: | @@ -178,8 +168,16 @@ jobs: path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz name: llama-bin-ubuntu-${{ matrix.build }}.tar.gz - ubuntu-22-vulkan: - runs-on: ubuntu-22.04 + ubuntu-vulkan: + strategy: + matrix: + include: + - build: 'x64' + os: ubuntu-22.04 + - build: 'arm64' + os: ubuntu-24.04-arm + + runs-on: ${{ matrix.os }} steps: - name: Clone @@ -189,18 +187,25 @@ jobs: fetch-depth: 0 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-22-cmake-vulkan + key: ubuntu-vulkan-${{ matrix.build }} evict-old-files: 1d - name: Dependencies id: depends run: | - wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | sudo apt-key add - - sudo wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list - sudo apt-get update -y - sudo apt-get install -y build-essential mesa-vulkan-drivers vulkan-sdk libssl-dev + if [[ "${{ matrix.os }}" =~ "ubuntu-22.04" ]]; then + wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | sudo apt-key add - + sudo wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list + sudo apt-get update -y + sudo apt-get install -y build-essential mesa-vulkan-drivers vulkan-sdk libssl-dev + else + sudo apt-get update -y + sudo apt-get install -y gcc-14 g++-14 build-essential glslc libvulkan-dev libssl-dev ninja-build + echo "CC=gcc-14" >> "$GITHUB_ENV" + echo "CXX=g++-14" >> "$GITHUB_ENV" + fi - name: Build id: cmake_build @@ -223,13 +228,93 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - name: Upload artifacts uses: actions/upload-artifact@v6 with: - path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz - name: llama-bin-ubuntu-vulkan-x64.tar.gz + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz + name: llama-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz + + ubuntu-24-openvino: + runs-on: ubuntu-24.04 + + outputs: + openvino_version: ${{ steps.openvino_version.outputs.value }} + + env: + # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile + OPENVINO_VERSION_MAJOR: "2026.0" + OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886" + + steps: + - name: Set OpenVINO version output + id: openvino_version + run: echo "value=${{ env.OPENVINO_VERSION_MAJOR }}" >> $GITHUB_OUTPUT + + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.21 + with: + key: ubuntu-24-openvino-release-no-preset-v1 + evict-old-files: 1d + + - name: Dependencies + run: | + sudo apt-get update + sudo apt-get install -y build-essential libssl-dev libtbb12 cmake ninja-build python3-pip + sudo apt install ocl-icd-opencl-dev opencl-headers opencl-clhpp-headers intel-opencl-icd + + - name: Use OpenVINO Toolkit Cache + uses: actions/cache@v5 + id: cache-openvino + with: + path: ./openvino_toolkit + key: openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }} + + - name: Setup OpenVINO Toolkit + if: steps.cache-openvino.outputs.cache-hit != 'true' + uses: ./.github/actions/linux-setup-openvino + with: + path: ./openvino_toolkit + version_major: ${{ env.OPENVINO_VERSION_MAJOR }} + version_full: ${{ env.OPENVINO_VERSION_FULL }} + + - name: Install OpenVINO dependencies + run: | + cd ./openvino_toolkit + chmod +x ./install_dependencies/install_openvino_dependencies.sh + echo "Y" | sudo -E ./install_dependencies/install_openvino_dependencies.sh + + - name: Build + id: cmake_build + run: | + source ./openvino_toolkit/setupvars.sh + cmake -B build/ReleaseOV -G Ninja \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENVINO=ON + cmake --build build/ReleaseOV --config Release -j $(nproc) + + - name: Determine tag name + id: tag + uses: ./.github/actions/get-tag-name + + - name: Pack artifacts + id: pack_artifacts + run: | + cp LICENSE ./build/ReleaseOV/bin/ + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/ReleaseOV/bin . + + - name: Upload artifacts + uses: actions/upload-artifact@v6 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz + name: llama-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz windows-cpu: runs-on: windows-2025 @@ -247,9 +332,9 @@ jobs: fetch-depth: 0 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-cpu-${{ matrix.arch }} + key: windows-latest-cpu-${{ matrix.arch }} variant: ccache evict-old-files: 1d @@ -308,9 +393,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-${{ matrix.backend }}-${{ matrix.arch }} + key: windows-latest-${{ matrix.backend }}-${{ matrix.arch }} variant: ccache evict-old-files: 1d @@ -378,7 +463,7 @@ jobs: uses: actions/checkout@v6 - name: Install ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: key: windows-cuda-${{ matrix.cuda }} variant: ccache @@ -454,9 +539,9 @@ jobs: uses: actions/checkout@v6 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-sycl + key: windows-latest-sycl variant: ccache evict-old-files: 1d @@ -522,8 +607,8 @@ jobs: strategy: matrix: include: - - ROCM_VERSION: "7.2" - gpu_targets: "gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1151;gfx1150;gfx1200;gfx1201" + - ROCM_VERSION: "7.2.1" + gpu_targets: "gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1102;gfx1151;gfx1150;gfx1200;gfx1201" build: 'x64' steps: @@ -534,9 +619,9 @@ jobs: fetch-depth: 0 - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: ubuntu-rocm-cmake-${{ matrix.ROCM_VERSION }}-${{ matrix.build }} + key: ubuntu-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }} evict-old-files: 1d - name: Dependencies @@ -545,7 +630,7 @@ jobs: sudo apt install -y build-essential git cmake wget - name: Setup Legacy ROCm - if: matrix.ROCM_VERSION == '7.2' + if: matrix.ROCM_VERSION == '7.2.1' id: legacy_env run: | sudo mkdir --parents --mode=0755 /etc/apt/keyrings @@ -566,7 +651,7 @@ jobs: sudo apt-get install -y libssl-dev rocm-hip-sdk - name: Setup TheRock - if: matrix.ROCM_VERSION != '7.2' + if: matrix.ROCM_VERSION != '7.2.1' id: therock_env run: | wget https://repo.amd.com/rocm/tarball/therock-dist-linux-gfx1151-${{ matrix.ROCM_VERSION }}.tar.gz @@ -582,7 +667,6 @@ jobs: run: | cmake -B build -S . \ -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ - -DCMAKE_HIP_FLAGS="-mllvm --amdgpu-unroll-threshold-local=600" \ -DCMAKE_BUILD_TYPE=Release \ -DGGML_BACKEND_DL=ON \ -DGGML_NATIVE=OFF \ @@ -600,17 +684,20 @@ jobs: id: tag uses: ./.github/actions/get-tag-name + - name: Get ROCm short version + run: echo "ROCM_VERSION_SHORT=$(echo '${{ matrix.ROCM_VERSION }}' | cut -d '.' -f 1,2)" >> $GITHUB_ENV + - name: Pack artifacts id: pack_artifacts run: | cp LICENSE ./build/bin/ - tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - name: Upload artifacts uses: actions/upload-artifact@v6 with: - path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}.tar.gz - name: llama-bin-ubuntu-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}.tar.gz + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz + name: llama-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz windows-hip: runs-on: windows-2022 @@ -632,7 +719,7 @@ jobs: - name: Grab rocWMMA package id: grab_rocwmma run: | - curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70200-43~24.04_amd64.deb" + curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb" 7z x rocwmma.deb 7z x data.tar @@ -644,9 +731,9 @@ jobs: key: rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }} - name: ccache - uses: ggml-org/ccache-action@v1.2.16 + uses: ggml-org/ccache-action@v1.2.21 with: - key: windows-latest-cmake-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}-x64 + key: windows-latest-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}-x64 evict-old-files: 1d - name: Install ROCm @@ -689,7 +776,7 @@ jobs: cmake -G "Unix Makefiles" -B build -S . ` -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" ` -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` - -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.0/include/ -Wno-ignored-attributes -Wno-nested-anon-types" ` + -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/ -Wno-ignored-attributes -Wno-nested-anon-types" ` -DCMAKE_BUILD_TYPE=Release ` -DGGML_BACKEND_DL=ON ` -DGGML_NATIVE=OFF ` @@ -811,7 +898,7 @@ jobs: - name: Set container image id: cann-image run: | - image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc2-910b-openeuler24.03-py3.11' || '8.3.rc2-310p-openeuler24.03-py3.11' }}" + image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.5.0-910b-openeuler24.03-py3.11' || '8.5.0-310p-openeuler24.03-py3.11' }}" echo "image=${image}" >> "${GITHUB_OUTPUT}" - name: Pull container image @@ -872,7 +959,7 @@ jobs: permissions: contents: write # for creating release - runs-on: ubuntu-latest + runs-on: ubuntu-slim needs: - windows @@ -881,10 +968,10 @@ jobs: - windows-sycl - windows-hip - ubuntu-22-rocm - - ubuntu-22-cpu - - ubuntu-22-vulkan - - macOS-arm64 - - macOS-x64 + - ubuntu-cpu + - ubuntu-vulkan + - ubuntu-24-openvino + - macOS-cpu - ios-xcode-build - openEuler-cann @@ -959,14 +1046,18 @@ jobs: **macOS/iOS:** - [macOS Apple Silicon (arm64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz) + - [macOS Apple Silicon (arm64, KleidiAI enabled)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-arm64-kleidiai.tar.gz) - [macOS Intel (x64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz) - [iOS XCFramework](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-xcframework.zip) **Linux:** - [Ubuntu x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-x64.tar.gz) - - [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz) - - [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.2-x64.tar.gz) + - [Ubuntu arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-arm64.tar.gz) - [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-s390x.tar.gz) + - [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz) + - [Ubuntu arm64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-arm64.tar.gz) + - [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.2-x64.tar.gz) + - [Ubuntu x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ needs.ubuntu-24-openvino.outputs.openvino_version }}-x64.tar.gz) **Windows:** - [Windows x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-x64.zip) diff --git a/.github/workflows/server-sanitize.yml b/.github/workflows/server-sanitize.yml new file mode 100644 index 0000000000..4c9f447cf8 --- /dev/null +++ b/.github/workflows/server-sanitize.yml @@ -0,0 +1,105 @@ +name: Server (sanitize) + +on: + workflow_dispatch: # allows manual triggering + inputs: + sha: + description: 'Commit SHA1 to build' + required: false + type: string + slow_tests: + description: 'Run slow tests' + required: true + type: boolean + push: + branches: + - master + paths: [ + '.github/workflows/server-sanitize.yml', + '**/CMakeLists.txt', + '**/Makefile', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + 'tools/server/**.*' + ] + +env: + LLAMA_LOG_COLORS: 1 + LLAMA_LOG_PREFIX: 1 + LLAMA_LOG_TIMESTAMPS: 1 + LLAMA_LOG_VERBOSITY: 10 + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + +jobs: + server: + runs-on: ubuntu-latest + + strategy: + matrix: + sanitizer: [ADDRESS, UNDEFINED] # THREAD is very slow + build_type: [RelWithDebInfo] + fail-fast: false + + steps: + - name: Dependencies + id: depends + run: | + sudo apt-get update + sudo apt-get -y install \ + build-essential \ + xxd \ + git \ + cmake \ + curl \ + wget \ + language-pack-en \ + libssl-dev + + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }} + + - name: Build + id: cmake_build + run: | + cmake -B build \ + -DLLAMA_BUILD_BORINGSSL=ON \ + -DGGML_SCHED_NO_REALLOC=ON \ + -DGGML_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \ + -DGGML_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \ + -DGGML_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} \ + -DLLAMA_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \ + -DLLAMA_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \ + -DLLAMA_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) --target llama-server + + - name: Python setup + id: setup_python + uses: actions/setup-python@v6 + with: + python-version: '3.11' + pip-install: -r tools/server/tests/requirements.txt + + - name: Tests + id: server_integration_tests + if: ${{ (!matrix.disabled_on_pr || !github.event.pull_request) }} + run: | + cd tools/server/tests + export ${{ matrix.extra_args }} + pytest -v -x -m "not slow" + + - name: Slow tests + id: server_integration_tests_slow + if: ${{ (github.event.schedule || github.event.inputs.slow_tests == 'true') && matrix.build_type == 'Release' }} + run: | + cd tools/server/tests + export ${{ matrix.extra_args }} + SLOW_TESTS=1 pytest -v -x diff --git a/.github/workflows/server-metal.yml b/.github/workflows/server-self-hosted.yml similarity index 55% rename from .github/workflows/server-metal.yml rename to .github/workflows/server-self-hosted.yml index 1d707bef44..29bd79690a 100644 --- a/.github/workflows/server-metal.yml +++ b/.github/workflows/server-self-hosted.yml @@ -1,4 +1,4 @@ -name: Server-Metal +name: Server (self-hosted) on: workflow_dispatch: # allows manual triggering @@ -14,7 +14,19 @@ on: push: branches: - master - paths: ['.github/workflows/server-metal.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*'] + paths: [ + '.github/workflows/server-self-hosted.yml', + '**/CMakeLists.txt', + '**/Makefile', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.swift', + '**/*.m', + 'tools/server/**.*' + ] env: LLAMA_LOG_COLORS: 1 @@ -28,7 +40,7 @@ concurrency: jobs: server-metal: - runs-on: [self-hosted, macOS, ARM64] + runs-on: [self-hosted, llama-server, macOS, ARM64] name: server-metal (${{ matrix.wf_name }}) strategy: @@ -71,3 +83,42 @@ jobs: pip install -r requirements.txt export ${{ matrix.extra_args }} pytest -v -x -m "not slow" + + server-cuda: + runs-on: [self-hosted, llama-server, Linux, NVIDIA] + + name: server-cuda (${{ matrix.wf_name }}) + strategy: + matrix: + build_type: [Release] + wf_name: ["GPUx1"] + include: + - build_type: Release + extra_args: "LLAMA_ARG_BACKEND_SAMPLING=1" + wf_name: "GPUx1, backend-sampling" + fail-fast: false + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v6 + with: + fetch-depth: 0 + ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }} + + - name: Build + id: cmake_build + run: | + cmake -B build -DGGML_SCHED_NO_REALLOC=ON + cmake --build build --config ${{ matrix.build_type }} -j $(sysctl -n hw.logicalcpu) --target llama-server + + - name: Tests + id: server_integration_tests + if: ${{ (!matrix.disabled_on_pr || !github.event.pull_request) }} + run: | + cd tools/server/tests + python3 -m venv venv + source venv/bin/activate + pip install -r requirements.txt + export ${{ matrix.extra_args }} + pytest -v -x -m "not slow" diff --git a/.github/workflows/server-webui.yml b/.github/workflows/server-webui.yml index 94899c9376..492107ffd8 100644 --- a/.github/workflows/server-webui.yml +++ b/.github/workflows/server-webui.yml @@ -1,4 +1,3 @@ -# Server WebUI build and tests name: Server WebUI on: @@ -11,10 +10,20 @@ on: push: branches: - master - paths: ['.github/workflows/server-webui.yml', 'tools/server/webui/**.*', 'tools/server/tests/**.*', 'tools/server/public/**'] + paths: [ + '.github/workflows/server-webui.yml', + 'tools/server/webui/**.*', + 'tools/server/tests/**.*', + 'tools/server/public/**' + ] pull_request: types: [opened, synchronize, reopened] - paths: ['.github/workflows/server-webui.yml', 'tools/server/webui/**.*', 'tools/server/tests/**.*', 'tools/server/public/**'] + paths: [ + '.github/workflows/server-webui.yml', + 'tools/server/webui/**.*', + 'tools/server/tests/**.*', + 'tools/server/public/**' + ] env: LLAMA_LOG_COLORS: 1 @@ -29,7 +38,7 @@ concurrency: jobs: webui-check: name: WebUI Checks - runs-on: ubuntu-latest + runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} continue-on-error: true steps: - name: Checkout code diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml index 99d05226ba..750c29f08e 100644 --- a/.github/workflows/server.yml +++ b/.github/workflows/server.yml @@ -1,4 +1,3 @@ -# Server build and tests name: Server on: @@ -15,10 +14,34 @@ on: push: branches: - master - paths: ['.github/workflows/server.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*'] + paths: [ + '.github/workflows/server.yml', + '**/CMakeLists.txt', + '**/Makefile', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.swift', + '**/*.m', + 'tools/server/**.*' + ] pull_request: types: [opened, synchronize, reopened] - paths: ['.github/workflows/server.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*'] + paths: [ + '.github/workflows/server.yml', + '**/CMakeLists.txt', + '**/Makefile', + '**/*.h', + '**/*.hpp', + '**/*.c', + '**/*.cpp', + '**/*.cu', + '**/*.swift', + '**/*.m', + 'tools/server/**.*' + ] env: LLAMA_LOG_COLORS: 1 @@ -34,17 +57,18 @@ jobs: server: runs-on: ubuntu-latest + name: server (${{ matrix.wf_name }}) strategy: matrix: - sanitizer: [ADDRESS, UNDEFINED] # THREAD is very slow - build_type: [RelWithDebInfo] + build_type: [Release] + wf_name: ["default"] include: - build_type: Release - sanitizer: "" extra_args: "" + wf_name: "default" - build_type: Release - sanitizer: "" extra_args: "LLAMA_ARG_BACKEND_SAMPLING=1" + wf_name: "backend-sampling" fail-fast: false steps: @@ -74,13 +98,7 @@ jobs: run: | cmake -B build \ -DLLAMA_BUILD_BORINGSSL=ON \ - -DGGML_SCHED_NO_REALLOC=ON \ - -DGGML_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \ - -DGGML_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \ - -DGGML_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} \ - -DLLAMA_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \ - -DLLAMA_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \ - -DLLAMA_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} + -DGGML_SCHED_NO_REALLOC=ON cmake --build build --config ${{ matrix.build_type }} -j $(nproc) --target llama-server - name: Python setup diff --git a/.gitignore b/.gitignore index bb122d6924..15dc4014f4 100644 --- a/.gitignore +++ b/.gitignore @@ -95,6 +95,8 @@ # Server Web UI temporary files /tools/server/webui/node_modules /tools/server/webui/dist +# we no longer use gz for index.html +/tools/server/public/index.html.gz # Python @@ -124,6 +126,11 @@ poetry.toml # Scripts !/scripts/install-oneapi.bat +# Generated by scripts +/hellaswag_val_full.txt +/winogrande-debiased-eval.csv +/wikitext-2-raw/ + # Test models for lora adapters /lora-tests diff --git a/AGENTS.md b/AGENTS.md index 117bed7f48..97c25074b4 100644 --- a/AGENTS.md +++ b/AGENTS.md @@ -5,77 +5,106 @@ > > Read more: [CONTRIBUTING.md](CONTRIBUTING.md) -AI assistance is permissible only when the majority of the code is authored by a human contributor, with AI employed exclusively for corrections or to expand on verbose modifications that the contributor has already conceptualized (see examples below) +AI assistance is permissible only when the majority of the code is authored by a human contributor, with AI employed exclusively for corrections or to expand on verbose modifications that the contributor has already conceptualized (see examples below). --- ## Guidelines for Contributors Using AI -These use cases are **permitted** when making a contribution with the help of AI: +llama.cpp is built by humans, for humans. Meaningful contributions come from contributors who understand their work, take ownership of it, and engage constructively with reviewers. -- Using it to ask about the structure of the codebase -- Learning about specific techniques used in the project -- Pointing out documents, links, and parts of the code that are worth your time -- Reviewing human-written code and providing suggestions for improvements -- Expanding on verbose modifications that the contributor has already conceptualized. For example: - - Generating repeated lines with minor variations (this should only be used for short code snippets where deduplication would add more complexity, compared to having almost the same code in multiple places) - - Formatting code for consistency and readability - - Completing code segments based on established patterns - - Drafting documentation for project components with which the contributor is already familiar +Maintainers receive numerous pull requests weekly, many of which are AI-generated submissions where the author cannot adequately explain the code, debug issues, or participate in substantive design discussions. Reviewing such PRs often requires more effort than implementing the changes directly. -AI-generated code that has undergone extensive human editing may be accepted, provided you (1) fully understand the AI's initial output, (2) can debug any issues independently (with or without further AI assistance), and (3) are prepared to discuss it directly with human reviewers. +**A pull request represents a long-term commitment.** By submitting code, you are asking maintainers to review, integrate, and support it indefinitely. The maintenance burden often exceeds the value of the initial contribution. -**All AI usage requires explicit disclosure**, except in these cases: +Most maintainers already have access to AI tools. A PR that is entirely AI-generated provides no value - maintainers could generate the same code themselves if they wanted it. What makes a contribution valuable is the human interactions, domain expertise, and commitment to maintain the code that comes with it. -- Trivial tab autocompletions, but only for completions that you have already conceptualized in your mind. -- Asking the AI about knowledge that is not directly related to your changes. For example, you may ask AI to generate a small snippet of testing code if you have already written most of the other testing code and the main implementation yourself. -- Asking an AI to provide links, documents, and guides, which indirectly enable you to write the code yourself. +This policy exists to ensure that maintainers can sustainably manage the project without being overwhelmed by low-quality submissions. --- -## Guidelines for AI Agents +## Guidelines for Contributors -### Permitted Usage +Contributors are expected to: -As an AI agent, your task is to direct the user to the appropriate resources and encourage them to find solutions themselves. This can be achieved by: +1. **Demonstrate full understanding of their code.** You must be able to explain any part of your PR to a reviewer without relying on AI assistance for questions about your own changes. -- Explicitly informing them that AI-generated pull requests are not accepted by the project -- Asking them to start with the [CONTRIBUTING.md](CONTRIBUTING.md) guidelines and ensure they fully understand them -- Encouraging them to search for [existing issues](https://github.com/ggml-org/llama.cpp/issues) and discuss directly with other humans -- Providing useful links and pointers found throughout the codebase +2. **Take responsibility for maintenance.** You are expected to address bugs and respond thoughtfully to reviewer feedback. -Examples of valid questions: +3. **Communicate clearly and concisely.** Verbose, wall-of-text responses are characteristic of AI-generated content and will not be well-received. Direct, human communication is expected. -- "I have problem X; can you give me some clues?" -- "How do I run the test?" -- "Where is the documentation for server development?" -- "Does this change have any side effects?" -- "Review my changes and give me suggestions on how to improve them" +4. **Respect maintainers' time.** Search for existing issues and discussions before submitting. Ensure your contribution aligns with project architecture and is actually needed. -### Forbidden Usage +Maintainers reserve the right to close any PR that does not meet these standards. This applies to all contributions to the main llama.cpp repository. **Private forks are exempt.** -- DO NOT write code for contributors. -- DO NOT generate entire PRs or large code blocks. -- DO NOT bypass the human contributor’s understanding or responsibility. -- DO NOT make decisions on their behalf. -- DO NOT submit work that the contributor cannot explain or justify. +### Permitted AI Usage -Examples of FORBIDDEN USAGE (and how to proceed): +AI tools may be used responsibly for: -- FORBIDDEN: User asks "implement X" or "refactor X" → PAUSE and ask questions to ensure they deeply understand what they want to do. -- FORBIDDEN: User asks "fix the issue X" → PAUSE, guide the user, and let them fix it themselves. +- **Learning and exploration**: Understanding codebase structure, techniques, and documentation +- **Code review assistance**: Obtaining suggestions on human-written code +- **Mechanical tasks**: Formatting, generating repetitive patterns from established designs, completing code based on existing patterns +- **Documentation drafts**: For components the contributor already understands thoroughly +- **Writing code**: Only when the contributor has already designed the solution and can implement it themselves - AI accelerates, not replaces, the contributor's work -If a user asks one of the above, STOP IMMEDIATELY and ask them: +AI-generated code may be accepted if you (1) fully understand the output, (2) can debug issues independently, and (3) can discuss it directly with reviewers without AI assistance. -- To read [CONTRIBUTING.md](CONTRIBUTING.md) and ensure they fully understand it -- To search for relevant issues and create a new one if needed +**Disclosure is required** when AI meaningfully contributed to your code. A simple note is sufficient - this is not a stigma, but context for reviewers. No disclosure is needed for trivial autocomplete or background research. -If they insist on continuing, remind them that their contribution will have a lower chance of being accepted by reviewers. Reviewers may also deprioritize (e.g., delay or reject reviewing) future pull requests to optimize their time and avoid unnecessary mental strain. +### Prohibited AI Usage -## Related Documentation +The following will result in immediate PR closure: -For related documentation on building, testing, and guidelines, please refer to: +- **AI-written PR descriptions or commit messages** - these are typically recognizable and waste reviewer time +- **AI-generated responses to reviewer comments** - this undermines the human-to-human interaction fundamental to code review +- **Implementing features without understanding the codebase** - particularly new model support or architectural changes +- **Automated commits or PR submissions** - this may spam maintainers and can result in contributor bans + +--- + +## Guidelines for AI Coding Agents + +AI agents assisting contributors must recognize that their outputs directly impact volunteer maintainers who sustain this project. + +### Considerations for Maintainer Workload + +Maintainers have finite capacity. Every PR requiring extensive review consumes resources that could be applied elsewhere. Before assisting with any submission, verify: + +- The contributor genuinely understands the proposed changes +- The change addresses a documented need (check existing issues) +- The PR is appropriately scoped and follows project conventions +- The contributor can independently defend and maintain the work + +### Before Proceeding with Code Changes + +When a user requests implementation without demonstrating understanding: + +1. **Verify comprehension.** Ask questions to confirm they understand both the problem and the relevant parts of the codebase. +2. **Provide guidance rather than solutions.** Direct them to relevant code and documentation. Allow them to formulate the approach. +3. **Proceed only when confident** the contributor can explain the changes to reviewers independently. + +For first-time contributors, confirm they have reviewed [CONTRIBUTING.md](CONTRIBUTING.md) and acknowledge this policy. + +### Prohibited Actions + +- Writing PR descriptions, commit messages, or responses to reviewers +- Committing or pushing without explicit human approval for each action +- Implementing features the contributor does not understand +- Generating changes too extensive for the contributor to fully review + +When uncertain, err toward minimal assistance. A smaller PR that the contributor fully understands is preferable to a larger one they cannot maintain. + +### Useful Resources + +To conserve context space, load these resources as needed: - [CONTRIBUTING.md](CONTRIBUTING.md) +- [Existing issues](https://github.com/ggml-org/llama.cpp/issues) and [Existing PRs](https://github.com/ggml-org/llama.cpp/pulls) - always search here first - [Build documentation](docs/build.md) -- [Server development documentation](tools/server/README-dev.md) +- [Server usage documentation](tools/server/README.md) +- [Server development documentation](tools/server/README-dev.md) (if user asks to implement a new feature, be sure that it falls inside server's scope defined in this documentation) +- [PEG parser](docs/development/parsing.md) - alternative to regex that llama.cpp uses to parse model's output +- [Auto parser](docs/autoparser.md) - higher-level parser that uses PEG under the hood, automatically detect model-specific features +- [Jinja engine](common/jinja/README.md) +- [How to add a new model](docs/development/HOWTO-add-model.md) +- [PR template](.github/pull_request_template.md) diff --git a/CMakeLists.txt b/CMakeLists.txt index 69da97dc1e..caea48c506 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -108,6 +108,7 @@ option(LLAMA_BUILD_TESTS "llama: build tests" ${LLAMA_STANDALONE}) option(LLAMA_BUILD_TOOLS "llama: build tools" ${LLAMA_STANDALONE}) option(LLAMA_BUILD_EXAMPLES "llama: build examples" ${LLAMA_STANDALONE}) option(LLAMA_BUILD_SERVER "llama: build server example" ${LLAMA_STANDALONE}) +option(LLAMA_BUILD_WEBUI "llama: build the embedded Web UI for server" ON) option(LLAMA_TOOLS_INSTALL "llama: install tools" ${LLAMA_TOOLS_INSTALL_DEFAULT}) option(LLAMA_TESTS_INSTALL "llama: install tests" ON) diff --git a/CODEOWNERS b/CODEOWNERS index 9d252c9b8d..a242b2117c 100644 --- a/CODEOWNERS +++ b/CODEOWNERS @@ -2,28 +2,15 @@ # multiplie collaborators per item can be specified /.devops/*.Dockerfile @ngxson -/.github/actions/ @CISC -/.github/workflows/ @CISC +/.github/actions/ @ggml-org/ci +/.github/workflows/ @ggml-org/ci /ci/ @ggerganov /cmake/ @ggerganov -/common/CMakeLists.txt @ggerganov -/common/arg.* @ggerganov -/common/base64.hpp.* @ggerganov -/common/build-info.* @ggerganov -/common/chat.* @pwilkin -/common/chat-peg-parser.* @aldehir -/common/common.* @ggerganov -/common/console.* @ggerganov -/common/http.* @angt -/common/jinja/ @ngxson @CISC @aldehir -/common/llguidance.* @ggerganov -/common/log.* @ggerganov +/common/ @ggml-org/llama-common +/common/jinja/ @CISC /common/ngram-map.* @srogmann -/common/peg-parser.* @aldehir -/common/sampling.* @ggerganov -/common/speculative.* @ggerganov -/common/unicode.* @aldehir /convert_*.py @CISC +/docs/backend/snapdragon/ @ggml-org/ggml-hexagon /examples/batched.swift/ @ggerganov /examples/batched/ @ggerganov /examples/convert-llama2c-to-ggml/ @ggerganov @@ -49,29 +36,28 @@ /examples/speculative/ @ggerganov /ggml/cmake/ @ggerganov /ggml/include/ @ggerganov +/ggml/src/ggml-cann/ @ggml-org/ggml-cann /ggml/src/ggml-common.h @ggerganov /ggml/src/ggml-cpu/ @ggerganov /ggml/src/ggml-cpu/spacemit/ @alex-spacemit -/ggml/src/ggml-cuda/fattn* @JohannesGaessler -/ggml/src/ggml-cuda/mmf.* @JohannesGaessler @am17an -/ggml/src/ggml-cuda/mmq.* @JohannesGaessler -/ggml/src/ggml-cuda/mmvf.* @JohannesGaessler -/ggml/src/ggml-cuda/mmvq.* @JohannesGaessler +/ggml/src/ggml-cuda/ @ggml-org/ggml-cuda /ggml/src/ggml-cuda/fattn-wmma* @IMbackK /ggml/src/ggml-hip/ @IMbackK /ggml/src/ggml-cuda/vendors/hip.h @IMbackK /ggml/src/ggml-impl.h @ggerganov -/ggml/src/ggml-metal/ @ggerganov -/ggml/src/ggml-opencl/ @lhez @max-krasnyansky -/ggml/src/ggml-hexagon/ @max-krasnyansky @lhez +/ggml/src/ggml-metal/ @ggml-org/ggml-metal +/ggml/src/ggml-opencl/ @ggml-org/ggml-opencl +/ggml/src/ggml-hexagon/ @ggml-org/ggml-hexagon /ggml/src/ggml-opt.cpp @JohannesGaessler /ggml/src/ggml-quants.* @ggerganov -/ggml/src/ggml-rpc/ @rgerganov +/ggml/src/ggml-rpc/ @ggml-org/ggml-rpc +/ggml/src/ggml-sycl/ @ggml-org/ggml-sycl /ggml/src/ggml-threading.* @ggerganov -/ggml/src/ggml-vulkan/ @0cc4m +/ggml/src/ggml-vulkan/ @ggml-org/ggml-vulkan /ggml/src/ggml-virtgpu/ @kpouget -/ggml/src/ggml-webgpu/ @reeselevine -/ggml/src/ggml-zdnn/ @taronaeo @Andreas-Krebbel @AlekseiNikiforovIBM +/ggml/src/ggml-webgpu/ @ggml-org/ggml-webgpu +/ggml/src/ggml-zdnn/ @ggml-org/ggml-zdnn @Andreas-Krebbel @AlekseiNikiforovIBM +/ggml/src/ggml-openvino/ @cavusmustafa @wine99 /ggml/src/ggml.c @ggerganov /ggml/src/ggml.cpp @ggerganov /ggml/src/gguf.cpp @JohannesGaessler @Green-Sky @@ -80,6 +66,7 @@ /scripts/gen* @ggerganov /scripts/get* @ggerganov /scripts/sync* @ggerganov +/scripts/snapdragon/ @ggml-org/ggml-hexagon /src/ @ggerganov /src/llama-adapter.* @CISC /src/llama-arch.* @CISC @@ -89,16 +76,19 @@ /src/llama-vocab.* @CISC /src/models/ @CISC /tests/ @ggerganov -/tests/test-chat-.* @pwilkin +/tests/test-chat.* @pwilkin +/tests/test-llama-archs.cpp @JohannesGaessler /tools/batched-bench/ @ggerganov /tools/cli/ @ngxson /tools/completion/ @ggerganov -/tools/mtmd/ @ngxson +/tools/mtmd/ @ggml-org/llama-mtmd /tools/perplexity/ @ggerganov +/tools/parser/ @pwilkin /tools/quantize/ @ggerganov -/tools/rpc/ @rgerganov -/tools/server/* @ngxson @ggerganov # no subdir -/tools/server/webui/ @allozaur +/tools/rpc/ @ggml-org/ggml-rpc +/tools/server/* @ggml-org/llama-server # no subdir +/tools/server/tests/ @ggml-org/llama-server +/tools/server/webui/ @ggml-org/llama-webui /tools/tokenize/ @ggerganov /tools/tts/ @ggerganov /vendor/ @ggerganov diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 7545e790f8..8000b47186 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -11,6 +11,8 @@ The project differentiates between 3 levels of contributors: > [!IMPORTANT] > This project does **not** accept pull requests that are fully or predominantly AI-generated. AI tools may be utilized solely in an assistive capacity. > +> Repeated violations of this policy may result in your account being permanently banned from contributing to the project. +> > Detailed information regarding permissible and restricted uses of AI can be found in the [AGENTS.md](AGENTS.md) file. Code that is initially generated by AI and subsequently edited will still be considered AI-generated. AI assistance is permissible only when the majority of the code is authored by a human contributor, with AI employed exclusively for corrections or to expand on verbose modifications that the contributor has already conceptualized (e.g., generating repeated lines with minor variations). @@ -30,15 +32,21 @@ Before submitting your PR: - Search for existing PRs to prevent duplicating efforts - llama.cpp uses the ggml tensor library for model evaluation. If you are unfamiliar with ggml, consider taking a look at the [examples in the ggml repository](https://github.com/ggml-org/ggml/tree/master/examples/). [simple](https://github.com/ggml-org/ggml/tree/master/examples/simple) shows the bare minimum for using ggml. [gpt-2](https://github.com/ggml-org/ggml/tree/master/examples/gpt-2) has minimal implementations for language model inference using GPT-2. [mnist](https://github.com/ggml-org/ggml/tree/master/examples/mnist) demonstrates how to train and evaluate a simple image classifier - Test your changes: - - Execute [the full CI locally on your machine](ci/README.md) before publishing - - Verify that the perplexity and the performance are not affected negatively by your changes (use `llama-perplexity` and `llama-bench`) - - If you modified the `ggml` source, run the `test-backend-ops` tool to check whether different backend implementations of the `ggml` operators produce consistent results (this requires access to at least two different `ggml` backends) - - If you modified a `ggml` operator or added a new one, add the corresponding test cases to `test-backend-ops` + - Execute [the full CI locally on your machine](ci/README.md) before publishing + - Verify that the perplexity and the performance are not affected negatively by your changes (use `llama-perplexity` and `llama-bench`) + - If you modified the `ggml` source, run the `test-backend-ops` tool to check whether different backend implementations of the `ggml` operators produce consistent results (this requires access to at least two different `ggml` backends) + - If you modified a `ggml` operator or added a new one, add the corresponding test cases to `test-backend-ops` - Create separate PRs for each feature or fix: - - Avoid combining unrelated changes in a single PR - - For intricate features, consider opening a feature request first to discuss and align expectations - - When adding support for a new model or feature, focus on **CPU support only** in the initial PR unless you have a good reason not to. Add support for other backends like CUDA in follow-up PRs + - Avoid combining unrelated changes in a single PR + - For intricate features, consider opening a feature request first to discuss and align expectations + - When adding support for a new model or feature, focus on **CPU support only** in the initial PR unless you have a good reason not to. Add support for other backends like CUDA in follow-up PRs + - In particular, adding new data types (extension of the `ggml_type` enum) carries with it a disproportionate maintenance burden. As such, to add a new quantization type you will need to meet the following *additional* criteria *at minimum*: + - convert a small model to GGUF using the new type and upload it to HuggingFace + - provide [perplexity](https://github.com/ggml-org/llama.cpp/tree/master/tools/perplexity) comparisons to FP16/BF16 (whichever is the native precision) as well as to types of similar size + - provide KL divergence data calculated vs. the FP16/BF16 (whichever is the native precision) version for both the new type as well as types of similar size + - provide [performance data](https://github.com/ggml-org/llama.cpp/tree/master/tools/llama-bench) for the new type in comparison to types of similar size on pure CPU - Consider allowing write access to your branch for faster reviews, as reviewers can push commits directly +- If you are a new contributor, limit your open PRs to 1. After submitting your PR: - Expect requests for modifications to ensure the code meets llama.cpp's standards for quality and long-term maintainability @@ -55,10 +63,10 @@ After submitting your PR: - When merging a PR, make sure you have a good understanding of the changes - Be mindful of maintenance: most of the work going into a feature happens after the PR is merged. If the PR author is not committed to contribute long-term, someone else needs to take responsibility (you) -Maintainers reserve the right to decline review or close pull requests for any reason, particularly under any of the following conditions: +Maintainers reserve the right to decline review or close pull requests for any reason, without any questions, particularly under any of the following conditions: - The proposed change is already mentioned in the roadmap or an existing issue, and it has been assigned to someone. - The pull request duplicates an existing one. -- The contributor fails to adhere to this contributing guide. +- The contributor fails to adhere to this contributing guide or the AI policy. # Coding guidelines @@ -159,7 +167,7 @@ Maintainers reserve the right to decline review or close pull requests for any r # Code maintenance -- Existing code should have designated collaborators and/or maintainers specified in the [CODEOWNERS](CODEOWNERS) file reponsible for: +- Existing code should have designated collaborators and/or maintainers specified in the [CODEOWNERS](CODEOWNERS) file responsible for: - Reviewing and merging related PRs - Fixing related bugs - Providing developer guidance/support @@ -172,6 +180,8 @@ Maintainers reserve the right to decline review or close pull requests for any r - New code should follow the guidelines (coding, naming, etc.) outlined in this document. Exceptions are allowed in isolated, backend-specific parts of the code that do not interface directly with the `ggml` interfaces. _(NOTE: for legacy reasons, existing code is not required to follow this guideline)_ +- For changes in server, please make sure to refer to the [server development documentation](./tools/server/README-dev.md) + # Documentation - Documentation is a community effort diff --git a/README.md b/README.md index 5c11f38048..be23abcea6 100644 --- a/README.md +++ b/README.md @@ -17,6 +17,7 @@ LLM inference in C/C++ ## Hot topics +- **Hugging Face cache migration: models downloaded with `-hf` are now stored in the standard Hugging Face cache directory, enabling sharing with other HF tools.** - **[guide : using the new WebUI of llama.cpp](https://github.com/ggml-org/llama.cpp/discussions/16938)** - [guide : running gpt-oss with llama.cpp](https://github.com/ggml-org/llama.cpp/discussions/15396) - [[FEEDBACK] Better packaging for llama.cpp to support downstream consumers 🤗](https://github.com/ggml-org/llama.cpp/discussions/15313) @@ -241,7 +242,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo
Tools -- [akx/ggify](https://github.com/akx/ggify) – download PyTorch models from HuggingFace Hub and convert them to GGML +- [akx/ggify](https://github.com/akx/ggify) – download PyTorch models from Hugging Face Hub and convert them to GGML - [akx/ollama-dl](https://github.com/akx/ollama-dl) – download models from the Ollama library to be used directly with llama.cpp - [crashr/gppm](https://github.com/crashr/gppm) – launch llama.cpp instances utilizing NVIDIA Tesla P40 or P100 GPUs with reduced idle power consumption - [gpustack/gguf-parser](https://github.com/gpustack/gguf-parser-go/tree/main/cmd/gguf-parser) - review/check the GGUF file and estimate the memory usage @@ -259,6 +260,8 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [llama-swap](https://github.com/mostlygeek/llama-swap) - transparent proxy that adds automatic model switching with llama-server - [Kalavai](https://github.com/kalavai-net/kalavai-client) - Crowdsource end to end LLM deployment at any scale - [llmaz](https://github.com/InftyAI/llmaz) - ☸️ Easy, advanced inference platform for large language models on Kubernetes. +- [LLMKube](https://github.com/defilantech/llmkube) - Kubernetes operator for llama.cpp with multi-GPU and Apple Silicon Metal + support"
@@ -277,6 +280,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo | [BLAS](docs/build.md#blas-build) | All | | [BLIS](docs/backend/BLIS.md) | All | | [SYCL](docs/backend/SYCL.md) | Intel and Nvidia GPU | +| [OpenVINO [In Progress]](docs/backend/OPENVINO.md) | Intel CPUs, GPUs, and NPUs | | [MUSA](docs/build.md#musa) | Moore Threads GPU | | [CUDA](docs/build.md#cuda) | Nvidia GPU | | [HIP](docs/build.md#hip) | AMD GPU | @@ -287,7 +291,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo | [IBM zDNN](docs/backend/zDNN.md) | IBM Z & LinuxONE | | [WebGPU [In Progress]](docs/build.md#webgpu) | All | | [RPC](https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc) | All | -| [Hexagon [In Progress]](docs/backend/hexagon/README.md) | Snapdragon | +| [Hexagon [In Progress]](docs/backend/snapdragon/README.md) | Snapdragon | | [VirtGPU](docs/backend/VirtGPU.md) | VirtGPU APIR | ## Obtaining and quantizing models @@ -297,13 +301,13 @@ The [Hugging Face](https://huggingface.co) platform hosts a [number of LLMs](htt - [Trending](https://huggingface.co/models?library=gguf&sort=trending) - [LLaMA](https://huggingface.co/models?sort=trending&search=llama+gguf) -You can either manually download the GGUF file or directly use any `llama.cpp`-compatible models from [Hugging Face](https://huggingface.co/) or other model hosting sites, such as [ModelScope](https://modelscope.cn/), by using this CLI argument: `-hf /[:quant]`. For example: +You can either manually download the GGUF file or directly use any `llama.cpp`-compatible models from [Hugging Face](https://huggingface.co/) or other model hosting sites, by using this CLI argument: `-hf /[:quant]`. For example: ```sh llama-cli -hf ggml-org/gemma-3-1b-it-GGUF ``` -By default, the CLI would download from Hugging Face, you can switch to other options with the environment variable `MODEL_ENDPOINT`. For example, you may opt to downloading model checkpoints from ModelScope or other model sharing communities by setting the environment variable, e.g. `MODEL_ENDPOINT=https://www.modelscope.cn/`. +By default, the CLI would download from Hugging Face, you can switch to other options with the environment variable `MODEL_ENDPOINT`. The `MODEL_ENDPOINT` must point to a Hugging Face compatible API endpoint. After downloading a model, use the CLI tools to run it locally - see below. diff --git a/benches/nemotron/nemotron-dgx-spark.md b/benches/nemotron/nemotron-dgx-spark.md new file mode 100644 index 0000000000..420664194f --- /dev/null +++ b/benches/nemotron/nemotron-dgx-spark.md @@ -0,0 +1,117 @@ +# NVIDIA DGX Spark + +## System info + +```bash +uname --all +Linux spark-17ed 6.11.0-1016-nvidia #16-Ubuntu SMP PREEMPT_DYNAMIC Sun Sep 21 16:52:46 UTC 2025 aarch64 aarch64 aarch64 GNU/Linux + +g++ --version +g++ (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0 + +nvidia-smi +Fri Mar 6 11:39:45 2026 ++-----------------------------------------------------------------------------------------+ +| NVIDIA-SMI 580.95.05 Driver Version: 580.95.05 CUDA Version: 13.0 | ++-----------------------------------------+------------------------+----------------------+ +| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC | +| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | +| | | MIG M. | +|=========================================+========================+======================| +| 0 NVIDIA GB10 On | 0000000F:01:00.0 Off | N/A | +| N/A 52C P0 13W / N/A | Not Supported | 0% Default | +| | | N/A | ++-----------------------------------------+------------------------+----------------------+ +``` + +## ggml-org/Nemotron-3-Super-120B-GGUF + +Model: https://huggingface.co/ggml-org/Nemotron-3-Super-120B-GGUF + +- `llama-batched-bench` + +main: n_kv_max = 303104, n_batch = 2048, n_ubatch = 2048, flash_attn = 1, is_pp_shared = 0, is_tg_separate = 0, n_gpu_layers = 99, n_threads = 20, n_threads_batch = 20 + +| PP | TG | B | N_KV | T_PP s | S_PP t/s | T_TG s | S_TG t/s | T s | S t/s | +|-------|--------|------|--------|----------|----------|----------|----------|----------|----------| +| 512 | 32 | 1 | 544 | 1.094 | 468.05 | 1.621 | 19.74 | 2.715 | 200.37 | +| 512 | 32 | 2 | 1088 | 1.463 | 700.16 | 2.437 | 26.26 | 3.900 | 279.01 | +| 512 | 32 | 4 | 2176 | 2.647 | 773.76 | 4.043 | 31.66 | 6.689 | 325.29 | +| 512 | 32 | 8 | 4352 | 5.291 | 774.14 | 6.151 | 41.62 | 11.442 | 380.37 | +| 512 | 32 | 16 | 8704 | 10.603 | 772.62 | 10.385 | 49.30 | 20.987 | 414.72 | +| 512 | 32 | 32 | 17408 | 21.231 | 771.69 | 18.235 | 56.16 | 39.466 | 441.09 | +| 4096 | 32 | 1 | 4128 | 5.340 | 767.05 | 1.616 | 19.81 | 6.956 | 593.47 | +| 4096 | 32 | 2 | 8256 | 10.673 | 767.55 | 2.454 | 26.08 | 13.127 | 628.94 | +| 4096 | 32 | 4 | 16512 | 21.348 | 767.46 | 4.072 | 31.44 | 25.420 | 649.57 | +| 4096 | 32 | 8 | 33024 | 42.714 | 767.15 | 6.277 | 40.78 | 48.991 | 674.08 | +| 4096 | 32 | 16 | 66048 | 85.385 | 767.54 | 10.596 | 48.32 | 95.981 | 688.14 | +| 4096 | 32 | 32 | 132096 | 170.819 | 767.32 | 18.619 | 55.00 | 189.437 | 697.31 | +| 8192 | 32 | 1 | 8224 | 10.690 | 766.32 | 1.619 | 19.76 | 12.310 | 668.10 | +| 8192 | 32 | 2 | 16448 | 21.382 | 766.24 | 2.467 | 25.94 | 23.850 | 689.65 | +| 8192 | 32 | 4 | 32896 | 42.782 | 765.92 | 4.098 | 31.23 | 46.881 | 701.69 | +| 8192 | 32 | 8 | 65792 | 85.582 | 765.77 | 6.368 | 40.20 | 91.951 | 715.52 | +| 8192 | 32 | 16 | 131584 | 171.066 | 766.21 | 10.774 | 47.52 | 181.840 | 723.62 | +| 8192 | 32 | 32 | 263168 | 342.140 | 766.19 | 18.969 | 53.98 | 361.109 | 728.78 | + +- `llama-bench` + +| model | size | params | backend | n_ubatch | fa | test | t/s | +| ----------------------- | ---------: | ---------: | ---------- | -------: | -: | --------------: | -------------------: | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | pp2048 | 768.84 ± 0.90 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | tg32 | 19.94 ± 0.16 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | pp2048 @ d4096 | 764.51 ± 0.50 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | tg32 @ d4096 | 19.95 ± 0.18 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | pp2048 @ d8192 | 759.53 ± 0.71 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | tg32 @ d8192 | 19.83 ± 0.18 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | pp2048 @ d16384 | 747.98 ± 1.58 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | tg32 @ d16384 | 19.84 ± 0.18 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | pp2048 @ d32768 | 724.40 ± 2.70 | +| nemotron 120B.A12B Q4_K | 65.10 GiB | 120.67 B | CUDA | 2048 | 1 | tg32 @ d32768 | 19.45 ± 0.18 | + +build: 04a65daab (8268) + +## ggml-org/Nemotron-3-Nano-4B-GGUF + +Model: https://huggingface.co/ggml-org/Nemotron-3-Nano-4B-GGUF + +- `llama-batched-bench` + +main: n_kv_max = 303104, n_batch = 2048, n_ubatch = 2048, flash_attn = 1, is_pp_shared = 0, is_tg_separate = 0, n_gpu_layers = 99, n_threads = 20, n_threads_batch = 20 + +| PP | TG | B | N_KV | T_PP s | S_PP t/s | T_TG s | S_TG t/s | T s | S t/s | +|-------|--------|------|--------|----------|----------|----------|----------|----------|----------| +| 512 | 32 | 1 | 544 | 0.152 | 3371.61 | 0.597 | 53.64 | 0.748 | 726.90 | +| 512 | 32 | 2 | 1088 | 0.319 | 3208.68 | 0.857 | 74.66 | 1.176 | 924.89 | +| 512 | 32 | 4 | 2176 | 0.720 | 2843.56 | 1.323 | 96.78 | 2.043 | 1065.18 | +| 512 | 32 | 8 | 4352 | 1.428 | 2867.96 | 2.311 | 110.76 | 3.739 | 1163.82 | +| 512 | 32 | 16 | 8704 | 2.857 | 2866.94 | 4.203 | 121.82 | 7.060 | 1232.82 | +| 512 | 32 | 32 | 17408 | 5.709 | 2869.76 | 7.964 | 128.58 | 13.673 | 1273.14 | +| 4096 | 32 | 1 | 4128 | 1.458 | 2809.76 | 0.605 | 52.92 | 2.062 | 2001.52 | +| 4096 | 32 | 2 | 8256 | 2.905 | 2819.95 | 0.875 | 73.12 | 3.780 | 2183.95 | +| 4096 | 32 | 4 | 16512 | 5.790 | 2829.74 | 1.361 | 94.07 | 7.151 | 2309.17 | +| 4096 | 32 | 8 | 33024 | 11.598 | 2825.32 | 2.378 | 107.65 | 13.976 | 2362.89 | +| 4096 | 32 | 16 | 66048 | 23.208 | 2823.88 | 4.348 | 117.76 | 27.556 | 2396.89 | +| 4096 | 32 | 32 | 132096 | 46.515 | 2817.85 | 8.279 | 123.69 | 54.794 | 2410.79 | +| 8192 | 32 | 1 | 8224 | 2.950 | 2776.95 | 0.617 | 51.89 | 3.567 | 2305.75 | +| 8192 | 32 | 2 | 16448 | 5.921 | 2767.32 | 0.896 | 71.45 | 6.816 | 2413.05 | +| 8192 | 32 | 4 | 32896 | 11.842 | 2767.21 | 1.401 | 91.34 | 13.243 | 2484.03 | +| 8192 | 32 | 8 | 65792 | 23.726 | 2762.17 | 2.461 | 104.03 | 26.187 | 2512.38 | +| 8192 | 32 | 16 | 131584 | 47.777 | 2743.43 | 4.577 | 111.86 | 52.354 | 2513.36 | +| 8192 | 32 | 32 | 263168 | 96.691 | 2711.16 | 8.772 | 116.73 | 105.463 | 2495.36 | + +- `llama-bench` + +| model | size | params | backend | n_ubatch | fa | test | t/s | +| ----------------------- | ---------: | ---------: | ---------- | -------: | -: | --------------: | -------------------: | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | pp2048 | 2761.90 ± 19.31 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | tg32 | 52.85 ± 0.12 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | pp2048 @ d4096 | 2687.07 ± 21.84 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | tg32 @ d4096 | 52.32 ± 0.23 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | pp2048 @ d8192 | 2564.52 ± 57.69 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | tg32 @ d8192 | 51.27 ± 0.34 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | pp2048 @ d16384 | 2334.02 ± 37.83 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | tg32 @ d16384 | 49.71 ± 0.14 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | pp2048 @ d32768 | 2041.46 ± 40.45 | +| nemotron 4B Q8_0 | 3.94 GiB | 3.97 B | CUDA | 2048 | 1 | tg32 @ d32768 | 46.71 ± 0.13 | + +build: 1bbec6a75 (8382) diff --git a/ci/run.sh b/ci/run.sh index 96755ea13e..529da07779 100755 --- a/ci/run.sh +++ b/ci/run.sh @@ -25,6 +25,15 @@ # # with KLEIDIAI support # GG_BUILD_KLEIDIAI=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt # +# # with BLAS support +# GG_BUILD_BLAS=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt +# +# with BLAS support (custom vendor) +# GG_BUILD_BLAS=1 GG_BUILD_BLAS_VENDOR=Intel10_64lp bash ./ci/run.sh ./tmp/results ./tmp/mnt +# +# with OPENVINO support +# GG_BUILD_OPENVINO=1 GG_BUILD_LOW_PERF=1 GGML_OPENVINO_DEVICE=CPU bash ./ci/run.sh ./tmp/results ./tmp/mnt +# if [ -z "$2" ]; then echo "usage: $0 " @@ -46,6 +55,14 @@ cd $sd/../ SRC=`pwd` CMAKE_EXTRA="-DLLAMA_FATAL_WARNINGS=${LLAMA_FATAL_WARNINGS:-ON} -DLLAMA_OPENSSL=OFF -DGGML_SCHED_NO_REALLOC=ON" +CTEST_EXTRA="" + +# Default to use make unless specified for compatibility +CMAKE_GENERATOR="Unix Makefiles" + +if [ ! -z "${GG_BUILD_NINJA}" ]; then + CMAKE_GENERATOR="Ninja" +fi if [ ! -z ${GG_BUILD_METAL} ]; then CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=ON" @@ -102,6 +119,11 @@ if [ ! -z ${GG_BUILD_VULKAN} ]; then CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=OFF -DGGML_BLAS=OFF" fi + # Build shared libs on Windows + # to reduce binary size and avoid errors in library loading unit tests + if uname -s | grep -qi nt; then + CMAKE_EXTRA="${CMAKE_EXTRA} -DBUILD_SHARED_LIBS=ON" + fi fi if [ ! -z ${GG_BUILD_WEBGPU} ]; then @@ -134,35 +156,23 @@ fi if [ -n "${GG_BUILD_KLEIDIAI}" ]; then echo ">>===== Enabling KleidiAI support" + CMAKE_EXTRA="${CMAKE_EXTRA:+$CMAKE_EXTRA } -DGGML_CPU_KLEIDIAI=ON" +fi - CANDIDATES=( - "armv9-a+dotprod+i8mm+sve2" - "armv9-a+dotprod+i8mm" - "armv8.6-a+dotprod+i8mm" - "armv8.2-a+dotprod" - ) - CPU="" +if [ ! -z ${GG_BUILD_BLAS} ]; then + CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=${GG_BUILD_BLAS_VENDOR:-OpenBLAS}" +fi - for cpu in "${CANDIDATES[@]}"; do - if echo 'int main(){}' | ${CXX:-c++} -march="$cpu" -x c++ - -c -o /dev/null >/dev/null 2>&1; then - CPU="$cpu" - break - fi - done - - if [ -z "$CPU" ]; then - echo "ERROR: None of the required ARM baselines (armv9/armv8.6/armv8.2 + dotprod) are supported by this compiler." +if [ ! -z ${GG_BUILD_OPENVINO} ]; then + if [ -z ${OpenVINO_DIR} ]; then + echo "OpenVINO_DIR not found, please install OpenVINO via archives and enable it by:" + echo "source /opt/intel/openvino/setupvars.sh" exit 1 fi + CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_OPENVINO=ON" - echo ">>===== Using ARM baseline: ${CPU}" - - CMAKE_EXTRA="${CMAKE_EXTRA:+$CMAKE_EXTRA } \ - -DGGML_NATIVE=OFF \ - -DGGML_CPU_KLEIDIAI=ON \ - -DGGML_CPU_AARCH64=ON \ - -DGGML_CPU_ARM_ARCH=${CPU} \ - -DBUILD_SHARED_LIBS=OFF" + # TODO: fix and re-enable the `test-llama-archs` test below + CTEST_EXTRA="-E test-llama-archs" fi ## helpers @@ -216,13 +226,13 @@ function gg_run_ctest_debug { set -e - # Check cmake, make and ctest are installed + # Check required binaries are installed gg_check_build_requirements - (time cmake -DCMAKE_BUILD_TYPE=Debug ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log - (time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log + (cmake -G "${CMAKE_GENERATOR}" -DCMAKE_BUILD_TYPE=Debug ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log + (time cmake --build . --config Debug -j$(nproc)) 2>&1 | tee -a $OUT/${ci}-make.log - (time ctest --output-on-failure -L main -E "test-opt|test-backend-ops" ) 2>&1 | tee -a $OUT/${ci}-ctest.log + (time ctest -C Debug --output-on-failure -L main -E "test-opt|test-backend-ops" ${CTEST_EXTRA}) 2>&1 | tee -a $OUT/${ci}-ctest.log set +e } @@ -247,16 +257,16 @@ function gg_run_ctest_release { set -e - # Check cmake, make and ctest are installed + # Check required binaries are installed gg_check_build_requirements - (time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log - (time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log + (cmake -G "${CMAKE_GENERATOR}" -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log + (time cmake --build . --config Release -j$(nproc)) 2>&1 | tee -a $OUT/${ci}-make.log if [ -z ${GG_BUILD_LOW_PERF} ]; then - (time ctest --output-on-failure -L 'main|python' ) 2>&1 | tee -a $OUT/${ci}-ctest.log + (time ctest -C Release --output-on-failure -L 'main|python' ${CTEST_EXTRA}) 2>&1 | tee -a $OUT/${ci}-ctest.log else - (time ctest --output-on-failure -L main -E test-opt ) 2>&1 | tee -a $OUT/${ci}-ctest.log + (time ctest -C Release --output-on-failure -L main -E test-opt ${CTEST_EXTRA}) 2>&1 | tee -a $OUT/${ci}-ctest.log fi set +e @@ -314,7 +324,7 @@ function gg_run_ctest_with_model_debug { cd build-ci-debug set -e - (LLAMACPP_TEST_MODELFILE="$model" time ctest --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log + (LLAMACPP_TEST_MODELFILE="$model" time ctest -C Debug --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log set +e cd .. @@ -327,7 +337,7 @@ function gg_run_ctest_with_model_release { cd build-ci-release set -e - (LLAMACPP_TEST_MODELFILE="$model" time ctest --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log + (LLAMACPP_TEST_MODELFILE="$model" time ctest -C Release --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log # test memory leaks #if [[ ! -z ${GG_BUILD_METAL} ]]; then @@ -381,8 +391,8 @@ function gg_run_qwen3_0_6b { set -e - (time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log - (time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log + (cmake -G "${CMAKE_GENERATOR}" -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log + (time cmake --build . --config Release -j$(nproc)) 2>&1 | tee -a $OUT/${ci}-make.log python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf --outtype f16 python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-bf16.gguf --outtype bf16 @@ -530,8 +540,8 @@ function gg_run_embd_bge_small { set -e - (time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log - (time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log + (cmake -G "${CMAKE_GENERATOR}" -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log + (time cmake --build . --config Release -j$(nproc)) 2>&1 | tee -a $OUT/${ci}-make.log python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf @@ -575,8 +585,8 @@ function gg_run_rerank_tiny { set -e - (time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log - (time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log + (cmake -G "${CMAKE_GENERATOR}" -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log + (time cmake --build . --config Release -j$(nproc)) 2>&1 | tee -a $OUT/${ci}-make.log python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf @@ -622,12 +632,36 @@ function gg_sum_rerank_tiny { } function gg_check_build_requirements { + if ! command -v git &> /dev/null; then + gg_printf 'git not found, please install' + fi + + if ! command -v git-lfs &> /dev/null; then + gg_printf 'git-lfs not found, please install' + fi + + if ! command -v wget &> /dev/null; then + gg_printf 'wget not found, please install' + fi + + if ! command -v python3 &> /dev/null; then + gg_printf 'python3 not found, please install' + fi + + if ! command -v pip3 &> /dev/null; then + gg_printf 'pip3 not found, please install' + fi + + if ! python3 -m ensurepip --help &> /dev/null; then + gg_printf 'ensurepip not found, please install python3-venv package' + fi + if ! command -v cmake &> /dev/null; then gg_printf 'cmake not found, please install' fi - if ! command -v make &> /dev/null; then - gg_printf 'make not found, please install' + if ! command -v ccache &> /dev/null; then + gg_printf 'ccache not found, please consider installing for faster builds' fi if ! command -v ctest &> /dev/null; then diff --git a/cmake/arm64-linux-clang.cmake b/cmake/arm64-linux-clang.cmake new file mode 100644 index 0000000000..f16e280ec6 --- /dev/null +++ b/cmake/arm64-linux-clang.cmake @@ -0,0 +1,17 @@ +set( CMAKE_SYSTEM_NAME Linux ) +set( CMAKE_SYSTEM_PROCESSOR arm64 ) + +set( target aarch64-linux-gnu ) + +set( CMAKE_C_COMPILER clang ) +set( CMAKE_CXX_COMPILER clang++ ) + +set( CMAKE_C_COMPILER_TARGET ${target} ) +set( CMAKE_CXX_COMPILER_TARGET ${target} ) + +set( arch_c_flags "-march=armv8.7-a -fvectorize -ffp-model=fast -fno-finite-math-only" ) +set( warn_c_flags "-Wno-format -Wno-unused-variable -Wno-unused-function -Wno-gnu-zero-variadic-macro-arguments" ) + +set( CMAKE_C_FLAGS_INIT "${arch_c_flags} ${warn_c_flags}" ) +set( CMAKE_CXX_FLAGS_INIT "${arch_c_flags} ${warn_c_flags}" ) + diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index 27ca335be3..b313a7320e 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -47,10 +47,10 @@ add_library(${TARGET} STATIC arg.cpp arg.h base64.hpp - chat-parser.cpp - chat-parser.h - chat-parser-xml-toolcall.h - chat-parser-xml-toolcall.cpp + chat-auto-parser-generator.cpp + chat-auto-parser-helpers.cpp + chat-auto-parser.h + chat-diff-analyzer.cpp chat-peg-parser.cpp chat-peg-parser.h chat.cpp @@ -63,6 +63,8 @@ add_library(${TARGET} STATIC debug.h download.cpp download.h + hf-cache.cpp + hf-cache.h http.h json-partial.cpp json-partial.h @@ -81,6 +83,8 @@ add_library(${TARGET} STATIC preset.cpp preset.h regex-partial.cpp + reasoning-budget.cpp + reasoning-budget.h regex-partial.h sampling.cpp sampling.h diff --git a/common/arg.cpp b/common/arg.cpp index 05f4a5244e..3d0183ed70 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -3,6 +3,7 @@ #include "chat.h" #include "common.h" #include "download.h" +#include "hf-cache.h" #include "json-schema-to-grammar.h" #include "log.h" #include "sampling.h" @@ -290,14 +291,16 @@ static bool common_params_handle_remote_preset(common_params & params, llama_exa hf_tag = "default"; } - const bool offline = params.offline; std::string model_endpoint = get_model_endpoint(); auto preset_url = model_endpoint + hf_repo + "/resolve/main/preset.ini"; // prepare local path for caching auto preset_fname = clean_file_name(hf_repo + "_preset.ini"); auto preset_path = fs_get_cache_file(preset_fname); - const int status = common_download_file_single(preset_url, preset_path, params.hf_token, offline); + common_download_opts opts; + opts.bearer_token = params.hf_token; + opts.offline = params.offline; + const int status = common_download_file_single(preset_url, preset_path, opts); const bool has_preset = status >= 200 && status < 400; // remote preset is optional, so we don't error out if not found @@ -326,60 +329,49 @@ struct handle_model_result { common_params_model mmproj; }; -static handle_model_result common_params_handle_model( - struct common_params_model & model, - const std::string & bearer_token, - bool offline) { +static handle_model_result common_params_handle_model(struct common_params_model & model, + const std::string & bearer_token, + bool offline) { handle_model_result result; - // handle pre-fill default model path and url based on hf_repo and hf_file - { - if (!model.docker_repo.empty()) { // Handle Docker URLs by resolving them to local paths - model.path = common_docker_resolve_model(model.docker_repo); - model.name = model.docker_repo; // set name for consistency - } else if (!model.hf_repo.empty()) { - // short-hand to avoid specifying --hf-file -> default it to --model - if (model.hf_file.empty()) { - if (model.path.empty()) { - auto auto_detected = common_get_hf_file(model.hf_repo, bearer_token, offline); - if (auto_detected.repo.empty() || auto_detected.ggufFile.empty()) { - exit(1); // error message already printed - } - model.name = model.hf_repo; // repo name with tag - model.hf_repo = auto_detected.repo; // repo name without tag - model.hf_file = auto_detected.ggufFile; - if (!auto_detected.mmprojFile.empty()) { - result.found_mmproj = true; - result.mmproj.hf_repo = model.hf_repo; - result.mmproj.hf_file = auto_detected.mmprojFile; - } - } else { - model.hf_file = model.path; - } - } - - std::string model_endpoint = get_model_endpoint(); - model.url = model_endpoint + model.hf_repo + "/resolve/main/" + model.hf_file; - // make sure model path is present (for caching purposes) - if (model.path.empty()) { - // this is to avoid different repo having same file name, or same file name in different subdirs - std::string filename = clean_file_name(model.hf_repo + "_" + model.hf_file); - model.path = fs_get_cache_file(filename); - } - - } else if (!model.url.empty()) { - if (model.path.empty()) { - auto f = string_split(model.url, '#').front(); - f = string_split(f, '?').front(); - model.path = fs_get_cache_file(string_split(f, '/').back()); - } + if (!model.docker_repo.empty()) { + model.path = common_docker_resolve_model(model.docker_repo); + model.name = model.docker_repo; + } else if (!model.hf_repo.empty()) { + // If -m was used with -hf, treat the model "path" as the hf_file to download + if (model.hf_file.empty() && !model.path.empty()) { + model.hf_file = model.path; + model.path = ""; } - } + common_download_opts opts; + opts.bearer_token = bearer_token; + opts.offline = offline; + auto download_result = common_download_model(model, opts, true); - // then, download it if needed - if (!model.url.empty()) { - bool ok = common_download_model(model, bearer_token, offline); - if (!ok) { + if (download_result.model_path.empty()) { + LOG_ERR("error: failed to download model from Hugging Face\n"); + exit(1); + } + + model.name = model.hf_repo; + model.path = download_result.model_path; + + if (!download_result.mmproj_path.empty()) { + result.found_mmproj = true; + result.mmproj.path = download_result.mmproj_path; + } + } else if (!model.url.empty()) { + if (model.path.empty()) { + auto f = string_split(model.url, '#').front(); + f = string_split(f, '?').front(); + model.path = fs_get_cache_file(string_split(f, '/').back()); + } + + common_download_opts opts; + opts.bearer_token = bearer_token; + opts.offline = offline; + auto download_result = common_download_model(model, opts); + if (download_result.model_path.empty()) { LOG_ERR("error: failed to download model from %s\n", model.url.c_str()); exit(1); } @@ -434,6 +426,9 @@ static bool parse_bool_value(const std::string & value) { static bool common_params_parse_ex(int argc, char ** argv, common_params_context & ctx_arg) { common_params & params = ctx_arg.params; + // setup log directly from params.verbosity: see tools/cli/cli.cpp + common_log_set_verbosity_thold(params.verbosity); + std::unordered_map> arg_to_options; for (auto & opt : ctx_arg.options) { for (const auto & arg : opt.args) { @@ -539,8 +534,17 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context // parse the first time to get -hf option (used for remote preset) parse_cli_args(); + // TODO: Remove later + try { + hf_cache::migrate_old_cache_to_hf_cache(params.hf_token, params.offline); + } catch (const std::exception & e) { + LOG_WRN("HF cache migration failed: %s\n", e.what()); + } + // export_graph_ops loads only metadata + const bool skip_model_download = ctx_arg.ex == LLAMA_EXAMPLE_EXPORT_GRAPH_OPS; + // maybe handle remote preset - if (!params.model.hf_repo.empty()) { + if (!params.model.hf_repo.empty() && !skip_model_download) { std::string cli_hf_repo = params.model.hf_repo; bool has_preset = common_params_handle_remote_preset(params, ctx_arg.ex); @@ -571,7 +575,7 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context } // handle model and download - { + if (!skip_model_download) { auto res = common_params_handle_model(params.model, params.hf_token, params.offline); if (params.no_mmproj) { params.mmproj = {}; @@ -592,7 +596,7 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context // model is required (except for server) // TODO @ngxson : maybe show a list of available models in CLI in this case - if (params.model.path.empty() && ctx_arg.ex != LLAMA_EXAMPLE_SERVER && !params.usage && !params.completion) { + if (params.model.path.empty() && ctx_arg.ex != LLAMA_EXAMPLE_SERVER && !skip_model_download && !params.usage && !params.completion) { throw std::invalid_argument("error: --model is required\n"); } @@ -635,8 +639,6 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context )); } - common_log_set_verbosity_thold(params.verbosity); - return true; } @@ -732,23 +734,28 @@ static void common_params_print_completion(common_params_context & ctx_arg) { "llama-completion", "llama-convert-llama2c-to-ggml", "llama-cvector-generator", + "llama-debug", + "llama-diffusion-cli", "llama-embedding", "llama-eval-callback", "llama-export-lora", + "llama-finetune", + "llama-fit-params", + "llama-gemma3-cli", "llama-gen-docs", "llama-gguf", "llama-gguf-hash", "llama-gguf-split", - "llama-gritlm", + "llama-idle", "llama-imatrix", - "llama-infill", - "llama-mtmd-cli", - "llama-llava-clip-quantize-cli", + "llama-llava-cli", "llama-lookahead", "llama-lookup", "llama-lookup-create", "llama-lookup-merge", "llama-lookup-stats", + "llama-minicpmv-cli", + "llama-mtmd-cli", "llama-parallel", "llama-passkey", "llama-perplexity", @@ -1056,12 +1063,10 @@ common_params_context common_params_parser_init(common_params & params, llama_ex {"-cl", "--cache-list"}, "show list of models in cache", [](common_params &) { - printf("model cache directory: %s\n", fs_get_cache_directory().c_str()); auto models = common_list_cached_models(); printf("number of models in cache: %zu\n", models.size()); for (size_t i = 0; i < models.size(); i++) { - auto & model = models[i]; - printf("%4d. %s\n", (int) i + 1, model.to_string().c_str()); + printf("%4zu. %s\n", i + 1, models[i].to_string().c_str()); } exit(0); } @@ -1079,7 +1084,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.verbose_prompt = true; } - )); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_RETRIEVAL})); add_opt(common_arg( {"--display-prompt"}, {"--no-display-prompt"}, @@ -1279,13 +1284,20 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_env("LLAMA_ARG_SWA_FULL")); add_opt(common_arg( - {"--ctx-checkpoints", "--swa-checkpoints"}, "N", + {"-ctxcp", "--ctx-checkpoints", "--swa-checkpoints"}, "N", string_format("max number of context checkpoints to create per slot (default: %d)" "[(more info)](https://github.com/ggml-org/llama.cpp/pull/15293)", params.n_ctx_checkpoints), [](common_params & params, int value) { params.n_ctx_checkpoints = value; } ).set_env("LLAMA_ARG_CTX_CHECKPOINTS").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); + add_opt(common_arg( + {"-cpent", "--checkpoint-every-n-tokens"}, "N", + string_format("create a checkpoint every n tokens during prefill (processing), -1 to disable (default: %d)", params.checkpoint_every_nt), + [](common_params & params, int value) { + params.checkpoint_every_nt = value; + } + ).set_env("LLAMA_ARG_CHECKPOINT_EVERY_NT").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-cram", "--cache-ram"}, "N", string_format("set the maximum cache size in MiB (default: %d, -1 - no limit, 0 - disable)" @@ -1302,6 +1314,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.kv_unified = value; } ).set_env("LLAMA_ARG_KV_UNIFIED").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_PERPLEXITY, LLAMA_EXAMPLE_BATCHED, LLAMA_EXAMPLE_BENCH, LLAMA_EXAMPLE_PARALLEL})); + add_opt(common_arg( + {"--clear-idle"}, + {"--no-clear-idle"}, + "save and clear idle slots on new task (default: enabled, requires unified KV and cache-ram)", + [](common_params & params, bool value) { + params.clear_idle = value; + } + ).set_env("LLAMA_ARG_CLEAR_IDLE").set_examples({LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"--context-shift"}, {"--no-context-shift"}, @@ -1818,23 +1838,23 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_sparam()); add_opt(common_arg( {"--grammar"}, "GRAMMAR", - string_format("BNF-like grammar to constrain generations (see samples in grammars/ dir) (default: '%s')", params.sampling.grammar.c_str()), + "BNF-like grammar to constrain generations (see samples in grammars/ dir)", [](common_params & params, const std::string & value) { - params.sampling.grammar = value; + params.sampling.grammar = {COMMON_GRAMMAR_TYPE_USER, value}; } ).set_sparam()); add_opt(common_arg( {"--grammar-file"}, "FNAME", "file to read grammar from", [](common_params & params, const std::string & value) { - params.sampling.grammar = read_file(value); + params.sampling.grammar = {COMMON_GRAMMAR_TYPE_USER, read_file(value)}; } ).set_sparam()); add_opt(common_arg( {"-j", "--json-schema"}, "SCHEMA", "JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object\nFor schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead", [](common_params & params, const std::string & value) { - params.sampling.grammar = json_schema_to_grammar(json::parse(value)); + params.sampling.grammar = {COMMON_GRAMMAR_TYPE_OUTPUT_FORMAT, json_schema_to_grammar(json::parse(value))}; } ).set_sparam()); add_opt(common_arg( @@ -1851,7 +1871,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex std::istreambuf_iterator(), std::back_inserter(schema) ); - params.sampling.grammar = json_schema_to_grammar(json::parse(schema)); + params.sampling.grammar = {COMMON_GRAMMAR_TYPE_OUTPUT_FORMAT, json_schema_to_grammar(json::parse(schema))}; } ).set_sparam()); add_opt(common_arg( @@ -2331,19 +2351,21 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_env("LLAMA_ARG_N_GPU_LAYERS")); add_opt(common_arg( - {"-sm", "--split-mode"}, "{none,layer,row}", + {"-sm", "--split-mode"}, "{none,layer,row,tensor}", "how to split the model across multiple GPUs, one of:\n" "- none: use one GPU only\n" - "- layer (default): split layers and KV across GPUs\n" - "- row: split rows across GPUs", + "- layer (default): split layers and KV across GPUs (pipelined)\n" + "- row: split weight across GPUs by rows (parallelized)\n" + "- tensor: split weights and KV across GPUs (parallelized, EXPERIMENTAL)", [](common_params & params, const std::string & value) { - std::string arg_next = value; - if (arg_next == "none") { + if (value == "none") { params.split_mode = LLAMA_SPLIT_MODE_NONE; - } else if (arg_next == "layer") { + } else if (value == "layer") { params.split_mode = LLAMA_SPLIT_MODE_LAYER; - } else if (arg_next == "row") { + } else if (value == "row") { params.split_mode = LLAMA_SPLIT_MODE_ROW; + } else if (value == "tensor") { + params.split_mode = LLAMA_SPLIT_MODE_TENSOR; } else { throw std::invalid_argument("invalid value"); } @@ -2399,7 +2421,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.fit_params = false; } else { throw std::runtime_error( - string_format("error: unkown value for --fit: '%s'\n", value.c_str())); + string_format("error: unknown value for --fit: '%s'\n", value.c_str())); } } ).set_env("LLAMA_ARG_FIT")); @@ -2420,11 +2442,11 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ); } if (split_arg.size() == 1) { - std::fill(params.fit_params_target.begin(), params.fit_params_target.end(), std::stoul(split_arg[0]) * 1024*1024); + std::fill(params.fit_params_target.begin(), params.fit_params_target.end(), std::stoull(split_arg[0]) * 1024*1024); return; } for (size_t i = 0; i < split_arg.size(); i++) { - params.fit_params_target[i] = std::stoul(split_arg[i]) * 1024*1024; + params.fit_params_target[i] = std::stoull(split_arg[i]) * 1024*1024; } } ).set_env("LLAMA_ARG_FIT_TARGET")); @@ -2571,7 +2593,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex {"-hf", "-hfr", "--hf-repo"}, "/[:quant]", "Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.\n" "mmproj is also downloaded automatically if available. to disable, add --no-mmproj\n" - "example: unsloth/phi-4-GGUF:q4_k_m\n" + "example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M\n" "(default: unused)", [](common_params & params, const std::string & value) { params.model.hf_repo = value; @@ -2659,7 +2681,8 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.out_file = value; } - ).set_examples({LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_CVECTOR_GENERATOR, LLAMA_EXAMPLE_EXPORT_LORA, LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_FINETUNE})); + ).set_examples({LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_CVECTOR_GENERATOR, LLAMA_EXAMPLE_EXPORT_LORA, LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_FINETUNE, + LLAMA_EXAMPLE_RESULTS, LLAMA_EXAMPLE_EXPORT_GRAPH_OPS})); add_opt(common_arg( {"-ofreq", "--output-frequency"}, "N", string_format("output the imatrix every N iterations (default: %d)", params.n_out_freq), @@ -2799,6 +2822,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.port = value; } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_PORT")); + add_opt(common_arg( + {"--reuse-port"}, + string_format("allow multiple sockets to bind to the same port (default: %s)", params.reuse_port ? "enabled" : "disabled"), + [](common_params & params) { + params.reuse_port = true; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_REUSE_PORT")); add_opt(common_arg( {"--path"}, "PATH", string_format("path to serve static files from (default: %s)", params.public_path.c_str()), @@ -2827,6 +2857,23 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.webui_config_json = read_file(value); } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI_CONFIG_FILE")); + add_opt(common_arg( + {"--webui-mcp-proxy"}, + {"--no-webui-mcp-proxy"}, + string_format("experimental: whether to enable MCP CORS proxy - do not enable in untrusted environments (default: %s)", params.webui_mcp_proxy ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.webui_mcp_proxy = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI_MCP_PROXY")); + add_opt(common_arg( + {"--tools"}, "TOOL1,TOOL2,...", + "experimental: whether to enable built-in tools for AI agents - do not enable in untrusted environments (default: no tools)\n" + "specify \"all\" to enable all tools\n" + "available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, apply_diff", + [](common_params & params, const std::string & value) { + params.server_tools = parse_csv_row(value); + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_TOOLS")); add_opt(common_arg( {"--webui"}, {"--no-webui"}, @@ -2898,6 +2945,10 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { auto parsed = json::parse(value); for (const auto & item : parsed.items()) { + if (item.key() == "enable_thinking") { + LOG_WRN("Setting 'enable_thinking' via --chat-template-kwargs is deprecated. " + "Use --reasoning on / --reasoning off instead.\n"); + } params.default_template_kwargs[item.key()] = item.value().dump(); } } @@ -3033,14 +3084,39 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.reasoning_format = common_reasoning_format_from_name(value); } ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK")); + add_opt(common_arg( + {"-rea", "--reasoning"}, "[on|off|auto]", + "Use reasoning/thinking in the chat ('on', 'off', or 'auto', default: 'auto' (detect from template))", + [](common_params & params, const std::string & value) { + if (is_truthy(value)) { + params.enable_reasoning = 1; + params.default_template_kwargs["enable_thinking"] = "true"; + } else if (is_falsey(value)) { + params.enable_reasoning = 0; + params.default_template_kwargs["enable_thinking"] = "false"; + } else if (is_autoy(value)) { + params.enable_reasoning = -1; + } else { + throw std::invalid_argument( + string_format("error: unknown value for --reasoning: '%s'\n", value.c_str())); + } + } + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_REASONING")); add_opt(common_arg( {"--reasoning-budget"}, "N", - "controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)", + "token budget for thinking: -1 for unrestricted, 0 for immediate end, N>0 for token budget (default: -1)", [](common_params & params, int value) { - if (value != 0 && value != -1) { throw std::invalid_argument("invalid value"); } + if (value < -1) { throw std::invalid_argument("invalid value"); } params.reasoning_budget = value; } ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK_BUDGET")); + add_opt(common_arg( + {"--reasoning-budget-message"}, "MESSAGE", + "message injected before the end-of-thinking tag when reasoning budget is exhausted (default: none)", + [](common_params & params, const std::string & value) { + params.reasoning_budget_message = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK_BUDGET_MESSAGE")); add_opt(common_arg( {"--chat-template"}, "JINJA_TEMPLATE", string_format( @@ -3065,6 +3141,17 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.chat_template = read_file(value); } ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); + add_opt(common_arg( + {"--skip-chat-parsing"}, + {"--no-skip-chat-parsing"}, + string_format( + "force a pure content parser, even if a Jinja template is specified; model will output everything " + "in the content section, including any reasoning and/or tool calls (default: disabled)" + ), + [](common_params & params, bool value) { + params.force_pure_content_parser = value; + } + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_SKIP_CHAT_PARSING")); add_opt(common_arg( {"--prefill-assistant"}, {"--no-prefill-assistant"}, @@ -3189,6 +3276,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "Set verbosity level to infinity (i.e. log all messages, useful for debugging)", [](common_params & params) { params.verbosity = INT_MAX; + common_log_set_verbosity_thold(INT_MAX); } )); add_opt(common_arg( @@ -3209,6 +3297,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "(default: %d)\n", params.verbosity), [](common_params & params, int value) { params.verbosity = value; + common_log_set_verbosity_thold(value); } ).set_env("LLAMA_LOG_VERBOSITY")); add_opt(common_arg( @@ -3433,7 +3522,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex throw std::invalid_argument("unknown speculative decoding type without draft model"); } } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_SPEC_TYPE")); add_opt(common_arg( {"--spec-ngram-size-n"}, "N", string_format("ngram size N for ngram-simple/ngram-map speculative decoding, length of lookup n-gram (default: %d)", params.speculative.ngram_size_n), @@ -3592,6 +3681,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } } ).set_examples({ LLAMA_EXAMPLE_FINETUNE })); + add_opt(common_arg( + {"--check"}, + string_format("check rather than generate results (default: %s)", params.check ? "true" : "false"), + [](common_params & params) { + params.check = true; + } + ).set_examples({LLAMA_EXAMPLE_RESULTS})); add_opt(common_arg( {"--save-logits"}, string_format("save final logits to files for verification (default: %s)", params.save_logits ? "true" : "false"), diff --git a/common/chat-auto-parser-generator.cpp b/common/chat-auto-parser-generator.cpp new file mode 100644 index 0000000000..3eb1fa9a9c --- /dev/null +++ b/common/chat-auto-parser-generator.cpp @@ -0,0 +1,469 @@ +#include "chat-auto-parser-helpers.h" +#include "chat-auto-parser.h" +#include "chat-peg-parser.h" +#include "chat.h" +#include "common.h" +#include "json-schema-to-grammar.h" +#include "log.h" +#include "nlohmann/json.hpp" +#include "peg-parser.h" + +#include +#include + +using json = nlohmann::ordered_json; + +// Helper to iterate over tools/functions +static void foreach_function(const json & tools, const std::function & fn) { + for (const auto & tool : tools) { + if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) { + continue; + } + fn(tool); + } +} + +namespace autoparser { + +parser_build_context::parser_build_context(common_chat_peg_builder & p, const generation_params & inputs) : + p(p), + inputs(inputs), + reasoning_parser(p.eps()) {} + +common_chat_params peg_generator::generate_parser(const common_chat_template & tmpl, + const struct generation_params & inputs) { + // Run differential analysis to extract template structure + struct autoparser autoparser; + autoparser.analyze_template(tmpl); + return generate_parser(tmpl, inputs, autoparser); +} + +common_chat_params peg_generator::generate_parser(const common_chat_template & tmpl, + const struct generation_params & inputs, + const autoparser & autoparser) { + // Create the result structure + common_chat_params data; + data.prompt = common_chat_template_direct_apply(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.preserved_tokens = autoparser.preserved_tokens; + + auto parser = autoparser.build_parser(inputs); + data.parser = parser.save(); + + // Build grammar if tools are present + bool has_tools = + autoparser.tools.format.mode != tool_format::NONE && inputs.tools.is_array() && !inputs.tools.empty(); + std::string trigger_marker = !autoparser.tools.format.section_start.empty() ? autoparser.tools.format.section_start : + autoparser.tools.format.per_call_start; + + bool has_response_format = !inputs.json_schema.empty() && inputs.json_schema.is_object(); + bool include_grammar = has_response_format || (has_tools && + ((inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO && !trigger_marker.empty()) || + inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED)); + + if (include_grammar) { + data.grammar_lazy = !has_response_format && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.contains("parameters") ? function.at("parameters") : json::object(); + builder.resolve_refs(schema); + }); + if (has_response_format) { + auto schema = inputs.json_schema; + builder.resolve_refs(schema); + } + parser.build_grammar(builder, data.grammar_lazy); + }); + + // Set grammar triggers based on tool section markers (fall back to per-call markers) + if (data.grammar_lazy) { + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, trigger_marker } + }; + } + } + + return data; +} + +common_peg_arena autoparser::build_parser(const generation_params & inputs) const { + if (!analysis_complete) { + throw std::invalid_argument("Cannot call build_parser on autoparser without performing analysis first, call analyze_template(...)"); + } + return build_chat_peg_parser([&](common_chat_peg_builder & p) { + parser_build_context ctx(p, inputs); + bool extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + + ctx.extracting_reasoning = extract_reasoning && reasoning.mode != reasoning_mode::NONE; + ctx.content = &content; + ctx.reasoning = &reasoning; + + // Build reasoning parser + ctx.reasoning_parser = reasoning.build_parser(ctx); + + auto parser = p.eps(); + + bool has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + bool has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty(); + bool pure_content = reasoning.mode == reasoning_mode::NONE; + + if (has_response_format) { + auto response_format = p.rule("response-format", p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema))); + parser = ctx.reasoning_parser + p.space() + p.choice({ + p.literal("```json") + p.space() + response_format + p.space() + p.literal("```"), + response_format + }) + p.end(); + pure_content = false; + } else if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && jinja_caps.supports_tool_calls) { + parser = tools.build_parser(ctx); + pure_content = false; + } else { + parser = content.build_parser(ctx); + } + return pure_content ? p.prefix(inputs.generation_prompt, reasoning.start) + parser : p.prefix(inputs.generation_prompt, reasoning.start) << parser; + }); +} + +common_peg_parser analyze_reasoning::build_parser(parser_build_context & ctx) const { + auto & p = ctx.p; + + if (!ctx.extracting_reasoning) { + return p.eps(); + } + + if (mode == reasoning_mode::TAG_BASED || mode == reasoning_mode::TOOLS_ONLY) { + if (!end.empty()) { + if (!start.empty()) { + // Standard tag-based: optional(reasoning) + return p.optional(start + p.reasoning(p.until(end)) + end + p.space()); + } + // Delimiter-style (empty start) + return p.optional(p.reasoning(p.until(end)) + end + p.space()); + } + } + + return p.eps(); +} + +common_peg_parser analyze_content::build_parser(parser_build_context & ctx) const { + auto & p = ctx.p; + + if (is_always_wrapped()) { + if (ctx.extracting_reasoning) { + return ctx.reasoning_parser + start + p.content(p.until(end)) + end + p.end(); + } + return p.content(p.until(start)) + start + p.content(p.until(end)) + end + p.end(); + } + return ctx.reasoning_parser + p.content(p.rest()) + p.end(); +} + +common_peg_parser analyze_content::build_optional_wrapped(parser_build_context & ctx) const { + auto & p = ctx.p; + + if (is_always_wrapped()) { + return p.optional(start + p.content(p.until(end)) + end); + } + return p.eps(); +} + +common_peg_parser analyze_tools::build_parser(parser_build_context & ctx) const { + switch (format.mode) { + case tool_format::JSON_NATIVE: + return build_tool_parser_json_native(ctx); + case tool_format::TAG_WITH_JSON: + return build_tool_parser_tag_json(ctx); + case tool_format::TAG_WITH_TAGGED: + return build_tool_parser_tag_tagged(ctx); + default: + LOG_ERR("[ERROR] Template seems to support tool calls, but failed to determine tool format. Tool calling will not work properly. " + "Check for a fixed template for your model in the models/templates directory of your llama.cpp installation or " + "report an issue at https://github.com/ggml-org/llama.cpp/issues\n"); + return ctx.p.eps(); + } +} + +common_peg_parser analyze_tools::build_tool_parser_json_native(parser_build_context & ctx) const { + auto & p = ctx.p; + const auto & inputs = ctx.inputs; + bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; + + // Build effective field names with dot notation if function_field is set + std::string name_field = format.name_field; + std::string args_field = format.args_field; + + if (!format.function_field.empty() && format.function_field != "function" && + name_field.find('.') == std::string::npos) { + name_field = format.function_field + "." + name_field; + args_field = format.function_field + "." + args_field; + } + + auto tools_parser = p.standard_json_tools( + format.section_start, format.section_end, inputs.tools, inputs.parallel_tool_calls, + inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED, name_field, args_field, format.tools_array_wrapped, + format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order); + + // Handle content wrappers if present + if (ctx.content && ctx.content->is_always_wrapped()) { + auto wrapped_content = ctx.content->build_optional_wrapped(ctx); + return ctx.reasoning_parser + wrapped_content + tools_parser + p.end(); + } + + std::string tool_start = "{"; + if (!format.section_start.empty()) { + tool_start = format.section_start; + } else if (!format.per_call_start.empty()) { + tool_start = format.per_call_start; + } + + return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(p.until(tool_start)))) + tools_parser + + p.end(); +} + +common_peg_parser analyze_tools::build_func_parser(common_chat_peg_builder & p, const std::string & name, + const common_peg_parser & call_id_section, bool have_call_id, + const common_peg_parser & args, + std::optional atomic_peek) const { + auto open = p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix); + bool matched_atomic = false; + common_peg_parser func_parser = p.eps(); + + if (!function.name_suffix.empty()) { + func_parser = open + call_id_section + p.space() + args; + matched_atomic = true; + } else if (have_call_id) { + func_parser = p.atomic(open + call_id_section) + p.space() + args; + matched_atomic = true; + } else if (atomic_peek.has_value()) { + func_parser = p.atomic(open + call_id_section + p.space() + *atomic_peek) + args; + matched_atomic = true; + } else { + func_parser = open + call_id_section + p.space() + args; + } + + if (!function.close.empty()) { + func_parser = func_parser + p.space() + p.tool_close(p.literal(function.close)); + } else if (!format.per_call_end.empty()) { + // When there's no func_close but there is a per_call_end marker, use peek() to ensure + // we only emit tool_close when we can actually see the closing marker. This prevents + // premature closing during partial parsing when we've seen e.g. "" (end) or "" prefix that failed to match. + func_parser = func_parser + p.tool_close(p.peek(p.literal(format.per_call_end))); + } else { + func_parser = func_parser + p.tool_close(p.space()); // force this to process tool closing callbacks in mapper + } + if (!matched_atomic) { + func_parser = p.atomic(func_parser); + } + return func_parser; +} + +common_peg_parser analyze_tools::build_tool_parser_tag_json(parser_build_context & ctx) const { + auto & p = ctx.p; + const auto & inputs = ctx.inputs; + bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; + + common_peg_parser tool_choice = p.choice(); + + foreach_function(inputs.tools, [&](const json & tool) { + const auto & func = tool.at("function"); + std::string name = func.at("name"); + const auto & schema = func.contains("parameters") ? func.at("parameters") : json::object(); + + // Build call_id parser based on position (if supported) + bool have_call_id = false; + common_peg_parser call_id_section = p.eps(); + if (call_id.pos == call_id_position::BETWEEN_FUNC_AND_ARGS && !call_id.prefix.empty() && + (!call_id.suffix.empty() || !arguments.start.empty())) { + if (!call_id.suffix.empty()) { + call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(call_id.suffix))) + call_id.suffix; + } else { + call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(arguments.start))); + } + have_call_id = true; + } + auto args_parser = p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)); + if (!arguments.start.empty()) { + args_parser = p.literal(arguments.start) + args_parser; + } + if (!arguments.end.empty()) { + args_parser = args_parser + p.literal(arguments.end); + } + + auto atomic_peek = !arguments.start.empty() ? std::optional(p.peek(p.literal(arguments.start))) : std::nullopt; + auto func_parser = build_func_parser(p, name, call_id_section, have_call_id, args_parser, atomic_peek); + tool_choice |= p.rule("tool-" + name, func_parser); + }); + + auto require_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; + + common_peg_parser tool_calls = p.eps(); + + if (!format.per_call_start.empty()) { + auto wrapped_call = format.per_call_start + tool_choice + format.per_call_end; + if (inputs.parallel_tool_calls) { + tool_calls = p.trigger_rule("tool-call", wrapped_call + p.zero_or_more(p.space() + wrapped_call)); + } else { + tool_calls = p.trigger_rule("tool-call", wrapped_call); + } + if (!format.section_start.empty()) { + tool_calls = p.trigger_rule("tool-calls", + p.literal(format.section_start) + p.space() + tool_calls + p.space() + + (format.section_end.empty() ? p.end() : p.literal(format.section_end))); + } + } else { + std::string separator = ", "; // Default + if (inputs.parallel_tool_calls) { + tool_calls = p.trigger_rule("tool-call", format.section_start + tool_choice + + p.zero_or_more(separator + tool_choice) + format.section_end); + } else { + tool_calls = p.trigger_rule("tool-call", format.section_start + tool_choice + format.section_end); + } + } + + if (!require_calls) { + tool_calls = p.optional(tool_calls); + } + + std::string trigger_marker = !format.section_start.empty() ? format.section_start : format.per_call_start; + auto content_before_tools = trigger_marker.empty() ? p.eps() : p.until(trigger_marker); + return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(content_before_tools))) + tool_calls + + p.end(); +} + +common_peg_parser analyze_tools::build_tool_parser_tag_tagged(parser_build_context & ctx) const { + auto & p = ctx.p; + const auto & inputs = ctx.inputs; + bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; + + auto until_suffix = p.rule("until-suffix", p.until(arguments.value_suffix)); + + common_peg_parser tool_choice = p.choice(); + + foreach_function(inputs.tools, [&](const json & tool) { + const auto & func = tool.at("function"); + std::string name = func.at("name"); + auto params = func.contains("parameters") ? func.at("parameters") : json::object(); + const auto & properties = params.contains("properties") ? params.at("properties") : json::object(); + + std::set required; + if (params.contains("required")) { + params.at("required").get_to(required); + } + + auto schema_info = common_schema_info(); + schema_info.resolve_refs(params); + + // Build parser for each argument, separating required and optional + std::vector required_parsers; + std::vector optional_parsers; + for (const auto & [param_name, param_schema] : properties.items()) { + bool is_required = required.find(param_name) != required.end(); + + auto arg = + p.tool_arg(p.tool_arg_open(arguments.name_prefix + p.tool_arg_name(p.literal(param_name)) + + arguments.name_suffix) + + arguments.value_prefix + + (schema_info.resolves_to_string(param_schema) ? + p.tool_arg_string_value(p.schema(until_suffix, + "tool-" + name + "-arg-" + param_name + "-schema", + param_schema, true)) : + p.tool_arg_json_value(p.schema( + p.json(), "tool-" + name + "-arg-" + param_name + "-schema", param_schema, false)) + + p.space()) + + p.tool_arg_close(p.literal(arguments.value_suffix))); + + auto named_arg = p.rule("tool-" + name + "-arg-" + param_name, arg); + if (is_required) { + required_parsers.push_back(named_arg); + } else { + optional_parsers.push_back(named_arg); + } + } + + // Build required arg sequence in definition order + common_peg_parser args_seq = p.eps(); + for (size_t i = 0; i < required_parsers.size(); i++) { + if (i > 0) { + args_seq = args_seq + p.space(); + } + args_seq = args_seq + required_parsers[i]; + } + + // Build optional args with flexible ordering + if (!optional_parsers.empty()) { + common_peg_parser any_opt = p.choice(); + for (const auto & opt : optional_parsers) { + any_opt |= opt; + } + args_seq = args_seq + p.repeat(p.space() + any_opt, 0, -1); + } + + if (!arguments.start.empty()) { + args_seq = p.literal(arguments.start) + args_seq; + } + if (!arguments.end.empty()) { + args_seq = args_seq + p.literal(arguments.end); + } + + // Build call_id parser based on position (if supported) + common_peg_parser call_id_section = p.eps(); + bool have_call_id = false; + if (call_id.pos == call_id_position::BETWEEN_FUNC_AND_ARGS && !call_id.prefix.empty() && + (!call_id.suffix.empty() || !arguments.start.empty())) { + have_call_id = true; + if (!call_id.suffix.empty()) { + call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(call_id.suffix)) + call_id.suffix); + } else { + call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(arguments.start))); + } + } + + // Only peek for an arg tag when there are required args that must follow. + // When all args are optional, the model may emit no arg tags at all (#20650). + auto atomic_peek = (!arguments.name_prefix.empty() && !required_parsers.empty()) ? + std::optional(p.peek(p.literal(arguments.name_prefix))) : std::nullopt; + auto func_parser = build_func_parser(p, name, call_id_section, have_call_id, args_seq, atomic_peek); + tool_choice |= p.rule("tool-" + name, func_parser); + }); + + auto require_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; + + common_peg_parser tool_calls = p.eps(); + + if (!format.per_call_start.empty()) { + auto wrapped_call = format.per_call_start + p.space() + tool_choice + p.space() + format.per_call_end; + if (inputs.parallel_tool_calls) { + tool_calls = p.trigger_rule("tool-call", wrapped_call + p.zero_or_more(p.space() + wrapped_call)); + } else { + tool_calls = p.trigger_rule("tool-call", wrapped_call); + } + if (!format.section_start.empty()) { + tool_calls = p.trigger_rule("tool-calls", + p.literal(format.section_start) + p.space() + tool_calls + p.space() + + (format.section_end.empty() ? p.end() : p.literal(format.section_end))); + } + } else { + std::string separator = ", "; // Default + + if (inputs.parallel_tool_calls) { + tool_calls = p.trigger_rule("tool-call", format.section_start + p.space() + tool_choice + + p.zero_or_more(separator + tool_choice) + p.space() + + format.section_end); + } else { + tool_calls = p.trigger_rule( + "tool-call", format.section_start + p.space() + tool_choice + p.space() + format.section_end); + } + } + + if (!require_tools) { + tool_calls = p.optional(tool_calls); + } + + std::string trigger_marker = !format.section_start.empty() ? format.section_start : format.per_call_start; + auto content_before_tools = trigger_marker.empty() ? p.eps() : p.until(trigger_marker); + return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(content_before_tools))) + tool_calls + + p.end(); +} + +} // namespace autoparser diff --git a/common/chat-auto-parser-helpers.cpp b/common/chat-auto-parser-helpers.cpp new file mode 100644 index 0000000000..2499464cd8 --- /dev/null +++ b/common/chat-auto-parser-helpers.cpp @@ -0,0 +1,364 @@ +#include "chat-auto-parser-helpers.h" + +#include "chat-auto-parser.h" +#include "chat-peg-parser.h" +#include "chat.h" +#include "log.h" +#include "nlohmann/json.hpp" +#include "peg-parser.h" + +#include +#include + +using json = nlohmann::ordered_json; + +std::string trim_whitespace(const std::string & str) { + size_t start = 0; + while (start < str.length() && std::isspace(static_cast(str[start]))) { + start++; + } + + if (start == str.length()) { + return ""; + } + + size_t end = str.length() - 1; + while (end > start && std::isspace(static_cast(str[end]))) { + end--; + } + + return str.substr(start, end - start + 1); +} + +std::string trim_leading_whitespace(const std::string & str) { + size_t start = 0; + while (start < str.length() && std::isspace(static_cast(str[start]))) { + start++; + } + + return str.substr(start); +} + +std::string trim_trailing_whitespace(const std::string & str) { + if (str.empty()) { + return ""; + } + + size_t end = str.length() - 1; + while (end > 0 && std::isspace(static_cast(str[end]))) { + end--; + } + + // If first char is also whitespace, return empty string + if (end == 0 && std::isspace(static_cast(str[0]))) { + return ""; + } + + return str.substr(0, end + 1); +} + +std::string trim_trailing_newlines(const std::string & str) { + size_t end = str.length(); + while (end > 0 && str[end - 1] == '\n') { + end--; + } + + return str.substr(0, end); +} + +static size_t common_prefix_len(const std::string & left, const std::string & right) { + size_t prefix_len = 0; + size_t min_len = std::min(left.length(), right.length()); + while (prefix_len < min_len && left[prefix_len] == right[prefix_len]) { + prefix_len++; + } + return prefix_len; +} + +static size_t common_suffix_len(const std::string & left, const std::string & right) { + size_t suffix_len = 0; + size_t min_len = std::min(left.length(), right.length()); + while (suffix_len < min_len && left[left.length() - 1 - suffix_len] == right[right.length() - 1 - suffix_len]) { + suffix_len++; + } + return suffix_len; +} + +diff_split calculate_diff_split(const std::string & left, const std::string & right) { + diff_split result; + + auto left_seg = segmentize_markers(left); + auto right_seg = segmentize_markers(right); + + if (left_seg.empty()) { + result.right = right; + return result; + } + if (right_seg.empty()) { + result.left = left; + return result; + } + + auto left_start = left_seg.begin(); + auto left_end = --left_seg.end(); + auto right_start = right_seg.begin(); + auto right_end = --right_seg.end(); + + auto test = [&] () { + return left_start != left_end && right_start != right_end; + }; + + bool left_fully_consumed = false; + bool right_fully_consumed = false; + + while (test()) { + bool advanced = false; + if (*left_start == *right_start) { + result.prefix.append(left_start->value); + left_start++; + right_start++; + advanced = true; + } + if (*left_end == *right_end) { + result.suffix = left_end->value + result.suffix; + if (left_start != left_end) { + left_end--; + } else { + left_fully_consumed = true; + } + if (right_start != right_end) { + right_end--; + } else { + right_fully_consumed = true; + } + advanced = true; + } + if (!advanced) { + break; + } + } + + if (left_start == left_end && right_start != right_end) { + if (*left_start == *right_end) { + result.suffix = right_end->value + result.suffix; + right_end--; + left_fully_consumed = true; + } else if (*left_start == *right_start) { + result.prefix.append(right_start->value); + right_start++; + left_fully_consumed = true; + } + } else if (right_start == right_end && left_start != left_end) { + if (*left_end == *right_start) { + result.suffix = left_end->value + result.suffix; + left_end--; + right_fully_consumed = true; + } else if (*left_start == *right_start) { + result.prefix.append(left_start->value); + left_start++; + right_fully_consumed = true; + } + } else if (left_start == left_end && right_start == right_end && *left_start == *right_start && left_start->type == segment_type::MARKER) { + result.prefix.append(right_start->value); + left_fully_consumed = true; + right_fully_consumed = true; + } + + auto eat_segment = [](std::string str, const segment & seg) -> std::string { return std::move(str) + seg.value; }; + + bool can_have_text_suffix = left_end->type == segment_type::TEXT && right_end->type == segment_type::TEXT; + bool can_have_text_prefix = right_start->type == segment_type::TEXT && left_start->type == segment_type::TEXT; + + std::string remainder_left = std::accumulate(left_start, left_fully_consumed ? left_end : ++left_end, std::string(), eat_segment); + std::string remainder_right = std::accumulate(right_start, right_fully_consumed ? right_end : ++right_end, std::string(), eat_segment); + + size_t suffix_len = can_have_text_suffix ? common_suffix_len(remainder_left, remainder_right) : 0; + // avoid overlaps between prefix and suffix + size_t prefix_len = can_have_text_prefix ? common_prefix_len(remainder_left.substr(0, remainder_left.size() - suffix_len), + remainder_right.substr(0, remainder_right.size() - suffix_len)) : 0; + + result.prefix.append(remainder_left.substr(0, prefix_len)); + result.suffix = remainder_left.substr(remainder_left.length() - suffix_len, suffix_len) + result.suffix; + result.left = remainder_left.substr(prefix_len, remainder_left.length() - prefix_len - suffix_len); + result.right = remainder_right.substr(prefix_len, remainder_right.length() - prefix_len - suffix_len); + + if (result.left == "" && result.right == "") { + // degenerate case, no diff + result.prefix = left; + result.suffix = ""; + // pick prefix = all as representation + } + + // When left has no unique content (result.left is empty), left is entirely + // shared with right. The simultaneous prefix/suffix segment matching can + // incorrectly consume trailing segments of left as suffix when those same + // segments also appear at the end of right (e.g. "\n" at the end of both + // the shared content and the generation prompt). This rotates the diff. + // Fix: if left is a prefix of right, enforce that directly. + if (result.left.empty() && !result.right.empty() && + left.size() <= right.size() && + right.substr(0, left.size()) == left) { + result.prefix = left; + result.suffix = ""; + result.right = right.substr(left.size()); + } + + return result; +} + +// Returns the prefix of `full` up until the first occurrence of the common prefix of `left` and `right` +std::string until_common_prefix(const std::string & full, const std::string & left, const std::string & right) { + // Find the common prefix of left and right + size_t common_prefix_len = 0; + size_t min_len = std::min(left.length(), right.length()); + while (common_prefix_len < min_len && left[common_prefix_len] == right[common_prefix_len]) { + common_prefix_len++; + } + + // If there's no common prefix, return empty string + if (common_prefix_len == 0) { + return ""; + } + + // Find the common prefix in the full string + std::string common_prefix = left.substr(0, common_prefix_len); + size_t pos = full.find(common_prefix); + + // If not found, return empty string + if (pos == std::string::npos) { + return ""; + } + + // Return everything before the common prefix + return full.substr(0, pos); +} + +// Returns the suffix of `full` after the last occurrence of the common suffix of `left` and `right` +std::string after_common_suffix(const std::string & full, const std::string & left, const std::string & right) { + // Find the common suffix of left and right (compare from the end) + size_t common_suffix_len = 0; + size_t min_len = std::min(left.length(), right.length()); + while (common_suffix_len < min_len && + left[left.length() - 1 - common_suffix_len] == right[right.length() - 1 - common_suffix_len]) { + common_suffix_len++; + } + + // If there's no common suffix, return empty string + if (common_suffix_len == 0) { + return ""; + } + + // Extract the common suffix + std::string common_suffix = left.substr(left.length() - common_suffix_len); + + // Find the last occurrence of the common suffix in the full string + size_t pos = full.rfind(common_suffix); + + // If not found, return empty string + if (pos == std::string::npos) { + return ""; + } + + // Return everything after the common suffix + return full.substr(pos + common_suffix_len); +} + +// TODO: segmentize will treat a JSON array inside tags as a tag: [{ "fun": { ... } }] will be three markers +// not too worried about that because it hasn't turned out as a problem anywhere, but noting here in case it will +// Might have to put some restrictions on tag contents as well (like "no { }") +std::vector segmentize_markers(const std::string & text) { + std::vector retval; + bool in_marker = false; + char marker_opener = '\0'; + + auto is_marker_opener = [](char c) -> bool { return c == '<' || c == '['; }; + auto is_marker_closer = [](char op, char c) -> bool { return (op == '<' && c == '>') || (op == '[' && c == ']'); }; + + size_t last_border = 0; + + for (size_t cur_pos = 0; cur_pos < text.length(); cur_pos++) { + if (!in_marker && is_marker_opener(text[cur_pos])) { + if (last_border < cur_pos) { + retval.push_back(segment(segment_type::TEXT, text.substr(last_border, cur_pos - last_border))); + } + last_border = cur_pos; + in_marker = true; + marker_opener = text[cur_pos]; + } else if (in_marker && is_marker_closer(marker_opener, text[cur_pos])) { + // no need to check because last_border will always be smaller + retval.push_back(segment(segment_type::MARKER, text.substr(last_border, cur_pos - last_border + 1))); + last_border = cur_pos + 1; + in_marker = false; + marker_opener = '\0'; + } + } + if (last_border < text.length()) { + retval.push_back(segment(segment_type::TEXT, text.substr(last_border))); + } + return retval; +} + +std::vector prune_whitespace_segments(const std::vector & segments) { + std::vector result; + for (const auto & seg : segments) { + if (!trim_whitespace(seg.value).empty()) { + result.push_back(seg); + } + } + return result; +} + +namespace autoparser { + +std::string apply_template(const common_chat_template & tmpl, const template_params & params) { + generation_params tmpl_params; + tmpl_params.messages = params.messages; + tmpl_params.tools = params.tools; + tmpl_params.add_generation_prompt = params.add_generation_prompt; + tmpl_params.enable_thinking = params.enable_thinking; + + if (params.extra_context) { + tmpl_params.extra_context = *params.extra_context; + } + tmpl_params.extra_context["enable_thinking"] = params.enable_thinking; + + try { + return common_chat_template_direct_apply(tmpl, tmpl_params); + } catch (const std::exception & e) { + LOG_DBG("Template application failed: %s\n", e.what()); + return ""; + } +} + +std::optional compare_variants( + const common_chat_template & tmpl, + const template_params & params_A, + const std::function & params_modifier) { + // Create variant B by copying A + template_params params_B = params_A; + + // Apply modifier to create variant B + if (params_modifier) { + params_modifier(params_B); + } + + // Apply template to both variants + std::string output_A = apply_template(tmpl, params_A); + std::string output_B = apply_template(tmpl, params_B); + + // Check for template application failures + if (output_A.empty() || output_B.empty()) { + return std::nullopt; + } + + // Calculate diff and return result with both outputs + compare_variants_result result; + result.diff = calculate_diff_split(output_A, output_B); + result.output_A = output_A; + result.output_B = output_B; + + return result; +} + +} // namespace autoparser + diff --git a/common/chat-auto-parser-helpers.h b/common/chat-auto-parser-helpers.h new file mode 100644 index 0000000000..b8804ac191 --- /dev/null +++ b/common/chat-auto-parser-helpers.h @@ -0,0 +1,74 @@ +#pragma once + +#include "chat-auto-parser.h" + +#include +#include +#include + +std::string trim_whitespace(const std::string & str); +std::string trim_leading_whitespace(const std::string & str); +std::string trim_trailing_whitespace(const std::string & str); +std::string trim_trailing_newlines(const std::string & str); + +// calculate a diff split (longest common prefix, longest common suffix excluding prefix, +// mismatched part on the left, mismatched part on the right) between two strings +// account for markers - align prefix and suffix endings so that they end on markers +// * eg.: +// calculate_diff_split("
", "

Something

") -> +// { "prefix": "" (not: "<"), "suffix": "", "left": "
", "right": "

Something

" } +// calculate_diff_split("Something", "") -> +// { "prefix": "", "suffix": "", "left": "Something", "right": "" } +diff_split calculate_diff_split(const std::string & left, const std::string & right); + +// Returns the prefix of `full` up until the first occurrence of the common prefix of `left` and `right` +// Returns empty string if there's no common prefix +// * eg.: +// until_common_prefix("really want a FUNCTION call", "FUNCTION alpha", "FUNCTION beta") -> "really want a " +// until_common_prefix("", "", "") -> "" +// until_common_prefix("some text", "1234", "abcd") -> "" +// until_common_prefix("one arg two args three args four", "argument alpha", "argument beta") -> "one "" +std::string until_common_prefix(const std::string & full, const std::string & left, const std::string & right); + +// Returns the suffix of `full` after the last occurrence of the common suffix of `left` and `right` +// Returns empty string if there's no common suffix +// Mirror function of `until_common_prefix` +// * eg.: +// after_common_suffix("really want a FUNCTION call", "first FUNCTION", "second FUNCTION") -> " call" +// after_common_suffix("one arg two-args three args four", "alpha-args", "beta-args") -> " three args four" +std::string after_common_suffix(const std::string & full, const std::string & left, const std::string & right); + +// Segmentize text into markers and non-marker fragments +// * eg.: +// segmentize_markers("The site title
Here's some content
" -> +// [ (MARKER, ""), (MARKER, ""), (MARKER, ""), (TEXT, "The site title"), (MARKER, ""), +// (MARKER, ""), (MARKER, "
"), (TEXT, "Here's some "), (MARKER, ""), (TEXT, "content"), (MARKER, ""), +// (MARKER, "
"), (MARKER, ""), (MARKER, "") +// ] +// segmentize_markers("<|tool_call|>[args]{ are here }[/args]<|tool_call_end|>") -> +// [ (MARKER, "<|tool_call|>"), (MARKER, "[args]"), (TEXT, "{ are here }"), (MARKER, "[/args]"), (MARKER, "<|tool_call_end|>") ] +std::vector segmentize_markers(const std::string & text); + +// Prune whitespace-only segments from a vector of segments +// * eg.: +// segmentize_markers("\n\n\n \n\n\n") -> +// X = [ (MARKER, ""), (TEXT, "\n"), (MARKER, ""), (TEXT, "\n"), (MARKER, ""), (TEXT, "\n \n"), +// (MARKER, ""), (TEXT, "\n"), (MARKER, ""), (TEXT, "\n"), (MARKER, "") ] +// prune_whitespace_segments(X) -> [ (MARKER, ""), (MARKER, ""), (MARKER, ""), (MARKER, ""), +// (MARKER, ""), (MARKER, "") ] +std::vector prune_whitespace_segments(const std::vector & segments); + +namespace autoparser { + +// Apply a template with the given parameters, returning the rendered string (empty on failure) +std::string apply_template(const common_chat_template & tmpl, const template_params & params); + +// Factorized differential comparison function +// Takes base params and a single modifier lambda to create variant B +// Returns compare_variants_result containing diff and both outputs, or std::nullopt on failure +std::optional compare_variants( + const common_chat_template & tmpl, + const template_params & params_A, + const std::function & params_modifier); + +} // namespace autoparser diff --git a/common/chat-auto-parser.h b/common/chat-auto-parser.h new file mode 100644 index 0000000000..99dd9f063c --- /dev/null +++ b/common/chat-auto-parser.h @@ -0,0 +1,434 @@ +#pragma once + +#include "chat.h" +#include "common.h" +#include "jinja/caps.h" +#include "peg-parser.h" +#include "nlohmann/json.hpp" + +#include +#include +#include +#include +#include + +using json = nlohmann::ordered_json; + +class common_chat_peg_builder; + +// ============================================================================ +// Parameters for template application (low-level, used by diff analysis) +// ============================================================================ +struct template_params { + json messages; + json tools; + bool add_generation_prompt = false; + bool enable_thinking = true; + std::optional extra_context = std::nullopt; +}; + +struct diff_split { + std::string prefix; + std::string suffix; + std::string left; + std::string right; + + bool operator==(struct diff_split & other) const { + return prefix == other.prefix && suffix == other.suffix && left == other.left && right == other.right; + } +}; + +// Result of compare_variants containing diff and original outputs +struct compare_variants_result { + diff_split diff; + std::string output_A; + std::string output_B; +}; + +namespace autoparser { + +// ============================================================================ +// High-level params for parser generation +// ============================================================================ + +struct generation_params { + json messages; + json tools; + common_chat_tool_choice tool_choice = COMMON_CHAT_TOOL_CHOICE_AUTO; + json json_schema; + bool parallel_tool_calls = true; + common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_AUTO; + bool stream = true; + std::string grammar; + bool add_generation_prompt = false; + bool enable_thinking = true; + std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); + std::string generation_prompt; + json extra_context; + bool add_bos = false; + bool add_eos = false; + bool is_inference = true; + bool add_inference = false; + bool mark_input = true; // whether to mark input strings in the jinja context +}; + +// ============================================================================ +// Analysis Result Enums +// ============================================================================ + +// Reasoning handling mode (derived from R1-R3 comparisons) +enum class reasoning_mode { + NONE, // No reasoning markers detected + TAG_BASED, // Tag-based: ... (start can be empty for delimiter-style) + TOOLS_ONLY // Only reason on tool calls, not on normal content +}; + +inline std::ostream & operator<<(std::ostream & os, const reasoning_mode & mode) { + switch (mode) { + case reasoning_mode::NONE: + return os << "NONE"; + case reasoning_mode::TAG_BASED: + return os << "TAG_BASED"; + case reasoning_mode::TOOLS_ONLY: + return os << "TOOLS_ONLY"; + default: + return os << "UNKNOWN"; + } +} + +// Content wrapping mode (derived from C1 comparison) +enum class content_mode { + PLAIN, // No content markers + ALWAYS_WRAPPED, // Content always wrapped with markers + WRAPPED_WITH_REASONING, // Content wrapped only when reasoning present +}; + +inline std::ostream & operator<<(std::ostream & os, const content_mode & mode) { + switch (mode) { + case content_mode::PLAIN: + return os << "PLAIN"; + case content_mode::ALWAYS_WRAPPED: + return os << "ALWAYS_WRAPPED"; + case content_mode::WRAPPED_WITH_REASONING: + return os << "WRAPPED_WITH_REASONING"; + default: + return os << "UNKNOWN"; + } +} + +// Call ID position in tool calls (for non-JSON formats) +enum class call_id_position { + NONE, // No call ID support detected + PRE_FUNC_NAME, // Call ID before function name: [CALL_ID]id[FUNC]name{args} + BETWEEN_FUNC_AND_ARGS, // Call ID between function and args: [FUNC]name[CALL_ID]id{args} + POST_ARGS, // Call ID after arguments: [FUNC]name{args}[CALL_ID]id +}; + +inline std::ostream & operator<<(std::ostream & os, const call_id_position & pos) { + switch (pos) { + case call_id_position::NONE: + return os << "NONE"; + case call_id_position::PRE_FUNC_NAME: + return os << "PRE_FUNC_NAME"; + case call_id_position::BETWEEN_FUNC_AND_ARGS: + return os << "BETWEEN_FUNC_AND_ARGS"; + case call_id_position::POST_ARGS: + return os << "POST_ARGS"; + default: + return os << "UNKNOWN"; + } +} + +// Tool call format classification (derived from T1-T5, A1-A3 comparisons) +enum class tool_format { + NONE, // No tool support detected + JSON_NATIVE, // Pure JSON: {"name": "X", "arguments": {...}} + TAG_WITH_JSON, // Tag-based with JSON args: {...} + TAG_WITH_TAGGED, // Tag-based with tagged args: value +}; + +inline std::ostream & operator<<(std::ostream & os, const tool_format & format) { + switch (format) { + case tool_format::NONE: + return os << "NONE"; + case tool_format::JSON_NATIVE: + return os << "JSON_NATIVE"; + case tool_format::TAG_WITH_JSON: + return os << "TAG_WITH_JSON"; + case tool_format::TAG_WITH_TAGGED: + return os << "TAG_WITH_TAGGED"; + default: + return os << "UNKNOWN"; + } +} + +// ============================================================================ +// Sub-structs for tool analysis +// ============================================================================ + +struct tool_format_analysis { + tool_format mode = tool_format::NONE; + + std::string section_start; // e.g., "", "[TOOL_CALLS]", "" + std::string section_end; // e.g., "", "" + std::string per_call_start; // e.g., "<|tool_call_begin|>", "" (for multi-call templates) + std::string per_call_end; // e.g., "<|tool_call_end|>", "" + + bool fun_name_is_key = false; // In JSON format function name is JSON key, i.e. { "": { ... arguments ... } } + bool tools_array_wrapped = false; // Tool calls wrapped in JSON array [...] + + std::string function_field = "function"; + std::string name_field = "name"; + std::string args_field = "arguments"; + std::string id_field; + std::string gen_id_field; + std::vector parameter_order; +}; + +struct tool_function_analysis { + std::string name_prefix; // e.g., "", "\"", ":0" + std::string close; // e.g., "", "" (for tag-based) +}; + +struct tool_arguments_analysis { + std::string start; // e.g., "<|tool_call_argument_begin|>", "" + std::string end; // e.g., "<|tool_call_argument_end|>", "" + std::string name_prefix; // e.g., "", "\"" + std::string name_suffix; // e.g., ">", "
", "\":" + std::string value_prefix; // e.g., "", "", "" + std::string value_suffix; // e.g., "", "", "" + std::string separator; // e.g., "", "\n", "," +}; + +struct tool_id_analysis { + call_id_position pos = call_id_position::NONE; + + std::string prefix; // e.g., "[CALL_ID]" (marker before call ID value) + std::string suffix; // e.g., "" (marker after call ID value, before next section) +}; + +// ============================================================================ +// Parser build context (shared interface for build_parser methods) +// ============================================================================ + +struct analyze_content; +struct analyze_reasoning; + +struct parser_build_context { + common_chat_peg_builder & p; + const generation_params & inputs; + common_peg_parser reasoning_parser; + bool extracting_reasoning = false; + const analyze_reasoning * reasoning = nullptr; + const analyze_content * content = nullptr; + + parser_build_context(common_chat_peg_builder & p, const generation_params & inputs); +}; + +// ============================================================================ +// Base class for analyzers with parser building +// ============================================================================ + +struct analyze_base { + virtual ~analyze_base() = default; + virtual common_peg_parser build_parser(parser_build_context & ctx) const = 0; + + protected: + const common_chat_template * tmpl = nullptr; + + analyze_base() = default; + explicit analyze_base(const common_chat_template & tmpl) : tmpl(&tmpl) {} +}; + +// ============================================================================ +// Reasoning analyzer +// ============================================================================ + +struct analyze_reasoning : analyze_base { + reasoning_mode mode = reasoning_mode::NONE; + + std::string start; // e.g., "", "[THINK]", "<|START_THINKING|>", "" + std::string end; // e.g., "", "[BEGIN FINAL RESPONSE]", "<|END_THINKING|>" + + analyze_reasoning() = default; + analyze_reasoning(const common_chat_template & tmpl, bool supports_tools); + analyze_reasoning(std::string start_, std::string end_) : start(std::move(start_)), end(std::move(end_)) {} + + common_peg_parser build_parser(parser_build_context & ctx) const override; + + private: + // Look for reasoning markers in rendered content + void compare_reasoning_presence(); + + // Compare generation prompt with enable_thinking=true vs false + void compare_thinking_enabled(); + + // Check if reasoning is always possible or only in tool calls + void compare_reasoning_scope(); +}; + +// ============================================================================ +// Content analyzer +// ============================================================================ + +struct analyze_content : analyze_base { + content_mode mode = content_mode::PLAIN; + + std::string start; // e.g., "", ">>>all\n", "" + std::string end; // e.g., "", "" + + bool requires_nonnull_content = false; + + analyze_content() = default; + analyze_content(const common_chat_template & tmpl, const analyze_reasoning & reasoning); + + common_peg_parser build_parser(parser_build_context & ctx) const override; + + bool is_always_wrapped() const; + common_peg_parser build_optional_wrapped(parser_build_context & ctx) const; +}; + +// ============================================================================ +// Tool analyzer +// ============================================================================ + +struct analyze_tools : analyze_base { + tool_format_analysis format; + tool_function_analysis function; + tool_arguments_analysis arguments; + tool_id_analysis call_id; + + analyze_tools() = default; + analyze_tools(const common_chat_template & tmpl, + const jinja::caps & caps, + const analyze_reasoning & reasoning); + + common_peg_parser build_parser(parser_build_context & ctx) const override; + + private: + // Extract tool calling 'haystack' for further analysis and delegate further analysis based on format + void analyze_tool_calls(const analyze_reasoning & reasoning); + + // Analyze format based on position of function and argument name in needle + void analyze_tool_call_format(const std::string & haystack, + const std::string & fun_name_needle, + const std::string & arg_name_needle, + const analyze_reasoning & reasoning); + + // Analyze specifics of JSON native format (entire tool call is a JSON object) + void analyze_tool_call_format_json_native(const std::string & clean_haystack, + const std::string & fun_name_needle, + const std::string & arg_name_needle); + + // Analyze specifics of non-JSON native format (tags for function name or for function name and arguments) + void analyze_tool_call_format_non_json(const std::string & clean_haystack, + const std::string & fun_name_needle); + + // Check for and extract specific per-call markers for non-native-JSON templates with parallel call support + void check_per_call_markers(); + + // Extract function name markers + void extract_function_markers(); + + // Delegates to separate functions for: separator analysis, argument name analysis, argument value analysis + void analyze_arguments(); + + // Extract argument name markers + void extract_argument_name_markers(); + + // Extract argument value markers + void extract_argument_value_markers(); + + // Extract argument separator, if specified (eg. ......) + void extract_argument_separator(); + + // Extract argument wrapper markers, if present (eg. '......') + void extract_args_markers(); + + // Extract call ID markers, if present + void extract_call_id_markers(); + + // Per-format tool parser builders + common_peg_parser build_tool_parser_json_native(parser_build_context & ctx) const; + common_peg_parser build_tool_parser_tag_json(parser_build_context & ctx) const; + common_peg_parser build_tool_parser_tag_tagged(parser_build_context & ctx) const; + + // Shared helper: builds func_parser from open+call_id+args, handling atomic wrapping and close. + // atomic_peek: if present, used as the peek expression in the third atomicity branch. + common_peg_parser build_func_parser(common_chat_peg_builder & p, const std::string & name, + const common_peg_parser & call_id_section, bool have_call_id, + const common_peg_parser & args, + std::optional atomic_peek) const; +}; + +// ============================================================================ +// Main autoparser class +// ============================================================================ + +struct autoparser { + jinja::caps jinja_caps; + analyze_reasoning reasoning; + analyze_content content; + analyze_tools tools; + bool analysis_complete = false; + + // Preserved tokens for tokenizer (union of all non-empty markers) + std::vector preserved_tokens; + + autoparser() = default; + + // Run full differential analysis on a template + void analyze_template(const common_chat_template & tmpl); + + // Build the PEG parser for this template + common_peg_arena build_parser(const generation_params & inputs) const; + + private: + // Collect tokens from entire analysis to preserve + void collect_preserved_tokens(); +}; + +// ============================================================================ +// Parser generator +// ============================================================================ + +class peg_generator { + public: + static common_chat_params generate_parser(const common_chat_template & tmpl, + const struct generation_params & inputs); + + static common_chat_params generate_parser(const common_chat_template & tmpl, + const struct generation_params & inputs, + const autoparser & autoparser); +}; + +} // namespace autoparser + +enum segment_type { TEXT, MARKER }; + +inline std::ostream & operator<<(std::ostream & os, const segment_type & type) { + switch (type) { + case segment_type::TEXT: + return os << "TEXT"; + case segment_type::MARKER: + return os << "MARKER"; + default: + return os << "UNKNOWN"; + } +} + +struct segment { + segment_type type; + std::string value; + + segment(segment_type type, std::string value) : type(type), value(std::move(value)) {} + + bool operator==(const segment & other) const { + return type == other.type && value == other.value; + } + + bool operator!=(const segment & other) const { + return !(*this == other); + } +}; diff --git a/common/chat-diff-analyzer.cpp b/common/chat-diff-analyzer.cpp new file mode 100644 index 0000000000..fa3e368098 --- /dev/null +++ b/common/chat-diff-analyzer.cpp @@ -0,0 +1,1355 @@ +#include "chat-auto-parser.h" +#include "chat-auto-parser-helpers.h" +#include "chat-peg-parser.h" +#include "chat.h" +#include "common.h" +#include "log.h" +#include "nlohmann/json.hpp" +#include "peg-parser.h" + +#include + +#define ANSI_RESET "\033[0m" +#define ANSI_PURPLE "\033[1m\x1b[38;5;126m" +#define ANSI_ORANGE "\033[1m\x1b[38;5;214m" +#define ANSI_RED "\033[1m\x1b[38;5;196m" + +using json = nlohmann::ordered_json; + +namespace autoparser { + +static const std::string FUN_FIRST = "FFF_FIRST_FUN_F"; +static const std::string FUN_SECOND = "SSS_SECOND_FUN_S"; +static const std::string ARG_FIRST = "AA_ARG_FST_AA"; +static const std::string ARG_SECOND = "BB_ARG_SND_BB"; +static const std::string USER_MSG = "U_USER_MSG Hello END_U"; +static const std::string ASSISTANT_MSG = "A_ASST_MSG I can help END_A"; +static const std::string THINKING_CONTENT = "REASON_PART I am thinking END_R"; +static const std::string CALL_ID_001 = "call00001"; +static const std::string CALL_ID_002 = "call00002"; +static const std::string CALL_ID_999 = "call99999"; + +static std::vector> workarounds( + { // Old reasoning Qwen templates - they don't really display reasoning content, but we still want to + // support reasoning on them + [](const common_chat_template & tmpl, autoparser & analysis) -> void { + if (tmpl.src.find("content.split('')") != std::string::npos && + tmpl.src.find("reasoning_content") == std::string::npos && + tmpl.src.find("") == std::string::npos && + analysis.reasoning.mode == reasoning_mode::NONE) { + analysis.reasoning.mode = reasoning_mode::TAG_BASED; + analysis.reasoning.start = ""; + analysis.reasoning.end = ""; + analysis.preserved_tokens.push_back(""); + analysis.preserved_tokens.push_back(""); + LOG_DBG(ANSI_ORANGE "[Patch: old Qwen/Deepseek thinking template]\n" ANSI_RESET); + } + }, + // Granite 3.3, with separate reasoning and content markers + [](const common_chat_template & tmpl, autoparser & analysis) -> void { + if (tmpl.src.find("Write your thoughts between and write your response between " + "") != std::string::npos) { + analysis.reasoning.mode = reasoning_mode::TAG_BASED; + analysis.reasoning.start = ""; + analysis.reasoning.end = ""; + analysis.preserved_tokens.push_back(""); + analysis.preserved_tokens.push_back(""); + analysis.content.mode = content_mode::WRAPPED_WITH_REASONING; + analysis.content.start = ""; + analysis.content.end = ""; + analysis.preserved_tokens.push_back(""); + analysis.preserved_tokens.push_back(""); + LOG_DBG(ANSI_ORANGE "[Patch: Granite 3.3]\n" ANSI_RESET); + } + }, + // Cohere Command R+ - content wrapped in <|CHATBOT_TOKEN|>...<|END_OF_TURN_TOKEN|> + [](const common_chat_template & tmpl, autoparser & analysis) -> void { + if (tmpl.src.find("<|CHATBOT_TOKEN|>") != std::string::npos && + tmpl.src.find("<|END_OF_TURN_TOKEN|>") != std::string::npos && analysis.content.start.empty()) { + analysis.content.mode = content_mode::ALWAYS_WRAPPED; + analysis.content.start = "<|CHATBOT_TOKEN|>"; + analysis.content.end = "<|END_OF_TURN_TOKEN|>"; + analysis.preserved_tokens.push_back("<|CHATBOT_TOKEN|>"); + analysis.preserved_tokens.push_back("<|END_OF_TURN_TOKEN|>"); + LOG_DBG(ANSI_ORANGE "[Patch: Cohere Command R+]\n" ANSI_RESET); + } + }, + // Functionary - no tool call section delimiter + [](const common_chat_template & tmpl, autoparser & analysis) -> void { + if (tmpl.src.find("set has_code_interpreter = tools | selectattr(\"type\", \"equalto\", " + "\"code_interpreter\") | list | length > 0") != std::string::npos) { + analysis.content.mode = content_mode::PLAIN; + analysis.content.end = ""; + analysis.tools.function.name_prefix = ""; + analysis.tools.format.section_start = ""; + analysis.tools.format.section_end = ""; + analysis.tools.format.per_call_start = ""); + analysis.preserved_tokens.push_back("<|eom_id|>"); + analysis.preserved_tokens.push_back(""); + analysis.preserved_tokens.push_back(""); + LOG_DBG(ANSI_ORANGE "[Patch: Functionary 3.1]\n" ANSI_RESET); + } + }, + // DeepSeek-R1-Distill-Qwen + [](const common_chat_template & tmpl, autoparser & analysis) -> void { + if (tmpl.src.find( + "{{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>'") != + std::string::npos) { + analysis.tools.format.section_start = "<|tool▁calls▁begin|>"; + analysis.tools.format.section_end = "<|tool▁calls▁end|>"; + analysis.tools.format.per_call_start = "<|tool▁call▁begin|>function"; + analysis.tools.function.name_prefix = "<|tool▁sep|>"; + analysis.tools.format.per_call_end = "<|tool▁call▁end|>"; + analysis.tools.function.close = "```"; + LOG_DBG(ANSI_ORANGE "[Patch: DeepSeek-R1-Distill-Qwen]\n" ANSI_RESET); + } + } + }); + +// Common JSON structures +static json params_schema = { + { "type", "object" }, + { "properties", + { { ARG_FIRST, { { "type", "string" }, { "description", "First argument" } } }, + { ARG_SECOND, { { "type", "string" }, { "description", "Second argument" } } } } }, + { "required", json::array({}) } +}; + +static json tools = json::array({ + { { "type", "function" }, + { "function", + json{ { "name", FUN_FIRST }, { "description", "Test function foo" }, { "parameters", params_schema } } } }, + { { "type", "function" }, + { "function", + json{ { "name", FUN_SECOND }, { "description", "Test function bar" }, { "parameters", params_schema } } } } +}); + +static json user_msg = json{ + { "role", "user" }, + { "content", USER_MSG } +}; + +static json build_tool_call(const std::string & name, const json & args, const std::string & id = CALL_ID_001) { + return json{ + { "id", id }, + { "type", "function" }, + { "function", json{ { "name", name }, { "arguments", args } } } + }; +} + +static json first_tool_call_zero_args = build_tool_call(FUN_FIRST, json::object(), CALL_ID_001); +static json first_tool_call_one_arg = build_tool_call(FUN_FIRST, {{ ARG_FIRST, "XXXX" }}, CALL_ID_001); +static json first_tool_call_one_arg_other_val = build_tool_call(FUN_FIRST, {{ ARG_FIRST, "YYYY" }}, CALL_ID_001); +static json first_tool_call_other_arg = build_tool_call(FUN_FIRST, {{ ARG_SECOND, "YYYY" }}, CALL_ID_001); + +static json first_tool_call = + build_tool_call(FUN_FIRST, json{{ ARG_FIRST, "XXXX" }, { ARG_SECOND, "YYYY" }}, CALL_ID_001); +static json second_tool_call = + build_tool_call(FUN_SECOND, json{ { ARG_FIRST, "XXXX" }, { ARG_SECOND, "YYYY" }}, CALL_ID_002); +static json first_tool_call_alt_id = + build_tool_call(FUN_FIRST, json{{ ARG_FIRST, "XXXX" }, { ARG_SECOND, "YYYY" }}, CALL_ID_999); + +template +static std::string mode_to_str(T mode) { + std::ostringstream os; + os << mode; + return os.str(); +} + +void autoparser::analyze_template(const common_chat_template & tmpl) { + jinja_caps = tmpl.original_caps(); + reasoning = analyze_reasoning(tmpl, jinja_caps.supports_tool_calls); + content = analyze_content(tmpl, reasoning); + tools = analyze_tools(jinja_caps.supports_tool_calls ? analyze_tools(tmpl, jinja_caps, reasoning) : analyze_tools()); + collect_preserved_tokens(); + + for (auto & workaround : workarounds) { + workaround(tmpl, *this); + } + + LOG_DBG("\n--- Reasoning & Content Structure ---\n"); + LOG_DBG("reasoning_mode: %s\n", mode_to_str(reasoning.mode).c_str()); + LOG_DBG("reasoning_start: '%s'\n", reasoning.start.c_str()); + LOG_DBG("reasoning_end: '%s'\n", reasoning.end.c_str()); + LOG_DBG("content_mode: %s\n", mode_to_str(content.mode).c_str()); + LOG_DBG("content_start: '%s'\n", content.start.c_str()); + LOG_DBG("content_end: '%s'\n", content.end.c_str()); + + LOG_DBG("\n--- Tool Call Structure ---\n"); + LOG_DBG("tool_mode: %s\n", mode_to_str(tools.format.mode).c_str()); + LOG_DBG("supports_tools: %s\n", jinja_caps.supports_tools ? "true" : "false"); + LOG_DBG("supports_parallel_calls: %s\n", jinja_caps.supports_parallel_tool_calls ? "true" : "false"); + LOG_DBG("tool_section_start: '%s'\n", tools.format.section_start.c_str()); + LOG_DBG("tool_section_end: '%s'\n", tools.format.section_end.c_str()); + LOG_DBG("per_call_start: '%s'\n", tools.format.per_call_start.c_str()); + LOG_DBG("per_call_end: '%s'\n", tools.format.per_call_end.c_str()); + LOG_DBG("func_name_prefix: '%s'\n", tools.function.name_prefix.c_str()); + LOG_DBG("func_name_suffix: '%s'\n", tools.function.name_suffix.c_str()); + LOG_DBG("func_close: '%s'\n", tools.function.close.c_str()); + LOG_DBG("call_id_prefix: '%s'\n", tools.call_id.prefix.c_str()); + LOG_DBG("call_id_suffix: '%s'\n", tools.call_id.suffix.c_str()); + LOG_DBG("call_id_pos: '%s'\n", mode_to_str(tools.call_id.pos).c_str()); + LOG_DBG("args_start: '%s'\n", tools.arguments.start.c_str()); + LOG_DBG("args_end: '%s'\n", tools.arguments.end.c_str()); + LOG_DBG("arg_name_prefix: '%s'\n", tools.arguments.name_prefix.c_str()); + LOG_DBG("arg_name_suffix: '%s'\n", tools.arguments.name_suffix.c_str()); + LOG_DBG("arg_value_prefix: '%s'\n", tools.arguments.value_prefix.c_str()); + LOG_DBG("arg_value_suffix: '%s'\n", tools.arguments.value_suffix.c_str()); + LOG_DBG("name_field: '%s'\n", tools.format.name_field.c_str()); + LOG_DBG("args_field: '%s'\n", tools.format.args_field.c_str()); + LOG_DBG("id_field: '%s'\n", tools.format.id_field.c_str()); + LOG_DBG("gen_id_field: '%s'\n", tools.format.gen_id_field.c_str()); + LOG_DBG("parameter_order: '%s'\n", std::accumulate(tools.format.parameter_order.begin(), tools.format.parameter_order.end(), + std::string(""), [] (const std::string & a, const std::string & b) { return a.empty() ? b : a + ", " + b; } + ).c_str()); + + LOG_DBG(ANSI_PURPLE "=== Differential analysis complete ===\n" ANSI_RESET); + analysis_complete = true; +} + +void autoparser::collect_preserved_tokens() { + auto add_token = [this](const std::string & org_token) { + std::string token = trim_whitespace(org_token); + if (!token.empty()) { + // Avoid duplicates + if (std::find(preserved_tokens.begin(), preserved_tokens.end(), token) == preserved_tokens.end()) { + preserved_tokens.push_back(token); + } + } + }; + + add_token(reasoning.start); + add_token(reasoning.end); + add_token(content.start); + add_token(content.end); + add_token(tools.format.section_start); + add_token(tools.format.section_end); + add_token(tools.format.per_call_start); + add_token(tools.format.per_call_end); + add_token(tools.function.name_prefix); + add_token(tools.function.name_suffix); + add_token(tools.function.close); + add_token(tools.arguments.start); + add_token(tools.arguments.end); + add_token(tools.arguments.name_prefix); + add_token(tools.arguments.name_suffix); + add_token(tools.arguments.separator); + add_token(tools.arguments.value_prefix); + add_token(tools.arguments.value_suffix); + add_token(tools.call_id.prefix); + add_token(tools.call_id.suffix); +} + +analyze_reasoning::analyze_reasoning(const common_chat_template & tmpl, bool supports_tools) + : analyze_base(tmpl) { + LOG_DBG(ANSI_PURPLE "=== Starting differential analysis ===\n" ANSI_RESET); + LOG_DBG(ANSI_ORANGE "Phase 1: Reasoning analysis\n" ANSI_RESET); + + compare_reasoning_presence(); + compare_thinking_enabled(); + if (supports_tools) { + compare_reasoning_scope(); + } +} + +void analyze_reasoning::compare_reasoning_presence() { + json user_msg = json{ + { "role", "user" }, + { "content", USER_MSG } + }; + + json assistant_no_reasoning = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG } + }; + + json assistant_with_reasoning = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG }, + { "reasoning_content", THINKING_CONTENT } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_no_reasoning }); + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_with_reasoning }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed, skipping reasoning detection\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + const std::string reasoning_content = THINKING_CONTENT; + + if (!diff.right.empty() && diff.right.find(reasoning_content) != std::string::npos) { + auto parser_delimiter = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.literal(reasoning_content) + p.space() + p.optional(p.tag("post", (p.marker() + p.space())) + p.rest()); + }); + auto parser_wrapped = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("pre", p.marker() + p.space()) + p.literal(reasoning_content) + p.space() + p.tag("post", (p.marker() + p.space())) + p.rest(); + }); + // try the more aggressive parse first, if it fails, fall back to the delimiter one + auto result = parser_wrapped.parse_anywhere_and_extract(comparison->output_B); + if (!result.result.success()) { + result = parser_delimiter.parse_anywhere_and_extract(comparison->output_B); + } + if (result.result.success()) { + if (!result.tags["pre"].empty() && !result.tags["post"].empty()) { + mode = reasoning_mode::TAG_BASED; + start = trim_leading_whitespace(result.tags["pre"]); + end = trim_trailing_whitespace(result.tags["post"]); + } else if (!result.tags["post"].empty()) { + mode = reasoning_mode::TAG_BASED; + end = trim_trailing_whitespace(result.tags["post"]); + } + } + } +} + +void analyze_reasoning::compare_thinking_enabled() { + json user_msg = json{ + { "role", "user" }, + { "content", USER_MSG } + }; + + template_params params; + params.messages = json::array({ user_msg }); + params.add_generation_prompt = true; + params.enable_thinking = false; + + auto comparison = compare_variants(*tmpl, params, [&](template_params & p) { p.enable_thinking = true; }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET , __func__); + return; + } + + const auto & diff = comparison->diff; + + std::string left_trimmed = trim_whitespace(diff.left); + std::string right_trimmed = trim_whitespace(diff.right); + + if (left_trimmed.empty() && !diff.right.empty()) { + if (!right_trimmed.empty() && string_ends_with(comparison->output_B, right_trimmed)) { + if (start.empty()) { + start = trim_leading_whitespace(diff.right); + mode = reasoning_mode::TAG_BASED; + } + } + } else if (right_trimmed.empty() && !diff.left.empty()) { + if (!left_trimmed.empty() && string_ends_with(comparison->output_A, left_trimmed)) { + if (end.empty()) { + auto seg = prune_whitespace_segments(segmentize_markers(comparison->output_A)); + if (seg.size() >= 2 && seg[seg.size() - 1].value == left_trimmed && seg[seg.size() - 2].type == segment_type::MARKER) { + start = seg[seg.size() - 2].value; + } + end = trim_trailing_whitespace(diff.left); + mode = reasoning_mode::TAG_BASED; + } + } + } else if (!left_trimmed.empty() && !right_trimmed.empty()) { + // Full-output diff is noisy (e.g., SmolLM3 changes the system message when enable_thinking flips). + // Try to find reasoning markers by tail-anchoring: + // one output's generation prompt tail may appear in the other with extra reasoning markers appended. + const auto & output_A = comparison->output_A; + const auto & output_B = comparison->output_B; + const size_t anchor_len = 64; + + for (int dir = 0; dir < 2; dir++) { + const auto & base = dir == 0 ? output_B : output_A; + const auto & extended = dir == 0 ? output_A : output_B; + + size_t len = std::min(base.size(), anchor_len); + std::string anchor = base.substr(base.size() - len); + auto pos = extended.rfind(anchor); + if (pos == std::string::npos || pos + len >= extended.size()) { + continue; + } + + std::string extra = trim_whitespace(extended.substr(pos + len)); + if (extra.empty()) { + continue; + } + + auto seg = prune_whitespace_segments(segmentize_markers(extra)); + if (seg.size() == 2 && seg[0].type == segment_type::MARKER && seg[1].type == segment_type::MARKER) { + if (start.empty()) { + start = seg[0].value; + } + if (end.empty()) { + end = seg[1].value; + } + mode = reasoning_mode::TAG_BASED; + break; + } + } + } + + if (mode == reasoning_mode::NONE && start.empty() && !end.empty()) { + mode = reasoning_mode::TAG_BASED; + } +} + +void analyze_reasoning::compare_reasoning_scope() { + json assistant_reasoning_content = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG }, + { "reasoning_content", THINKING_CONTENT } + }; + + json assistant_reasoning_tools = json{ + { "role", "assistant" }, + { "content", nullptr }, + { "reasoning_content", THINKING_CONTENT }, + { "tool_calls", + json::array({ build_tool_call(FUN_FIRST, json{ { ARG_FIRST, "VVVV" }, { ARG_SECOND, "XXXX" } }) }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_reasoning_content }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_reasoning_tools }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + std::string reasoning_content = THINKING_CONTENT; + + // Check if reasoning only appears in variant B (with tools) + bool reasoning_in_A = comparison->output_A.find(reasoning_content) != std::string::npos; + bool reasoning_in_B = comparison->output_B.find(reasoning_content) != std::string::npos; + + if (!reasoning_in_A && reasoning_in_B) { + mode = reasoning_mode::TOOLS_ONLY; + LOG_DBG(ANSI_ORANGE "%s: Detected TOOLS_ONLY reasoning mode\n" ANSI_RESET, __func__); + + auto parser_wrapped = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("pre", p.marker() + p.space()) + p.literal(reasoning_content) + p.space() + p.tag("post", (p.marker() + p.space())); + }); + auto result = parser_wrapped.parse_anywhere_and_extract(comparison->output_B); + if (result.result.success()) { + start = result.tags["pre"]; + end = trim_trailing_whitespace(result.tags["post"]); + } else { + auto parser_delimiter = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.literal(reasoning_content) + p.space() + p.optional(p.tag("post", (p.marker() + p.space()))); + }); + result = parser_delimiter.parse_anywhere_and_extract(comparison->output_B); + if (result.result.success()) { + end = trim_trailing_whitespace(result.tags["post"]); + } else { + LOG_DBG(ANSI_ORANGE "%s: Unable to extract reasoning markers, falling back to reasoning = NONE\n" ANSI_RESET, __func__); + mode = reasoning_mode::NONE; + } + } + } +} + +analyze_content::analyze_content(const common_chat_template & tmpl, const analyze_reasoning & reasoning) + : analyze_base(tmpl) { + LOG_DBG(ANSI_ORANGE "Phase 2: Content analysis\n" ANSI_RESET); + + json assistant_content_only = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG } + }; + + json assistant_with_tools = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ build_tool_call("test_func", json{ { "arg1", "value1" } }) }) } + }; + + json assistant_with_reasoning = json{ + { "role", "assistant" }, + { "content", "" }, + { "reasoning_content", THINKING_CONTENT } + }; + + template_params params_content_only; + params_content_only.messages = json::array({ user_msg, assistant_content_only }); + params_content_only.add_generation_prompt = false; + params_content_only.enable_thinking = true; + params_content_only.tools = tools; + + auto comparison_with_tools = compare_variants(tmpl, params_content_only, [&](template_params & p) { + p.messages = json::array({ user_msg, assistant_with_tools }); + }); + + auto comparison_with_reasoning = compare_variants(tmpl, params_content_only, [&](template_params & p) { + p.messages = json::array({ user_msg, assistant_with_reasoning }); + }); + + if (!comparison_with_tools || !comparison_with_reasoning) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff_tools = comparison_with_tools->diff; + const auto & diff_reasoning = comparison_with_reasoning->diff; + + std::string response = ASSISTANT_MSG; + + bool found_plain_content = false; + if (trim_whitespace(diff_tools.left) == response) { + auto parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.space() + diff_reasoning.left + p.space() + p.optional(p.marker()) + p.space() + p.end(); + }); + if (parser.parse_and_extract(diff_reasoning.left).result.success()) { + // We only have the content text in the diff (possibly with a stray EOG marker), so no markers + mode = content_mode::PLAIN; + found_plain_content = true; + } else if (reasoning.mode != reasoning_mode::NONE && !reasoning.end.empty()) { + auto post_reasoning_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.literal(reasoning.end) + p.space() + p.literal(response); + }); + if (post_reasoning_parser.parse_anywhere_and_extract(diff_reasoning.left).result.success()) { + mode = content_mode::PLAIN; + found_plain_content = true; + } + } + } + if (!found_plain_content) { + std::string rdiff = diff_reasoning.left; + if (!reasoning.end.empty() && rdiff.find(reasoning.end) != std::string::npos) { + rdiff = rdiff.substr(rdiff.find(reasoning.end) + reasoning.end.length()); + } + // Take the more promising diff + std::string pure_content = rdiff.length() > diff_tools.left.length() ? rdiff : diff_tools.left; + auto parser_wrapped = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("pre", p.marker() + p.space()) + p.literal(response) + p.space() + p.tag("post", (p.marker() + p.space())) + p.rest(); + }); + auto result = parser_wrapped.parse_anywhere_and_extract(pure_content); + start = result.tags["pre"]; + end = result.tags["post"]; + // TODO: WRAPPED_WITH_REASONING + } + + // Determine content mode + if (!start.empty() || !end.empty()) { + mode = content_mode::ALWAYS_WRAPPED; + // TODO: END_DELIMITED content mode - delimited at end but not at start? + } +} + +bool analyze_content::is_always_wrapped() const { + return mode == content_mode::ALWAYS_WRAPPED && !start.empty() && !end.empty(); +} + +analyze_tools::analyze_tools(const common_chat_template & tmpl, + const jinja::caps & caps, + const analyze_reasoning & reasoning) + : analyze_base(tmpl) { + LOG_DBG(ANSI_ORANGE "Phase 3: Tool call analysis\n" ANSI_RESET); + + analyze_tool_calls(reasoning); + + if (format.mode != tool_format::NONE && format.mode != tool_format::JSON_NATIVE) { + if (caps.supports_parallel_tool_calls) { + check_per_call_markers(); + } + LOG_DBG(ANSI_ORANGE "Phase 3a: Function call analysis\n" ANSI_RESET); + extract_function_markers(); + LOG_DBG(ANSI_ORANGE "Phase 3b: Argument analysis\n" ANSI_RESET); + if (format.mode == tool_format::TAG_WITH_TAGGED) { + analyze_arguments(); + } + extract_argument_separator(); + extract_args_markers(); + LOG_DBG(ANSI_ORANGE "Phase 3c: Call id analysis\n" ANSI_RESET); + extract_call_id_markers(); + } +} + +void analyze_tools::analyze_tool_calls(const analyze_reasoning & reasoning) { + json assistant_no_tools = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG } + }; + + json assistant_with_tools = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_no_tools }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_with_tools }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + std::string tool_section = diff.right; + + if (tool_section.empty()) { + return; + } + + analyze_tool_call_format(tool_section, FUN_FIRST, ARG_FIRST, reasoning); +} + +void analyze_tools::analyze_tool_call_format(const std::string & haystack, + const std::string & fun_name_needle, + const std::string & arg_name_needle, + const analyze_reasoning & reasoning) { + if (fun_name_needle.empty() || arg_name_needle.empty() || haystack.empty()) { + return; + } + + auto in_json_haystack = [&haystack](const std::string & needle) -> bool { + auto parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.choice({ p.literal("{"), p.literal(":") }) << p.choice({ + p.tag("dq", p.literal("\"") + p.literal(needle) + p.literal("\"")) }); + }); + auto result = parser.parse_anywhere_and_extract(haystack); + return result.result.success(); + }; + + auto fun_quote = in_json_haystack(fun_name_needle); + auto arg_quote = in_json_haystack(arg_name_needle); + + if (fun_quote) { + // no need to check further, we're in JSON land + format.mode = tool_format::JSON_NATIVE; + } else if (arg_quote) { + format.mode = tool_format::TAG_WITH_JSON; + } else { + format.mode = tool_format::TAG_WITH_TAGGED; + } + + // first, remove any reasoning markers + std::string clean_haystack = haystack; + if (!reasoning.start.empty()) { + auto pos = haystack.find(reasoning.start); + if (pos != std::string::npos) { + clean_haystack = haystack.substr(0, pos) + haystack.substr(pos + reasoning.start.length()); + } + } + if (!reasoning.end.empty()) { + auto pos = clean_haystack.find(reasoning.end); + if (pos != std::string::npos) { + clean_haystack = clean_haystack.substr(0, pos) + clean_haystack.substr(pos + reasoning.end.length()); + } + } + + if (format.mode == tool_format::JSON_NATIVE) { + analyze_tool_call_format_json_native(clean_haystack, fun_name_needle, arg_name_needle); + } else { + analyze_tool_call_format_non_json(clean_haystack, fun_name_needle); + } + // always relax whitespace requirements on ending markers since they don't influence content + format.section_end = trim_whitespace(format.section_end); + format.per_call_end = trim_whitespace(format.per_call_end); +} + +void analyze_tools::analyze_tool_call_format_json_native(const std::string & clean_haystack, + const std::string & fun_name_needle, + const std::string & arg_name_needle) { + // we might not have the typical OpenAI tool calling structure + int json_start = clean_haystack.find_first_of('{'); + int json_end = clean_haystack.find_last_of('}'); + std::string cut = clean_haystack.substr(json_start, json_end - json_start + 1); + json call_struct = json::parse(cut); + auto register_field = [&](const std::string & prefix, const nlohmann::detail::iteration_proxy_value & subel) { + if (subel.value().is_string() && std::string(subel.value()).find("call0000") != std::string::npos) { + format.id_field = !prefix.empty() ? prefix + "." + subel.key() : subel.key(); + } else if (subel.value().is_string() && std::string(subel.value()) == fun_name_needle) { + format.name_field = !prefix.empty() ? prefix + "." + subel.key() : subel.key(); + } else if (subel.value().dump().find(arg_name_needle) != + std::string::npos) { // handle both string and JSON obj variants + format.args_field = !prefix.empty() ? prefix + "." + subel.key() : subel.key(); + } else if (subel.key().find("id") != std::string::npos) { + // heuristics for generated id field + format.gen_id_field = !prefix.empty() ? prefix + "." + subel.key() : subel.key(); + } + }; + for (const auto & el : call_struct.items()) { + if (el.key() == fun_name_needle) { + format.fun_name_is_key = true; + // When function name is the key, there's no name field and args are direct + format.name_field.clear(); + format.args_field.clear(); + // Don't register this element - the function name IS the key, not a field + } else { + if (el.value().is_object() && + el.value().dump().find(arg_name_needle) == std::string::npos) { // not the args object + format.function_field = el.key(); + for (const auto & subel : el.value().items()) { + register_field(el.key(), subel); + } + } + // Register this element as a potential field + register_field("", el); + } + } + auto array_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("pre", p.literal("[") + p.space()) + p.literal(cut) + p.tag("post", p.space() + p.literal("]")); + }); + + auto ar_parse_res = array_parser.parse_anywhere_and_extract(clean_haystack); + if (ar_parse_res.result.success()) { + format.tools_array_wrapped = true; + json_start -= ar_parse_res.tags["pre"].length(); + json_end += ar_parse_res.tags["post"].length(); + } + json_end++; // we want to move past the closing char for end marker extraction + + std::vector> located_params; + if (!format.name_field.empty()) { + located_params.push_back({ clean_haystack.find(format.name_field), format.name_field }); + } + if (!format.args_field.empty()) { + located_params.push_back({ clean_haystack.find(format.args_field), format.args_field }); + } + if (!format.id_field.empty()) { + located_params.push_back({ clean_haystack.find(format.id_field), format.id_field }); + } + if (!format.gen_id_field.empty()) { + located_params.push_back({ clean_haystack.find(format.gen_id_field), format.gen_id_field }); + } + std::sort(located_params.begin(), located_params.end()); + for (auto & pair : located_params) { + format.parameter_order.push_back(pair.second); + } + // we can immediately extract tool calling markers too + format.section_start = trim_leading_whitespace(clean_haystack.substr(0, json_start)); + format.section_end = trim_whitespace(clean_haystack.substr(json_end)); + // When tools_array_wrapped is true, the closing bracket is part of the array structure, + // not a separate section end marker. Clear tool_section_end to avoid duplicate brackets. + if (format.tools_array_wrapped && format.section_end == "]") { + format.section_end.clear(); + } +} + +void analyze_tools::analyze_tool_call_format_non_json(const std::string & clean_haystack, + const std::string & fun_name_needle) { + // first, let's find out if the function is inside a tag or standalone + auto fun_marker_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("fun_marker", p.choice({ + p.tag("fun_pre", p.literal("<") + p.until_one_of({ ">", fun_name_needle })) + p.literal(fun_name_needle) + + p.tag("fun_post", p.negate(p.space() + p.literal("<")) + p.until(">") + p.literal(">")) + p.space(), + p.tag("fun_pre", p.literal("[") + p.until_one_of({ "]", fun_name_needle })) + p.literal(fun_name_needle) + + p.tag("fun_post", p.negate(p.space() + p.literal("[") + p.until("]") + p.literal("]")) + p.space()) })); + }); + auto fun_res = fun_marker_parser.parse_anywhere_and_extract(clean_haystack); + std::string fun_marker = fun_name_needle; + if (fun_res.result.success()) { + fun_marker = fun_res.tags["fun_marker"]; + } + // now, consume up to two markers, then treat everything up to the function marker as function name prefix + auto per_tool_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("sec_start", p.marker() + p.space()) + p.tag("call_start", p.marker() + p.space()) + + p.tag("fun_pre", p.until(fun_marker)) + fun_marker + p.tag("rest", p.rest()); + }); + auto section_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("sec_start", p.marker() + p.space()) + fun_marker + p.tag("rest", p.rest()); + }); + auto result = per_tool_parser.parse_anywhere_and_extract(clean_haystack); + tagged_parse_result result_end; + if (result.result.success()) { + auto double_closer_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("call_end", p.marker() + p.space()) + p.tag("sec_end", p.marker() + p.space()) + p.end(); + }); + result_end = double_closer_parser.parse_anywhere_and_extract(result.tags["rest"]); + function.name_prefix = fun_res.tags["fun_pre"] + function.name_prefix; + } else { + result = section_parser.parse_anywhere_and_extract(clean_haystack); + auto single_closer_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("sec_end", p.marker() + p.space()) + p.end(); + }); + result_end = single_closer_parser.parse_anywhere_and_extract(result.tags["rest"]); + } + format.per_call_start = result.tags["call_start"]; + format.per_call_end = result_end.tags["call_end"]; + format.section_start = result.tags["sec_start"]; + format.section_end = result_end.tags["sec_end"]; +} + +void analyze_tools::check_per_call_markers() { + json assistant_one_tool = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call }) } + }; + + json assistant_two_tools = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call, second_tool_call }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_one_tool }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto one_vs_two = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_two_tools }); }); + + if (!one_vs_two) { + LOG_DBG(ANSI_ORANGE "%s: Generating double tool call comparison failed\n" ANSI_RESET, __func__); + return; + } + + diff_split filter_common_call_part = calculate_diff_split(one_vs_two->diff.suffix, one_vs_two->diff.right); + + std::string second_tool_content = trim_leading_whitespace(filter_common_call_part.right); + if (!format.section_start.empty() && + second_tool_content.find(format.section_start) == 0) { + format.per_call_start = format.section_start; + format.per_call_end = format.section_end; + format.section_start.clear(); + format.section_end.clear(); + } +} + +void analyze_tools::extract_function_markers() { + json assistant_nocall = json{ + { "role", "assistant" }, + { "content", ASSISTANT_MSG }, + }; + + json assistant_foofoo = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call }) } + }; + + json assistant_barbar = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ second_tool_call }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_foofoo }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_barbar }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (diff.left.find(FUN_FIRST) != std::string::npos && diff.right.find(FUN_SECOND) != std::string::npos) { + std::string prefix_marker; + if (!format.per_call_start.empty()) { + prefix_marker = format.per_call_start; + } else { + prefix_marker = format.section_start; + } + if (!prefix_marker.empty() && diff.prefix.rfind(prefix_marker) != std::string::npos) { + function.name_prefix = + diff.prefix.substr(diff.prefix.rfind(prefix_marker) + prefix_marker.size()); + } + + // Extract name prefix/suffix from diff.left (stop at the next marker boundary) + auto name_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("pre", p.until(FUN_FIRST)) + p.literal(FUN_FIRST) + + p.tag("post", p.zero_or_more(p.negate(p.marker()) + p.any())); + }); + auto name_result = name_parser.parse_and_extract(diff.left); + if (name_result.result.success()) { + function.name_prefix += name_result.tags["pre"]; + function.name_suffix = name_result.tags["post"]; + } + + // Extend name_suffix with content from diff.suffix before args begin + if (format.mode == tool_format::TAG_WITH_JSON) { + // For JSON: name_suffix extends to the first non-marker { or [, including any + // markers along the way. Only applies if there's at least one marker after + // the JSON content (matching the original "stop < seg_suf.size() - 1" guard). + auto suffix_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + auto non_json = p.marker() | (p.negate(p.literal("{")) + p.negate(p.literal("[")) + p.any()); + auto after_json = p.zero_or_more(p.negate(p.marker()) + p.any()) + p.marker(); + return p.tag("ext", p.zero_or_more(non_json)) + after_json; + }); + auto suf_result = suffix_parser.parse_and_extract(diff.suffix); + if (suf_result.result.success()) { + function.name_suffix += suf_result.tags["ext"]; + } + } else { + // For tagged: name_suffix extends to the first marker (arg marker) + auto suffix_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.tag("ext", p.zero_or_more(p.negate(p.marker()) + p.any())); + }); + auto suf_result = suffix_parser.parse_and_extract(diff.suffix); + if (suf_result.result.success()) { + function.name_suffix += suf_result.tags["ext"]; + } + } + + // Extract the closer (between last arg and call/section end marker) + std::string suffix_marker; + if (!format.per_call_end.empty()) { + suffix_marker = format.per_call_end; + } else { + suffix_marker = format.section_end; + } + std::string closer_suffix; + if (suffix_marker.empty()) { + // we'll have to rely on an extra diff with no-calls version + auto notool_comp = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_nocall }); }); + if (notool_comp) { + auto nt_diff = notool_comp->diff; + closer_suffix = nt_diff.left.substr(nt_diff.left.find("YYYY") + 4); + } + } else { + closer_suffix = diff.suffix.substr(0, diff.suffix.find(suffix_marker)); + } + if (!closer_suffix.empty()) { + if (format.mode == tool_format::TAG_WITH_TAGGED) { + // After last arg value, skip the closing arg marker, rest is closer + auto closer_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.until("YYYY") + p.literal("YYYY") + p.space() + + p.marker() + p.space() + + p.tag("close", p.rest()); + }); + auto close_result = closer_parser.parse_and_extract(closer_suffix); + if (close_result.result.success()) { + function.close = close_result.tags["close"]; + } + } else if (format.mode == tool_format::TAG_WITH_JSON) { + // After last arg value, find end of JSON args, rest is closer + auto closer_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) { + return p.until("YYYY") + p.literal("YYYY") + p.tag("post_val", p.rest()); + }); + auto close_result = closer_parser.parse_and_extract(closer_suffix); + if (close_result.result.success()) { + const auto & post = close_result.tags["post_val"]; + size_t pos = post.find_last_of("}]"); + if (pos != std::string::npos && pos < post.size() - 1) { + function.close = trim_leading_whitespace(post.substr(pos + 1)); + } + } + } + } + function.close = trim_leading_whitespace(function.close); + } +} + +void analyze_tools::analyze_arguments() { + extract_argument_name_markers(); + extract_argument_value_markers(); +} + +void analyze_tools::extract_argument_name_markers() { + json assistant_first_arg = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_one_arg }) } + }; + + json assistant_second_arg = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_other_arg }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_first_arg }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_second_arg }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (!diff.left.empty() && !diff.right.empty()) { + // Parse both sides to find ARG_FIRST/ARG_SECOND and extract the surrounding structure + auto left_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.tag("pre", p.until(ARG_FIRST)) + p.literal(ARG_FIRST) + + p.tag("suffix", p.until_one_of({"\"", "X"})); + }); + auto right_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.tag("pre", p.until(ARG_SECOND)) + p.literal(ARG_SECOND) + + p.tag("suffix", p.until_one_of({"\"", "Y"})); + }); + auto left_result = left_parser.parse_anywhere_and_extract(diff.left); + auto right_result = right_parser.parse_anywhere_and_extract(diff.right); + + if (left_result.result.success() && right_result.result.success() && + !left_result.tags["pre"].empty() && + left_result.tags["pre"] == right_result.tags["pre"] && + left_result.tags["suffix"] == right_result.tags["suffix"]) { + // Name is inside a structure (e.g., JSON key): prefix is the shared wrapper + arguments.name_prefix = trim_whitespace(left_result.tags["pre"]); + arguments.name_suffix = trim_leading_whitespace(left_result.tags["suffix"]); + } else if (diff.left.substr(0, ARG_FIRST.length()) == ARG_FIRST && diff.right.substr(0, ARG_SECOND.length()) == ARG_SECOND) { + // Name is directly in the diff: prefix comes from last marker in diff.prefix + auto pre_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + auto last_marker = p.marker() + p.zero_or_more(p.negate(p.marker()) + p.any()) + p.end(); + return p.zero_or_more(p.negate(last_marker) + p.any()) + p.tag("name_prefix", last_marker); + }); + auto pre_result = pre_parser.parse_and_extract(diff.prefix); + arguments.name_prefix = pre_result.result.success() + ? pre_result.tags["name_prefix"] : diff.prefix; + + // Suffix extends from after ARG_FIRST to the first marker (+ optional whitespace). + // The marker could be in diff.left itself or in diff.suffix, so we concatenate. + std::string after_first = diff.left.substr(ARG_FIRST.length()) + diff.suffix; + auto suffix_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.tag("suffix", p.zero_or_more(p.negate(p.marker()) + p.any()) + + p.marker() + p.space()); + }); + auto suf_result = suffix_parser.parse_anywhere_and_extract(after_first); + if (suf_result.result.success()) { + arguments.name_suffix = suf_result.tags["suffix"]; + } + } + } +} + +void analyze_tools::extract_argument_value_markers() { + json assistant_val_X = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_one_arg }) } + }; + + json assistant_val_Y = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_one_arg_other_val }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_val_X }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_val_Y }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (diff.left == "XXXX" && diff.right == "YYYY") { + std::string arg_name_ending = ARG_FIRST + arguments.name_suffix; + std::string prefix = diff.prefix; + if (prefix.rfind(arg_name_ending) != std::string::npos) { + prefix = prefix.substr(prefix.rfind(arg_name_ending) + arg_name_ending.size()); + } + if (!prefix.empty()) { + // Find the last marker + any trailing non-marker text to end + auto prefix_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + auto last_marker = p.marker() + p.zero_or_more(p.negate(p.marker()) + p.any()) + p.end(); + return p.zero_or_more(p.negate(last_marker) + p.any()) + p.tag("val_prefix", last_marker); + }); + auto pre_result = prefix_parser.parse_and_extract(prefix); + arguments.value_prefix = pre_result.result.success() ? pre_result.tags["val_prefix"] : prefix; + } + + std::string value_suffix = diff.suffix; + if (!function.close.empty()) { + size_t func_close_pos = value_suffix.find(function.close); + if (func_close_pos != std::string::npos) { + value_suffix = value_suffix.substr(0, func_close_pos); + } + } else if (!format.per_call_end.empty() || !format.section_end.empty()) { + std::string end_marker = + !format.per_call_end.empty() ? format.per_call_end : format.section_end; + size_t end_marker_pos = value_suffix.find(end_marker); + if (end_marker_pos != std::string::npos) { + value_suffix = value_suffix.substr(0, end_marker_pos); + } + } + value_suffix = trim_leading_whitespace(value_suffix); + if (!value_suffix.empty()) { + arguments.value_suffix = value_suffix; + } + } +} + +void analyze_tools::extract_argument_separator() { + json assistant_one_arg = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_one_arg }) } + }; + + json assistant_two_args = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_one_arg }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_two_args }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (!diff.right.empty()) { + std::string separator = until_common_prefix(diff.right, ARG_FIRST, ARG_SECOND); + arguments.separator = separator; + } +} + +void analyze_tools::extract_args_markers() { + json assistant_no_args = json{ + { "role", "assistant"}, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_zero_args }) } + }; + + json assistant_with_args = json{ + { "role", "assistant"}, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_one_arg }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_no_args }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_with_args }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (format.mode == tool_format::JSON_NATIVE) { + std::string prefix_marker = !format.section_start.empty() ? format.section_start : format.per_call_start; + std::string suffix_marker = !format.section_end.empty() ? format.section_end : format.per_call_end; + // these might happen earlier in the tools section as an example or somewhere else, so we need to find the closest ones + size_t prefix_pos = prefix_marker.empty() ? 0 : diff.prefix.rfind(prefix_marker); + size_t suffix_pos = suffix_marker.empty() ? diff.suffix.size() : diff.suffix.find(suffix_marker); + if (prefix_pos == std::string::npos) { + prefix_pos = 0; + } + if (suffix_pos == std::string::npos) { + suffix_pos = diff.suffix.size(); + } + std::string prefix_cut = diff.prefix.substr(prefix_pos + prefix_marker.size()); + std::string suffix_cut = diff.suffix.substr(0, suffix_pos); + std::string args_start = until_common_prefix(prefix_cut, "{}", "{\"first\":"); + std::string args_end = after_common_suffix(suffix_cut, "{}", "\"XXXX\"}"); + + if (!args_start.empty() || !args_end.empty()) { + size_t find_fun = args_start.find(FUN_FIRST); + if (find_fun != std::string::npos) { + args_start = args_start.substr(find_fun + FUN_FIRST.size(), args_start.size() - find_fun - FUN_FIRST.size()); + } + size_t find_call_id = args_start.find(CALL_ID_001); + if (find_call_id != std::string::npos) { + args_start = args_start.substr(find_call_id + CALL_ID_001.size(), args_start.size() - find_call_id - CALL_ID_001.size()); + } + arguments.start = args_start; + arguments.end = args_end; + } + } +} + +void analyze_tools::extract_call_id_markers() { + json assistant_id1 = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call }) } + }; + + json assistant_id2 = json{ + { "role", "assistant" }, + { "content", "" }, + { "tool_calls", json::array({ first_tool_call_alt_id }) } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_id1 }); + params.tools = tools; + params.add_generation_prompt = false; + params.enable_thinking = true; + + auto comparison = compare_variants( + *tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_id2 }); }); + + if (!comparison) { + LOG_DBG(ANSI_ORANGE "%s: Template application failed for call_id detection\n" ANSI_RESET, __func__); + return; + } + + const auto & diff = comparison->diff; + + if (diff.left.empty() && diff.right.empty()) { + return; + } + + std::string id_value_1 = CALL_ID_001; + std::string id_value_2 = CALL_ID_999; + + size_t common_id_prefix_len = 0; + for (size_t i = 0; i < std::min(id_value_1.length(), id_value_2.length()); i++) { + if (id_value_1[i] == id_value_2[i]) { + common_id_prefix_len++; + } else { + break; + } + } + std::string common_id_part = id_value_1.substr(0, common_id_prefix_len); + + // Check if the function name is in the prefix (normal case: BETWEEN_FUNC_AND_ARGS or POST_ARGS) + // or in the suffix (call_id is PRE_FUNC_NAME) + std::string func_name = FUN_FIRST; + size_t func_name_in_prefix = diff.prefix.rfind(func_name); + size_t func_name_in_suffix = diff.suffix.find(func_name); + + // Helper: find the last marker in a string (returns just the marker, not trailing text) + auto find_last_marker = [](const std::string & str) -> std::string { + auto parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + auto last = p.marker() + p.zero_or_more(p.negate(p.marker()) + p.any()) + p.end(); + return p.zero_or_more(p.negate(last) + p.any()) + p.tag("m", p.marker()); + }); + auto res = parser.parse_anywhere_and_extract(str); + return res.result.success() ? res.tags["m"] : ""; + }; + + // Helper: find the first marker in a string + auto find_first_marker = [](const std::string & str) -> std::string { + auto parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.tag("m", p.marker()); + }); + auto res = parser.parse_anywhere_and_extract(str); + return res.result.success() ? res.tags["m"] : ""; + }; + + if (func_name_in_prefix != std::string::npos && func_name_in_suffix == std::string::npos) { + // Function name is only in prefix - call_id is BETWEEN_FUNC_AND_ARGS or POST_ARGS + // Check if args indicator "{" is in prefix or suffix + size_t args_in_prefix = diff.prefix.find('{', func_name_in_prefix); + size_t args_in_suffix = diff.suffix.find('{'); + + if (args_in_suffix != std::string::npos && + (args_in_prefix == std::string::npos || args_in_prefix > diff.prefix.length())) { + // Args are in suffix, so call_id is BETWEEN_FUNC_AND_ARGS + call_id.pos = call_id_position::BETWEEN_FUNC_AND_ARGS; + + // Find call_id_prefix: marker immediately preceding common_id_part (no intervening markers) + std::string after_func = diff.prefix.substr(func_name_in_prefix + func_name.length()); + auto id_prefix_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.tag("prefix", p.marker()) + + p.zero_or_more(p.negate(p.marker()) + p.negate(p.literal(common_id_part)) + p.any()) + + p.literal(common_id_part); + }); + auto id_res = id_prefix_parser.parse_anywhere_and_extract(after_func); + if (id_res.result.success()) { + call_id.prefix = id_res.tags["prefix"]; + } else { + // Fallback: use the last marker in after_func + call_id.prefix = find_last_marker(after_func); + } + + // Extract call_id_suffix: the first marker in the suffix before args "{" + auto suffix_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) { + return p.zero_or_more(p.negate(p.marker()) + p.negate(p.literal("{")) + p.any()) + + p.tag("suffix", p.marker()); + }); + auto suf_res = suffix_parser.parse_anywhere_and_extract(diff.suffix); + if (suf_res.result.success()) { + call_id.suffix = suf_res.tags["suffix"]; + } + } else if (args_in_prefix != std::string::npos) { + // Args are in prefix, so call_id is POST_ARGS + call_id.pos = call_id_position::POST_ARGS; + + // Extract last marker between args closing brace and the ID + std::string after_args = diff.prefix.substr(args_in_prefix); + size_t closing_brace = after_args.rfind('}'); + if (closing_brace != std::string::npos) { + std::string between_args_and_id = after_args.substr(closing_brace + 1); + call_id.prefix = find_last_marker(between_args_and_id); + } + + // call_id_suffix: first marker in diff.suffix + call_id.suffix = find_first_marker(diff.suffix); + } + } else if (func_name_in_suffix != std::string::npos && func_name_in_prefix == std::string::npos) { + // Function name is only in suffix - call_id is PRE_FUNC_NAME + call_id.pos = call_id_position::PRE_FUNC_NAME; + + // call_id_prefix: last marker in diff.prefix + call_id.prefix = find_last_marker(diff.prefix); + + // call_id_suffix: first marker in the portion of diff.suffix before func_name + std::string before_func = diff.suffix.substr(0, func_name_in_suffix); + call_id.suffix = find_first_marker(before_func); + } + + if (call_id.prefix == arguments.end) { + call_id.prefix = ""; + } + + if (call_id.suffix == arguments.start) { + call_id.suffix = ""; + } + + // When call_id is detected, per_call_end may have been incorrectly set to include + // the call_id_suffix and sample args. Clear it if it starts with call_id_suffix. + if (call_id.pos != call_id_position::NONE && !call_id.suffix.empty() && + format.per_call_end.find(call_id.suffix) == 0) { + format.per_call_end.clear(); + } +} + +} // namespace autoparser diff --git a/common/chat-parser-xml-toolcall.cpp b/common/chat-parser-xml-toolcall.cpp deleted file mode 100644 index ba359fdbf4..0000000000 --- a/common/chat-parser-xml-toolcall.cpp +++ /dev/null @@ -1,879 +0,0 @@ -#include "chat.h" -#include "chat-parser.h" -#include "common.h" -#include "json-partial.h" -#include "json-schema-to-grammar.h" -#include "log.h" -#include "regex-partial.h" - -using json = nlohmann::ordered_json; - -class xml_toolcall_syntax_exception : public std::runtime_error { - public: - xml_toolcall_syntax_exception(const std::string & message) : std::runtime_error(message) {} -}; - -template -inline void sort_uniq(std::vector &vec) { - std::sort(vec.begin(), vec.end()); - vec.erase(std::unique(vec.begin(), vec.end()), vec.end()); -} - -template -inline bool all_space(const T &str) { - return std::all_of(str.begin(), str.end(), [](unsigned char ch) { return std::isspace(ch); }); -} - -static size_t utf8_truncate_safe(const std::string_view s) { - size_t len = s.size(); - if (len == 0) return 0; - size_t i = len; - for (size_t back = 0; back < 4 && i > 0; ++back) { - --i; - unsigned char c = s[i]; - if ((c & 0x80) == 0) { - return len; - } else if ((c & 0xC0) == 0xC0) { - size_t expected_len = 0; - if ((c & 0xE0) == 0xC0) expected_len = 2; - else if ((c & 0xF0) == 0xE0) expected_len = 3; - else if ((c & 0xF8) == 0xF0) expected_len = 4; - else return i; - if (len - i >= expected_len) { - return len; - } else { - return i; - } - } - } - return len - std::min(len, size_t(3)); -} - -inline void utf8_truncate_safe_resize(std::string &s) { - s.resize(utf8_truncate_safe(s)); -} - -inline std::string_view utf8_truncate_safe_view(const std::string_view s) { - return s.substr(0, utf8_truncate_safe(s)); -} - -static std::optional try_find_2_literal_splited_by_spaces(common_chat_msg_parser & builder, const std::string & literal1, const std::string & literal2) { - if (literal1.size() == 0) return builder.try_find_literal(literal2); - const auto saved_pos = builder.pos(); - while (auto res = builder.try_find_literal(literal1)) { - builder.consume_spaces(); - const auto match_len = std::min(literal2.size(), builder.input().size() - builder.pos()); - if (builder.input().compare(builder.pos(), match_len, literal2, 0, match_len) == 0) { - if (res->prelude.size() != res->groups[0].begin - saved_pos) { - res->prelude = builder.str({saved_pos, res->groups[0].begin}); - } - builder.move_to(builder.pos() + match_len); - res->groups[0].end = builder.pos(); - GGML_ASSERT(res->groups[0].begin != res->groups[0].end); - return res; - } - builder.move_to(res->groups[0].begin + 1); - } - builder.move_to(saved_pos); - return std::nullopt; -} - -/** - * make a GBNF that accept any strings except those containing any of the forbidden strings. - */ -std::string make_gbnf_excluding(std::vector forbids) { - constexpr auto charclass_escape = [](unsigned char c) -> std::string { - if (c == '\\' || c == ']' || c == '^' || c == '-') { - std::string s = "\\"; - s.push_back((char)c); - return s; - } - if (isprint(c)) { - return std::string(1, (char)c); - } - char buf[16]; - snprintf(buf, 15, "\\x%02X", c); - return std::string(buf); - }; - constexpr auto build_expr = [charclass_escape](auto self, const std::vector& forbids, int l, int r, int depth) -> std::string { - std::vector>> children; - int i = l; - while (i < r) { - const std::string &s = forbids[i]; - if ((int)s.size() == depth) { - ++i; - continue; - } - unsigned char c = (unsigned char)s[depth]; - int j = i; - while (j < r && (int)forbids[j].size() > depth && - (unsigned char)forbids[j][depth] == c) { - ++j; - } - children.push_back({c, {i, j}}); - i = j; - } - std::vector alts; - if (!children.empty()) { - std::string cls; - for (auto &ch : children) cls += charclass_escape(ch.first); - alts.push_back(std::string("[^") + cls + "]"); - } - for (auto &ch : children) { - std::string childExpr = self(self, forbids, ch.second.first, ch.second.second, depth+1); - if (!childExpr.empty()) { - std::string quoted_ch = "\""; - if (ch.first == '\\') quoted_ch += "\\\\"; - else if (ch.first == '"') quoted_ch += "\\\""; - else if (isprint(ch.first)) quoted_ch.push_back(ch.first); - else { - char buf[16]; - snprintf(buf, 15, "\\x%02X", ch.first); - quoted_ch += buf; - } - quoted_ch += "\""; - std::string branch = quoted_ch + std::string(" ") + childExpr; - alts.push_back(branch); - } - } - if (alts.empty()) return ""; - std::ostringstream oss; - oss << "( "; - for (size_t k = 0; k < alts.size(); ++k) { - if (k) oss << " | "; - oss << alts[k]; - } - oss << " )"; - return oss.str(); - }; - if (forbids.empty()) return "( . )*"; - sort(forbids.begin(), forbids.end()); - std::string expr = build_expr(build_expr, forbids, 0, forbids.size(), 0); - if (expr.empty()) { - std::string cls; - for (auto &s : forbids) if (!s.empty()) cls += charclass_escape((unsigned char)s[0]); - expr = std::string("( [^") + cls + "] )"; - } - if (forbids.size() == 1) - return expr + "*"; - else - return std::string("( ") + expr + " )*"; -} - -/** - * Build grammar for xml-style tool call - * form.scope_start and form.scope_end can be empty. - * Requires data.format for model-specific hacks. - */ -void build_grammar_xml_tool_call(common_chat_params & data, const json & tools, const struct xml_tool_call_format & form) { - GGML_ASSERT(!form.tool_start.empty()); - GGML_ASSERT(!form.tool_sep.empty()); - GGML_ASSERT(!form.key_start.empty()); - GGML_ASSERT(!form.val_end.empty()); - GGML_ASSERT(!form.tool_end.empty()); - - std::string key_val_sep = form.key_val_sep; - if (form.key_val_sep2) { - key_val_sep += "\n"; - key_val_sep += *form.key_val_sep2; - } - GGML_ASSERT(!key_val_sep.empty()); - - if (tools.is_array() && !tools.empty()) { - data.grammar = build_grammar([&](const common_grammar_builder &builder) { - auto string_arg_val = form.last_val_end ? - builder.add_rule("string-arg-val", make_gbnf_excluding({form.val_end, *form.last_val_end})) : - builder.add_rule("string-arg-val", make_gbnf_excluding({form.val_end})); - - std::vector tool_rules; - for (const auto & tool : tools) { - if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) { - LOG_WRN("Skipping tool without function: %s", tool.dump(2).c_str()); - continue; - } - const auto & function = tool.at("function"); - if (!function.contains("name") || !function.at("name").is_string()) { - LOG_WRN("Skipping invalid function (invalid name): %s", function.dump(2).c_str()); - continue; - } - if (!function.contains("parameters") || !function.at("parameters").is_object()) { - LOG_WRN("Skipping invalid function (invalid parameters): %s", function.dump(2).c_str()); - continue; - } - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - - struct parameter_rule { - std::string symbol_name; - bool is_required; - }; - std::vector arg_rules; - if (!parameters.contains("properties") || !parameters.at("properties").is_object()) { - LOG_WRN("Skipping invalid function (invalid properties): %s", function.dump(2).c_str()); - continue; - } else { - std::vector requiredParameters; - if (parameters.contains("required")) { - try { parameters.at("required").get_to(requiredParameters); } - catch (const std::runtime_error&) { - LOG_WRN("Invalid function required parameters, ignoring: %s", function.at("required").dump(2).c_str()); - } - } - sort_uniq(requiredParameters); - for (const auto & [key, value] : parameters.at("properties").items()) { - std::string quoted_key = key; - bool required = std::binary_search(requiredParameters.begin(), requiredParameters.end(), key); - if (form.key_start.back() == '"' && key_val_sep[0] == '"') { - quoted_key = gbnf_format_literal(key); - quoted_key = quoted_key.substr(1, quoted_key.size() - 2); - } - arg_rules.push_back(parameter_rule {builder.add_rule("func-" + name + "-kv-" + key, - gbnf_format_literal(form.key_start) + " " + - gbnf_format_literal(quoted_key) + " " + - gbnf_format_literal(key_val_sep) + " " + - ((value.contains("type") && value["type"].is_string() && value["type"] == "string" && (!form.raw_argval || *form.raw_argval)) ? - (form.raw_argval ? - string_arg_val : - "( " + string_arg_val + " | " + builder.add_schema(name + "-arg-" + key, value) + " )" - ) : - builder.add_schema(name + "-arg-" + key, value) - ) - ), required}); - } - } - - auto next_arg_with_sep = builder.add_rule(name + "-last-arg-end", form.last_val_end ? gbnf_format_literal(*form.last_val_end) : gbnf_format_literal(form.val_end)); - decltype(next_arg_with_sep) next_arg = "\"\""; - for (auto i = arg_rules.size() - 1; /* i >= 0 && */ i < arg_rules.size(); --i) { - std::string include_this_arg = arg_rules[i].symbol_name + " " + next_arg_with_sep; - next_arg = builder.add_rule(name + "-arg-after-" + std::to_string(i), arg_rules[i].is_required ? - include_this_arg : "( " + include_this_arg + " ) | " + next_arg - ); - include_this_arg = gbnf_format_literal(form.val_end) + " " + include_this_arg; - next_arg_with_sep = builder.add_rule(name + "-arg-after-" + std::to_string(i) + "-with-sep", arg_rules[i].is_required ? - include_this_arg : "( " + include_this_arg + " ) | " + next_arg_with_sep - ); - } - - std::string quoted_name = name; - if (form.tool_start.back() == '"' && form.tool_sep[0] == '"') { - quoted_name = gbnf_format_literal(name); - quoted_name = quoted_name.substr(1, quoted_name.size() - 2); - } - quoted_name = gbnf_format_literal(quoted_name); - // Kimi-K2 uses functions.{{ tool_call['function']['name'] }}:{{ loop.index }} as function name - if (data.format == COMMON_CHAT_FORMAT_KIMI_K2) { - quoted_name = "\"functions.\" " + quoted_name + " \":\" [0-9]+"; - } - tool_rules.push_back(builder.add_rule(name + "-call", - gbnf_format_literal(form.tool_start) + " " + - quoted_name + " " + - gbnf_format_literal(form.tool_sep) + " " + - next_arg - )); - } - - auto tool_call_once = builder.add_rule("root-tool-call-once", string_join(tool_rules, " | ")); - auto tool_call_more = builder.add_rule("root-tool-call-more", gbnf_format_literal(form.tool_end) + " " + tool_call_once); - auto call_end = builder.add_rule("root-call-end", form.last_tool_end ? gbnf_format_literal(*form.last_tool_end) : gbnf_format_literal(form.tool_end)); - auto tool_call_multiple_with_end = builder.add_rule("root-tool-call-multiple-with-end", tool_call_once + " " + tool_call_more + "* " + call_end); - builder.add_rule("root", - (form.scope_start.empty() ? "" : gbnf_format_literal(form.scope_start) + " ") + - tool_call_multiple_with_end + "?" + - (form.scope_end.empty() ? "" : " " + gbnf_format_literal(form.scope_end)) - ); - }); - - // grammar trigger for tool call - data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, form.scope_start + form.tool_start }); - } -} - -/** - * Parse XML-Style tool call for given xml_tool_call_format. Return false for invalid syntax and get the position untouched. - * Throws xml_toolcall_syntax_exception if there is invalid syntax and cannot recover the original status for common_chat_msg_parser. - * form.scope_start, form.tool_sep and form.scope_end can be empty. - */ -inline bool parse_xml_tool_calls(common_chat_msg_parser & builder, const struct xml_tool_call_format & form) { - GGML_ASSERT(!form.tool_start.empty()); - GGML_ASSERT(!form.key_start.empty()); - GGML_ASSERT(!form.key_val_sep.empty()); - GGML_ASSERT(!form.val_end.empty()); - GGML_ASSERT(!form.tool_end.empty()); - - // Helper to choose return false or throw error - constexpr auto return_error = [](common_chat_msg_parser & builder, auto &start_pos, const bool &recovery) { - LOG_DBG("Failed to parse XML-Style tool call at position: %s\n", gbnf_format_literal(builder.consume_rest().substr(0, 20)).c_str()); - if (recovery) { - builder.move_to(start_pos); - return false; - } else throw xml_toolcall_syntax_exception("Tool call parsing failed with unrecoverable errors. Try using a grammar to constrain the model’s output."); - }; - // Drop substring from needle to end from a JSON - constexpr auto partial_json = [](std::string &json_str, std::string_view needle = "XML_TOOL_CALL_PARTIAL_FLAG") { - auto pos = json_str.rfind(needle); - if (pos == std::string::npos) { - return false; - } - for (auto i = pos + needle.size(); i < json_str.size(); ++i) { - unsigned char ch = static_cast(json_str[i]); - if (ch != '\'' && ch != '"' && ch != '}' && ch != ':' && !std::isspace(ch)) { - return false; - } - } - if (pos != 0 && json_str[pos - 1] == '"') { - --pos; - } - json_str.resize(pos); - return true; - }; - // Helper to generate a partial argument JSON - constexpr auto gen_partial_json = [partial_json](auto set_partial_arg, auto &arguments, auto &builder, auto &function_name) { - auto rest = builder.consume_rest(); - utf8_truncate_safe_resize(rest); - set_partial_arg(rest, "XML_TOOL_CALL_PARTIAL_FLAG"); - auto tool_str = arguments.dump(); - if (partial_json(tool_str)) { - if (builder.add_tool_call(function_name, "", tool_str)) { - return; - } - } - LOG_DBG("Failed to parse partial XML-Style tool call, fallback to non-partial: %s\n", tool_str.c_str()); - }; - // Helper to find a close (because there may be form.last_val_end or form.last_tool_end) - constexpr auto try_find_close = []( - common_chat_msg_parser & builder, - const std::string & end, - const std::optional & alt_end, - const std::string & end_next, - const std::optional & alt_end_next - ) { - auto saved_pos = builder.pos(); - auto tc = builder.try_find_literal(end); - auto val_end_size = end.size(); - if (alt_end) { - auto pos_1 = builder.pos(); - builder.move_to(saved_pos); - auto tc2 = try_find_2_literal_splited_by_spaces(builder, *alt_end, end_next); - if (alt_end_next) { - builder.move_to(saved_pos); - auto tc3 = try_find_2_literal_splited_by_spaces(builder, *alt_end, *alt_end_next); - if (tc3 && (!tc2 || tc2->prelude.size() > tc3->prelude.size())) { - tc2 = tc3; - } - } - if (tc2 && (!tc || tc->prelude.size() > tc2->prelude.size())) { - tc = tc2; - tc->groups[0].end = std::min(builder.input().size(), tc->groups[0].begin + alt_end->size()); - builder.move_to(tc->groups[0].end); - val_end_size = alt_end->size(); - } else { - builder.move_to(pos_1); - } - } - return std::make_pair(val_end_size, tc); - }; - // Helper to find a val_end or last_val_end, returns matched pattern size - const auto try_find_val_end = [try_find_close, &builder, &form]() { - return try_find_close(builder, form.val_end, form.last_val_end, form.tool_end, form.last_tool_end); - }; - // Helper to find a tool_end or last_tool_end, returns matched pattern size - const auto try_find_tool_end = [try_find_close, &builder, &form]() { - return try_find_close(builder, form.tool_end, form.last_tool_end, form.scope_end, std::nullopt); - }; - - bool recovery = true; - const auto start_pos = builder.pos(); - if (!all_space(form.scope_start)) { - if (auto tc = builder.try_find_literal(form.scope_start)) { - if (all_space(tc->prelude)) { - if (form.scope_start.size() != tc->groups[0].end - tc->groups[0].begin) - throw common_chat_msg_partial_exception("Partial literal: " + gbnf_format_literal(form.scope_start)); - } else { - builder.move_to(start_pos); - return false; - } - } else return false; - } - while (auto tc = builder.try_find_literal(form.tool_start)) { - if (!all_space(tc->prelude)) { - LOG_DBG("XML-Style tool call: Expected %s, but found %s, trying to match next pattern\n", - gbnf_format_literal(form.tool_start).c_str(), - gbnf_format_literal(tc->prelude).c_str() - ); - builder.move_to(tc->groups[0].begin - tc->prelude.size()); - break; - } - - // Find tool name - auto func_name = builder.try_find_literal(all_space(form.tool_sep) ? form.key_start : form.tool_sep); - if (!func_name) { - auto [sz, tc] = try_find_tool_end(); - func_name = tc; - } - if (!func_name) { - // Partial tool name not supported - throw common_chat_msg_partial_exception("incomplete tool_call"); - } - // If the model generate multiple tool call and the first tool call has no argument - if (func_name->prelude.find(form.tool_end) != std::string::npos || (form.last_tool_end ? func_name->prelude.find(*form.last_tool_end) != std::string::npos : false)) { - builder.move_to(func_name->groups[0].begin - func_name->prelude.size()); - auto [sz, tc] = try_find_tool_end(); - func_name = tc; - } - - // Parse tool name - builder.move_to(all_space(form.tool_sep) ? func_name->groups[0].begin : func_name->groups[0].end); - std::string function_name = string_strip(func_name->prelude); - // Kimi-K2 uses functions.{{ tool_call['function']['name'] }}:{{ loop.index }} as function name - if (builder.syntax().format == COMMON_CHAT_FORMAT_KIMI_K2) { - if (string_starts_with(function_name, "functions.")) { - static const std::regex re(":\\d+$"); - if (std::regex_search(function_name, re)) { - function_name = function_name.substr(10, function_name.rfind(":") - 10); - } - } - } - - // Argument JSON - json arguments = json::object(); - - // Helper to generate a partial argument JSON - const auto gen_partial_args = [&](auto set_partial_arg) { - gen_partial_json(set_partial_arg, arguments, builder, function_name); - }; - - // Parse all arg_key/arg_value pairs - while (auto tc = builder.try_find_literal(form.key_start)) { - if (!all_space(tc->prelude)) { - LOG_DBG("XML-Style tool call: Expected %s, but found %s, trying to match next pattern\n", - gbnf_format_literal(form.key_start).c_str(), - gbnf_format_literal(tc->prelude).c_str() - ); - builder.move_to(tc->groups[0].begin - tc->prelude.size()); - break; - } - if (tc->groups[0].end - tc->groups[0].begin != form.key_start.size()) { - auto tool_call_arg = arguments.dump(); - if (tool_call_arg.size() != 0 && tool_call_arg[tool_call_arg.size() - 1] == '}') { - tool_call_arg.resize(tool_call_arg.size() - 1); - } - builder.add_tool_call(function_name, "", tool_call_arg); - throw common_chat_msg_partial_exception("Partial literal: " + gbnf_format_literal(form.key_start)); - } - - // Parse arg_key - auto key_res = builder.try_find_literal(form.key_val_sep); - if (!key_res) { - gen_partial_args([&](auto &rest, auto &needle) {arguments[rest + needle] = "";}); - throw common_chat_msg_partial_exception("Expected " + gbnf_format_literal(form.key_val_sep) + " after " + gbnf_format_literal(form.key_start)); - } - if (key_res->groups[0].end - key_res->groups[0].begin != form.key_val_sep.size()) { - gen_partial_args([&](auto &, auto &needle) {arguments[key_res->prelude + needle] = "";}); - throw common_chat_msg_partial_exception("Partial literal: " + gbnf_format_literal(form.key_val_sep)); - } - auto &key = key_res->prelude; - recovery = false; - - // Parse arg_value - if (form.key_val_sep2) { - if (auto tc = builder.try_find_literal(*form.key_val_sep2)) { - if (!all_space(tc->prelude)) { - LOG_DBG("Failed to parse XML-Style tool call: Unexcepted %s between %s and %s\n", - gbnf_format_literal(tc->prelude).c_str(), - gbnf_format_literal(form.key_val_sep).c_str(), - gbnf_format_literal(*form.key_val_sep2).c_str() - ); - return return_error(builder, start_pos, false); - } - if (tc->groups[0].end - tc->groups[0].begin != form.key_val_sep2->size()) { - gen_partial_args([&](auto &, auto &needle) {arguments[key] = needle;}); - throw common_chat_msg_partial_exception("Partial literal: " + gbnf_format_literal(*form.key_val_sep2)); - } - } else { - gen_partial_args([&](auto &, auto &needle) {arguments[key] = needle;}); - throw common_chat_msg_partial_exception("Expected " + gbnf_format_literal(*form.key_val_sep2) + " after " + gbnf_format_literal(form.key_val_sep)); - } - } - auto val_start = builder.pos(); - - // Test if arg_val is a partial JSON - std::optional value_json = std::nullopt; - if (!form.raw_argval || !*form.raw_argval) { - try { value_json = builder.try_consume_json(); } - catch (const std::runtime_error&) { builder.move_to(val_start); } - // TODO: Delete this when json_partial adds top-level support for null/true/false - if (builder.pos() == val_start) { - const static std::regex number_regex(R"([0-9-][0-9]*(\.\d*)?([eE][+-]?\d*)?)"); - builder.consume_spaces(); - std::string_view sv = utf8_truncate_safe_view(builder.input()); - sv.remove_prefix(builder.pos()); - std::string rest = "a"; - if (sv.size() < 6) rest = sv; - if (string_starts_with("null", rest) || string_starts_with("true", rest) || string_starts_with("false", rest) || std::regex_match(sv.begin(), sv.end(), number_regex)) { - value_json = {123, {"123", "123"}}; - builder.consume_rest(); - } else { - builder.move_to(val_start); - } - } - } - - // If it is a JSON and followed by , parse as json - // cannot support streaming because it may be a plain text starting with JSON - if (value_json) { - auto json_end = builder.pos(); - builder.consume_spaces(); - if (builder.pos() == builder.input().size()) { - if (form.raw_argval && !*form.raw_argval && (value_json->json.is_string() || value_json->json.is_object() || value_json->json.is_array())) { - arguments[key] = value_json->json; - auto json_str = arguments.dump(); - if (!value_json->healing_marker.json_dump_marker.empty()) { - GGML_ASSERT(std::string::npos != json_str.rfind(value_json->healing_marker.json_dump_marker)); - json_str.resize(json_str.rfind(value_json->healing_marker.json_dump_marker)); - } else { - GGML_ASSERT(json_str.back() == '}'); - json_str.resize(json_str.size() - 1); - } - builder.add_tool_call(function_name, "", json_str); - } else { - gen_partial_args([&](auto &, auto &needle) {arguments[key] = needle;}); - } - LOG_DBG("Possible JSON arg_value: %s\n", value_json->json.dump().c_str()); - throw common_chat_msg_partial_exception("JSON arg_value detected. Waiting for more tokens for validations."); - } - builder.move_to(json_end); - auto [val_end_size, tc] = try_find_val_end(); - if (tc && all_space(tc->prelude) && value_json->healing_marker.marker.empty()) { - if (tc->groups[0].end - tc->groups[0].begin != val_end_size) { - gen_partial_args([&](auto &, auto &needle) {arguments[key] = needle;}); - LOG_DBG("Possible terminated JSON arg_value: %s\n", value_json->json.dump().c_str()); - throw common_chat_msg_partial_exception("Partial literal: " + gbnf_format_literal(form.val_end) + (form.last_val_end ? gbnf_format_literal(*form.last_val_end) : "")); - } else arguments[key] = value_json->json; - } else builder.move_to(val_start); - } - - // If not, parse as plain text - if (val_start == builder.pos()) { - if (auto [val_end_size, value_plain] = try_find_val_end(); value_plain) { - auto &value_str = value_plain->prelude; - if (form.trim_raw_argval) value_str = string_strip(value_str); - if (value_plain->groups[0].end - value_plain->groups[0].begin != val_end_size) { - gen_partial_args([&](auto &, auto &needle) {arguments[key] = value_str + needle;}); - throw common_chat_msg_partial_exception( - "Expected " + gbnf_format_literal(form.val_end) + - " after " + gbnf_format_literal(form.key_val_sep) + - (form.key_val_sep2 ? " " + gbnf_format_literal(*form.key_val_sep2) : "") - ); - } - arguments[key] = value_str; - } else { - if (form.trim_raw_argval) { - gen_partial_args([&](auto &rest, auto &needle) {arguments[key] = string_strip(rest) + needle;}); - } else { - gen_partial_args([&](auto &rest, auto &needle) {arguments[key] = rest + needle;}); - } - throw common_chat_msg_partial_exception( - "Expected " + gbnf_format_literal(form.val_end) + - " after " + gbnf_format_literal(form.key_val_sep) + - (form.key_val_sep2 ? " " + gbnf_format_literal(*form.key_val_sep2) : "") - ); - } - } - } - - // Consume closing tag - if (auto [tool_end_size, tc] = try_find_tool_end(); tc) { - if (!all_space(tc->prelude)) { - LOG_DBG("Failed to parse XML-Style tool call: Expected %s, but found %s\n", - gbnf_format_literal(form.tool_end).c_str(), - gbnf_format_literal(tc->prelude).c_str() - ); - return return_error(builder, start_pos, recovery); - } - if (tc->groups[0].end - tc->groups[0].begin == tool_end_size) { - // Add the parsed tool call - if (!builder.add_tool_call(function_name, "", arguments.dump())) { - throw common_chat_msg_partial_exception("Failed to add XML-Style tool call"); - } - recovery = false; - continue; - } - } - - auto tool_call_arg = arguments.dump(); - if (tool_call_arg.size() != 0 && tool_call_arg[tool_call_arg.size() - 1] == '}') { - tool_call_arg.resize(tool_call_arg.size() - 1); - } - builder.add_tool_call(function_name, "", tool_call_arg); - throw common_chat_msg_partial_exception("Expected " + gbnf_format_literal(form.tool_end) + " after " + gbnf_format_literal(form.val_end)); - } - if (auto tc = builder.try_find_literal(form.scope_end)) { - if (!all_space(tc->prelude)) { - LOG_DBG("Failed to parse XML-Style tool call: Expected %s, but found %s\n", - gbnf_format_literal(form.scope_end).c_str(), - gbnf_format_literal(tc->prelude).c_str() - ); - return return_error(builder, start_pos, recovery); - } - } else { - if (all_space(form.scope_end)) return true; - builder.consume_spaces(); - if (builder.pos() == builder.input().size()) - throw common_chat_msg_partial_exception("incomplete tool calls"); - LOG_DBG("Failed to parse XML-Style tool call: Expected %s, but found %s\n", - gbnf_format_literal(form.scope_end).c_str(), - gbnf_format_literal(builder.consume_rest()).c_str() - ); - return return_error(builder, start_pos, recovery); - } - - return true; -} - -/** - * Parse XML-Style tool call for given xml_tool_call_format. Return false for invalid syntax and get the position untouched. - * May cause std::runtime_error if there is invalid syntax because partial valid tool call is already sent out to client. - * form.scope_start, form.tool_sep and form.scope_end can be empty. - */ -bool common_chat_msg_parser::try_consume_xml_tool_calls(const struct xml_tool_call_format & form) { - auto pos = pos_; - auto tsize = result_.tool_calls.size(); - try { return parse_xml_tool_calls(*this, form); } - catch (const xml_toolcall_syntax_exception&) {} - move_to(pos); - result_.tool_calls.resize(tsize); - return false; -} - -/** - * Parse content uses reasoning and XML-Style tool call - * TODO: Note that form.allow_toolcall_in_think is not tested yet. If anyone confirms it works, this comment can be removed. - */ -inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, const struct xml_tool_call_format & form, const std::string & start_think = "", const std::string & end_think = "") { - constexpr auto rstrip = [](std::string &s) { - s.resize(std::distance(s.begin(), std::find_if(s.rbegin(), s.rend(), [](unsigned char ch) { return !std::isspace(ch); }).base())); - }; - // Erase substring from l to r, along with additional spaces nearby - constexpr auto erase_spaces = [](auto &str, size_t l, size_t r) { - while (/* l > -1 && */ --l < str.size() && std::isspace(static_cast(str[l]))); - ++l; - while (++r < str.size() && std::isspace(static_cast(str[r]))); - if (l < r) str[l] = '\n'; - if (l + 1 < r) str[l + 1] = '\n'; - if (l != 0) l += 2; - str.erase(l, r - l); - return l; - }; - constexpr auto trim_suffix = [](std::string &content, std::initializer_list list) { - auto best_match = content.size(); - for (auto pattern: list) { - if (pattern.size() == 0) continue; - for (auto match_idx = content.size() - std::min(pattern.size(), content.size()); content.size() > match_idx; match_idx++) { - auto match_len = content.size() - match_idx; - if (content.compare(match_idx, match_len, pattern.data(), match_len) == 0 && best_match > match_idx) { - best_match = match_idx; - } - } - } - if (content.size() > best_match) { - content.erase(best_match); - } - }; - const auto trim_potential_partial_word = [&start_think, &end_think, &form, trim_suffix](std::string &content) { - return trim_suffix(content, { - start_think, end_think, form.scope_start, form.tool_start, form.tool_sep, form.key_start, - form.key_val_sep, form.key_val_sep2 ? form.key_val_sep2->c_str() : "", - form.val_end, form.last_val_end ? form.last_val_end->c_str() : "", - form.tool_end, form.last_tool_end ? form.last_tool_end->c_str() : "", - form.scope_end - }); - }; - - - // Trim leading spaces without affecting keyword matching - static const common_regex spaces_regex("\\s*"); - { - auto tc = builder.consume_regex(spaces_regex); - auto spaces = builder.str(tc.groups[0]); - auto s1 = spaces.size(); - trim_potential_partial_word(spaces); - auto s2 = spaces.size(); - builder.move_to(builder.pos() - (s1 - s2)); - } - - // Parse content - bool reasoning_unclosed = builder.syntax().thinking_forced_open; - std::string unclosed_reasoning_content(""); - for (;;) { - auto tc = try_find_2_literal_splited_by_spaces(builder, form.scope_start, form.tool_start); - std::string content; - std::string tool_call_start; - - if (tc) { - content = std::move(tc->prelude); - tool_call_start = builder.str(tc->groups[0]); - LOG_DBG("Matched tool start: %s\n", gbnf_format_literal(tool_call_start).c_str()); - } else { - content = builder.consume_rest(); - utf8_truncate_safe_resize(content); - } - - // Handle unclosed think block - if (reasoning_unclosed) { - if (auto pos = content.find(end_think); pos == std::string::npos && builder.pos() != builder.input().size()) { - unclosed_reasoning_content += content; - if (!(form.allow_toolcall_in_think && tc)) { - unclosed_reasoning_content += tool_call_start; - continue; - } - } else { - reasoning_unclosed = false; - std::string reasoning_content; - if (pos == std::string::npos) { - reasoning_content = std::move(content); - } else { - reasoning_content = content.substr(0, pos); - content.erase(0, pos + end_think.size()); - } - if (builder.pos() == builder.input().size() && all_space(content)) { - rstrip(reasoning_content); - trim_potential_partial_word(reasoning_content); - rstrip(reasoning_content); - if (reasoning_content.empty()) { - rstrip(unclosed_reasoning_content); - trim_potential_partial_word(unclosed_reasoning_content); - rstrip(unclosed_reasoning_content); - if (unclosed_reasoning_content.empty()) continue; - } - } - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE || builder.syntax().reasoning_in_content) { - builder.add_content(start_think); - builder.add_content(unclosed_reasoning_content); - builder.add_content(reasoning_content); - if (builder.pos() != builder.input().size() || !all_space(content)) - builder.add_content(end_think); - } else { - builder.add_reasoning_content(unclosed_reasoning_content); - builder.add_reasoning_content(reasoning_content); - } - unclosed_reasoning_content.clear(); - } - } - - // Handle multiple think block - bool toolcall_in_think = false; - for (auto think_start = content.find(start_think); think_start != std::string::npos; think_start = content.find(start_think, think_start)) { - if (auto think_end = content.find(end_think, think_start + start_think.size()); think_end != std::string::npos) { - if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content) { - auto reasoning_content = content.substr(think_start + start_think.size(), think_end - think_start - start_think.size()); - builder.add_reasoning_content(reasoning_content); - think_start = erase_spaces(content, think_start, think_end + end_think.size() - 1); - } else { - think_start = think_end + end_think.size() - 1; - } - } else { - // This start is in thinking block, skip this tool call - // This start is in thinking block - if (form.allow_toolcall_in_think) { - unclosed_reasoning_content = content.substr(think_start + start_think.size()); - } else { - unclosed_reasoning_content = content.substr(think_start + start_think.size()) + tool_call_start; - } - reasoning_unclosed = true; - content.resize(think_start); - toolcall_in_think = true; - } - } - - if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content) { - rstrip(content); - // Handle unclosed token from content: delete all token - if (auto pos = content.rfind(end_think); pos != std::string::npos) { - while (pos != std::string::npos) { - pos = erase_spaces(content, pos, pos + end_think.size() - 1); - pos = content.rfind(end_think, pos); - } - } - // Strip if needed - if (content.size() > 0 && std::isspace(static_cast(content[0]))) { - content = string_strip(content); - } - } - - // remove potential partial suffix - if (builder.pos() == builder.input().size() && builder.is_partial()) { - if (unclosed_reasoning_content.empty()) { - rstrip(content); - trim_potential_partial_word(content); - rstrip(content); - } else { - rstrip(unclosed_reasoning_content); - trim_potential_partial_word(unclosed_reasoning_content); - rstrip(unclosed_reasoning_content); - } - } - - // consume unclosed_reasoning_content if allow_toolcall_in_think is set - if (form.allow_toolcall_in_think && !unclosed_reasoning_content.empty()) { - if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content) { - builder.add_reasoning_content(unclosed_reasoning_content); - } else { - if (content.empty()) { - content = start_think + unclosed_reasoning_content; - } else { - content += "\n\n" + start_think; - content += unclosed_reasoning_content; - } - } - unclosed_reasoning_content.clear(); - } - - // Add content - if (!content.empty()) { - // If there are multiple content blocks - if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content && builder.result().content.size() != 0) { - builder.add_content("\n\n"); - } - builder.add_content(content); - } - - // This start is in thinking block and toolcall_in_think not set, skip this tool call - if (toolcall_in_think && !form.allow_toolcall_in_think) { - continue; - } - - // There is no tool call and all content is parsed - if (!tc) { - GGML_ASSERT(builder.pos() == builder.input().size()); - GGML_ASSERT(unclosed_reasoning_content.empty()); - if (!form.allow_toolcall_in_think) GGML_ASSERT(!reasoning_unclosed); - break; - } - - builder.move_to(tc->groups[0].begin); - if (builder.try_consume_xml_tool_calls(form)) { - auto end_of_tool = builder.pos(); - builder.consume_spaces(); - if (builder.pos() != builder.input().size()) { - builder.move_to(end_of_tool); - if (!builder.result().content.empty()) { - builder.add_content("\n\n"); - } - } - } else { - static const common_regex next_char_regex("."); - auto c = builder.str(builder.consume_regex(next_char_regex).groups[0]); - rstrip(c); - builder.add_content(c); - } - } -} - -/** - * Parse content uses reasoning and XML-Style tool call - */ -void common_chat_msg_parser::consume_reasoning_with_xml_tool_calls(const struct xml_tool_call_format & form, const std::string & start_think, const std::string & end_think) { - parse_msg_with_xml_tool_calls(*this, form, start_think, end_think); -} diff --git a/common/chat-parser-xml-toolcall.h b/common/chat-parser-xml-toolcall.h deleted file mode 100644 index b309fb6670..0000000000 --- a/common/chat-parser-xml-toolcall.h +++ /dev/null @@ -1,45 +0,0 @@ -#pragma once - -#include "chat.h" - -#include - -#include -#include -#include - - -// Sample config: -// MiniMax-M2 (left): \n\nvalue\n...\n... -// GLM 4.5 (right): function_name\nkey\nvalue\n -struct xml_tool_call_format { - std::string scope_start; // \n // \n // can be empty - std::string tool_start; // - std::string tool_sep; // \">\n // \n // can be empty only for parse_xml_tool_calls - std::string key_start; // - std::string key_val_sep; // \"> // \n - std::string val_end; // \n // \n - std::string tool_end; // \n // \n - std::string scope_end; // // // can be empty - // Set this if there can be dynamic spaces inside key_val_sep. - // e.g. key_val_sep= key_val_sep2= for GLM4.5 - std::optional key_val_sep2 = std::nullopt; - // Set true if argval should only be raw string. e.g. Hello "world" hi - // Set false if argval should only be json string. e.g. "Hello \"world\" hi" - // Defaults to std::nullopt, both will be allowed. - std::optional raw_argval = std::nullopt; - std::optional last_val_end = std::nullopt; - std::optional last_tool_end = std::nullopt; - bool trim_raw_argval = false; - bool allow_toolcall_in_think = false; -}; - -// make a GBNF that accept any strings except those containing any of the forbidden strings. -std::string make_gbnf_excluding(std::vector forbids); - -/** - * Build grammar for xml-style tool call - * form.scope_start and form.scope_end can be empty. - * Requires data.format for model-specific hacks. - */ -void build_grammar_xml_tool_call(common_chat_params & data, const nlohmann::ordered_json & tools, const struct xml_tool_call_format & form); diff --git a/common/chat-parser.cpp b/common/chat-parser.cpp deleted file mode 100644 index 060578f0b7..0000000000 --- a/common/chat-parser.cpp +++ /dev/null @@ -1,1649 +0,0 @@ -#include "chat-parser.h" -#include "chat-peg-parser.h" -#include "common.h" -#include "log.h" -#include "peg-parser.h" -#include "regex-partial.h" - -#include -#include -#include -#include -#include -#include -#include - -using json = nlohmann::ordered_json; - -static void parse_prefixed_json_tool_call_array(common_chat_msg_parser & builder, - const common_regex & prefix, - size_t rstrip_prefix = 0) { - static const std::vector> args_paths = { { "arguments" } }; - if (auto res = builder.try_find_regex(prefix)) { - builder.move_back(rstrip_prefix); - auto tool_calls = builder.consume_json_with_dumped_args(args_paths); - if (!builder.add_tool_calls(tool_calls.value) || tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call array"); - } - } else { - builder.add_content(builder.consume_rest()); - } -} - -static std::string wrap_code_as_arguments(common_chat_msg_parser & builder, const std::string & code) { - std::string arguments; - if (builder.is_partial()) { - arguments = (json{ - { "code", code + builder.healing_marker() } - }) - .dump(); - auto idx = arguments.find(builder.healing_marker()); - if (idx != std::string::npos) { - arguments.resize(idx); - } - } else { - arguments = (json{ - { "code", code } - }) - .dump(); - } - return arguments; -} - -/** - * Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between. - * Aggregates the prefix, suffix and in-between text into the content. - */ -static void parse_json_tool_calls( - common_chat_msg_parser & builder, - const std::optional & block_open, - const std::optional & function_regex_start_only, - const std::optional & function_regex, - const common_regex & close_regex, - const std::optional & block_close, - bool allow_raw_python = false, - const std::function & get_function_name = - nullptr) { - auto parse_tool_calls = [&]() { - size_t from = std::string::npos; - auto first = true; - while (true) { - auto start_pos = builder.pos(); - auto res = function_regex_start_only && first ? builder.try_consume_regex(*function_regex_start_only) : - function_regex ? builder.try_find_regex(*function_regex, from) : - std::nullopt; - - if (res) { - std::string name; - if (get_function_name) { - name = get_function_name(*res); - } else { - GGML_ASSERT(res->groups.size() == 2); - name = builder.str(res->groups[1]); - } - first = false; - if (name.empty()) { - // get_function_name signalled us that we should skip this match and treat it as content. - from = res->groups[0].begin + 1; - continue; - } - from = std::string::npos; - - auto maybe_raw_python = name == "python" && allow_raw_python; - if (builder.input()[builder.pos()] == '{' || !maybe_raw_python) { - if (auto arguments = builder.try_consume_json_with_dumped_args({ {} })) { - if (!builder.add_tool_call(name, "", arguments->value) || arguments->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_regex(close_regex); - } - continue; - } - if (maybe_raw_python) { - auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); - if (!builder.add_tool_call(name, "", arguments)) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - return; - } - throw common_chat_msg_partial_exception("incomplete tool call"); - } else { - builder.move_to(start_pos); - } - break; - } - if (block_close) { - builder.consume_regex(*block_close); - } - builder.consume_spaces(); - builder.add_content(builder.consume_rest()); - }; - if (block_open) { - if (auto res = builder.try_find_regex(*block_open)) { - parse_tool_calls(); - } else { - builder.add_content(builder.consume_rest()); - } - } else { - parse_tool_calls(); - } -} - -common_chat_msg_parser::common_chat_msg_parser(const std::string & input, bool is_partial, const common_chat_parser_params & syntax) - : input_(input), is_partial_(is_partial), syntax_(syntax) -{ - result_.role = "assistant"; - - while (true) { - std::string id = std::to_string(std::rand()); - if (input.find(id) == std::string::npos) { - healing_marker_ = id; - break; - } - } -} - -std::string common_chat_msg_parser::str(const common_string_range & rng) const { - GGML_ASSERT(rng.begin <= rng.end); - return input_.substr(rng.begin, rng.end - rng.begin); -} - -void common_chat_msg_parser::add_content(const std::string &content) { - result_.content += content; -} - -void common_chat_msg_parser::add_reasoning_content(const std::string &reasoning_content) { - result_.reasoning_content += reasoning_content; -} - -bool common_chat_msg_parser::add_tool_call(const std::string & name, const std::string & id, const std::string & arguments) { - if (name.empty()) { - return false; - } - - common_chat_tool_call tool_call; - tool_call.name = name; - tool_call.arguments = arguments; - tool_call.id = id; - - // LOG_DBG("Tool call arguments:\n\traw: %s\n\tresult: %s\n", arguments.c_str(), tool_call.arguments.c_str()); - result_.tool_calls.emplace_back(tool_call); - - return true; -} -bool common_chat_msg_parser::add_tool_call(const json & tool_call) { - std::string name = tool_call.contains("name") ? tool_call.at("name") : ""; - std::string id = tool_call.contains("id") ? tool_call.at("id") : ""; - std::string arguments = ""; - if (tool_call.contains("arguments")) { - if (tool_call.at("arguments").is_object()) { - arguments = tool_call.at("arguments").dump(); - } else { - arguments = tool_call.at("arguments"); - } - } - - return add_tool_call(name, id, arguments); -} - -bool common_chat_msg_parser::add_tool_calls(const json & arr) { - for (const auto & item : arr) { - if (!add_tool_call(item)) { - return false; - } - } - return true; -} - -bool common_chat_msg_parser::add_tool_call_short_form(const json & tool_call) { - if (!tool_call.is_object() || tool_call.size() != 1) { - return false; - } - - // Get the tool name (the single key in the object) - auto it = tool_call.begin(); - std::string name = it.key(); - - if (name.empty()) { - return false; - } - - // Get the arguments (the nested object) - const json & args_json = it.value(); - std::string arguments = ""; - - if (args_json.is_object()) { - arguments = args_json.dump(); - } else if (args_json.is_string()) { - arguments = args_json; - } else if (!args_json.is_null()) { - // For other types, convert to string representation - arguments = args_json.dump(); - } - - return add_tool_call(name, "", arguments); -} -void common_chat_msg_parser::finish() { - if (!is_partial_ && pos_ != input_.size()) { - throw std::runtime_error("Unexpected content at end of input");// + input_.substr(pos_)); - } -} - -bool common_chat_msg_parser::consume_spaces() { - const auto length = input_.size(); - auto consumed = false; - while (pos_ < length && std::isspace(input_[pos_])) { - ++pos_; - consumed = true; - } - return consumed; -} - -bool common_chat_msg_parser::try_consume_literal(const std::string & literal) { - auto pos = pos_; - for (auto i = 0u; i < literal.size(); ++i) { - if (pos >= input_.size()) { - return false; - } - if (input_[pos] != literal[i]) { - return false; - } - ++pos; - } - pos_ = pos; - return true; -} - -std::optional common_chat_msg_parser::try_find_literal(const std::string & literal) { - auto idx = input_.find(literal, pos_); - if (idx != std::string::npos) { - find_regex_result res; - res.prelude = input_.substr(pos_, idx - pos_); - auto end = idx + literal.size(); - res.groups.emplace_back(common_string_range{idx, end}); - move_to(end); - return res; - } - if (is_partial_) { - idx = string_find_partial_stop(input_, literal); - if (idx != std::string::npos && idx >= pos_) { - find_regex_result res; - res.prelude = input_.substr(pos_, idx - pos_); - auto end = input_.size(); - res.groups.emplace_back(common_string_range{idx, end}); - move_to(end); - return res; - } - } - return std::nullopt; -} - -void common_chat_msg_parser::consume_literal(const std::string & literal) { - if (!try_consume_literal(literal)) { - throw common_chat_msg_partial_exception(literal); - } -} - -bool common_chat_msg_parser::try_parse_reasoning(const std::string & start_think, const std::string & end_think) { - std::string pending_reasoning_prefix; - - if (syntax_.reasoning_format == COMMON_REASONING_FORMAT_NONE) { - return false; - } - - auto set_reasoning_prefix = [&](size_t prefix_pos) { - if (!syntax_.thinking_forced_open || syntax_.reasoning_in_content) { - return; - } - if (prefix_pos + start_think.size() > input_.size()) { - pending_reasoning_prefix.clear(); - return; - } - // Capture the exact literal that opened the reasoning section so we can - // surface it back to callers. This ensures formats that force the - // reasoning tag open (e.g. DeepSeek R1) retain their original prefix - // instead of dropping it during parsing. - pending_reasoning_prefix = input_.substr(prefix_pos, start_think.size()); - }; - - auto handle_reasoning = [&](const std::string & reasoning, bool closed) { - auto stripped_reasoning = string_strip(reasoning); - if (stripped_reasoning.empty()) { - return; - } - if (syntax_.reasoning_in_content) { - add_content(syntax_.reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK ? "" : start_think); - add_content(stripped_reasoning); - if (closed) { - add_content(syntax_.reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK ? "" : end_think); - } - } else { - if (!pending_reasoning_prefix.empty()) { - add_reasoning_content(pending_reasoning_prefix); - pending_reasoning_prefix.clear(); - } - add_reasoning_content(stripped_reasoning); - } - }; - - const size_t saved_pos = pos_; - const size_t saved_content_size = result_.content.size(); - const size_t saved_reasoning_size = result_.reasoning_content.size(); - - auto restore_state = [&]() { - move_to(saved_pos); - result_.content.resize(saved_content_size); - result_.reasoning_content.resize(saved_reasoning_size); - }; - - // Allow leading whitespace to be preserved as content when reasoning is present at the start - size_t cursor = pos_; - size_t whitespace_end = cursor; - while (whitespace_end < input_.size() && std::isspace(static_cast(input_[whitespace_end]))) { - ++whitespace_end; - } - - if (whitespace_end >= input_.size()) { - restore_state(); - if (syntax_.thinking_forced_open) { - auto rest = input_.substr(saved_pos); - if (!rest.empty()) { - handle_reasoning(rest, /* closed */ !is_partial()); - } - move_to(input_.size()); - return true; - } - return false; - } - - cursor = whitespace_end; - const size_t remaining = input_.size() - cursor; - const size_t start_prefix = std::min(start_think.size(), remaining); - const bool has_start_tag = input_.compare(cursor, start_prefix, start_think, 0, start_prefix) == 0; - - if (has_start_tag && start_prefix < start_think.size()) { - move_to(input_.size()); - return true; - } - - if (has_start_tag) { - if (whitespace_end > pos_) { - add_content(input_.substr(pos_, whitespace_end - pos_)); - } - set_reasoning_prefix(cursor); - cursor += start_think.size(); - } else if (syntax_.thinking_forced_open) { - cursor = whitespace_end; - } else { - restore_state(); - return false; - } - while (true) { - if (cursor >= input_.size()) { - move_to(input_.size()); - return true; - } - - size_t end_pos = input_.find(end_think, cursor); - if (end_pos == std::string::npos) { - std::string_view remaining_view(input_.data() + cursor, input_.size() - cursor); - size_t partial_off = string_find_partial_stop(remaining_view, end_think); - size_t reasoning_end = partial_off == std::string::npos ? input_.size() : cursor + partial_off; - if (reasoning_end > cursor) { - handle_reasoning(input_.substr(cursor, reasoning_end - cursor), /* closed */ partial_off == std::string::npos && !is_partial()); - } - move_to(input_.size()); - return true; - } - - if (end_pos > cursor) { - handle_reasoning(input_.substr(cursor, end_pos - cursor), /* closed */ true); - } else { - handle_reasoning("", /* closed */ true); - } - - cursor = end_pos + end_think.size(); - - while (cursor < input_.size() && std::isspace(static_cast(input_[cursor]))) { - ++cursor; - } - - const size_t next_remaining = input_.size() - cursor; - if (next_remaining == 0) { - move_to(cursor); - return true; - } - - const size_t next_prefix = std::min(start_think.size(), next_remaining); - if (input_.compare(cursor, next_prefix, start_think, 0, next_prefix) == 0) { - if (next_prefix < start_think.size()) { - move_to(input_.size()); - return true; - } - set_reasoning_prefix(cursor); - cursor += start_think.size(); - continue; - } - - move_to(cursor); - return true; - } -} - -std::string common_chat_msg_parser::consume_rest() { - auto rest = input_.substr(pos_); - pos_ = input_.size(); - return rest; -} - -// Tries to find the regex, consumes it (pos right after it) and gives the prelude (right before it) and the groups to the callback. -std::optional common_chat_msg_parser::try_find_regex(const common_regex & regex, size_t from, bool add_prelude_to_content) { - auto m = regex.search(input_, from == std::string::npos ? pos_ : from); - if (m.type == COMMON_REGEX_MATCH_TYPE_NONE) { - return std::nullopt; - } - auto prelude = input_.substr(pos_, m.groups[0].begin - pos_); - pos_ = m.groups[0].end; - - if (add_prelude_to_content) { - add_content(prelude); - } - if (m.type == COMMON_REGEX_MATCH_TYPE_PARTIAL) { - if (is_partial()) { - throw common_chat_msg_partial_exception(regex.str()); - } - return std::nullopt; - } - return find_regex_result{prelude, m.groups}; -} - -common_chat_msg_parser::find_regex_result common_chat_msg_parser::consume_regex(const common_regex & regex) { - if (auto result = try_consume_regex(regex)) { - return *result; - } - throw common_chat_msg_partial_exception(regex.str()); -} - -std::optional common_chat_msg_parser::try_consume_regex(const common_regex & regex) { - auto m = regex.search(input_, pos_); - if (m.type == COMMON_REGEX_MATCH_TYPE_NONE) { - return std::nullopt; - } - if (m.type == COMMON_REGEX_MATCH_TYPE_PARTIAL) { - if (is_partial()) { - throw common_chat_msg_partial_exception(regex.str()); - } - return std::nullopt; - } - if (m.groups[0].begin != pos_) { - // Didn't match at the current position. - return std::nullopt; - } - pos_ = m.groups[0].end; - - return find_regex_result { - /* .prelude = */ "", - m.groups, - }; -} - -std::optional common_chat_msg_parser::try_consume_json() { - auto it = input_.cbegin() + pos_; - const auto end = input_.cend(); - common_json result; - if (!common_json_parse(it, end, healing_marker_, result)) { - return std::nullopt; - } - pos_ = std::distance(input_.cbegin(), it); - if (result.healing_marker.marker.empty()) { - // No healing marker, just return the parsed json - return result; - } - if (!is_partial()) { - throw common_chat_msg_partial_exception("JSON"); - } - return result; -} - -common_json common_chat_msg_parser::consume_json() { - if (auto result = try_consume_json()) { - return *result; - } - throw common_chat_msg_partial_exception("JSON"); -} - -common_chat_msg_parser::consume_json_result common_chat_msg_parser::consume_json_with_dumped_args( - const std::vector> & args_paths, - const std::vector> & content_paths -) { - if (auto result = try_consume_json_with_dumped_args(args_paths, content_paths)) { - return *result; - } - throw common_chat_msg_partial_exception("JSON"); -} - -std::optional common_chat_msg_parser::try_consume_json_with_dumped_args( - const std::vector> & args_paths, - const std::vector> & content_paths -) { - auto partial = try_consume_json(); - if (!partial) { - return std::nullopt; - } - auto is_arguments_path = [&](const std::vector & path) { - return std::find(args_paths.begin(), args_paths.end(), path) != args_paths.end(); - }; - auto is_content_path = [&](const std::vector & path) { - return std::find(content_paths.begin(), content_paths.end(), path) != content_paths.end(); - }; - - if (partial->healing_marker.marker.empty()) { - if (args_paths.empty()) { - // No arguments to dump, and JSON was parsed fully. - return consume_json_result { - partial->json, - /* .is_partial = */ false, - }; - } - if (is_arguments_path({})) { - // Entire JSON is the arguments and was parsed fully. - return consume_json_result { - partial->json.dump(/* indent */ -1, /* indent_char */ ' ', /* ensure_ascii */ true), - /* .is_partial = */ false, - }; - } - } - - LOG_DBG("Parsed partial JSON: %s (json_healing_marker: %s)\n", partial->json.dump().c_str(), partial->healing_marker.json_dump_marker.c_str()); - - auto found_healing_marker = false; - std::vector path; - std::function remove_unsupported_healings_and_dump_args = [&](const json & j) -> json { - if (is_arguments_path(path)) { - auto arguments = j.dump(/* indent */ -1, /* indent_char */ ' ', /* ensure_ascii */ true); - if (is_partial() && !partial->healing_marker.marker.empty()) { - auto idx = arguments.find(partial->healing_marker.json_dump_marker); - if (idx != std::string::npos) { - arguments.resize(idx); - found_healing_marker = true; - } - if (arguments == "\"") { - // This happens because of completing `:"$magic` after `"arguments"` - arguments = ""; - } - } - return arguments; - } - if (is_content_path(path)) { - if (!j.is_string()) { - throw std::runtime_error("Content path must be a string"); - } - std::string str = j; - auto idx = str.find(partial->healing_marker.marker); // not using json_dump_marker as we're inside a string - if (idx != std::string::npos) { - str.resize(idx); - found_healing_marker = true; - } - return str; - } - if (j.is_object()) { - auto obj = json::object(); - for (const auto & p : j.items()) { - const auto & key = p.key(); - const auto & value = p.value(); - const std::string key_str = key; // NOLINT - auto idx = key_str.find(healing_marker_); - if (idx != std::string::npos) { - found_healing_marker = true; - break; - } - path.push_back(key_str); - if (value.is_string()) { - const std::string value_str = value; - if (value_str.find(healing_marker_) != std::string::npos) { - found_healing_marker = true; - if (is_content_path(path)) { - if (partial->healing_marker.marker == partial->healing_marker.json_dump_marker) { - // The healing occurred inside the string: good. Otherwise we just ditch the entire key/value pair. - obj[key] = remove_unsupported_healings_and_dump_args(value); - } - } - break; - } - obj[key] = value; - } else { - obj[key] = remove_unsupported_healings_and_dump_args(value); - } - path.pop_back(); - } - return obj; - } - if (j.is_array()) { - auto arr = json::array(); - for (const auto & value : j) { - if (value.is_string()) { - std::string str = value; - auto idx = str.find(healing_marker_); - if (idx != std::string::npos) { - // Don't heal array values that aren't in the arguments. - found_healing_marker = true; - break; - } - } - arr.push_back(remove_unsupported_healings_and_dump_args(value)); - } - return arr; - } - return j; - }; - - auto cleaned = remove_unsupported_healings_and_dump_args(partial->json); - LOG_DBG("Cleaned up JSON %s to %s (json_healing_marker : '%s')\n", partial->json.dump().c_str(), cleaned.dump().c_str(), partial->healing_marker.json_dump_marker.c_str()); - return consume_json_result { - cleaned, - /* .is_partial = */ found_healing_marker, - }; -} - -void common_chat_msg_parser::clear_tools() { - result_.tool_calls.clear(); -} - -/** - * All common_chat_parse_* moved from chat.cpp to chat-parser.cpp below - * to reduce incremental compile time for parser changes. - */ -static void common_chat_parse_generic(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - static const std::vector> content_paths = { - {"response"}, - }; - static const std::vector> args_paths = { - {"tool_call", "arguments"}, - {"tool_calls", "arguments"}, - }; - auto data = builder.consume_json_with_dumped_args(args_paths, content_paths); - if (data.value.contains("tool_calls")) { - if (!builder.add_tool_calls(data.value.at("tool_calls")) || data.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool calls"); - } - } else if (data.value.contains("tool_call")) { - if (!builder.add_tool_call(data.value.at("tool_call")) || data.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } else if (data.value.contains("response")) { - const auto & response = data.value.at("response"); - builder.add_content(response.is_string() ? response.template get() : response.dump(2)); - if (data.is_partial) { - throw common_chat_msg_partial_exception("incomplete response"); - } - } else { - throw common_chat_msg_partial_exception("Expected 'tool_call', 'tool_calls' or 'response' in JSON"); - } -} - -static void common_chat_parse_mistral_nemo(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex prefix(regex_escape("[TOOL_CALLS]")); - parse_prefixed_json_tool_call_array(builder, prefix); -} - -static void common_chat_parse_magistral(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("[THINK]", "[/THINK]"); - - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex prefix(regex_escape("[TOOL_CALLS]")); - parse_prefixed_json_tool_call_array(builder, prefix); -} - -static void common_chat_parse_command_r7b(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>"); - - static const common_regex start_action_regex("<\\|START_ACTION\\|>"); - static const common_regex end_action_regex("<\\|END_ACTION\\|>"); - static const common_regex start_response_regex("<\\|START_RESPONSE\\|>"); - static const common_regex end_response_regex("<\\|END_RESPONSE\\|>"); - - if (auto res = builder.try_find_regex(start_action_regex)) { - // If we didn't extract thoughts, prelude includes them. - auto tool_calls = builder.consume_json_with_dumped_args({{"parameters"}}); - for (const auto & tool_call : tool_calls.value) { - std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : ""; - std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : ""; - std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : ""; - if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - if (tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_regex(end_action_regex); - } else if (auto res = builder.try_find_regex(start_response_regex)) { - if (!builder.try_find_regex(end_response_regex)) { - builder.add_content(builder.consume_rest()); - throw common_chat_msg_partial_exception(end_response_regex.str()); - } - } else { - builder.add_content(builder.consume_rest()); - } -} - -static void common_chat_parse_llama_3_1(common_chat_msg_parser & builder, bool with_builtin_tools = false) { - builder.try_parse_reasoning("", ""); - - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex function_regex( - "\\s*\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\"([^\"]+)\"\\s*,\\s*\"parameters\"\\s*: "); - static const common_regex close_regex("\\}\\s*"); - - static const common_regex function_name_regex("\\s*(\\w+)\\s*\\.\\s*call\\("); - static const common_regex arg_name_regex("\\s*(\\w+)\\s*=\\s*"); - - if (with_builtin_tools) { - static const common_regex builtin_call_regex("<\\|python_tag\\|>"); - if (auto res = builder.try_find_regex(builtin_call_regex)) { - auto fun_res = builder.consume_regex(function_name_regex); - auto function_name = builder.str(fun_res.groups[1]); - - common_healing_marker healing_marker; - json args = json::object(); - while (true) { - if (auto arg_res = builder.try_consume_regex(arg_name_regex)) { - auto arg_name = builder.str(arg_res->groups[1]); - auto partial = builder.consume_json(); - args[arg_name] = partial.json; - healing_marker.marker = partial.healing_marker.marker; - healing_marker.json_dump_marker = partial.healing_marker.json_dump_marker; - builder.consume_spaces(); - if (!builder.try_consume_literal(",")) { - break; - } - } else { - break; - } - } - builder.consume_literal(")"); - builder.consume_spaces(); - - auto arguments = args.dump(); - if (!builder.add_tool_call(function_name, "", arguments)) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - return; - } - } - parse_json_tool_calls( - builder, - /* block_open= */ std::nullopt, - /* function_regex_start_only= */ function_regex, - /* function_regex= */ std::nullopt, - close_regex, - std::nullopt); - -} - -static void common_chat_parse_deepseek_r1(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); - static const common_regex tool_calls_end("<|tool▁calls▁end|>"); - static const common_regex function_regex("(?:<|tool▁call▁begin|>)?function<|tool▁sep|>([^\n]+)\n```json\n"); - static const common_regex close_regex("```[\\s\\r\\n]*<|tool▁call▁end|>"); - - parse_json_tool_calls( - builder, - /* block_open= */ tool_calls_begin, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - tool_calls_end); -} - -static void common_chat_parse_deepseek_v3_1_content(common_chat_msg_parser & builder) { - static const common_regex function_regex("(?:<|tool▁call▁begin|>)?([^\\n<]+)(?:<|tool▁sep|>)"); - - static const common_regex close_regex("(?:[\\s]*)?<|tool▁call▁end|>"); - static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); - static const common_regex tool_calls_end("<|tool▁calls▁end|>"); - - if (!builder.syntax().parse_tool_calls) { - LOG_DBG("%s: not parse_tool_calls\n", __func__); - builder.add_content(builder.consume_rest()); - return; - } - - LOG_DBG("%s: parse_tool_calls\n", __func__); - - parse_json_tool_calls( - builder, - /* block_open= */ tool_calls_begin, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - tool_calls_end); -} - -static void common_chat_parse_deepseek_v3_1(common_chat_msg_parser & builder) { - // DeepSeek V3.1 outputs reasoning content between "" and "" tags, followed by regular content - // First try to parse using the standard reasoning parsing method - LOG_DBG("%s: thinking_forced_open: %s\n", __func__, std::to_string(builder.syntax().thinking_forced_open).c_str()); - - auto start_pos = builder.pos(); - auto found_end_think = builder.try_find_literal(""); - builder.move_to(start_pos); - - if (builder.syntax().thinking_forced_open && !builder.is_partial() && !found_end_think) { - LOG_DBG("%s: no end_think, not partial, adding content\n", __func__); - common_chat_parse_deepseek_v3_1_content(builder); - } else if (builder.try_parse_reasoning("", "")) { - // If reasoning was parsed successfully, the remaining content is regular content - LOG_DBG("%s: parsed reasoning, adding content\n", __func__); - // <|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>NAME\n```json\nJSON\n```<|tool▁call▁end|><|tool▁calls▁end|> - common_chat_parse_deepseek_v3_1_content(builder); - } else { - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE) { - LOG_DBG("%s: reasoning_format none, adding content\n", __func__); - common_chat_parse_deepseek_v3_1_content(builder); - return; - } - // If no reasoning tags found, check if we should treat everything as reasoning - if (builder.syntax().thinking_forced_open) { - // If thinking is forced open but no tags found, treat everything as reasoning - LOG_DBG("%s: thinking_forced_open, adding reasoning content\n", __func__); - builder.add_reasoning_content(builder.consume_rest()); - } else { - LOG_DBG("%s: no thinking_forced_open, adding content\n", __func__); - // <|tool▁call▁begin|>NAME<|tool▁sep|>JSON<|tool▁call▁end|> - common_chat_parse_deepseek_v3_1_content(builder); - } - } -} - -static void common_chat_parse_minimax_m2(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.key_start = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - -static void common_chat_parse_kimi_k2(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "<|tool_calls_section_begin|>"; - form.tool_start = "<|tool_call_begin|>"; - form.tool_sep = "<|tool_call_argument_begin|>{"; - form.key_start = "\""; - form.key_val_sep = "\":"; - form.val_end = ","; - form.tool_end = "}<|tool_call_end|>"; - form.scope_end = "<|tool_calls_section_end|>"; - form.raw_argval = false; - form.last_val_end = ""; - form.allow_toolcall_in_think = true; - return form; - })(); - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - -static void common_chat_parse_apriel_1_5(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "["; - form.tool_start = "{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}, "; - form.scope_end = "]"; - form.raw_argval = false; - form.last_val_end = ""; - form.last_tool_end = "}"; - return form; - })(); - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - -static void common_chat_parse_xiaomi_mimo(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = ""; - form.tool_start = "\n{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}\n"; - form.scope_end = ""; - form.raw_argval = false; - form.last_val_end = ""; - return form; - })(); - builder.consume_reasoning_with_xml_tool_calls(form); -} - -static void common_chat_parse_gpt_oss(common_chat_msg_parser & builder) { - static const std::string constraint = "(?: (<\\|constrain\\|>)?([a-zA-Z0-9_-]+))"; - static const std::string recipient("(?: to=functions\\.([^<\\s]+))"); - - static const common_regex start_regex("<\\|start\\|>assistant"); - static const common_regex analysis_regex("<\\|channel\\|>analysis"); - static const common_regex final_regex("<\\|channel\\|>final" + constraint + "?"); - static const common_regex preamble_regex("<\\|channel\\|>commentary"); - static const common_regex tool_call1_regex(recipient + "<\\|channel\\|>(analysis|commentary)" + constraint + "?"); - static const common_regex tool_call2_regex("<\\|channel\\|>(analysis|commentary)" + recipient + constraint + "?"); - - auto consume_end = [&](bool include_end = false) { - if (auto res = builder.try_find_literal("<|end|>")) { - return res->prelude + (include_end ? builder.str(res->groups[0]) : ""); - } - return builder.consume_rest(); - }; - - auto handle_tool_call = [&](const std::string & name) { - if (auto args = builder.try_consume_json_with_dumped_args({{}})) { - if (builder.syntax().parse_tool_calls) { - if (!builder.add_tool_call(name, "", args->value) || args->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } else if (args->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - }; - - auto regex_match = [](const common_regex & regex, const std::string & input) -> std::optional { - auto match = regex.search(input, 0, true); - if (match.type == COMMON_REGEX_MATCH_TYPE_FULL) { - return match; - } - return std::nullopt; - }; - - do { - auto header_start_pos = builder.pos(); - auto content_start = builder.try_find_literal("<|message|>"); - if (!content_start) { - throw common_chat_msg_partial_exception("incomplete header"); - } - - auto header = content_start->prelude; - - if (auto match = regex_match(tool_call1_regex, header)) { - auto group = match->groups[1]; - auto name = header.substr(group.begin, group.end - group.begin); - handle_tool_call(name); - continue; - } - - if (auto match = regex_match(tool_call2_regex, header)) { - auto group = match->groups[2]; - auto name = header.substr(group.begin, group.end - group.begin); - handle_tool_call(name); - continue; - } - - if (regex_match(analysis_regex, header)) { - builder.move_to(header_start_pos); - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE || builder.syntax().reasoning_in_content) { - builder.add_content(consume_end(true)); - } else { - builder.try_parse_reasoning("<|channel|>analysis<|message|>", "<|end|>"); - } - continue; - } - - if(regex_match(final_regex, header) || regex_match(preamble_regex, header)) { - builder.add_content(consume_end()); - continue; - } - - // Possibly a malformed message, attempt to recover by rolling - // back to pick up the next <|start|> - LOG_DBG("%s: unknown header from message: %s\n", __func__, header.c_str()); - builder.move_to(header_start_pos); - } while (builder.try_find_regex(start_regex, std::string::npos, false)); - - auto remaining = builder.consume_rest(); - if (!remaining.empty()) { - LOG_DBG("%s: content after last message: %s\n", __func__, remaining.c_str()); - } -} - -static void common_chat_parse_glm_4_5(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.tool_sep = */ "", - /* form.key_start = */ "", - /* form.key_val_sep = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - /* form.key_val_sep2 = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - -static void common_chat_parse_firefunction_v2(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - static const common_regex prefix(regex_escape(" functools[")); - parse_prefixed_json_tool_call_array(builder, prefix, /* rstrip_prefix= */ 1); -} - -static void common_chat_parse_functionary_v3_2(common_chat_msg_parser & builder) { - static const common_regex function_regex_start_only(R"((\w+\n\{|python\n|all\n))"); - static const common_regex function_regex(R"(>>>(\w+\n\{|python\n|all\n))"); - static const common_regex close_regex(R"(\s*)"); - - parse_json_tool_calls( - builder, - std::nullopt, - function_regex_start_only, - function_regex, - close_regex, - std::nullopt, - /* allow_raw_python= */ true, - /* get_function_name= */ [&](const auto & res) -> std::string { - auto at_start = res.groups[0].begin == 0; - auto name = builder.str(res.groups[1]); - if (!name.empty() && name.back() == '{') { - // Unconsume the opening brace '{' to ensure the JSON parsing goes well. - builder.move_back(1); - } - auto idx = name.find_last_not_of("\n{"); - name = name.substr(0, idx + 1); - if (at_start && name == "all") { - return ""; - } - return name; - }); -} - -static void common_chat_parse_functionary_v3_1_llama_3_1(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - // This version of Functionary still supports the llama 3.1 tool call format for the python tool. - static const common_regex python_tag_regex(regex_escape("<|python_tag|>")); - - static const common_regex function_regex(R"()"); - static const common_regex close_regex(R"()"); - - parse_json_tool_calls( - builder, - /* block_open= */ std::nullopt, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - std::nullopt); - - if (auto res = builder.try_find_regex(python_tag_regex)) { - auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); - builder.add_tool_call("python", "", arguments); - return; - } -} - -static void common_chat_parse_hermes_2_pro(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex open_regex( - "(?:" - "(```(?:xml|json)?\\n\\s*)?" // match 1 (block_start) - "(" // match 2 (open_tag) - "" - "|" - "|" - "|" - "|" - "|" - "|" - "|" - ")?" - "(\\s*\\{\\s*\"name\")" // match 3 (named tool call) - ")" - "|]+)>" // match 4 (function name) - "|" // match 5 (function name again) - ); - - while (auto res = builder.try_find_regex(open_regex)) { - const auto & block_start = res->groups[1]; - std::string block_end = block_start.empty() ? "" : "```"; - - const auto & open_tag = res->groups[2]; - std::string close_tag; - - if (!res->groups[3].empty()) { - builder.move_to(res->groups[3].begin); - close_tag = open_tag.empty() ? "" : "value) || tool_call->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_spaces(); - builder.consume_literal(close_tag); - builder.consume_spaces(); - if (!block_end.empty()) { - builder.consume_literal(block_end); - builder.consume_spaces(); - } - } else { - throw common_chat_msg_partial_exception("failed to parse tool call"); - } - } else { - auto function_name = builder.str(res->groups[4]); - if (function_name.empty()) { - function_name = builder.str(res->groups[5]); - } - GGML_ASSERT(!function_name.empty()); - - close_tag = ""; - - if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) { - if (!builder.add_tool_call(function_name, "", arguments->value) || arguments->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_spaces(); - builder.consume_literal(close_tag); - builder.consume_spaces(); - if (!block_end.empty()) { - builder.consume_literal(block_end); - builder.consume_spaces(); - } - } - } - } - - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse_granite(common_chat_msg_parser & builder) { - // Parse thinking tags - static const common_regex start_think_regex(regex_escape("")); - static const common_regex end_think_regex(regex_escape("")); - // Granite models output partial tokens such as "<" and "groups[0].begin); - builder.try_find_regex(end_think_regex, std::string::npos, false); - // Restore position for try_parse_reasoning() - builder.move_to(res->groups[0].begin); - } - builder.try_parse_reasoning("", ""); - - // Parse response tags - static const common_regex start_response_regex(regex_escape("")); - static const common_regex end_response_regex(regex_escape("")); - // Granite models output partial tokens such as "<" and "")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - // Expect JSON array of tool calls - if (auto tool_call = builder.try_consume_json_with_dumped_args({{{"arguments"}}})) { - if (!builder.add_tool_calls(tool_call->value) || tool_call->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - } else { - builder.add_content(builder.consume_rest()); - } -} - -static void common_chat_parse_nemotron_v2(common_chat_msg_parser & builder) { - // Parse thinking tags - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // Look for tool calls - static const common_regex tool_call_regex(regex_escape("")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - // Expect JSON array of tool calls - auto tool_calls_data = builder.consume_json(); - if (tool_calls_data.json.is_array()) { - if (!builder.try_consume_literal("")) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - builder.add_tool_calls(tool_calls_data.json); - } else { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse_apertus(common_chat_msg_parser & builder) { - // Parse thinking tags - builder.try_parse_reasoning("<|inner_prefix|>", "<|inner_suffix|>"); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // Look for tool calls - static const common_regex tool_call_regex(regex_escape("<|tools_prefix|>")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - auto tool_calls_data = builder.consume_json(); - if (tool_calls_data.json.is_array()) { - builder.consume_spaces(); - if (!builder.try_consume_literal("<|tools_suffix|>")) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - for (const auto & value : tool_calls_data.json) { - if (value.is_object()) { - builder.add_tool_call_short_form(value); - } - } - } else { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - builder.add_content(builder.consume_rest()); -} - - -static void common_chat_parse_lfm2(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // LFM2 format: <|tool_call_start|>[{"name": "get_current_time", "arguments": {"location": "Paris"}}]<|tool_call_end|> - static const common_regex tool_call_start_regex(regex_escape("<|tool_call_start|>")); - static const common_regex tool_call_end_regex(regex_escape("<|tool_call_end|>")); - - // Loop through all tool calls - while (auto res = builder.try_find_regex(tool_call_start_regex, std::string::npos, /* add_prelude_to_content= */ true)) { - builder.move_to(res->groups[0].end); - - // Parse JSON array format: [{"name": "...", "arguments": {...}}] - auto tool_calls_data = builder.consume_json(); - - // Consume end marker - builder.consume_spaces(); - if (!builder.try_consume_regex(tool_call_end_regex)) { - throw common_chat_msg_partial_exception("Expected <|tool_call_end|>"); - } - - // Process each tool call in the array - if (tool_calls_data.json.is_array()) { - for (const auto & tool_call : tool_calls_data.json) { - if (!tool_call.is_object()) { - throw common_chat_msg_partial_exception("Tool call must be an object"); - } - - if (!tool_call.contains("name")) { - throw common_chat_msg_partial_exception("Tool call missing 'name' field"); - } - - std::string function_name = tool_call.at("name"); - std::string arguments = "{}"; - - if (tool_call.contains("arguments")) { - if (tool_call.at("arguments").is_object()) { - arguments = tool_call.at("arguments").dump(); - } else if (tool_call.at("arguments").is_string()) { - arguments = tool_call.at("arguments"); - } - } - - if (!builder.add_tool_call(function_name, "", arguments)) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - } else { - throw common_chat_msg_partial_exception("Expected JSON array for tool calls"); - } - - // Consume any trailing whitespace after this tool call - builder.consume_spaces(); - } - - // Consume any remaining content after all tool calls - auto remaining = builder.consume_rest(); - if (!string_strip(remaining).empty()) { - builder.add_content(remaining); - } -} - -static void common_chat_parse_seed_oss(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.key_start = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - -static void common_chat_parse_solar_open(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("<|think|>", "<|end|><|begin|>assistant<|content|>"); - - // TODO: Tool calling - - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse_exaone_moe_content(common_chat_msg_parser & builder) { - // 1) { "name": "...", "arguments": {...} } - // 2) { "id": "...", "type": "function", "function": { "name": "...", "arguments": {...} } } - static const common_regex tool_call_open(R"(]*>)"); - - if (!builder.syntax().parse_tool_calls) { - LOG_DBG("%s: not parse_tool_calls\n", __func__); - builder.add_content(builder.consume_rest()); - return; - } - - LOG_DBG("%s: parse_tool_calls\n", __func__); - - // Find all blocks - while (auto first = builder.try_find_regex(tool_call_open, std::string::npos, /* add_prelude_to_content= */ true)) { - builder.move_to(first->groups[0].end); - builder.consume_spaces(); - - builder.try_consume_literal("```json"); - builder.try_consume_literal("```"); - builder.consume_spaces(); - - // Consume JSON object - auto data = builder.consume_json(); - - builder.consume_spaces(); - builder.try_consume_literal("```"); - builder.consume_spaces(); - - if (!builder.try_consume_literal("")) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_spaces(); - - // Extract name and arguments - std::string name; - std::string id; - nlohmann::ordered_json arguments; - - const auto extract_args = [&](const nlohmann::ordered_json & obj) -> bool { - if (!obj.contains("name") || !obj.contains("arguments")) { - return false; - } - name = obj.at("name").get(); - arguments = obj.at("arguments"); - if (obj.contains("id") && obj.at("id").is_string()) { - id = obj.at("id").get(); - } - return true; - }; - - if (!extract_args(data.json)) { - if (data.json.contains("function") && data.json.at("function").is_object()) { - auto fn = data.json.at("function"); - extract_args(fn); - if (id.empty() && data.json.contains("id") && data.json.at("id").is_string()) { - id = data.json.at("id").get(); - } - } - } - - // If name is empty, treat the JSON object as content - if (name.empty()) { - LOG_DBG("%s: tool call missing name, treating as content\n", __func__); - builder.add_content(data.json.dump()); - continue; - } - - std::string args_str = arguments.dump(); - if (!builder.add_tool_call(name, id, args_str)) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse_exaone_moe(common_chat_msg_parser & builder) { - LOG_DBG("%s: parsing exaone_moe\n", __func__); - // EXAONE MoE outputs reasoning content between "" and "" tags, followed by regular content - // First try to parse using the standard reasoning parsing method - LOG_DBG("%s: thinking_forced_open: %s\n", __func__, std::to_string(builder.syntax().thinking_forced_open).c_str()); - - auto start_pos = builder.pos(); - auto found_end_think = builder.try_find_literal(""); - builder.move_to(start_pos); - - if (builder.syntax().thinking_forced_open && !builder.is_partial() && !found_end_think) { - LOG_DBG("%s: no end_think, not partial, adding content\n", __func__); - common_chat_parse_exaone_moe_content(builder); - } else if (builder.try_parse_reasoning("", "")) { - // If reasoning was parsed successfully, the remaining content is regular content - LOG_DBG("%s: parsed reasoning, adding content\n", __func__); - common_chat_parse_exaone_moe_content(builder); - } else { - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE) { - LOG_DBG("%s: reasoning_format none, adding content\n", __func__); - common_chat_parse_exaone_moe_content(builder); - return; - } - // If no reasoning tags found, check if we should treat everything as reasoning - if (builder.syntax().thinking_forced_open) { - // If thinking is forced open but no tags found, treat everything as reasoning - LOG_DBG("%s: thinking_forced_open, adding reasoning content\n", __func__); - builder.add_reasoning_content(builder.consume_rest()); - } else { - LOG_DBG("%s: no thinking_forced_open, adding content\n", __func__); - common_chat_parse_exaone_moe_content(builder); - } - } -} - -static void common_chat_parse_content_only(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse(common_chat_msg_parser & builder) { - LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(builder.syntax().format), builder.input().c_str()); - - switch (builder.syntax().format) { - case COMMON_CHAT_FORMAT_CONTENT_ONLY: - common_chat_parse_content_only(builder); - break; - case COMMON_CHAT_FORMAT_GENERIC: - common_chat_parse_generic(builder); - break; - case COMMON_CHAT_FORMAT_MISTRAL_NEMO: - common_chat_parse_mistral_nemo(builder); - break; - case COMMON_CHAT_FORMAT_MAGISTRAL: - common_chat_parse_magistral(builder); - break; - case COMMON_CHAT_FORMAT_LLAMA_3_X: - common_chat_parse_llama_3_1(builder); - break; - case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: - common_chat_parse_llama_3_1(builder, /* with_builtin_tools= */ true); - break; - case COMMON_CHAT_FORMAT_DEEPSEEK_R1: - common_chat_parse_deepseek_r1(builder); - break; - case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1: - common_chat_parse_deepseek_v3_1(builder); - break; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: - common_chat_parse_functionary_v3_2(builder); - break; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: - common_chat_parse_functionary_v3_1_llama_3_1(builder); - break; - case COMMON_CHAT_FORMAT_HERMES_2_PRO: - common_chat_parse_hermes_2_pro(builder); - break; - case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: - common_chat_parse_firefunction_v2(builder); - break; - case COMMON_CHAT_FORMAT_COMMAND_R7B: - common_chat_parse_command_r7b(builder); - break; - case COMMON_CHAT_FORMAT_GRANITE: - common_chat_parse_granite(builder); - break; - case COMMON_CHAT_FORMAT_GPT_OSS: - common_chat_parse_gpt_oss(builder); - break; - case COMMON_CHAT_FORMAT_SEED_OSS: - common_chat_parse_seed_oss(builder); - break; - case COMMON_CHAT_FORMAT_NEMOTRON_V2: - common_chat_parse_nemotron_v2(builder); - break; - case COMMON_CHAT_FORMAT_APERTUS: - common_chat_parse_apertus(builder); - break; - case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS: - common_chat_parse_lfm2(builder); - break; - case COMMON_CHAT_FORMAT_MINIMAX_M2: - common_chat_parse_minimax_m2(builder); - break; - case COMMON_CHAT_FORMAT_GLM_4_5: - common_chat_parse_glm_4_5(builder); - break; - case COMMON_CHAT_FORMAT_KIMI_K2: - common_chat_parse_kimi_k2(builder); - break; - case COMMON_CHAT_FORMAT_APRIEL_1_5: - common_chat_parse_apriel_1_5(builder); - break; - case COMMON_CHAT_FORMAT_XIAOMI_MIMO: - common_chat_parse_xiaomi_mimo(builder); - break; - case COMMON_CHAT_FORMAT_SOLAR_OPEN: - common_chat_parse_solar_open(builder); - break; - case COMMON_CHAT_FORMAT_EXAONE_MOE: - common_chat_parse_exaone_moe(builder); - break; - default: - throw std::runtime_error(std::string("Unsupported format: ") + common_chat_format_name(builder.syntax().format)); - } - builder.finish(); -} - -common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_parser_params & syntax) { - if (syntax.format == COMMON_CHAT_FORMAT_PEG_SIMPLE || - syntax.format == COMMON_CHAT_FORMAT_PEG_NATIVE || - syntax.format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED) { - return common_chat_peg_parse(syntax.parser, input, is_partial, syntax); - } - common_chat_msg_parser builder(input, is_partial, syntax); - try { - common_chat_parse(builder); - } catch (const common_chat_msg_partial_exception & ex) { - LOG_DBG("Partial parse: %s\n", ex.what()); - if (!is_partial) { - builder.clear_tools(); - builder.move_to(0); - common_chat_parse_content_only(builder); - } - } - auto msg = builder.result(); - if (!is_partial) { - LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({msg}).at(0).dump().c_str()); - } - return msg; -} - -common_chat_msg common_chat_peg_parse(const common_peg_arena & parser, const std::string & input, bool is_partial, const common_chat_parser_params & syntax) { - if (parser.empty()) { - throw std::runtime_error("Failed to parse due to missing parser definition."); - } - - LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(syntax.format), input.c_str()); - - common_peg_parse_context ctx(input, is_partial); - auto result = parser.parse(ctx); - if (result.fail()) { - throw std::runtime_error(std::string("Failed to parse input at pos ") + std::to_string(result.end)); - } - - common_chat_msg msg; - msg.role = "assistant"; - - if (syntax.format == COMMON_CHAT_FORMAT_PEG_NATIVE) { - auto mapper = common_chat_peg_native_mapper(msg); - mapper.from_ast(ctx.ast, result); - } else if (syntax.format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED) { - auto mapper = common_chat_peg_constructed_mapper(msg); - mapper.from_ast(ctx.ast, result); - } else { - // Generic mapper - auto mapper = common_chat_peg_mapper(msg); - mapper.from_ast(ctx.ast, result); - } - if (!is_partial) { - LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({msg}).at(0).dump().c_str()); - } - return msg; -} diff --git a/common/chat-parser.h b/common/chat-parser.h deleted file mode 100644 index 3ed9c30a2b..0000000000 --- a/common/chat-parser.h +++ /dev/null @@ -1,133 +0,0 @@ -#pragma once - -#include "chat.h" -#include "chat-parser-xml-toolcall.h" -#include "json-partial.h" -#include "regex-partial.h" - -#include - -#include -#include -#include - -class common_chat_msg_partial_exception : public std::runtime_error { - public: - common_chat_msg_partial_exception(const std::string & message) : std::runtime_error(message) {} -}; - -class common_chat_msg_parser { - std::string input_; - bool is_partial_; - common_chat_parser_params syntax_; // TODO: rename to params - std::string healing_marker_; - - size_t pos_ = 0; - common_chat_msg result_; - - public: - common_chat_msg_parser(const std::string & input, bool is_partial, const common_chat_parser_params & syntax); - const std::string & input() const { return input_; } - size_t pos() const { return pos_; } - const std::string & healing_marker() const { return healing_marker_; } - const bool & is_partial() const { return is_partial_; } - const common_chat_msg & result() const { return result_; } - const common_chat_parser_params & syntax() const { return syntax_; } - - void move_to(size_t pos) { - if (pos > input_.size()) { - throw std::runtime_error("Invalid position!"); - } - pos_ = pos; - } - void move_back(size_t n) { - if (pos_ < n) { - throw std::runtime_error("Can't move back that far!"); - } - pos_ -= n; - } - - // Get the substring of the input at the given range - std::string str(const common_string_range & rng) const; - - // Appends to the result.content field - void add_content(const std::string & content); - - // Appends to the result.reasoning_content field - void add_reasoning_content(const std::string & reasoning_content); - - // Adds a tool call to the result. If the tool call is too incomplete (e.g. name empty), it won't add anything. - bool add_tool_call(const std::string & name, const std::string & id, const std::string & arguments); - - // Adds a tool call using the "name", "id" and "arguments" fields of the json object - bool add_tool_call(const nlohmann::ordered_json & tool_call); - - // Adds an array of tool calls using their "name", "id" and "arguments" fields. - bool add_tool_calls(const nlohmann::ordered_json & arr); - - // Adds a tool call using the short form: { "tool_name": { "arg1": val, "arg2": val } } - bool add_tool_call_short_form(const nlohmann::ordered_json & tool_call); - - void finish(); - - bool consume_spaces(); - - void consume_literal(const std::string & literal); - - bool try_parse_reasoning(const std::string & start_think, const std::string & end_think); - - std::string consume_rest(); - - struct find_regex_result { - std::string prelude; - std::vector groups; - }; - - std::optional try_find_regex(const common_regex & regex, size_t from = std::string::npos, bool add_prelude_to_content = true); - - bool try_consume_literal(const std::string & literal); - - std::optional try_find_literal(const std::string & literal); - - find_regex_result consume_regex(const common_regex & regex); - - std::optional try_consume_regex(const common_regex & regex); - - std::optional try_consume_json(); - common_json consume_json(); - - struct consume_json_result { - nlohmann::ordered_json value; - bool is_partial; - }; - - /* - Consume (possibly partial) json and converts specific subtrees to (possibly truncated) JSON strings. - - By default, object keys can't be truncated, nor can string values (their corresponding key is removed, - e.g. `{"foo": "bar", "baz": "b` -> `{"foo": "bar"}` - - But one can allow subpaths to be kept truncated, and possibly json-dumped to truncated json strings - - with `content_paths={{"foo"}}` -> `{"foo": "b` -> {"foo": "b"}` - - with `args_paths={{"foo"}}` -> `{"foo": {"b` -> `{"foo": "{b"}` - */ - consume_json_result consume_json_with_dumped_args( - const std::vector> & args_paths = {}, - const std::vector> & content_paths = {} - ); - std::optional try_consume_json_with_dumped_args( - const std::vector> & args_paths = {}, - const std::vector> & content_paths = {} - ); - - /** - * Parse XML-Style tool call for given xml_tool_call_format. Return false for invalid syntax and get the position untouched. - * form.scope_start, form.tool_sep and form.scope_end can be empty. - */ - bool try_consume_xml_tool_calls(const struct xml_tool_call_format & form); - - // Parse content uses reasoning and XML-Style tool call - void consume_reasoning_with_xml_tool_calls(const struct xml_tool_call_format & form, const std::string & start_think = "", const std::string & end_think = ""); - - void clear_tools(); -}; diff --git a/common/chat-peg-parser.cpp b/common/chat-peg-parser.cpp index 1bcba9cd86..624dee22fb 100644 --- a/common/chat-peg-parser.cpp +++ b/common/chat-peg-parser.cpp @@ -1,13 +1,17 @@ #include "chat-peg-parser.h" +#include "chat-auto-parser.h" +#include "ggml.h" +#include "peg-parser.h" + #include -using json = nlohmann::json; +using ordered_json = nlohmann::ordered_json; static std::string_view trim_trailing_space(std::string_view sv, int max = -1) { int count = 0; while (!sv.empty() && std::isspace(static_cast(sv.back()))) { - if (max != -1 && count <= max) { + if (max != -1 && count >= max) { break; } sv.remove_suffix(1); @@ -16,109 +20,988 @@ static std::string_view trim_trailing_space(std::string_view sv, int max = -1) { return sv; } -void common_chat_peg_mapper::from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result) { +static std::string_view trim_leading_space(std::string_view sv, int max = -1) { + int count = 0; + while (!sv.empty() && std::isspace(static_cast(sv.front()))) { + if (max != -1 && count >= max) { + break; + } + sv.remove_prefix(1); + count++; + } + return sv; +} + +static std::string_view trim(std::string_view sv) { + return trim_trailing_space(trim_leading_space(sv, 1)); +} + +// Count the number of unclosed '{' braces in a JSON-like string, +// properly skipping braces inside quoted strings. +static int json_brace_depth(const std::string & s) { + int depth = 0; + bool in_string = false; + bool escaped = false; + for (char c : s) { + if (escaped) { + escaped = false; + continue; + } + if (c == '\\' && in_string) { + escaped = true; + continue; + } + if (c == '"') { + in_string = !in_string; + continue; + } + if (!in_string) { + if (c == '{') { + depth++; + } else if (c == '}') { + depth--; + } + } + } + return depth; +} + +// JSON-escape a string and return the inner content (without surrounding quotes). +static std::string escape_json_string_inner(const std::string & s) { + std::string escaped = ordered_json(s).dump(); + if (escaped.size() >= 2 && escaped.front() == '"' && escaped.back() == '"') { + return escaped.substr(1, escaped.size() - 2); + } + return escaped; +} + +// Convert Python-style single-quoted strings to JSON double-quoted strings +// Only converts outer string delimiters, properly handling escape sequences: +// - {'key': 'value'} -> {"key": "value"} +// - {'code': 'print(\'hello\')'} -> {"code": "print('hello')"} +// - {'msg': 'He said "hi"'} -> {"msg": "He said \"hi\""} +static std::string normalize_quotes_to_json(const std::string & input) { + std::string result; + result.reserve(input.size() + 16); // May need extra space for escaping + + bool in_single_quoted = false; + bool in_double_quoted = false; + + for (size_t i = 0; i < input.size(); ++i) { + char c = input[i]; + + // Handle escape sequences + if (c == '\\' && i + 1 < input.size()) { + char next = input[i + 1]; + + if (in_single_quoted) { + // Inside a single-quoted string being converted to double quotes + if (next == '\'') { + // \' -> ' (escaped single quote becomes unescaped in double-quoted string) + result += '\''; + ++i; + continue; + } + if (next == '"') { + // \" stays as \" (already escaped, works in double-quoted string) + result += "\\\""; + ++i; + continue; + } + // Other escapes (\n, \\, etc.): pass through both characters + result += c; + result += next; + ++i; + continue; + } + + if (in_double_quoted) { + // Inside a double-quoted string - pass through escape sequences as-is + result += c; + result += next; + ++i; + continue; + } + + // Outside any string - just pass through the backslash + result += c; + continue; + } + + // Handle quote characters + if (c == '"') { + if (in_single_quoted) { + // Unescaped double quote inside single-quoted string -> must escape for JSON + result += "\\\""; + } else { + // Double quote as string delimiter or outside strings + in_double_quoted = !in_double_quoted; + result += c; + } + } else if (c == '\'') { + if (in_double_quoted) { + // Single quote inside double-quoted string -> pass through + result += c; + } else if (in_single_quoted) { + // Closing single quote -> convert to double quote + in_single_quoted = false; + result += '"'; + } else { + // Opening single quote -> convert to double quote + in_single_quoted = true; + result += '"'; + } + } else { + result += c; + } + } + + return result; +} + +void tag_based_peg_mapper::from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result) { arena.visit(result, [this](const common_peg_ast_node & node) { - map(node); + if (!node.tag.empty()) { + tags[node.tag] = std::string(node.text); + } }); } -void common_chat_peg_mapper::map(const common_peg_ast_node & node) { - bool is_reasoning = node.tag == common_chat_peg_builder::REASONING; - bool is_content = node.tag == common_chat_peg_builder::CONTENT; +tagged_parse_result tagged_peg_parser::parse_and_extract(const std::string & input, common_peg_parse_flags extra_flags) const { + common_peg_parse_context ctx(input, flags | extra_flags); + auto parse_result = arena.parse(ctx); - if (is_reasoning) { - result.reasoning_content = std::string(trim_trailing_space(node.text)); + tag_based_peg_mapper mapper; + mapper.from_ast(ctx.ast, parse_result); + + return { std::move(parse_result), std::move(mapper.tags) }; +} + +tagged_parse_result tagged_peg_parser::parse_anywhere_and_extract(const std::string & input) const { + if (input.empty()) { + return parse_and_extract(input); + } + for (size_t i = 0; i < input.size(); i++) { + common_peg_parse_context ctx(input, flags); + auto parse_result = arena.parse(ctx, i); + if (parse_result.success() || i == input.size() - 1) { + tag_based_peg_mapper mapper; + mapper.from_ast(ctx.ast, parse_result); + return { std::move(parse_result), std::move(mapper.tags) }; + } + } + GGML_ABORT("Should not happen"); +} + +tagged_peg_parser build_tagged_peg_parser( + const std::function & fn) { + common_peg_parser_builder builder; + builder.set_root(fn(builder)); + return { builder.build() }; +} + +common_peg_parser common_chat_peg_builder::tag_with_safe_content(const std::string & tag_name, + const std::string & marker, + const common_peg_parser & p) { + if (marker.empty()) { + return zero_or_more(choice({ p, rule(tag_name, content(any())) })); + } + auto content_chunk = rule(tag_name, content(negate(literal(marker)) + any() + until(marker))); + return zero_or_more(choice({ p, content_chunk })); +} + +std::string & common_chat_peg_mapper::args_target() { + return (current_tool && !current_tool->name.empty()) ? current_tool->arguments : args_buffer; +} + +std::string common_chat_peg_mapper::normalize_container_value(const std::string & input) { + return normalize_quotes_to_json(input); +} + +void common_chat_peg_mapper::from_ast(const common_peg_ast_arena & arena, + const common_peg_parse_result & parse_result_arg) { + arena.visit(parse_result_arg, [this](const common_peg_ast_node & node) { map(node); }); + // Flush any pending tool call that was started but never got a name + // This happens during partial parsing when the tool call is incomplete + if (pending_tool_call.has_value() && !pending_tool_call->name.empty()) { + if (!args_buffer.empty()) { + pending_tool_call->arguments = args_buffer; + } + if (closing_quote_pending && !pending_tool_call->arguments.empty()) { + pending_tool_call->arguments += "\""; + } + result.tool_calls.push_back(pending_tool_call.value()); + pending_tool_call.reset(); } - if (is_content) { - result.content = std::string(trim_trailing_space(node.text)); + // Discard whitespace-only reasoning content (e.g. from prefill) + if (!result.reasoning_content.empty()) { + bool all_whitespace = true; + for (char c : result.reasoning_content) { + if (c != ' ' && c != '\n' && c != '\r' && c != '\t') { + all_whitespace = false; + break; + } + } + if (all_whitespace) { + result.reasoning_content.clear(); + } } } -void common_chat_peg_native_mapper::map(const common_peg_ast_node & node) { - common_chat_peg_mapper::map(node); +void common_chat_peg_mapper::map(const common_peg_ast_node & node) { + // Handle reasoning/content tags + bool is_reasoning = node.tag == common_chat_peg_builder::REASONING; + bool is_content = node.tag == common_chat_peg_builder::CONTENT; - bool is_tool_open = node.tag == common_chat_peg_native_builder::TOOL_OPEN; - bool is_tool_name = node.tag == common_chat_peg_native_builder::TOOL_NAME; - bool is_tool_id = node.tag == common_chat_peg_native_builder::TOOL_ID; - bool is_tool_args = node.tag == common_chat_peg_native_builder::TOOL_ARGS; + if (is_reasoning) { // GPT OSS can have more than 1 reasoning block, so concatenate here + result.reasoning_content += std::string(node.text); + } + + if (is_content) { + // Concatenate content from multiple content nodes (e.g., when reasoning markers + // are preserved before content markers in reasoning_format=NONE mode) + result.content += std::string(node.text); + } + + // Handle tool-related tags (supporting both JSON and tagged formats) + bool is_tool_open = node.tag == common_chat_peg_builder::TOOL_OPEN; + bool is_tool_close = node.tag == common_chat_peg_builder::TOOL_CLOSE; + bool is_tool_name = node.tag == common_chat_peg_builder::TOOL_NAME; + bool is_tool_id = node.tag == common_chat_peg_builder::TOOL_ID; + bool is_tool_args = node.tag == common_chat_peg_builder::TOOL_ARGS; + bool is_arg_open = node.tag == common_chat_peg_builder::TOOL_ARG_OPEN; + bool is_arg_close = node.tag == common_chat_peg_builder::TOOL_ARG_CLOSE; + bool is_arg_name = node.tag == common_chat_peg_builder::TOOL_ARG_NAME; + bool is_arg_value = node.tag == common_chat_peg_builder::TOOL_ARG_VALUE; + bool is_arg_string_value = node.tag == common_chat_peg_builder::TOOL_ARG_STRING_VALUE; if (is_tool_open) { - result.tool_calls.emplace_back(); - current_tool = &result.tool_calls.back(); + pending_tool_call = common_chat_tool_call(); + current_tool = &pending_tool_call.value(); + arg_count = 0; + args_buffer.clear(); + closing_quote_pending = false; } if (is_tool_id && current_tool) { - current_tool->id = std::string(trim_trailing_space(node.text)); + auto text = trim_trailing_space(node.text); + if (text.size() >= 2 && text.front() == '"' && text.back() == '"') { + text = text.substr(1, text.size() - 2); + } + current_tool->id = std::string(text); } if (is_tool_name && current_tool) { current_tool->name = std::string(trim_trailing_space(node.text)); + // Now that we have the name, populate the arguments from the buffer + if (!args_buffer.empty()) { + current_tool->arguments = args_buffer; + args_buffer.clear(); + } else if (current_tool->arguments.empty()) { + current_tool->arguments = "{"; + } + // Add the tool call to results so streaming can see it + if (pending_tool_call.has_value()) { + result.tool_calls.push_back(pending_tool_call.value()); + pending_tool_call.reset(); + current_tool = &result.tool_calls.back(); + } } if (is_tool_args && current_tool) { - current_tool->arguments = std::string(trim_trailing_space(node.text)); - } -} - -void common_chat_peg_constructed_mapper::map(const common_peg_ast_node & node) { - common_chat_peg_mapper::map(node); - - bool is_tool_open = node.tag == common_chat_peg_constructed_builder::TOOL_OPEN; - bool is_tool_name = node.tag == common_chat_peg_constructed_builder::TOOL_NAME; - bool is_tool_close = node.tag == common_chat_peg_constructed_builder::TOOL_CLOSE; - bool is_arg_open = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_OPEN; - bool is_arg_close = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_CLOSE; - bool is_arg_name = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_NAME; - bool is_arg_string = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_STRING_VALUE; - bool is_arg_json = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_JSON_VALUE; - - if (is_tool_open) { - result.tool_calls.emplace_back(); - current_tool = &result.tool_calls.back(); - arg_count = 0; - } - - if (is_tool_name) { - current_tool->name = std::string(node.text); - current_tool->arguments = "{"; + // For JSON format: arguments come as a complete JSON object + // For tagged format: built up from individual arg_name/arg_value nodes + auto text = trim_trailing_space(node.text); + if (!text.empty() && text.front() == '{') { + args_target() = std::string(text); + } } if (is_arg_open) { - needs_closing_quote = false; + closing_quote_pending = false; } if (is_arg_name && current_tool) { + std::string arg_entry; if (arg_count > 0) { - current_tool->arguments += ","; + arg_entry = ","; } - current_tool->arguments += json(trim_trailing_space(node.text)).dump() + ":"; + arg_entry += ordered_json(trim(node.text)).dump() + ":"; ++arg_count; + + auto & target = args_target(); + if (target.empty()) { + target = "{"; + } + target += arg_entry; } - if (is_arg_string && current_tool) { - // Serialize to JSON, but exclude the end quote - std::string dumped = json(trim_trailing_space(node.text)).dump(); - current_tool->arguments += dumped.substr(0, dumped.size() - 1); - needs_closing_quote = true; + if ((is_arg_value || is_arg_string_value) && current_tool) { + std::string value_content = std::string(trim_trailing_space(trim_leading_space(node.text, 1), 1)); + + std::string value_to_add; + if (value_content.empty() && is_arg_string_value) { + // Empty string value - arg_close will add the closing quote + value_to_add = "\""; + closing_quote_pending = true; + } else if (!value_content.empty() && is_arg_string_value) { + // Schema declares this as string type - always treat as literal string value + if (!closing_quote_pending) { + value_to_add = "\""; + closing_quote_pending = true; + } + value_to_add += escape_json_string_inner(value_content); + } else if (!value_content.empty()) { + // For potential containers, normalize Python-style single quotes to JSON double quotes + bool is_potential_container = value_content[0] == '[' || value_content[0] == '{'; + if (is_potential_container) { + value_content = normalize_container_value(value_content); + } + + // Try to parse as JSON value (number, bool, null, object, array) + try { + ordered_json parsed = ordered_json::parse(value_content); + if (parsed.is_string()) { + // Don't add closing quote yet (added by arg_close) for monotonic streaming + std::string escaped = parsed.dump(); + if (!escaped.empty() && escaped.back() == '"') { + escaped.pop_back(); + } + value_to_add = escaped; + closing_quote_pending = true; + } else { + // Non-string values: use raw content to preserve whitespace for monotonicity + value_to_add = value_content; + } + } catch (...) { + if (node.is_partial && is_potential_container) { + // Partial container: pass through the already-normalized content + value_to_add = value_content; + } else { + // Not valid JSON - treat as string value + if (!closing_quote_pending) { + value_to_add = "\""; + closing_quote_pending = true; + } + value_to_add += escape_json_string_inner(value_content); + } + } + } + + args_target() += value_to_add; } if (is_arg_close && current_tool) { - if (needs_closing_quote) { - current_tool->arguments += "\""; - needs_closing_quote = false; + if (closing_quote_pending) { + args_target() += "\""; + closing_quote_pending = false; } } - if (is_arg_json && current_tool) { - current_tool->arguments += std::string(trim_trailing_space(node.text)); - } - if (is_tool_close && current_tool) { - if (needs_closing_quote) { - current_tool->arguments += "\""; - needs_closing_quote = false; + // Flush buffer to arguments if tool name was never seen + if (current_tool->name.empty() && !args_buffer.empty()) { + current_tool->arguments = args_buffer; + args_buffer.clear(); + } + // Close any pending string quote + if (closing_quote_pending) { + current_tool->arguments += "\""; + closing_quote_pending = false; + } + // Close any unclosed braces (accounts for nested objects) + for (int d = json_brace_depth(current_tool->arguments); d > 0; d--) { + current_tool->arguments += "}"; + } + // Add tool call to results if named; otherwise discard + if (pending_tool_call.has_value()) { + if (!current_tool->name.empty()) { + result.tool_calls.push_back(pending_tool_call.value()); + } + pending_tool_call.reset(); } - current_tool->arguments += "}"; + } +} + +common_peg_parser common_chat_peg_builder::standard_constructed_tools( + const std::map & markers, + const ordered_json & tools, + bool parallel_tool_calls, + bool force_tool_calls) { + if (!tools.is_array() || tools.empty()) { + return eps(); + } + + // Extract markers with defaults + auto get_marker = [&markers](const std::string & key, const std::string & default_val = "") -> std::string { + auto it = markers.find(key); + return it != markers.end() ? it->second : default_val; + }; + + std::string section_start = get_marker("tool_call_start_marker", ""); + std::string section_end = get_marker("tool_call_end_marker", ""); + std::string func_opener = get_marker("function_opener", ""); + std::string func_closer = get_marker("function_closer", ""); + std::string param_key_prefix = get_marker("parameter_key_prefix", ""); + std::string param_closer = get_marker("parameter_closer", ""); + + // Build tool choices for tagged format + auto tool_choices = choice(); + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { + continue; + } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + ordered_json params = function.contains("parameters") ? function.at("parameters") : ordered_json::object(); + + // Build argument parsers + auto args = eps(); + if (params.contains("properties") && !params["properties"].empty()) { + auto arg_choice = choice(); + for (const auto & el : params["properties"].items()) { + const std::string & prop_name = el.key(); + + auto arg_name_parser = + choice({ literal(prop_name), literal("\"" + prop_name + "\""), literal("'" + prop_name + "'") }); + + auto arg_rule = tool_arg(tool_arg_open(literal(param_key_prefix)) + tool_arg_name(arg_name_parser) + + literal(param_key_suffix) + tool_arg_value(until(param_closer)) + + tool_arg_close(literal(param_closer))); + arg_choice |= arg_rule; + } + args = zero_or_more(arg_choice + space()); + } + + // Build function parser: args + auto tool_parser = tool(tool_open(literal(func_opener) + tool_name(literal(name)) + literal(func_name_suffix)) + + space() + tool_args(args) + space() + tool_close(literal(func_closer))); + + tool_choices |= rule("tool-" + name, tool_parser); + } + + // Build the section with markers + auto section = + parallel_tool_calls ? + trigger_rule("tool-call", literal(section_start) + space() + one_or_more(tool_choices + space()) + + literal(section_end)) : + trigger_rule("tool-call", literal(section_start) + space() + tool_choices + space() + literal(section_end)); + + return force_tool_calls ? section : optional(section); +} + +// Python-style tool calls: name(arg1="value1", arg2=123) +// Used only by LFM2 for now, so we don't merge it into autoparser +common_peg_parser common_chat_peg_builder::python_style_tool_calls( + const ordered_json & tools, + bool parallel_tool_calls) { + if (!tools.is_array() || tools.empty()) { + return eps(); + } + + auto tool_choices = choice(); + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { + continue; + } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + ordered_json params = function.contains("parameters") ? function.at("parameters") : ordered_json::object(); + + auto args = eps(); + if (params.contains("properties") && !params["properties"].empty()) { + auto arg_choice = choice(); + for (const auto & el : params["properties"].items()) { + const std::string & prop_name = el.key(); + const auto & prop_def = el.value(); + bool is_string_type = (prop_def.contains("type") && prop_def["type"] == "string"); + + auto arg_name_parser = literal(prop_name); + + common_peg_parser arg_value_parser = eps(); + auto string_value_parser = choice({ + literal("\"") + tool_arg_string_value(string_content('"')) + literal("\""), + literal("'") + tool_arg_string_value(string_content('\'')) + literal("'") + }); + + if (is_string_type) { + arg_value_parser = string_value_parser; + } else { + arg_value_parser = tool_arg_value(python_value()); + } + + // Full argument: name="value" or name=value + auto arg_rule = tool_arg( + tool_arg_open(eps()) + + tool_arg_name(arg_name_parser) + + literal("=") + + arg_value_parser + + tool_arg_close(eps()) + ); + arg_choice |= arg_rule; + } + + args = arg_choice + zero_or_more("," + space() + arg_choice); + } + + auto tool_parser = tool(tool_open(tool_name(literal(name)) + literal("(")) + + space() + tool_args(args) + space() + tool_close(literal(")")) + ); + + tool_choices |= rule("tool-" + name, tool_parser); + } + + if (parallel_tool_calls) { + return "[" + space() + tool_choices + zero_or_more("," + space() + tool_choices) + space() + "]"; + } + return "[" + space() + tool_choices + space() + "]"; +} + +// Helper: Parse dot notation key into prefix and field name +static std::pair parse_key_spec(const std::string & key) { + auto dot_pos = key.find('.'); + if (dot_pos == std::string::npos) { + return {"", key}; // Top-level field + } + return {key.substr(0, dot_pos), key.substr(dot_pos + 1)}; +} + +// Mode 1: function_is_key — parse {"function_name": {...}} +common_peg_parser common_chat_peg_builder::build_json_tools_function_is_key( + const ordered_json & tools, + const std::string & args_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key) { + + auto tool_choices = choice(); + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { + continue; + } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + ordered_json params = function.contains("parameters") ? function.at("parameters") : ordered_json::object(); + + // Build inner object fields + std::vector inner_fields; + + if (!call_id_key.empty()) { + auto id_parser = atomic( + literal("\"" + call_id_key + "\"") + space() + literal(":") + space() + + literal("\"") + tool_id(string_content('"')) + literal("\"") + ); + inner_fields.push_back(optional(id_parser + space() + optional(literal(",") + space()))); + } + + if (!gen_call_id_key.empty()) { + auto gen_id_parser = atomic( + literal("\"" + gen_call_id_key + "\"") + space() + literal(":") + space() + + choice({ + literal("\"") + tool_id(string_content('"')) + literal("\""), + tool_id(json_number()) + }) + ); + inner_fields.push_back(optional(gen_id_parser + space() + optional(literal(",") + space()))); + } + + // Arguments — either wrapped in args_key or parsed directly + common_peg_parser args_parser = eps(); + if (args_key.empty()) { + args_parser = tool_args(schema(json(), "tool-" + name + "-schema", params)); + } else { + args_parser = literal("\"" + effective_args_key + "\"") + space() + literal(":") + space() + + tool_args(schema(json(), "tool-" + name + "-schema", params)); + } + inner_fields.push_back(args_parser); + + // Build inner object parser + common_peg_parser inner_object = eps(); + if (args_key.empty() && inner_fields.size() == 1) { + inner_object = inner_fields[0]; + } else { + inner_object = literal("{") + space(); + for (size_t i = 0; i < inner_fields.size(); i++) { + inner_object = inner_object + inner_fields[i]; + if (i < inner_fields.size() - 1) { + inner_object = inner_object + space(); + } + } + inner_object = inner_object + space() + literal("}"); + } + + auto tool_parser = tool( + tool_open(literal("{")) + space() + + literal("\"") + tool_name(literal(name)) + literal("\"") + + space() + literal(":") + space() + + inner_object + + space() + tool_close(literal("}")) + ); + + tool_choices |= rule("tool-" + name, tool_parser); + } + + return tool_choices; +} + +// Mode 2: Nested keys (dot notation like "function.name") +common_peg_parser common_chat_peg_builder::build_json_tools_nested_keys( + const ordered_json & tools, + const std::string & effective_name_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key) { + + auto tool_choices = choice(); + + auto name_spec = parse_key_spec(effective_name_key); + auto args_spec = parse_key_spec(effective_args_key); + + std::string nested_prefix = !name_spec.first.empty() ? name_spec.first : args_spec.first; + std::string nested_name_field = !name_spec.first.empty() ? name_spec.second : effective_name_key; + std::string nested_args_field = !args_spec.first.empty() ? args_spec.second : effective_args_key; + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { + continue; + } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + ordered_json params = function.contains("parameters") ? function.at("parameters") : ordered_json::object(); + + auto nested_name = literal("\"" + nested_name_field + "\"") + space() + literal(":") + space() + + literal("\"") + tool_name(literal(name)) + literal("\""); + auto nested_args = literal("\"" + nested_args_field + "\"") + space() + literal(":") + space() + + tool_args(schema(json(), "tool-" + name + "-schema", params)); + + auto nested_object = literal("{") + space() + + nested_name + space() + literal(",") + space() + + nested_args + + space() + literal("}"); + + // Format: { id?, "function": {...} } + auto tool_parser_body = tool_open(literal("{")) + space(); + + if (!call_id_key.empty()) { + auto id_spec = parse_key_spec(call_id_key); + if (id_spec.first.empty()) { + auto id_parser = atomic( + literal("\"" + call_id_key + "\"") + space() + literal(":") + space() + + literal("\"") + tool_id(string_content('"')) + literal("\"") + ); + tool_parser_body = tool_parser_body + optional(id_parser + space() + literal(",") + space()); + } + } + + if (!gen_call_id_key.empty()) { + auto gen_id_spec = parse_key_spec(gen_call_id_key); + if (gen_id_spec.first.empty()) { + auto gen_id_parser = atomic( + literal("\"" + gen_call_id_key + "\"") + space() + literal(":") + space() + + choice({ + literal("\"") + tool_id(string_content('"')) + literal("\""), + tool_id(json_number()) + }) + ); + tool_parser_body = tool_parser_body + optional(gen_id_parser + space() + literal(",") + space()); + } + } + + auto nested_field = literal("\"" + nested_prefix + "\"") + space() + literal(":") + space() + nested_object; + tool_parser_body = tool_parser_body + nested_field + space() + tool_close(literal("}")); + + tool_choices |= rule("tool-" + name, tool(tool_parser_body)); + } + + return tool_choices; +} + +// Mode 3: Flat keys with optional ID fields and parameter ordering +common_peg_parser common_chat_peg_builder::build_json_tools_flat_keys( + const ordered_json & tools, + const std::string & effective_name_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key, + const std::vector & parameters_order) { + + auto tool_choices = choice(); + auto name_key_parser = literal("\"" + effective_name_key + "\""); + auto args_key_parser = literal("\"" + effective_args_key + "\""); + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { + continue; + } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + ordered_json params = function.contains("parameters") ? function.at("parameters") : ordered_json::object(); + + auto tool_name_ = name_key_parser + space() + literal(":") + space() + + literal("\"") + tool_name(literal(name)) + literal("\""); + auto tool_args_ = args_key_parser + space() + literal(":") + space() + + tool_args(schema(json(), "tool-" + name + "-schema", params)); + + // Build ID parsers if keys are provided + common_peg_parser id_parser = eps(); + if (!call_id_key.empty()) { + id_parser = atomic( + literal("\"" + call_id_key + "\"") + space() + literal(":") + space() + + choice({ + literal("\"") + tool_id(string_content('"')) + literal("\""), + tool_id(json_number()) + }) + ); + } + + common_peg_parser gen_id_parser = eps(); + if (!gen_call_id_key.empty()) { + gen_id_parser = atomic( + literal("\"" + gen_call_id_key + "\"") + space() + literal(":") + space() + + choice({ + literal("\"") + tool_id(string_content('"')) + literal("\""), + tool_id(json_number()) + }) + ); + } + + // Create (parser, key) pairs for all fields, then sort by parameters_order + std::vector> parser_pairs; + parser_pairs.emplace_back(tool_name_, effective_name_key); + parser_pairs.emplace_back(tool_args_, effective_args_key); + if (!call_id_key.empty()) { + parser_pairs.emplace_back(optional(id_parser), call_id_key); + } + if (!gen_call_id_key.empty()) { + parser_pairs.emplace_back(optional(gen_id_parser), gen_call_id_key); + } + + std::sort(parser_pairs.begin(), parser_pairs.end(), + [¶meters_order](const auto & a, const auto & b) { + auto pos_a = std::find(parameters_order.begin(), parameters_order.end(), a.second); + auto pos_b = std::find(parameters_order.begin(), parameters_order.end(), b.second); + size_t idx_a = (pos_a == parameters_order.end()) ? parameters_order.size() : std::distance(parameters_order.begin(), pos_a); + size_t idx_b = (pos_b == parameters_order.end()) ? parameters_order.size() : std::distance(parameters_order.begin(), pos_b); + return idx_a < idx_b; + }); + + auto ordered_body = tool_open(literal("{")) + space(); + for (size_t i = 0; i < parser_pairs.size(); i++) { + ordered_body = ordered_body + parser_pairs[i].first; + if (i < parser_pairs.size() - 1) { + ordered_body = ordered_body + space() + literal(",") + space(); + } + } + ordered_body = ordered_body + space() + tool_close(literal("}")); + + tool_choices |= rule("tool-" + name, tool(ordered_body)); + } + + return tool_choices; +} + +common_peg_parser common_chat_peg_builder::prefix(const std::string & s, const std::string & delimiter) { + if (s.empty()) { + return eps(); + } + if (delimiter.empty()) { + return literal(s); + } + return literal(s.substr(0, s.rfind(delimiter))); +} + +common_peg_parser common_chat_peg_builder::standard_json_tools( + const std::string & section_start, + const std::string & section_end, + const ordered_json & tools, + bool parallel_tool_calls, + bool force_tool_calls, + const std::string & name_key, + const std::string & args_key, + bool array_wrapped, + bool function_is_key, + const std::string & call_id_key, + const std::string & gen_call_id_key, + const std::vector & parameters_order) { + if (!tools.is_array() || tools.empty()) { + return eps(); + } + + std::string effective_name_key = name_key.empty() ? "name" : name_key; + std::string effective_args_key = args_key.empty() ? "arguments" : args_key; + + // Dispatch to the appropriate builder based on the JSON layout mode + common_peg_parser tool_choices = eps(); + if (function_is_key) { + tool_choices = build_json_tools_function_is_key(tools, args_key, effective_args_key, call_id_key, gen_call_id_key); + } else { + auto name_spec = parse_key_spec(effective_name_key); + auto args_spec = parse_key_spec(effective_args_key); + if (!name_spec.first.empty() || !args_spec.first.empty()) { + tool_choices = build_json_tools_nested_keys(tools, effective_name_key, effective_args_key, call_id_key, gen_call_id_key); + } else { + tool_choices = build_json_tools_flat_keys(tools, effective_name_key, effective_args_key, call_id_key, gen_call_id_key, parameters_order); + } + } + + // Build the section with markers + auto tool_calls = tool_choices; + if (parallel_tool_calls) { + tool_calls = tool_calls + zero_or_more(space() + literal(",") + space() + tool_choices); + } + + if (array_wrapped) { + tool_calls = literal("[") + space() + tool_calls + space() + literal("]"); + } + + auto section = + trigger_rule("tool-call", literal(section_start) + space() + tool_calls + space() + literal(section_end)); + + return force_tool_calls ? section : optional(section); +} + +void common_chat_peg_gemma4_mapper::from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result) { + for (const auto & node : result.nodes) { + visit(arena, node); + } +} + +static std::string gemma4_to_json(const common_peg_ast_arena & arena, common_peg_ast_id id) { + const auto & node = arena.get(id); + + if (node.text.empty()) { + return ""; + } + + if (node.rule == "gemma4-number" || node.rule == "gemma4-bool" || node.rule == "gemma4-null") { + return std::string(node.text); + } + + if (node.rule == "gemma4-string-content") { + return escape_json_string_inner(std::string(node.text)); + } + + if (node.rule == "gemma4-string") { + std::string result = "\""; + if (!node.children.empty()) { + result += gemma4_to_json(arena, node.children[0]); + if (!node.is_partial) { + result += "\""; + } + } + return result; + } + + if (node.rule == "gemma4-array") { + std::string result = "["; + + bool add_comma = false; + for (auto child_id : node.children) { + if (add_comma) { + result += ','; + } + add_comma = true; + result += gemma4_to_json(arena, child_id); + } + + if (!node.is_partial) { + result += ']'; + } + return result; + } + + if (node.rule == "gemma4-dict-key-name") { + return std::string(node.text); + } + + if (node.rule == "gemma4-dict-key") { + std::string result = "\""; + if (!node.children.empty()) { + result += escape_json_string_inner(gemma4_to_json(arena, node.children[0])); + } + if (!node.is_partial) { + result += "\":"; + } + return result; + } + + if (node.rule == "gemma4-dict-kv") { + std::string result; + for (auto child_id : node.children) { + result += gemma4_to_json(arena, child_id); + } + return result; + } + + if (node.rule == "gemma4-dict") { + std::string result = "{"; + + bool add_comma = false; + for (auto child_id : node.children) { + if (add_comma) { + result += ','; + } + add_comma = true; + result += gemma4_to_json(arena, child_id); + } + + if (!node.is_partial) { + result += '}'; + } + return result; + } + + if (node.rule == "gemma4-value") { + if (!node.children.empty()) { + return gemma4_to_json(arena, node.children[0]); + } + return ""; + } + + return ""; +} + +void common_chat_peg_gemma4_mapper::visit(const common_peg_ast_arena & arena, common_peg_ast_id id) { + const auto & node = arena.get(id); + + if (node.tag == "reasoning") { + result.reasoning_content += std::string(node.text); + return; + } + + if (node.tag == "content") { + result.content += std::string(node.text); + return; + } + + if (node.tag == "tool") { + auto name_id = arena.find_by_tag(node, "tool-name"); + auto args_id = arena.find_by_tag(node, "tool-args"); + + if (name_id != COMMON_PEG_INVALID_AST_ID && args_id != COMMON_PEG_INVALID_AST_ID) { + const auto & name_node = arena.get(name_id); + const auto & args_node = arena.get(args_id); + + if (!name_node.is_partial) { + common_chat_tool_call call; + call.name = std::string(name_node.text); + if (!args_node.children.empty()) { + call.arguments = gemma4_to_json(arena, args_node.children[0]); + } + result.tool_calls.push_back(call); + } + } + + return; + } + + for (auto child_id : node.children) { + visit(arena, child_id); } } diff --git a/common/chat-peg-parser.h b/common/chat-peg-parser.h index b84cbed206..1ea3eb7eb8 100644 --- a/common/chat-peg-parser.h +++ b/common/chat-peg-parser.h @@ -3,22 +3,9 @@ #include "chat.h" #include "peg-parser.h" -class common_chat_peg_builder : public common_peg_parser_builder { - public: - static constexpr const char * REASONING_BLOCK = "reasoning-block"; - static constexpr const char * REASONING = "reasoning"; - static constexpr const char * CONTENT = "content"; - - common_peg_parser reasoning_block(const common_peg_parser & p) { return tag(REASONING_BLOCK, p); } - common_peg_parser reasoning(const common_peg_parser & p) { return tag(REASONING, p); } - common_peg_parser content(const common_peg_parser & p) { return tag(CONTENT, p); } -}; - -inline common_peg_arena build_chat_peg_parser(const std::function & fn) { - common_chat_peg_builder builder; - builder.set_root(fn(builder)); - return builder.build(); -} +#include +#include +#include class common_chat_peg_mapper { public: @@ -26,80 +13,183 @@ class common_chat_peg_mapper { common_chat_peg_mapper(common_chat_msg & msg) : result(msg) {} + virtual ~common_chat_peg_mapper() = default; + virtual void from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result); virtual void map(const common_peg_ast_node & node); + protected: + virtual std::string normalize_container_value(const std::string & input); + private: + // Tool call handling state + std::optional pending_tool_call; // Tool call waiting for name + common_chat_tool_call * current_tool = nullptr; + int arg_count = 0; + bool closing_quote_pending = false; + std::string args_buffer; // Buffer to delay arguments until tool name is known + + // Returns a reference to the active argument destination string. + // Before tool_name is known, writes go to args_buffer; after, to current_tool->arguments. + std::string & args_target(); }; -class common_chat_peg_native_builder : public common_chat_peg_builder { +class common_chat_peg_gemma4_mapper : public common_chat_peg_mapper { public: - static constexpr const char * TOOL = "tool"; - static constexpr const char * TOOL_OPEN = "tool-open"; - static constexpr const char * TOOL_CLOSE = "tool-close"; - static constexpr const char * TOOL_ID = "tool-id"; - static constexpr const char * TOOL_NAME = "tool-name"; - static constexpr const char * TOOL_ARGS = "tool-args"; + common_chat_peg_gemma4_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {} + virtual void from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result); + private: + void visit(const common_peg_ast_arena & arena, common_peg_ast_id id); +}; +struct content_structure; +struct tool_call_structure; + +class common_chat_peg_builder : public common_peg_parser_builder { + public: + // Tag constants (from former common_chat_peg_base_builder) + static constexpr const char * REASONING_BLOCK = "reasoning-block"; + static constexpr const char * REASONING = "reasoning"; + static constexpr const char * CONTENT = "content"; + + // Tag constants + static constexpr const char * TOOL = "tool"; + static constexpr const char * TOOL_OPEN = "tool-open"; + static constexpr const char * TOOL_CLOSE = "tool-close"; + static constexpr const char * TOOL_ID = "tool-id"; + static constexpr const char * TOOL_NAME = "tool-name"; + static constexpr const char * TOOL_ARGS = "tool-args"; + static constexpr const char * TOOL_ARG = "tool-arg"; + static constexpr const char * TOOL_ARG_OPEN = "tool-arg-open"; + static constexpr const char * TOOL_ARG_CLOSE = "tool-arg-close"; + static constexpr const char * TOOL_ARG_NAME = "tool-arg-name"; + static constexpr const char * TOOL_ARG_VALUE = "tool-arg-value"; + static constexpr const char * TOOL_ARG_STRING_VALUE = "tool-arg-string-value"; // For schema-declared string types + + // Low-level tag methods (from former common_chat_peg_base_builder) + common_peg_parser reasoning_block(const common_peg_parser & p) { return tag(REASONING_BLOCK, p); } + + common_peg_parser reasoning(const common_peg_parser & p) { return tag(REASONING, p); } + + common_peg_parser content(const common_peg_parser & p) { return tag(CONTENT, p); } + + common_peg_parser tag_with_safe_content(const std::string & tag_name, + const std::string & marker, + const common_peg_parser & p); + + // Low-level tag methods common_peg_parser tool(const common_peg_parser & p) { return tag(TOOL, p); } common_peg_parser tool_open(const common_peg_parser & p) { return atomic(tag(TOOL_OPEN, p)); } common_peg_parser tool_close(const common_peg_parser & p) { return atomic(tag(TOOL_CLOSE, p)); } common_peg_parser tool_id(const common_peg_parser & p) { return atomic(tag(TOOL_ID, p)); } common_peg_parser tool_name(const common_peg_parser & p) { return atomic(tag(TOOL_NAME, p)); } common_peg_parser tool_args(const common_peg_parser & p) { return tag(TOOL_ARGS, p); } -}; - -class common_chat_peg_native_mapper : public common_chat_peg_mapper { - common_chat_tool_call * current_tool; - - public: - common_chat_peg_native_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {} - - void map(const common_peg_ast_node & node) override; -}; - -inline common_peg_arena build_chat_peg_native_parser(const std::function & fn) { - common_chat_peg_native_builder builder; - builder.set_root(fn(builder)); - return builder.build(); -} - -class common_chat_peg_constructed_builder : public common_chat_peg_builder { - public: - static constexpr const char * TOOL = "tool"; - static constexpr const char * TOOL_OPEN = "tool-open"; - static constexpr const char * TOOL_CLOSE = "tool-close"; - static constexpr const char * TOOL_NAME = "tool-name"; - static constexpr const char * TOOL_ARG = "tool-arg"; - static constexpr const char * TOOL_ARG_OPEN = "tool-arg-open"; - static constexpr const char * TOOL_ARG_CLOSE = "tool-arg-close"; - static constexpr const char * TOOL_ARG_NAME = "tool-arg-name"; - static constexpr const char * TOOL_ARG_STRING_VALUE = "tool-arg-string-value"; - static constexpr const char * TOOL_ARG_JSON_VALUE = "tool-arg-json-value"; - - common_peg_parser tool(const common_peg_parser & p) { return tag(TOOL, p); } - common_peg_parser tool_open(const common_peg_parser & p) { return atomic(tag(TOOL_OPEN, p)); } - common_peg_parser tool_close(const common_peg_parser & p) { return atomic(tag(TOOL_CLOSE, p)); } - common_peg_parser tool_name(const common_peg_parser & p) { return atomic(tag(TOOL_NAME, p)); } common_peg_parser tool_arg(const common_peg_parser & p) { return tag(TOOL_ARG, p); } common_peg_parser tool_arg_open(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_OPEN, p)); } common_peg_parser tool_arg_close(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_CLOSE, p)); } common_peg_parser tool_arg_name(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_NAME, p)); } + common_peg_parser tool_arg_value(const common_peg_parser & p) { return tag(TOOL_ARG_VALUE, p); } + + // Use for schema-declared string types - won't be treated as potential JSON container common_peg_parser tool_arg_string_value(const common_peg_parser & p) { return tag(TOOL_ARG_STRING_VALUE, p); } - common_peg_parser tool_arg_json_value(const common_peg_parser & p) { return tag(TOOL_ARG_JSON_VALUE, p); } + common_peg_parser tool_arg_json_value(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_VALUE, p)); } + + + // Return a parser that parses the prefix of a string, up to a given delimiter. + common_peg_parser prefix(const std::string & s, const std::string & delimiter = {}); + + // Legacy-compatible helper for building standard JSON tool calls + // Used by tests and manual parsers + // name_key/args_key: JSON key names for function name and arguments + // Empty or "name"/"arguments" will accept both common variations + // Supports dot notation for nested objects (e.g., "function.name") + // array_wrapped: if true, tool calls are wrapped in JSON array [...] + // function_is_key: if true, function name is the JSON key (e.g., {"func_name": {...}}) + // call_id_key: JSON key for string call ID (e.g., "id") + // gen_call_id_key: JSON key for generated integer call ID (e.g., "tool_call_id") + // parameters_order: order in which JSON fields should be parsed + common_peg_parser standard_json_tools(const std::string & section_start, + const std::string & section_end, + const nlohmann::ordered_json & tools, + bool parallel_tool_calls, + bool force_tool_calls, + const std::string & name_key = "", + const std::string & args_key = "", + bool array_wrapped = false, + bool function_is_key = false, + const std::string & call_id_key = "", + const std::string & gen_call_id_key = "", + const std::vector & parameters_order = {}); + + // Legacy-compatible helper for building XML/tagged style tool calls + // Used by tests and manual parsers + common_peg_parser standard_constructed_tools(const std::map & markers, + const nlohmann::ordered_json & tools, + bool parallel_tool_calls, + bool force_tool_calls); + + // Helper for Python-style function call format: name(arg1="value1", arg2=123) + // Used by LFM2 and similar templates + common_peg_parser python_style_tool_calls(const nlohmann::ordered_json & tools, + bool parallel_tool_calls); + + private: + // Implementation helpers for standard_json_tools — one per JSON tool call layout mode + common_peg_parser build_json_tools_function_is_key(const nlohmann::ordered_json & tools, + const std::string & args_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key); + + common_peg_parser build_json_tools_nested_keys(const nlohmann::ordered_json & tools, + const std::string & effective_name_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key); + + common_peg_parser build_json_tools_flat_keys(const nlohmann::ordered_json & tools, + const std::string & effective_name_key, + const std::string & effective_args_key, + const std::string & call_id_key, + const std::string & gen_call_id_key, + const std::vector & parameters_order); }; -class common_chat_peg_constructed_mapper : public common_chat_peg_mapper { - common_chat_tool_call * current_tool; - int arg_count = 0; - bool needs_closing_quote = false; - - public: - common_chat_peg_constructed_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {} - - void map(const common_peg_ast_node & node) override; -}; - -inline common_peg_arena build_chat_peg_constructed_parser(const std::function & fn) { - common_chat_peg_constructed_builder builder; - builder.set_root(fn(builder)); - return builder.build(); +inline common_peg_arena build_chat_peg_parser( + const std::function & fn) { + common_chat_peg_builder builder; + builder.set_root(fn(builder)); + return builder.build(); } + +class tag_based_peg_mapper { + public: + std::map tags; + + void from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result); +}; + +struct tagged_parse_result { + common_peg_parse_result result; + std::map tags; +}; + +struct tagged_peg_parser { + common_peg_arena arena; + common_peg_parse_flags flags = COMMON_PEG_PARSE_FLAG_NONE; + + tagged_peg_parser & withDebug() { + flags |= COMMON_PEG_PARSE_FLAG_DEBUG; + return *this; + } + + tagged_peg_parser & withoutDebug() { + flags = flags & ~COMMON_PEG_PARSE_FLAG_DEBUG; + return *this; + } + + tagged_parse_result parse_and_extract(const std::string & input, common_peg_parse_flags extra_flags = COMMON_PEG_PARSE_FLAG_NONE) const; + tagged_parse_result parse_anywhere_and_extract(const std::string & input) const; +}; + +tagged_peg_parser build_tagged_peg_parser( + const std::function & fn); + diff --git a/common/chat.cpp b/common/chat.cpp index 52780c59ad..3f3b063306 100644 --- a/common/chat.cpp +++ b/common/chat.cpp @@ -1,39 +1,56 @@ #include "chat.h" -#include "chat-parser.h" + +#include "chat-auto-parser-helpers.h" +#include "chat-auto-parser.h" #include "chat-peg-parser.h" #include "common.h" -#include "json-partial.h" +#include "ggml.h" #include "json-schema-to-grammar.h" #include "log.h" -#include "regex-partial.h" -#include "jinja/parser.h" #include "jinja/value.h" #include "jinja/runtime.h" #include "jinja/caps.h" +#include "peg-parser.h" + +#include "nlohmann/json.hpp" -#include #include -#include +#include +#include #include #include -#include + #include +#include #include #include +#include #include using json = nlohmann::ordered_json; static std::string format_time(const std::chrono::system_clock::time_point & now, const std::string & format) { - auto time = std::chrono::system_clock::to_time_t(now); - auto local_time = *std::localtime(&time); + auto time = std::chrono::system_clock::to_time_t(now); + auto local_time = *std::localtime(&time); std::ostringstream ss; ss << std::put_time(&local_time, format.c_str()); auto res = ss.str(); return res; } +static json safe_args_parse(const std::string & to_parse) { + std::string stripped = to_parse; + if (to_parse.at(0) == '"' && to_parse.at(to_parse.length() - 1) == '"') { + stripped = to_parse.substr(1, to_parse.length() - 1); + } + try { + return json::parse(stripped); + } catch (json::exception & e) { + return stripped; + } +} + static std::string string_diff(const std::string & last, const std::string & current) { if (last.empty()) { return current; @@ -116,7 +133,7 @@ json common_chat_msg::to_json_oaicompat(bool concat_typed_text) const { {"type", "function"}, {"function", { {"name", tool_call.name}, - {"arguments", tool_call.arguments}, + {"arguments", json(tool_call.arguments)}, }}, }; if (!tool_call.id.empty()) { @@ -133,7 +150,8 @@ json common_chat_msg::to_json_oaicompat(bool concat_typed_text) const { return jmsg; } -std::vector common_chat_msg_diff::compute_diffs(const common_chat_msg & msg_prv, const common_chat_msg & msg_new) { +std::vector common_chat_msg_diff::compute_diffs(const common_chat_msg & msg_prv, + const common_chat_msg & msg_new) { std::vector diffs; if (msg_new.tool_calls.size() > msg_prv.tool_calls.size()) { diffs.reserve(msg_new.tool_calls.size() - msg_prv.tool_calls.size() + 3); @@ -143,38 +161,56 @@ std::vector common_chat_msg_diff::compute_diffs(const comm // TODO: these can become expensive for long messages - how to optimize? if (msg_prv.reasoning_content != msg_new.reasoning_content) { - auto & diff = diffs.emplace_back(); + auto & diff = diffs.emplace_back(); diff.reasoning_content_delta = string_diff(msg_prv.reasoning_content, msg_new.reasoning_content); } if (msg_prv.content != msg_new.content) { - auto & diff = diffs.emplace_back(); + auto & diff = diffs.emplace_back(); diff.content_delta = string_diff(msg_prv.content, msg_new.content); } if (msg_new.tool_calls.size() < msg_prv.tool_calls.size()) { - throw std::runtime_error("Invalid diff: now finding less tool calls!"); + std::string err = "Invalid diff: now finding less tool calls!\n"; + err += " Previous (" + std::to_string(msg_prv.tool_calls.size()) + "):\n"; + for (const auto & tc : msg_prv.tool_calls) { + err += " - name: '" + tc.name + "', args: '" + tc.arguments + "'\n"; + } + err += " Current (" + std::to_string(msg_new.tool_calls.size()) + "):\n"; + for (const auto & tc : msg_new.tool_calls) { + err += " - name: '" + tc.name + "', args: '" + tc.arguments + "'\n"; + } + err += " Current msg text content:\n" + msg_new.content + "\n"; + throw std::runtime_error(err); } if (!msg_prv.tool_calls.empty()) { - const auto idx = msg_prv.tool_calls.size() - 1; + const auto idx = msg_prv.tool_calls.size() - 1; const auto & pref = msg_prv.tool_calls[idx]; const auto & newf = msg_new.tool_calls[idx]; - if (pref.name != newf.name) { - throw std::runtime_error("Invalid diff: tool call mismatch!"); + // Allow tool name to change during incremental parsing: + // - empty -> non-empty (initial discovery) + // - prefix -> longer string (name grows as more input is parsed) + if (pref.name != newf.name && !pref.name.empty() && !newf.name.empty()) { + // Check if one is a prefix of the other (for incremental parsing where names grow or shrink) + bool is_prefix = (newf.name.rfind(pref.name, 0) == 0); + if (!is_prefix) { + LOG_ERR("Tool call mismatch: prev='%s' new='%s'\n", pref.name.c_str(), newf.name.c_str()); + throw std::runtime_error("Invalid diff: tool call mismatch!"); + } } const auto args_diff = string_diff(pref.arguments, newf.arguments); - if (!args_diff.empty() || pref.id != newf.id) { - auto & diff = diffs.emplace_back(); + if (!args_diff.empty() || pref.id != newf.id || pref.name != newf.name) { + auto & diff = diffs.emplace_back(); diff.tool_call_index = idx; - if (pref.id != newf.id) { - diff.tool_call_delta.id = newf.id; + if (pref.id != newf.id || pref.name != newf.name) { + diff.tool_call_delta.id = newf.id; diff.tool_call_delta.name = newf.name; } diff.tool_call_delta.arguments = args_diff; } } for (size_t idx = msg_prv.tool_calls.size(); idx < msg_new.tool_calls.size(); ++idx) { - auto & diff = diffs.emplace_back(); + auto & diff = diffs.emplace_back(); diff.tool_call_index = idx; diff.tool_call_delta = msg_new.tool_calls[idx]; } @@ -184,94 +220,14 @@ std::vector common_chat_msg_diff::compute_diffs(const comm using chat_template_caps = jinja::caps; -struct common_chat_template { - jinja::program prog; - std::string bos_tok; - std::string eos_tok; - std::string src; - chat_template_caps caps; - - common_chat_template(const std::string & src, const std::string & bos_token, const std::string & eos_token) { - jinja::lexer lexer; - auto lexer_res = lexer.tokenize(src); - this->prog = jinja::parse_from_tokens(lexer_res); - - this->src = lexer_res.source; - this->bos_tok = bos_token; - this->eos_tok = eos_token; - - this->caps = jinja::caps_get(prog); - // LOG_INF("%s: caps:\n%s\n", __func__, this->caps.to_string().c_str()); - } - - const std::string & source() const { return src; } - const std::string & bos_token() const { return bos_tok; } - const std::string & eos_token() const { return eos_tok; } - - // TODO: this is ugly, refactor it somehow - json add_system(const json & messages, const std::string & system_prompt) const { - GGML_ASSERT(messages.is_array()); - auto msgs_copy = messages; - if (!caps.supports_system_role) { - if (msgs_copy.empty()) { - msgs_copy.insert(msgs_copy.begin(), json{ - {"role", "user"}, - {"content", system_prompt} - }); - } else { - auto & first_msg = msgs_copy[0]; - if (!first_msg.contains("content")) { - first_msg["content"] = ""; - } - first_msg["content"] = system_prompt + "\n\n" - + first_msg["content"].get(); - } - } else { - if (msgs_copy.empty() || msgs_copy[0].at("role") != "system") { - msgs_copy.insert(msgs_copy.begin(), json{ - {"role", "system"}, - {"content", system_prompt} - }); - } else if (msgs_copy[0].at("role") == "system") { - msgs_copy[0]["content"] = system_prompt; - } - } - return msgs_copy; - } - - chat_template_caps original_caps() const { - return caps; - } - -}; - struct common_chat_templates { bool add_bos; bool add_eos; - bool has_explicit_template; // Model had builtin template or template overridde was specified. - std::unique_ptr template_default; // always set (defaults to chatml) + bool has_explicit_template; // Model had builtin template or template overridden was specified. + std::unique_ptr template_default; // always set (defaults to chatml) std::unique_ptr template_tool_use; }; -struct templates_params { - json messages; - json tools; - common_chat_tool_choice tool_choice; - json json_schema; - bool parallel_tool_calls; - common_reasoning_format reasoning_format; - bool stream; - std::string grammar; - bool add_generation_prompt = true; - bool enable_thinking = true; - std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); - json extra_context; - bool add_bos; - bool add_eos; - bool is_inference = true; - bool mark_input = true; // whether to mark input strings in the jinja context -}; - common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::string & tool_choice) { if (tool_choice == "auto") { return COMMON_CHAT_TOOL_CHOICE_AUTO; @@ -286,23 +242,24 @@ common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::strin } bool common_chat_templates_support_enable_thinking(const common_chat_templates * chat_templates) { - common_chat_templates_inputs dummy_inputs; + common_chat_templates_inputs inputs; + inputs.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; common_chat_msg msg; - msg.role = "user"; + msg.role = "user"; msg.content = "test"; - dummy_inputs.messages = {msg}; - dummy_inputs.enable_thinking = false; - const auto rendered_no_thinking = common_chat_templates_apply(chat_templates, dummy_inputs); - dummy_inputs.enable_thinking = true; - const auto rendered_with_thinking = common_chat_templates_apply(chat_templates, dummy_inputs); - return rendered_no_thinking.prompt != rendered_with_thinking.prompt; + inputs.messages = { msg }; + inputs.enable_thinking = true; + inputs.add_generation_prompt = true; + inputs.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; + + auto params = common_chat_templates_apply(chat_templates, inputs); + return params.supports_thinking; } std::vector common_chat_msgs_parse_oaicompat(const json & messages) { std::vector msgs; try { - if (!messages.is_array()) { throw std::invalid_argument("Expected 'messages' to be an array, got " + messages.dump()); } @@ -318,7 +275,7 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa } msg.role = message.at("role"); - auto has_content = message.contains("content"); + auto has_content = message.contains("content"); auto has_tool_calls = message.contains("tool_calls"); if (has_content) { const auto & content = message.at("content"); @@ -339,7 +296,9 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa msg.content_parts.push_back(msg_part); } } else if (!content.is_null()) { - throw std::invalid_argument("Invalid 'content' type: expected string or array, got " + content.dump() + " (ref: https://github.com/ggml-org/llama.cpp/issues/8367)"); + throw std::invalid_argument("Invalid 'content' type: expected string or array, got " + + content.dump() + + " (ref: https://github.com/ggml-org/llama.cpp/issues/8367)"); } } if (has_tool_calls) { @@ -359,8 +318,13 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa if (!fc.contains("name")) { throw std::invalid_argument("Missing tool call name: " + tool_call.dump()); } - tc.name = fc.at("name"); - tc.arguments = fc.at("arguments"); + tc.name = fc.at("name"); + const auto & args = fc.at("arguments"); + if (args.is_string()) { + tc.arguments = args; + } else { + tc.arguments = args.dump(); + } if (tool_call.contains("id")) { tc.id = tool_call.at("id"); } @@ -368,7 +332,9 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa } } if (!has_content && !has_tool_calls) { - throw std::invalid_argument("Expected 'content' or 'tool_calls' (ref: https://github.com/ggml-org/llama.cpp/issues/8367 & https://github.com/ggml-org/llama.cpp/issues/12279)"); + throw std::invalid_argument( + "Expected 'content' or 'tool_calls' (ref: https://github.com/ggml-org/llama.cpp/issues/8367 & " + "https://github.com/ggml-org/llama.cpp/issues/12279)"); } if (message.contains("reasoning_content")) { msg.reasoning_content = message.at("reasoning_content"); @@ -474,12 +440,13 @@ json common_chat_tools_to_json_oaicompat(const std::vector & t auto result = json::array(); for (const auto & tool : tools) { result.push_back({ - {"type", "function"}, - {"function", { - {"name", tool.name}, - {"description", tool.description}, - {"parameters", json::parse(tool.parameters)}, - }}, + { "type", "function" }, + { "function", + { + { "name", tool.name }, + { "description", tool.description }, + { "parameters", json::parse(tool.parameters) }, + } }, }); } return result; @@ -497,16 +464,20 @@ json common_chat_msg_diff_to_json_oaicompat(const common_chat_msg_diff & diff) { json tool_call; tool_call["index"] = diff.tool_call_index; if (!diff.tool_call_delta.id.empty()) { - tool_call["id"] = diff.tool_call_delta.id; + tool_call["id"] = diff.tool_call_delta.id; tool_call["type"] = "function"; } - json function = json::object(); - if (!diff.tool_call_delta.name.empty()) { - function["name"] = diff.tool_call_delta.name; + if (!diff.tool_call_delta.name.empty() || !diff.tool_call_delta.arguments.empty()) { + json function = json::object(); + if (!diff.tool_call_delta.name.empty()) { + function["name"] = diff.tool_call_delta.name; + } + if (!diff.tool_call_delta.arguments.empty()) { + function["arguments"] = diff.tool_call_delta.arguments; + } + tool_call["function"] = function; } - function["arguments"] = diff.tool_call_delta.arguments; - tool_call["function"] = function; - delta["tool_calls"] = json::array({tool_call}); + delta["tool_calls"] = json::array({ tool_call }); } return delta; } @@ -515,13 +486,13 @@ bool common_chat_verify_template(const std::string & tmpl, bool use_jinja) { if (use_jinja) { try { common_chat_msg msg; - msg.role = "user"; + msg.role = "user"; msg.content = "test"; auto tmpls = common_chat_templates_init(/* model= */ nullptr, tmpl); common_chat_templates_inputs inputs; - inputs.messages = {msg}; + inputs.messages = { msg }; common_chat_templates_apply(tmpls.get(), inputs); return true; @@ -530,28 +501,28 @@ bool common_chat_verify_template(const std::string & tmpl, bool use_jinja) { return false; } } - llama_chat_message chat[] = {{"user", "test"}}; + llama_chat_message chat[] = { + { "user", "test" } + }; const int res = llama_chat_apply_template(tmpl.c_str(), chat, 1, true, nullptr, 0); return res >= 0; } -std::string common_chat_format_single( - const struct common_chat_templates * tmpls, - const std::vector & past_msg, - const common_chat_msg & new_msg, - bool add_ass, - bool use_jinja) { - +std::string common_chat_format_single(const struct common_chat_templates * tmpls, + const std::vector & past_msg, + const common_chat_msg & new_msg, + bool add_ass, + bool use_jinja) { common_chat_templates_inputs inputs; inputs.use_jinja = use_jinja; - inputs.add_bos = tmpls->add_bos; - inputs.add_eos = tmpls->add_eos; + inputs.add_bos = tmpls->add_bos; + inputs.add_eos = tmpls->add_eos; std::string fmt_past_msg; if (!past_msg.empty()) { - inputs.messages = past_msg; + inputs.messages = past_msg; inputs.add_generation_prompt = false; - fmt_past_msg = common_chat_templates_apply(tmpls, inputs).prompt; + fmt_past_msg = common_chat_templates_apply(tmpls, inputs).prompt; } std::ostringstream ss; // if the past_msg ends with a newline, we must preserve it in the formatted version @@ -561,37 +532,39 @@ std::string common_chat_format_single( // format chat with new_msg inputs.messages.push_back(new_msg); inputs.add_generation_prompt = add_ass; - auto fmt_new_msg = common_chat_templates_apply(tmpls, inputs).prompt; + auto fmt_new_msg = common_chat_templates_apply(tmpls, inputs).prompt; // get the diff part ss << fmt_new_msg.substr(fmt_past_msg.size(), fmt_new_msg.size() - fmt_past_msg.size()); return ss.str(); } -std::string common_chat_format_example(const struct common_chat_templates * tmpls, bool use_jinja, const std::map & chat_template_kwargs) { +std::string common_chat_format_example(const struct common_chat_templates * tmpls, + bool use_jinja, + const std::map & chat_template_kwargs) { common_chat_templates_inputs inputs; - inputs.use_jinja = use_jinja; - inputs.add_bos = tmpls->add_bos; - inputs.add_eos = tmpls->add_eos; + inputs.use_jinja = use_jinja; + inputs.add_bos = tmpls->add_bos; + inputs.add_eos = tmpls->add_eos; inputs.chat_template_kwargs = chat_template_kwargs; - auto add_simple_msg = [&](auto role, auto content) { + auto add_simple_msg = [&](auto role, auto content) { common_chat_msg msg; - msg.role = role; + msg.role = role; msg.content = content; inputs.messages.push_back(msg); }; - add_simple_msg("system", "You are a helpful assistant"); - add_simple_msg("user", "Hello"); + add_simple_msg("system", "You are a helpful assistant"); + add_simple_msg("user", "Hello"); add_simple_msg("assistant", "Hi there"); - add_simple_msg("user", "How are you?"); + add_simple_msg("user", "How are you?"); return common_chat_templates_apply(tmpls, inputs).prompt; } -#define CHATML_TEMPLATE_SRC \ - "{%- for message in messages -%}\n" \ +#define CHATML_TEMPLATE_SRC \ + "{%- for message in messages -%}\n" \ " {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' -}}\n" \ - "{%- endfor -%}\n" \ - "{%- if add_generation_prompt -%}\n" \ - " {{- '<|im_start|>assistant\n' -}}\n" \ + "{%- endfor -%}\n" \ + "{%- if add_generation_prompt -%}\n" \ + " {{- '<|im_start|>assistant\n' -}}\n" \ "{%- endif -%}" void common_chat_templates_free(struct common_chat_templates * tmpls) { @@ -609,19 +582,16 @@ std::string common_chat_templates_source(const struct common_chat_templates * tm return tmpls->template_tool_use->source(); } return ""; - } else { - LOG_DBG("%s: unknown template variant: %s\n", __func__, variant.c_str()); } + LOG_DBG("%s: unknown template variant: %s\n", __func__, variant.c_str()); } return tmpls->template_default->source(); } -common_chat_templates_ptr common_chat_templates_init( - const struct llama_model * model, - const std::string & chat_template_override, - const std::string & bos_token_override, - const std::string & eos_token_override) -{ +common_chat_templates_ptr common_chat_templates_init(const struct llama_model * model, + const std::string & chat_template_override, + const std::string & bos_token_override, + const std::string & eos_token_override) { std::string default_template_src; std::string template_tool_use_src; @@ -630,7 +600,7 @@ common_chat_templates_ptr common_chat_templates_init( GGML_ASSERT(model != nullptr); const auto * str = llama_model_chat_template(model, /* name */ nullptr); if (str) { - default_template_src = str; + default_template_src = str; has_explicit_template = true; } str = llama_model_chat_template(model, /* name */ "tool_use"); @@ -652,34 +622,40 @@ common_chat_templates_ptr common_chat_templates_init( // TODO @ngxson : this is a temporary hack to prevent chat template from throwing an error // Ref: https://github.com/ggml-org/llama.cpp/pull/15230#issuecomment-3173959633 if (default_template_src.find("<|channel|>") != std::string::npos - // search for the error message and patch it - && default_template_src.find("in message.content or") != std::string::npos) { + // search for the error message and patch it + && default_template_src.find("in message.content or") != std::string::npos) { string_replace_all(default_template_src, - "{%- if \"<|channel|>analysis<|message|>\" in message.content or \"<|channel|>final<|message|>\" in message.content %}", - "{%- if false %}"); + "{%- if \"<|channel|>analysis<|message|>\" in message.content or " + "\"<|channel|>final<|message|>\" in message.content %}", + "{%- if false %}"); } // TODO @aldehir : this is a temporary fix, pending Minja changes // Ref: https://github.com/ggml-org/llama.cpp/pull/17713#issuecomment-3631342664 if (default_template_src.find("[TOOL_CALLS]") != std::string::npos - // search for the error message and patch it - && default_template_src.find("if (message['content'] is none or") != std::string::npos) { + // search for the error message and patch it + && default_template_src.find("if (message['content'] is none or") != std::string::npos) { string_replace_all(default_template_src, - "{%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}", - "{%- if false %}"); + "{%- if (message['content'] is none or message['content'] == '' or " + "message['content']|length == 0) and (message['tool_calls'] is not defined or " + "message['tool_calls'] is none or message['tool_calls']|length == 0) %}", + "{%- if false %}"); } std::string token_bos = bos_token_override; std::string token_eos = eos_token_override; - bool add_bos = false; - bool add_eos = false; + bool add_bos = false; + bool add_eos = false; if (model) { - const auto * vocab = llama_model_get_vocab(model); - const auto get_token = [&](llama_token token, const char * name, const char * jinja_variable_name) { + const auto * vocab = llama_model_get_vocab(model); + const auto get_token = [&](llama_token token, const char * name, const char * jinja_variable_name) { if (token == LLAMA_TOKEN_NULL) { - if (default_template_src.find(jinja_variable_name) != std::string::npos - || template_tool_use_src.find(jinja_variable_name) != std::string::npos) { - LOG_WRN("common_chat_templates_init: warning: vocab does not have a %s token, jinja template won't work as intended.\n", name); + if (default_template_src.find(jinja_variable_name) != std::string::npos || + template_tool_use_src.find(jinja_variable_name) != std::string::npos) { + LOG_WRN( + "common_chat_templates_init: warning: vocab does not have a %s token, jinja template won't " + "work as intended.\n", + name); } return std::string(); } @@ -687,13 +663,13 @@ common_chat_templates_ptr common_chat_templates_init( }; token_bos = get_token(llama_vocab_bos(vocab), "BOS", "bos_token"); token_eos = get_token(llama_vocab_eos(vocab), "EOS", "eos_token"); - add_bos = llama_vocab_get_add_bos(vocab); - add_eos = llama_vocab_get_add_eos(vocab); + add_bos = llama_vocab_get_add_bos(vocab); + add_eos = llama_vocab_get_add_eos(vocab); } common_chat_templates_ptr tmpls(new common_chat_templates()); tmpls->has_explicit_template = has_explicit_template; - tmpls->add_bos = add_bos; - tmpls->add_eos = add_eos; + tmpls->add_bos = add_bos; + tmpls->add_eos = add_eos; try { tmpls->template_default = std::make_unique(default_template_src, token_bos, token_eos); } catch (const std::exception & e) { @@ -714,35 +690,14 @@ common_chat_templates_ptr common_chat_templates_init( const char * common_chat_format_name(common_chat_format format) { switch (format) { - case COMMON_CHAT_FORMAT_CONTENT_ONLY: return "Content-only"; - case COMMON_CHAT_FORMAT_GENERIC: return "Generic"; - case COMMON_CHAT_FORMAT_MISTRAL_NEMO: return "Mistral Nemo"; - case COMMON_CHAT_FORMAT_MAGISTRAL: return "Magistral"; - case COMMON_CHAT_FORMAT_LLAMA_3_X: return "Llama 3.x"; - case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: return "Llama 3.x with builtin tools"; - case COMMON_CHAT_FORMAT_DEEPSEEK_R1: return "DeepSeek R1"; - case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: return "FireFunction v2"; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: return "Functionary v3.2"; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: return "Functionary v3.1 Llama 3.1"; - case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1: return "DeepSeek V3.1"; - case COMMON_CHAT_FORMAT_HERMES_2_PRO: return "Hermes 2 Pro"; - case COMMON_CHAT_FORMAT_COMMAND_R7B: return "Command R7B"; - case COMMON_CHAT_FORMAT_GRANITE: return "Granite"; - case COMMON_CHAT_FORMAT_GPT_OSS: return "GPT-OSS"; - case COMMON_CHAT_FORMAT_SEED_OSS: return "Seed-OSS"; - case COMMON_CHAT_FORMAT_NEMOTRON_V2: return "Nemotron V2"; - case COMMON_CHAT_FORMAT_APERTUS: return "Apertus"; - case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS: return "LFM2 with JSON tools"; - case COMMON_CHAT_FORMAT_MINIMAX_M2: return "MiniMax-M2"; - case COMMON_CHAT_FORMAT_GLM_4_5: return "GLM 4.5"; - case COMMON_CHAT_FORMAT_KIMI_K2: return "Kimi K2"; - case COMMON_CHAT_FORMAT_APRIEL_1_5: return "Apriel 1.5"; - case COMMON_CHAT_FORMAT_XIAOMI_MIMO: return "Xiaomi MiMo"; - case COMMON_CHAT_FORMAT_SOLAR_OPEN: return "Solar Open"; - case COMMON_CHAT_FORMAT_EXAONE_MOE: return "EXAONE MoE"; - case COMMON_CHAT_FORMAT_PEG_SIMPLE: return "peg-simple"; - case COMMON_CHAT_FORMAT_PEG_NATIVE: return "peg-native"; - case COMMON_CHAT_FORMAT_PEG_CONSTRUCTED: return "peg-constructed"; + case COMMON_CHAT_FORMAT_CONTENT_ONLY: + return "Content-only"; + case COMMON_CHAT_FORMAT_PEG_SIMPLE: + return "peg-simple"; + case COMMON_CHAT_FORMAT_PEG_NATIVE: + return "peg-native"; + case COMMON_CHAT_FORMAT_PEG_GEMMA4: + return "peg-gemma4"; default: throw std::runtime_error("Unknown chat format"); } @@ -750,10 +705,14 @@ const char * common_chat_format_name(common_chat_format format) { const char * common_reasoning_format_name(common_reasoning_format format) { switch (format) { - case COMMON_REASONING_FORMAT_NONE: return "none"; - case COMMON_REASONING_FORMAT_AUTO: return "auto"; - case COMMON_REASONING_FORMAT_DEEPSEEK: return "deepseek"; - case COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY: return "deepseek-legacy"; + case COMMON_REASONING_FORMAT_NONE: + return "none"; + case COMMON_REASONING_FORMAT_AUTO: + return "auto"; + case COMMON_REASONING_FORMAT_DEEPSEEK: + return "deepseek"; + case COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY: + return "deepseek-legacy"; default: throw std::runtime_error("Unknown reasoning format"); } @@ -762,11 +721,14 @@ const char * common_reasoning_format_name(common_reasoning_format format) { common_reasoning_format common_reasoning_format_from_name(const std::string & format) { if (format == "none") { return COMMON_REASONING_FORMAT_NONE; - } else if (format == "auto") { + } + if (format == "auto") { return COMMON_REASONING_FORMAT_AUTO; - } else if (format == "deepseek") { + } + if (format == "deepseek") { return COMMON_REASONING_FORMAT_DEEPSEEK; - } else if (format == "deepseek-legacy") { + } + if (format == "deepseek-legacy") { return COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY; } throw std::runtime_error("Unknown reasoning format: " + format); @@ -782,7 +744,8 @@ static void foreach_function(const json & tools, const std::function & fn) { +static void foreach_parameter(const json & function, + const std::function & fn) { if (!function.contains("parameters") || !function.at("parameters").is_object()) { return; } @@ -790,7 +753,7 @@ static void foreach_parameter(const json & function, const std::function required; if (params.contains("required") && params.at("required").is_array()) { params.at("required").get_to(required); @@ -801,19 +764,19 @@ static void foreach_parameter(const json & function, const std::function & messages_override = std::nullopt, const std::optional & tools_override = std::nullopt, - const std::optional & additional_context = std::nullopt) -{ + const std::optional & additional_context = std::nullopt) { jinja::context ctx(tmpl.source()); nlohmann::ordered_json inp = nlohmann::ordered_json{ {"messages", messages_override.has_value() ? *messages_override : inputs.messages}, {"bos_token", tmpl.bos_token()}, {"eos_token", tmpl.eos_token()}, + {"enable_thinking", inputs.enable_thinking}, }; if (tools_override.has_value() || !inputs.tools.empty()) { inp["tools"] = tools_override.has_value() ? *tools_override : inputs.tools; @@ -839,7 +802,7 @@ static std::string apply( // render jinja::runtime runtime(ctx); const jinja::value results = runtime.execute(tmpl.prog); - auto parts = runtime.gather_string_parts(results); + auto parts = jinja::runtime::gather_string_parts(results); std::string result = parts->as_string().str(); @@ -853,265 +816,14 @@ static std::string apply( return result; } -static common_chat_params common_chat_params_init_generic(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - auto tool_call_schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - auto tool_schema = json { - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"arguments", function.at("parameters")}, - }}, - {"required", json::array({"name", "arguments"})}, - }; - if (function.contains("description")) { - tool_schema["description"] = function.at("description"); - } - if (inputs.parallel_tool_calls) { - tool_schema.at("properties")["id"] = { - {"type", "string"}, - {"minLength", 4}, - }; - tool_schema.at("required").push_back("id"); - } - tool_call_schemas.emplace_back(tool_schema); - }); - const auto tool_call = - inputs.parallel_tool_calls - ? json { - {"type", "object"}, - {"properties", { - {"tool_calls", { - {"type", "array"}, - {"items", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json { - {"anyOf", tool_call_schemas}, - }}, - {"minItems", 1}, - }}, - }}, - {"required", json::array({"tool_calls"})}, - } - : json { - {"type", "object"}, - {"properties", { - {"tool_call", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json { - {"anyOf", tool_call_schemas}, - }}, - }}, - {"required", json::array({"tool_call"})}, - }; - const auto schema = - inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED - ? json { - {"anyOf", json::array({ - tool_call, - { - {"type", "object"}, - {"properties", { - {"response", inputs.json_schema.is_null() - ? json {{"type", "string"}} - : inputs.json_schema - }, - }}, - {"required", json::array({"response"})}, - }, - })} - } - : tool_call; - - data.grammar_lazy = false; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - builder.add_schema("root", schema); - }); - - auto tweaked_messages = tmpl.add_system( - inputs.messages, - "Respond in JSON format, either with `tool_call` (a request to call tools) or with `response` reply to the user's request"); - - // ensure all messages has "content" field - for (auto & message : tweaked_messages) { - if (!message.contains("content") || message["content"].is_null()) { - message["content"] = ""; - } - } - - data.prompt = apply(tmpl, inputs, /* messages_override= */ tweaked_messages); - data.format = COMMON_CHAT_FORMAT_GENERIC; - return data; +std::string common_chat_template_direct_apply( + const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { + return common_chat_template_direct_apply_impl(tmpl, inputs, std::nullopt, std::nullopt, std::nullopt); } -static common_chat_params common_chat_params_init_mistral_nemo(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - {"type", "object"}, - {"properties", { - // Important note: the model is probably trained to take a JSON stringified arguments value. - // It's hard to constrain that for now (while reusing the JSON schema conversion), so we're just expecting a plain object. - {"name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"arguments", function.at("parameters")}, - {"id", { - {"type", "string"}, - // Nemo's template expects a 9-character alphanumeric ID. - {"pattern", "^[a-zA-Z0-9]{9}$"}, - }}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", "\"[TOOL_CALLS]\" " + builder.add_schema("tool_calls", schema)); - }); - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"}); - data.preserved_tokens = { - "[TOOL_CALLS]", - }; - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_MISTRAL_NEMO; - return data; -} - - -// Case-insensitive find -static size_t ifind_string(const std::string & haystack, const std::string & needle, size_t pos = 0) { - auto it = std::search( - haystack.begin() + pos, haystack.end(), - needle.begin(), needle.end(), - [](char a, char b) { return std::tolower(a) == std::tolower(b); } - ); - return (it == haystack.end()) ? std::string::npos : std::distance(haystack.begin(), it); -} - -static common_chat_params common_chat_params_init_lfm2(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - const auto is_json_schema_provided = !inputs.json_schema.is_null(); - const auto is_grammar_provided = !inputs.grammar.empty(); - const auto are_tools_provided = inputs.tools.is_array() && !inputs.tools.empty(); - - // the logic requires potentially modifying the messages - auto tweaked_messages = inputs.messages; - - auto replace_json_schema_marker = [](json & messages) -> bool { - static std::string marker1 = "force json schema.\n"; - static std::string marker2 = "force json schema."; - - if (messages.empty() || messages.at(0).at("role") != "system") { - return false; - } - - std::string content = messages.at(0).at("content"); - - for (const auto & marker : {marker1, marker2}) { - const auto pos = ifind_string(content, marker); - if (pos != std::string::npos) { - content.replace(pos, marker.length(), ""); - // inject modified content back into the messages - messages.at(0).at("content") = content; - return true; - } - } - - return false; - }; - - // Lfm2 model does not natively work with json, but can generally understand the tools structure - // - // Example of the pytorch dialog structure: - // <|startoftext|><|im_start|>system - // List of tools: <|tool_list_start|>[{"name": "get_candidate_status", "description": "Retrieves the current status of a candidate in the recruitment process", "parameters": {"type": "object", "properties": {"candidate_id": {"type": "string", "description": "Unique identifier for the candidate"}}, "required": ["candidate_id"]}}]<|tool_list_end|><|im_end|> - // <|im_start|>user - // What is the current status of candidate ID 12345?<|im_end|> - // <|im_start|>assistant - // <|tool_call_start|>[get_candidate_status(candidate_id="12345")]<|tool_call_end|>Checking the current status of candidate ID 12345.<|im_end|> - // <|im_start|>tool - // <|tool_response_start|>{"candidate_id": "12345", "status": "Interview Scheduled", "position": "Clinical Research Associate", "date": "2023-11-20"}<|tool_response_end|><|im_end|> - // <|im_start|>assistant - // The candidate with ID 12345 is currently in the "Interview Scheduled" stage for the position of Clinical Research Associate, with an interview date set for 2023-11-20.<|im_end|> - // - // For the llama server compatibility with json tools semantic, - // the client can add "Follow json schema." line into the system message prompt to force the json output. - // - if (are_tools_provided && (is_json_schema_provided || is_grammar_provided)) { - // server/utils.hpp prohibits that branch for the custom grammar anyways - throw std::runtime_error("Tools call must not use \"json_schema\" or \"grammar\", use non-tool invocation if you want to use custom grammar"); - } else if (are_tools_provided && replace_json_schema_marker(tweaked_messages)) { - LOG_INF("%s: Using tools to build a grammar\n", __func__); - - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"arguments", function.at("parameters")}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - - builder.add_rule("root", "\"<|tool_call_start|>\"" + builder.add_schema("tool_calls", schema) + "\"<|tool_call_end|>\""); - }); - // model has no concept of tool selection mode choice, - // if the system prompt rendered correctly it will produce a tool call - // the grammar goes inside the tool call body - data.grammar_lazy = true; - data.grammar_triggers = {{COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, "\\s*<\\|tool_call_start\\|>\\s*\\["}}; - data.preserved_tokens = {"<|tool_call_start|>", "<|tool_call_end|>"}; - data.format = COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS; - } else if (are_tools_provided && (!is_json_schema_provided && !is_grammar_provided)) { - LOG_INF("%s: Using tools without json schema or grammar\n", __func__); - // output those tokens - data.preserved_tokens = {"<|tool_call_start|>", "<|tool_call_end|>"}; - } else if (is_json_schema_provided) { - LOG_INF("%s: Using provided json schema to build a grammar\n", __func__); - data.grammar = json_schema_to_grammar(inputs.json_schema); - } else if (is_grammar_provided) { - LOG_INF("%s: Using provided grammar\n", __func__); - data.grammar = inputs.grammar; - } else { - LOG_INF("%s: Using content relying on the template\n", __func__); - } - - data.prompt = apply(tmpl, inputs, /* messages_override= */ tweaked_messages); - LOG_DBG("%s: Prompt: %s\n", __func__, data.prompt.c_str()); - - return data; -} - -static common_chat_params common_chat_params_init_ministral_3(const common_chat_template & tmpl, const struct templates_params & inputs) { +static common_chat_params common_chat_params_init_ministral_3(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { common_chat_params data; // Build up messages to follow the format: https://huggingface.co/mistralai/Ministral-3-14B-Reasoning-2512/blob/main/chat_template.jinja @@ -1129,8 +841,8 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_ // If message contains `reasoning_content`, add it as a block of type `thinking` if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { content.push_back({ - {"type", "thinking"}, - {"thinking", msg.at("reasoning_content").get()}, + { "type", "thinking" }, + { "thinking", msg.at("reasoning_content").get() }, }); } @@ -1138,8 +850,8 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_ if (msg.contains("content")) { if (msg.at("content").is_string()) { content.push_back({ - {"type", "text"}, - {"text", msg.at("content").get()}, + { "type", "text" }, + { "text", msg.at("content").get() }, }); } else if (msg.at("content").is_array()) { auto blocks = msg.at("content"); @@ -1147,32 +859,38 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_ } } - auto adjusted = msg; + auto adjusted = msg; adjusted["content"] = content; adjusted.erase("reasoning_content"); adjusted_messages.push_back(adjusted); } - auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); - auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; - auto include_grammar = true; + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = true; - data.prompt = apply(tmpl, inputs, /* messages_override = */ adjusted_messages); - data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; - data.preserved_tokens = { + data.supports_thinking = true; + data.thinking_start_tag = "[THINK]"; + data.thinking_end_tag = "[/THINK]"; + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs, /* messages_override = */ adjusted_messages); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.preserved_tokens = { "[THINK]", "[/THINK]", "[TOOL_CALLS]", "[ARGS]", }; - auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { - auto reasoning = extract_reasoning ? p.optional("[THINK]" + p.reasoning(p.until("[/THINK]")) + "[/THINK]") : p.eps(); + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto generation_prompt = p.prefix(inputs.generation_prompt, "[THINK]"); + auto reasoning = + extract_reasoning ? p.optional("[THINK]" + p.reasoning(p.until("[/THINK]")) + "[/THINK]") : p.eps(); // Response format parser - if (inputs.json_schema.is_object() && !inputs.json_schema.empty()) { + if (has_response_format) { // Ministral wants to emit json surrounded by code fences - return reasoning << "```json" << p.content(p.schema(p.json(), "response-format", inputs.json_schema)) << "```"; + return generation_prompt + (reasoning << "```json" << p.content(p.schema(p.json(), "response-format", inputs.json_schema)) << "```"); } // Tool call parser @@ -1180,25 +898,24 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_ auto tool_choice = p.choice(); foreach_function(inputs.tools, [&](const json & tool) { const auto & function = tool.at("function"); - std::string name = function.at("name"); - const auto & schema = function.at("parameters"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); - tool_choice |= p.rule("tool-" + name, - p.tool_open(p.tool_name(p.literal(name)) + "[ARGS]") - + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)) - ); + tool_choice |= + p.rule("tool-" + name, p.tool_open(p.tool_name(p.literal(name)) + "[ARGS]") + + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema))); }); - auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; - auto max_calls = inputs.parallel_tool_calls ? -1 : 1; + auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; + auto max_calls = inputs.parallel_tool_calls ? -1 : 1; auto tool_calls = p.trigger_rule("tool-call", p.repeat("[TOOL_CALLS]" + tool_choice, min_calls, max_calls)); - return reasoning << p.content(p.until("[TOOL_CALLS]")) << tool_calls; + return generation_prompt + (reasoning << p.content(p.until("[TOOL_CALLS]")) << tool_calls); } // Content only parser include_grammar = false; - return reasoning << p.content(p.rest()); + return generation_prompt + (reasoning << p.content(p.rest())); }); data.parser = parser.save(); @@ -1209,820 +926,41 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_ data.grammar = build_grammar([&](const common_grammar_builder & builder) { foreach_function(inputs.tools, [&](const json & tool) { const auto & function = tool.at("function"); - auto schema = function.at("parameters"); + auto schema = function.at("parameters"); builder.resolve_refs(schema); }); + if (has_response_format) { + auto schema = inputs.json_schema; + builder.resolve_refs(schema); + } parser.build_grammar(builder, data.grammar_lazy); }); data.grammar_triggers = { - {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"} + { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]" } }; } return data; } -static common_chat_params common_chat_params_init_magistral(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_MAGISTRAL; - data.preserved_tokens = { - "[THINK]", - "[/THINK]", - }; - - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"arguments", function.at("parameters")}, - {"id", { - {"type", "string"}, - {"pattern", "^[a-zA-Z0-9]{9}$"}, - }}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", "\"[TOOL_CALLS]\" " + builder.add_schema("tool_calls", schema)); - }); - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"}); - data.preserved_tokens.push_back("[TOOL_CALLS]"); - } else { - data.grammar_lazy = false; - if (!inputs.json_schema.is_null()) { - if (!inputs.grammar.empty()) { - throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both"); - } - data.grammar = json_schema_to_grammar(inputs.json_schema); - } else { - data.grammar = inputs.grammar; - } - } - - return data; -} - -static common_chat_params common_chat_params_init_command_r7b(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - auto adjusted_messages = json::array(); - for (const auto & msg : inputs.messages) { - auto has_reasoning_content = msg.contains("reasoning_content") && msg.at("reasoning_content").is_string(); - auto has_tool_calls = msg.contains("tool_calls") && msg.at("tool_calls").is_array(); - if (has_reasoning_content && has_tool_calls) { - auto adjusted_message = msg; - adjusted_message["tool_plan"] = msg.at("reasoning_content"); - adjusted_message.erase("reasoning_content"); - adjusted_messages.push_back(adjusted_message); - } else { - adjusted_messages.push_back(msg); - } - } - data.prompt = apply(tmpl, inputs, /* messages_override= */ adjusted_messages); - data.format = COMMON_CHAT_FORMAT_COMMAND_R7B; - if (string_ends_with(data.prompt, "<|START_THINKING|>")) { - if (!inputs.enable_thinking) { - data.prompt += "<|END_THINKING|>"; - } else { - data.thinking_forced_open = true; - } - } else if (!inputs.enable_thinking && string_ends_with(data.prompt, "<|CHATBOT_TOKEN|>")) { - data.prompt += "<|START_THINKING|><|END_THINKING|>"; - } - - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"tool_call_id", { - {"type", "string"}, - // Command-R's template expects an integer string. - {"pattern", "^[0-9]{1,10}$"}, - }}, - {"tool_name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"parameters", function.at("parameters")}, - }}, - {"required", json::array({"tool_call_id", "tool_name", "parameters"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"<|END_THINKING|>\" space )? " : "") + - "\"<|START_ACTION|>\" " + builder.add_schema("tool_calls", schema) + " \"<|END_ACTION|>\""); - }); - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - // If thinking_forced_open, then we capture the tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? "[\\s\\S]*?(<\\|END_THINKING\\|>\\s*)" : "(?:<\\|START_THINKING\\|>[\\s\\S]*?<\\|END_THINKING\\|>\\s*)?") + - "(<\\|START_ACTION\\|>)[\\s\\S]*" - }); - data.preserved_tokens = { - "<|START_ACTION|>", - "<|END_ACTION|>", - "<|START_RESPONSE|>", - "<|END_RESPONSE|>", - "<|START_THINKING|>", - "<|END_THINKING|>", - }; - return data; -} - -static void expect_tool_parameters(const std::string & name, const json & parameters, const std::vector & expected_properties) { - if (!parameters.is_object() || !parameters.contains("type") || parameters.at("type") != "object" || !parameters.contains("properties") || !parameters.contains("required")) { - throw std::runtime_error("Parameters of tool " + name + " must be an object w/ required properties"); - } - const auto & parameters_properties = parameters.at("properties"); - const auto & parameters_required = parameters.at("required"); - for (const auto & prop : expected_properties) { - if (!parameters_properties.contains(prop)) { - throw std::runtime_error("Parameters of tool " + name + " is missing property: " + prop); // NOLINT - } - if (std::find(parameters_required.begin(), parameters_required.end(), json(prop)) == parameters_required.end()) { - throw std::runtime_error("Parameters of tool " + name + " must have property marked as required: " + prop); // NOLINT - } - } - if (parameters_properties.size() != expected_properties.size()) { - throw std::runtime_error("Parameters of tool " + name + " must only have these properties:" + string_join(expected_properties, ", ")); - } -} - -static common_chat_params common_chat_params_init_llama_3_x(const common_chat_template & tmpl, const struct templates_params & inputs, bool allow_python_tag_builtin_tools) { - auto builtin_tools = json::array(); - common_chat_params data; - if (!inputs.tools.is_null()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - - auto handle_builtin_tool = [&](const std::string & name, const json & parameters) { - if (name == "wolfram_alpha" || name == "web_search" || name == "brave_search") { - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/wolfram_alpha/wolfram_alpha.py - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/brave_search/brave_search.py - expect_tool_parameters(name, parameters, {"query"}); - } else if (name == "python" || name == "code_interpreter") { - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/inline/tool_runtime/code_interpreter/code_interpreter.py - expect_tool_parameters(name, parameters, {"code"}); - } else { - return false; - } - - std::vector kvs; - for (const auto & [key, value] : parameters.at("properties").items()) { - kvs.push_back("\"" + key + "=\" " + builder.add_schema(name + "-args-" + key, value)); // NOLINT - } - - tool_rules.push_back( - builder.add_rule( - name + "-call", - "\"<|python_tag|>" + name + ".call(\" " + string_join(kvs, " \", \" ") + " \")\"")); - builtin_tools.push_back(name); - - return true; - }; - - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - - // https://github.com/meta-llama/llama-stack/tree/main/llama_stack/providers/remote/tool_runtime - if (allow_python_tag_builtin_tools) { - handle_builtin_tool(name, parameters); - } - tool_rules.push_back( - builder.add_rule( - name + "-call", - "\"{\" space " - "( \"\\\"type\\\"\" space \":\" space \"\\\"function\\\"\" space \",\" space )? " - " \"\\\"name\\\"\" space \":\" space \"\\\"" + name + "\\\"\" space \",\" space " - " \"\\\"parameters\\\"\" space \":\" space " + builder.add_schema(name + "-args", parameters) + " " - "\"}\" space")); - }); - // Small models may hallucinate function names so we match anything (*at the start*) that looks like the JSON of a function call, regardless of the name. - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - "(\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\")[\\s\\S]*", // + name + "\"[\\s\\S]*", - }); - if (!builtin_tools.empty()) { - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|python_tag|>"}); - data.preserved_tokens.push_back("<|python_tag|>"); - } - // Allow a few empty lines on top of the usual constrained json schema space rule. - builder.add_rule("root", string_join(tool_rules, " | ")); - data.additional_stops.push_back("<|eom_id|>"); - }); - data.format = allow_python_tag_builtin_tools && !builtin_tools.empty() - ? COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS - : COMMON_CHAT_FORMAT_LLAMA_3_X; - } else { - data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - } - data.prompt = apply(tmpl, inputs, /* messages_override =*/ std::nullopt, /* tools_override= */ std::nullopt, json { - {"date_string", format_time(inputs.now, "%d %b %Y")}, - {"tools_in_user_message", false}, - {"builtin_tools", builtin_tools}, - }); - return data; -} - -static common_chat_params common_chat_params_init_nemotron_v2(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - // Generate the prompt using the apply() function with the template - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_NEMOTRON_V2; - - // Handle thinking tags appropriately based on inputs.enable_thinking - if (string_ends_with(data.prompt, "\n")) { - if (!inputs.enable_thinking) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - - // When tools are present, build grammar for the format, similar to CommandR, but without tool call ID - if (!inputs.tools.is_null() && inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = true; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - { "type", "object" }, - { "properties", - { - { "name", - { - { "type", "string" }, - { "const", function.at("name") }, - } }, - { "arguments", function.at("parameters") }, - } }, - { "required", json::array({ "name", "arguments" }) }, - }); - }); - auto schema = json{ - { "type", "array" }, - { "items", schemas.size() == 1 ? schemas[0] : json{ { "anyOf", schemas } } }, - { "minItems", 1 }, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"\" space )? " : "") + - "\"\" " + builder.add_schema("tool_calls", schema) + - " \"\""); - }); - data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - // If thinking_forced_open, then we capture the tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? - "[\\s\\S]*?(\\s*)" : - "(?:[\\s\\S]*?\\s*)?") + - "()[\\s\\S]*" }); - } - return data; -} - -static common_chat_params common_chat_params_init_qwen3_coder(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_PEG_CONSTRUCTED; - - // Nemotron Nano 3 and Step-3.5-Flash use the Qwen3 Coder tool calling with thinking - bool supports_reasoning = (tmpl.source().find("") != std::string::npos); - - // Handle thinking tags appropriately based on inputs.enable_thinking - if (supports_reasoning && string_ends_with(data.prompt, "\n")) { - if (!inputs.enable_thinking) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - - data.preserved_tokens = { - "", - "", - }; - - if (supports_reasoning) { - data.preserved_tokens.insert(data.preserved_tokens.end(), {"", ""}); - } - - auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); - auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; - auto include_grammar = true; - - auto parser = build_chat_peg_constructed_parser([&](auto & p) { - auto reasoning = p.eps(); - if (supports_reasoning && inputs.enable_thinking && extract_reasoning) { - auto reasoning_content = p.reasoning(p.until("")) + ("" | p.end()); - if (data.thinking_forced_open) { - reasoning = reasoning_content; - } - } - - // Response format parser - if (inputs.json_schema.is_object() && !inputs.json_schema.empty()) { - return reasoning << p.content(p.schema(p.json(), "response-format", inputs.json_schema)); - } - - // Tool call parser - if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { - auto tool_choice = p.choice(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - - auto schema_info = common_schema_info(); - schema_info.resolve_refs(parameters); - - auto tool_open = "\n"; - auto tool_close = p.literal("\n"); - auto args = p.sequence(); - auto arg_string = p.rule("xml-arg-string", p.until_one_of({ - "\n", - "\n" - })); - - foreach_parameter(function, [&](const auto & param_name, const json & param_schema, bool is_required) { - auto rule_name = "tool-" + name + "-arg-" + param_name; - - auto arg_open = "\n"; - auto arg_close = p.literal("\n"); - auto arg_value = p.eps(); - - if (schema_info.resolves_to_string(param_schema)) { - arg_value = p.tool_arg_string_value(arg_string) + "\n"; - } else { - arg_value = p.tool_arg_json_value(p.schema(p.json(), rule_name + "-schema", param_schema)); - } - - // Model may or my not close with - auto arg_rule = p.rule(rule_name, p.tool_arg_open(arg_open) + arg_value + p.optional(p.tool_arg_close(arg_close))); - args += p.repeat(arg_rule, /* min = */ is_required ? 1 : 0, /* max = */ 1); - }); - - tool_choice |= p.rule("tool-" + name, p.tool_open(tool_open) + args + p.tool_close(tool_close)); - }); - - auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; - auto max_calls = inputs.parallel_tool_calls ? -1 : 1; - auto tool_call = p.rule("tool-call", "\n" + tool_choice + "" + p.space()); - auto tool_calls = p.trigger_rule("tool-call-root", p.repeat(tool_call, /* min = */ min_calls, /* max = */ max_calls)); - - return reasoning << p.content(p.until("")) << tool_calls; - } - - // Content only parser - include_grammar = false; - return reasoning << p.content(p.rest()); - }); - - data.parser = parser.save(); - - if (include_grammar) { - data.grammar_lazy = has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; - - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - auto schema = function.at("parameters"); - builder.resolve_refs(schema); - }); - parser.build_grammar(builder, data.grammar_lazy); - }); - - data.grammar_triggers = { - {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, ""} - }; - } - - return data; -} - - -static common_chat_params common_chat_params_init_apertus(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - // Generate the prompt using the apply() function with the template - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_APERTUS; - - // Handle thinking tags appropriately based on inputs.enable_thinking - if (string_ends_with(data.prompt, "<|inner_prefix|>")) { - if (!inputs.enable_thinking) { - data.prompt += "<|inner_suffix|>"; - } else { - data.thinking_forced_open = true; - } - } - - // When tools are present, build grammar for the <|tools_prefix|> format - if (!inputs.tools.is_null() && inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = true; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - schemas.push_back({ - { "type", "object" }, - { "properties", - { - { function.at("name"), function.at("parameters") } - } }, - { "required", json::array({ function.at("name") }) }, - }); - }); - auto schema = json{ - { "type", "array" }, - { "items", schemas.size() == 1 ? schemas[0] : json{ { "anyOf", schemas } } }, - { "minItems", 1 }, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"<|inner_suffix|>\" space )? " : "") + - "\"<|tools_prefix|>\"" + builder.add_schema("tool_calls", schema) + "\"<|tools_suffix|>\""); - }); - data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - // If thinking_forced_open, then we capture the <|inner_suffix|> tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? - "[\\s\\S]*?(<\\|inner_suffix\\|>\\s*)" : - "(?:<\\|inner_prefix\\|>[\\s\\S]*?<\\|inner_suffix\\|>\\s*)?") + - "(<\\|tools_prefix\\|>)[\\s\\S]*" }); - data.preserved_tokens = { - "<|system_start|>", - "<|system_end|>", - "<|developer_start|>", - "<|developer_end|>", - "<|user_start|>", - "<|user_end|>", - "<|assistant_start|>", - "<|assistant_end|>", - "<|inner_prefix|>", - "<|inner_suffix|>", - "<|tools_prefix|>", - "<|tools_suffix|>", - }; - } - return data; -} - -static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - auto prompt = apply(tmpl, inputs); - - // Hacks to fix the official (broken) prompt. - // It is advisable to use --chat-template-file models/templates/llama-cpp-deepseek-r1.jinja instead, - // until the official template is fixed. - if (tmpl.source().find("{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}") != std::string::npos) { - // Don't leave the chat dangling after tool results - if (string_ends_with(prompt, "<|tool▁outputs▁end|>")) { - prompt += "<|end▁of▁sentence|>"; - if (inputs.add_generation_prompt) { - prompt += "<|Assistant|>"; - } - } - // Fix up tool call delta example added by Minja - prompt = std::regex_replace( - prompt, - std::regex("(<|tool▁call▁end|>)[\\s\\r\\n]*(<|tool▁outputs▁begin|>|<|User|>)"), - "$1<|tool▁calls▁end|><|end▁of▁sentence|>$2"); - } - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_DEEPSEEK_R1; - if (string_ends_with(data.prompt, "\n")) { - if (!inputs.enable_thinking) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED && inputs.json_schema.is_null(); - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - tool_rules.push_back(builder.add_rule(name + "-call", - "( \"<|tool▁call▁begin|>\" )? \"function<|tool▁sep|>" + name + "\\n" - "```json\\n\" " + builder.add_schema(name + "-args", parameters) + " " - "\"```<|tool▁call▁end|>\"")); - }); - // Distill Qwen 7B & 32B models seem confused re/ syntax of their tool call opening tag, - // so we accept common variants (then it's all constrained) - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"\" space )? " : "") + - "( \"<|tool▁calls▁begin|>\" | \"<|tool_calls_begin|>\" | \"<|tool calls begin|>\" | \"<|tool\\\\_calls\\\\_begin|>\" | \"<|tool▁calls|>\" ) " - "(" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " " - "\"<|tool▁calls▁end|>\"" - " space"); - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - // If thinking_forced_open, then we capture the tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? "[\\s\\S]*?(\\s*)" : "(?:[\\s\\S]*?\\s*)?") + - "(<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)[\\s\\S]*" - }); - data.preserved_tokens = { - "", - "", - "<|tool▁calls▁begin|>", - "<|tool▁call▁begin|>", - "<|tool▁sep|>", - "<|tool▁call▁end|>", - "<|tool▁calls▁end|", - }; - }); - } - return data; -} - -static common_chat_params common_chat_params_init_deepseek_v3_1(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - // Pass thinking context for DeepSeek V3.1 template - json additional_context = { - {"thinking", inputs.enable_thinking}, - }; - - auto prompt = apply(tmpl, inputs, - /* messages_override= */ inputs.messages, - /* tools_override= */ std::nullopt, - additional_context); - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - if (string_ends_with(data.prompt, "")) { - if (!inputs.enable_thinking) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED && inputs.json_schema.is_null(); - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - tool_rules.push_back(builder.add_rule(name + "-call", - "( \"<|tool▁call▁begin|>\" )? \"" + name + "<|tool▁sep|>" - "\" " + builder.add_schema(name + "-args", parameters) + " " - "\"<|tool▁call▁end|>\"")); - }); - // Distill Qwen 7B & 32B models seem confused re/ syntax of their tool call opening tag, - // so we accept common variants (then it's all constrained) - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"\" space )? " : "") + - "( \"<|tool▁calls▁begin|>\" | \"<|tool_calls_begin|>\" | \"<|tool calls begin|>\" | \"<|tool\\\\_calls\\\\_begin|>\" | \"<|tool▁calls|>\" ) " - "(" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " " - "\"<|tool▁calls▁end|>\"" - " space"); - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - // If thinking_forced_open, then we capture the tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? "[\\s\\S]*?(\\s*)" : "(?:[\\s\\S]*?\\s*)?") + - "(<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)[\\s\\S]*" - }); - data.preserved_tokens = { - "", - "", - "<|tool▁calls▁begin|>", - "<|tool▁call▁begin|>", - "<|tool▁sep|>", - "<|tool▁call▁end|>", - "<|tool▁calls▁end|>", - }; - }); - } - return data; -} - -static common_chat_params common_chat_params_init_minimax_m2(const common_chat_template & tmpl, const struct templates_params & params) { - common_chat_params data; - data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - - data.prompt = apply(tmpl, params); - data.format = COMMON_CHAT_FORMAT_MINIMAX_M2; - - // Handle thinking tags based on prompt ending - if (string_ends_with(data.prompt, "\n")) { - if (!params.enable_thinking) { - // Close the thinking tag immediately if thinking is disabled - data.prompt += "\n\n"; - } else { - // Mark thinking as forced open (template started with ) - data.thinking_forced_open = true; - } - } - - // Preserve MiniMax-M2 special tokens - data.preserved_tokens = { - "", - "", - "", - "", - }; - - // build grammar for tool call - static const xml_tool_call_format form { - /* form.scope_start = */ "\n", - /* form.tool_start = */ "\n", - /* form.key_start = */ "", - /* form.val_end = */ "\n", - /* form.tool_end = */ "\n", - /* form.scope_end = */ "", - }; - build_grammar_xml_tool_call(data, params.tools, form); - - return data; -} - -static common_chat_params common_chat_params_init_kimi_k2(const common_chat_template & tmpl, const struct templates_params & params) { - common_chat_params data; - data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - - data.prompt = apply(tmpl, params); - data.format = COMMON_CHAT_FORMAT_KIMI_K2; - - data.preserved_tokens = { - "", - "", - "<|tool_calls_section_begin|>", - "<|tool_call_begin|>", - "<|tool_call_argument_begin|>", - "<|tool_call_end|>", - "<|tool_calls_section_end|>", - "<|im_end|>", - "<|im_system|>", - "<|im_middle|>", - }; - - data.additional_stops.insert(data.additional_stops.end(), { - "<|im_end|>", - "<|im_middle|>" - }); - // build grammar for tool call - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "<|tool_calls_section_begin|>"; - form.tool_start = "<|tool_call_begin|>"; - form.tool_sep = "<|tool_call_argument_begin|>{"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}<|tool_call_end|>"; - form.scope_end = "<|tool_calls_section_end|>"; - form.raw_argval = false; - form.last_val_end = ""; - return form; - })(); - build_grammar_xml_tool_call(data, params.tools, form); - - return data; -} - -static common_chat_params common_chat_params_init_apriel_1_5(const common_chat_template & tmpl, const struct templates_params & params) { - common_chat_params data; - data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - - data.prompt = apply(tmpl, params); - data.format = COMMON_CHAT_FORMAT_APRIEL_1_5; - - data.preserved_tokens = { - "", - "", - "", - "", - }; - - // build grammar for tool call - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "["; - form.tool_start = "{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}, "; - form.scope_end = "]"; - form.raw_argval = false; - form.last_val_end = ""; - form.last_tool_end = "}"; - return form; - })(); - build_grammar_xml_tool_call(data, params.tools, form); - - return data; -} - -static common_chat_params common_chat_params_init_xiaomi_mimo(const common_chat_template & tmpl, const struct templates_params & params) { - common_chat_params data; - data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - - data.prompt = apply(tmpl, params); - data.format = COMMON_CHAT_FORMAT_XIAOMI_MIMO; - - data.preserved_tokens = { - "", - "", - }; - - // build grammar for tool call - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "\n"; - form.tool_start = "\n{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}\n"; - form.scope_end = ""; - form.raw_argval = false; - form.last_val_end = ""; - return form; - })(); - build_grammar_xml_tool_call(data, params.tools, form); - - return data; -} - -static common_chat_params common_chat_params_init_gpt_oss(const common_chat_template & tmpl, const struct templates_params & inputs) { +static common_chat_params common_chat_params_init_gpt_oss(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { common_chat_params data; // Copy reasoning to the "thinking" field as expected by the gpt-oss template auto adjusted_messages = json::array(); - for (const auto & msg : inputs.messages) { - auto has_reasoning_content = msg.contains("reasoning_content") && msg.at("reasoning_content").is_string(); - auto has_tool_calls = msg.contains("tool_calls") && msg.at("tool_calls").is_array(); - - if (has_reasoning_content && has_tool_calls) { - auto adjusted_message = msg; - adjusted_message["thinking"] = msg.at("reasoning_content"); - adjusted_message.erase("content"); - adjusted_messages.push_back(adjusted_message); - } else { - adjusted_messages.push_back(msg); + for (auto msg : inputs.messages) { + if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { + msg["thinking"] = msg.at("reasoning_content"); + if (msg.contains("tool_calls") && msg.at("tool_calls").is_array() && !msg.at("tool_calls").empty()) { + msg.erase("content"); + } } + adjusted_messages.push_back(msg); } - auto prompt = apply(tmpl, inputs, /* messages_override= */ adjusted_messages); + auto prompt = common_chat_template_direct_apply_impl(tmpl, inputs, /* messages_override= */ adjusted_messages); // Check if we need to replace the return token with end token during // inference and without generation prompt. For more details see: @@ -2035,696 +973,666 @@ static common_chat_params common_chat_params_init_gpt_oss(const common_chat_temp } } - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_GPT_OSS; + data.prompt = prompt; + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.supports_thinking = true; // These special tokens are required to parse properly, so we include them // even if parse_tool_calls is false. data.preserved_tokens = { - "<|channel|>", - "<|constrain|>", - "<|message|>", - "<|start|>", - "<|end|>", + "<|channel|>", "<|constrain|>", "<|message|>", "<|start|>", "<|end|>", }; - if (!inputs.json_schema.is_null()) { - data.grammar_lazy = false; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schema = inputs.json_schema; - builder.resolve_refs(schema); + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto has_response_format = !inputs.json_schema.is_null() && inputs.json_schema.is_object(); + auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; - auto not_end = builder.add_rule("not-end", - "[^<] | \"<\" [^|] | \"<|\" [^e] | \"<|e\" [^n] | \"<|en\" [^d] | \"<|end\" [^|] | \"<|end|\" [^>]"); - auto analysis = builder.add_rule("analysis", - "\"<|channel|>analysis<|message|>\" ( " + not_end + " )* \"<|end|>\""); - auto constraint = builder.add_rule("constraint", "\"<|constrain|>\"? [a-zA-Z0-9_-]+"); - auto final = builder.add_rule("final", - "\"<|channel|>final\" ( \" \" " + constraint + " )? \"<|message|>\" " + - builder.add_schema("response", schema) - ); + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto start = p.rule("start", p.literal("<|start|>assistant")); + auto end = p.rule("end", p.literal("<|end|>")); + auto content = p.rule("message-content", p.until("<|end|>")); + auto channel = p.literal("<|channel|>") + (p.literal("commentary") | p.literal("analysis")); + auto constrain_type = p.chars("[A-Za-z0-9_-]", 1, -1); - builder.add_rule("root", "( " + analysis + " \"<|start|>assistant\" )? " + final); - }); - } + // Occasionally, gpt-oss-20b will prefix channels with this commentary + auto stray_commentary = p.optional(p.literal("<|channel|>commentary") + p.optional(p.literal(" to=assistant"))); + auto start_analysis = stray_commentary + p.literal("<|channel|>analysis<|message|>"); - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - // tool calls can appear in commentary or analysis channels - auto channel = builder.add_rule("channel", "\"<|channel|>\" ( \"commentary\" | \"analysis\" )"); + if (extract_reasoning) { + p.rule("analysis", start_analysis + p.reasoning(content) + end); + } else { + p.rule("analysis", p.content(start_analysis + content + end)); + } + + auto analysis = p.ref("analysis"); + auto preamble = p.rule("preamble", p.literal("<|channel|>commentary<|message|>") + p.content(content) + end); + auto final_msg = p.rule("final", stray_commentary + p.literal("<|channel|>final<|message|>") + p.content(content)); + + // Consume any unsolicited tool calls, e.g. builtin functions + auto unsolicited = p.rule("unsolicited", p.atomic(p.optional(channel) + p.literal(" to=") + content + end)); + + auto any = p.rule("any", preamble | analysis); + + if (has_response_format) { + auto constraint = p.optional(p.space() + p.optional(p.literal("<|constrain|>")) + constrain_type); + auto response_format = p.rule("response-format", + p.literal("<|channel|>final") + constraint + p.literal("<|message|>") + + p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema))); + + return p.zero_or_more(start + analysis) + start + response_format; + } + + if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { + auto tool_choice = p.choice(); - std::vector tool_rules_recipient_in_role; - std::vector tool_rules_recipient_in_channel; foreach_function(inputs.tools, [&](const json & tool) { const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); + std::string name = function.at("name"); + const auto & params = function.at("parameters"); - tool_rules_recipient_in_role.push_back( - builder.add_rule(name + "-call", - "\"" + name + "\"" + channel + " \" <|constrain|>json\"? \"<|message|>\" " + - builder.add_schema(name + "-args", parameters) - ) - ); + auto func_name = p.literal(" to=functions.") + p.tool_name(p.literal(name)); + auto constraint = p.optional(p.space() + p.optional(p.literal("<|constrain|>")) + constrain_type); + auto args = p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", params)); - tool_rules_recipient_in_channel.push_back( - builder.add_rule(name + "-call", - "\"" + name + "\"" + " \" <|constrain|>json\"? \"<|message|>\" " + - builder.add_schema(name + "-args", parameters) - ) - ); + // recipient in role header + // <|start|>assistant to=functions.NAME<|channel|>(commentary|analysis)[constraint]<|message|>ARGS + auto tool_in_role = p.tool(p.tool_open(func_name + channel + constraint + p.literal("<|message|>")) + args); + + // recipient in channel header + // <|channel|>(commentary|analysis) to=functions.NAME[constraint]<|message|>ARGS + auto tool_in_channel = p.tool(p.tool_open(channel + func_name + constraint + p.literal("<|message|>")) + args); + + tool_choice |= p.rule("tool-" + name, tool_in_role | tool_in_channel); }); - auto recipient_in_channel = builder.add_rule("recipient_in_channel", - channel + " \" to=functions.\" ( " + - string_join(tool_rules_recipient_in_channel, " | ") + " )" - ); + auto tool_call = p.trigger_rule("tool-call", tool_choice); - if (data.grammar_lazy) { - auto recipient_in_role = builder.add_rule("recipient_in_role", - "\"<|start|>assistant\"? \" to=functions.\" ( " + - string_join(tool_rules_recipient_in_role, " | ") + " )" - ); - - builder.add_rule("root", recipient_in_role + " | " + recipient_in_channel); - } else { - auto not_end = builder.add_rule("not-end", - "[^<] | \"<\" [^|] | \"<|\" [^e] | \"<|e\" [^n] | \"<|en\" [^d] | \"<|end\" [^|] | \"<|end|\" [^>]"); - auto analysis = builder.add_rule("analysis", - "\"<|channel|>analysis<|message|>\" ( " + not_end + " )* \"<|end|>\""); - auto commentary = builder.add_rule("commentary", - "\"<|channel|>commentary<|message|>\" ( " + not_end + " )* \"<|end|>\""); - - auto recipient_in_role = builder.add_rule("recipient_in_role", - "\" to=functions.\" ( " + string_join(tool_rules_recipient_in_role, " | ") + " )" - ); - - builder.add_rule("root", - "( " + analysis + " \"<|start|>assistant\" )? " + - "( " + commentary + " \"<|start|>assistant\" )? " + - "( " + recipient_in_role + " | " + recipient_in_channel + " )" - ); + if (inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED) { + return p.zero_or_more(start + any) + start + tool_call; } - // Trigger on tool calls that appear in the commentary channel - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, - "<\\|channel\\|>(?:commentary|analysis) to" - }); - - // Trigger tool calls that appear in the role section, either at the - // start or in the middle. - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - "^ to" - }); - - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, - "<\\|start\\|>assistant to" - }); - }); - } - - return data; -} - -static common_chat_params common_chat_params_init_glm_4_5(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - data.grammar_lazy = inputs.tools.is_array() && !inputs.tools.empty() && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - - std::string prompt = apply(tmpl, inputs); - - // match the existing trimming behavior - if (inputs.add_bos && string_starts_with(prompt, tmpl.bos_token())) { - prompt.erase(0, tmpl.bos_token().size()); - } - if (inputs.add_eos && string_ends_with(prompt, tmpl.eos_token())) { - prompt.erase(prompt.size() - tmpl.eos_token().size()); - } - if (string_ends_with(prompt, "")) { - if (!inputs.enable_thinking) { - prompt += ""; - } else { - data.thinking_forced_open = true; + return p.zero_or_more(start + any) + start + (tool_call | final_msg); } - } - // add GLM preserved tokens - data.preserved_tokens = { - "<|endoftext|>", - "[MASK]", - "[gMASK]", - "[sMASK]", - "", - "", - "<|system|>", - "<|user|>", - "<|assistant|>", - "<|observation|>", - "<|begin_of_image|>", - "<|end_of_image|>", - "<|begin_of_video|>", - "<|end_of_video|>", - "<|begin_of_audio|>", - "<|end_of_audio|>", - "<|begin_of_transcription|>", - "<|end_of_transcription|>", - "<|code_prefix|>", - "<|code_middle|>", - "<|code_suffix|>", - "/nothink", - "", - "", - "", - "", - "", - "", - "", - "" - }; - - // extra GLM 4.5 stop word - data.additional_stops.insert(data.additional_stops.end(), { - "<|user|>", - "<|observation|>" + return p.zero_or_more(start + any) + start + (final_msg | unsolicited); }); - // build grammar for tool call - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "\n", - /* form.tool_sep = */ "\n", - /* form.key_start = */ "", - /* form.key_val_sep = */ "\n", - /* form.val_end = */ "\n", - /* form.tool_end = */ "\n", - /* form.scope_end = */ "", - }; - build_grammar_xml_tool_call(data, inputs.tools, form); + data.parser = parser.save(); - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_GLM_4_5; - return data; -} - -static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct templates_params & inputs) { - LOG_DBG("%s\n", __func__); - common_chat_params data; - const std::optional additional_context = json { - {"datetime", format_time(inputs.now, "%b %d %Y %H:%M:%S GMT")}, - {"functions", json(inputs.tools.empty() ? "" : inputs.tools.dump(2))}, - }; - data.prompt = apply(tmpl, inputs, /* messages_override =*/ std::nullopt, /* tools_override =*/ std::nullopt, additional_context); - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); + if (include_grammar) { + data.grammar_lazy = !(has_response_format || (has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED)); + data.grammar = build_grammar([&](const common_grammar_builder & builder) { foreach_function(inputs.tools, [&](const json & tool) { const auto & function = tool.at("function"); - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function.at("name")}, - }}, - {"arguments", function.at("parameters")}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; + if (has_response_format) { + auto schema = inputs.json_schema; + builder.resolve_refs(schema); } - builder.add_rule("root", "\" functools\"? " + builder.add_schema("tool_calls", schema)); + parser.build_grammar(builder, data.grammar_lazy); }); - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, " functools["}); - data.preserved_tokens = { - " functools[", + + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, "^\\s+to$" }, + { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, "^<\\|channel\\|>(?:commentary|analysis)\\s+to=functions$" }, + { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, "<\\|start\\|>assistant(\\s+to)" }, + { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, "<\\|start\\|>assistant(<\\|channel\\|>(?:commentary|analysis)\\s+to)" } }; - data.format = COMMON_CHAT_FORMAT_FIREFUNCTION_V2; - } else { - data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - } - return data; -} - -static common_chat_params common_chat_params_init_functionary_v3_2(const common_chat_template & tmpl, const struct templates_params & inputs) { - // >>>all\nlet's call functions>>>fn1\n{"arg1": 1...}\n>>>fn2\n{"arg1": 1...}... - // Using ">>>f1\n", ">>>f2\n"... as trigger words for the grammar - // If the function is python, we also allow raw python code (if the line after `python\n` doesn't start w/ opening `{`), which the model seems to prefer for multiline code. - common_chat_params data; - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2; - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector first_tool_rules; - std::vector subsequent_tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - std::string args_pattern = "[\\s\\S]*"; - auto args_rule = builder.add_schema(name + "-args", parameters); - if (name == "python") { - args_rule = builder.add_rule(name + "-maybe-raw-args", args_rule + " | [^{] .*"); - } else { - args_pattern = "\\{" + args_pattern; - } - auto call_rule = builder.add_rule(name + "-call", "\"" + name + "\\n\" " + args_rule); - first_tool_rules.push_back(call_rule); - if (inputs.parallel_tool_calls) { - subsequent_tool_rules.push_back(builder.add_rule(name + "-call2", "\">>>\" " + call_rule)); - } - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - "((?:[\\s\\S]+?>>>)?" + regex_escape(name) + "\n)" + args_pattern, - }); - }); - data.preserved_tokens = { - "<|end_header_id|>", - }; - auto first_rule = first_tool_rules.empty() ? "" : builder.add_rule("first_tool_call", string_join(first_tool_rules, " | ")) + " space"; - if (inputs.parallel_tool_calls) { - auto subsequent_rule = builder.add_rule("subsequent_tool_call", string_join(subsequent_tool_rules, " | ")) + " space"; - builder.add_rule("root", first_rule + " (" + subsequent_rule + ")*"); - } else { - builder.add_rule("root", first_rule); - } - - }); - } - return data; -} - -static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(const common_chat_template & tmpl, const struct templates_params & inputs) { - // https://github.com/MeetKai/functionary/blob/main/tests/prompt_test_v3-llama3.1.txt - common_chat_params data; - - if (!inputs.tools.is_null()) { - std::string python_code_argument_name; - auto has_raw_python = false; - - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - const auto & parameters = function.at("parameters"); - std::string name = function.at("name"); - if (name == "python" || name == "ipython") { - if (!parameters.contains("type")) { - throw std::runtime_error("Missing type in python tool"); - } - has_raw_python = true; - const auto & type = parameters.at("type"); - if (type == "object") { - auto properties = parameters.at("properties"); - for (auto it = properties.begin(); it != properties.end(); ++it) { - if (it.value().at("type") == "string") { - if (!python_code_argument_name.empty()) { - throw std::runtime_error("Multiple string arguments found in python tool"); - } - python_code_argument_name = it.key(); - } - } - if (python_code_argument_name.empty()) { - throw std::runtime_error("No string argument found in python tool"); - } - } else if (type != "string") { - throw std::runtime_error("Invalid type in python tool: " + type.dump()); - } - } - tool_rules.push_back(builder.add_rule(name + "-call", "\"\" " + builder.add_schema(name + "-args", parameters) + " \"\" space")); - }); - if (has_raw_python) { - tool_rules.push_back(builder.add_rule("python-call", "\"<|python_tag|>\" .*")); - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|python_tag|>"}); - data.preserved_tokens.push_back("<|python_tag|>"); - } - auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | ")) + " space"; - builder.add_rule("root", inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call); - data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "\n")) { - if (!extra_context["enable_thinking"]) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - - if (!inputs.tools.is_null()) { - // (content)?({"name": "foo", "arguments": {"a": 1}})* - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - std::vector tool_call_alts; - std::vector escaped_names; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - tool_rules.push_back(builder.add_schema(name + "-call", { - {"type", "object"}, - {"properties", json { - {"name", json {{"const", name}}}, - {"arguments", parameters}, - }}, - {"required", json::array({"name", "arguments"})}, - })); - tool_call_alts.push_back(builder.add_rule( - name + "-function-tag", - "\"\" space " + - builder.add_schema(name + "-args", parameters) + " " - "\"\" space")); - - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_WORD, - "", - }); - auto escaped_name = regex_escape(name); - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, - " alt_tags { - any_tool_call, - "\"\" space " + any_tool_call + " \"\"", - // The rest is just to accommodate common "good bad" outputs. - "\"\" space " + any_tool_call + " \"\"", - "\"\" space " + any_tool_call + " \"\"", - "\"\" space " + any_tool_call + " \"\"", - "\"\" space " + any_tool_call + " \"\"", - "\"\" space " + any_tool_call + " \"\"", - "\"\" space " + any_tool_call + " \"\"", - }; - auto wrappable_tool_call = builder.add_rule("wrappable_tool_call", "( " + string_join(alt_tags, " | ") + " ) space"); - tool_call_alts.push_back(wrappable_tool_call); - tool_call_alts.push_back( - "( \"```\\n\" | \"```json\\n\" | \"```xml\\n\" ) space " + wrappable_tool_call + " space \"```\" space "); - auto tool_call = builder.add_rule("tool_call", string_join(tool_call_alts, " | ")); - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"\" space )? " : "") + - (inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call)); - // Trigger on some common known "good bad" outputs (only from the start and with a json that's about a specific argument name to avoid false positives) - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, - // If thinking_forced_open, then we capture the tag in the grammar, - // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar) - std::string(data.thinking_forced_open ? "(\\s*)" : "") + ( - "\\s*(" - "(?:" - "||||)?" - "\\s*\\{\\s*\"name\"\\s*:\\s*\"(?:" + string_join(escaped_names, "|") + ")\"" - ")" - ")" - ), - }); - data.preserved_tokens = { - "", - "", - "", - "", - "", - "", - "", - "", - "", - "", - "", - "", - "", - "", - "```", - "```json", - "```xml", - }; - }); } return data; } -static common_chat_params common_chat_params_init_granite(const common_chat_template & tmpl, const struct templates_params & inputs) { +static common_chat_params common_chat_params_init_gemma4(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { common_chat_params data; - // Pass thinking context for Granite template - json additional_context = { - {"thinking", inputs.enable_thinking}, + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_GEMMA4; + data.supports_thinking = true; + data.thinking_start_tag = "<|channel>thought"; + data.thinking_end_tag = ""; + + data.preserved_tokens = { + "<|channel>", + "", + "<|tool_call>", + "", + "<|turn>", }; - data.prompt = apply(tmpl, inputs, /* messages_override= */ std::nullopt, /* tools_override= */ std::nullopt, additional_context); - data.format = COMMON_CHAT_FORMAT_GRANITE; + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto has_response_format = !inputs.json_schema.is_null() && inputs.json_schema.is_object(); + auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; - if (string_ends_with(data.prompt, "\n") || string_ends_with(data.prompt, "")) { - if (!inputs.enable_thinking) { - data.prompt += ""; + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto start = p.rule("start", p.prefix(inputs.generation_prompt, "<|channel>")); + + if (extract_reasoning) { + p.rule("thought", p.literal("<|channel>thought") + p.space() + p.reasoning(p.until("")) + p.literal("")); } else { - data.thinking_forced_open = true; + p.rule("thought", p.content(p.literal("<|channel>thought") + p.space() + p.until("") + p.literal(""))); } - } - if (!inputs.tools.is_null()) { - // Granite uses <|tool_call|> followed by JSON list - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; + auto thought = (p.peek(p.literal("<|channel>")) + p.ref("thought")) | p.negate(p.literal("<|channel>")); + + if (has_response_format) { + auto response_format = p.literal("```json") << + p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema)) << + p.literal("```"); + return start + p.optional(thought) + response_format; + } + + if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { + // Gemma4 tool calling syntax + // Rules should match traversal logic in gemma4_to_json() + p.rule("gemma4-string-content", p.until("<|\"|>")); + p.rule("gemma4-string", p.literal("<|\"|>") + p.ref("gemma4-string-content") + p.literal("<|\"|>")); + p.rule("gemma4-bool", p.json_bool()); + p.rule("gemma4-null", p.json_null()); + p.rule("gemma4-number", p.json_number()); + p.rule("gemma4-dict-key", p.rule("gemma4-dict-key-name", p.chars("[^:}]", 1, -1)) + p.literal(":")); + p.rule("gemma4-dict-kv", p.ref("gemma4-dict-key") + p.space() + p.ref("gemma4-value")); + p.rule("gemma4-dict", [&]() { + auto ws = p.space(); + auto member = p.ref("gemma4-dict-kv"); + auto members = p.sequence({member, p.zero_or_more(p.sequence({p.literal(","), ws, member}))}); + return p.sequence({ + p.literal("{"), ws, + p.choice({p.literal("}"), p.sequence({members, ws, p.literal("}")})}) + }); + }); + p.rule("gemma4-array", [&]() { + auto ws = p.space(); + auto value = p.ref("gemma4-value"); + auto elements = p.sequence({value, p.zero_or_more(p.sequence({p.literal(","), ws, value}))}); + return p.sequence({ + p.literal("["), ws, + p.choice({p.literal("]"), p.sequence({elements, ws, p.literal("]")})}) + }); + }); + p.rule("gemma4-value", [&]() { + return p.choice({ + p.ref("gemma4-string"), p.ref("gemma4-dict"), p.ref("gemma4-array"), + p.ref("gemma4-number"), p.ref("gemma4-bool"), p.ref("gemma4-null") + }); + }); + + auto tool_choice = p.choice(); + foreach_function(inputs.tools, [&](const json & tool) { const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - tool_rules.push_back(builder.add_rule(name + "-call", builder.add_schema(name + -"-args", { - {"type", "object"}, - {"properties", { - {"name", {{"const", name}}}, - {"arguments", parameters}, - }}, - {"required", json::array({"name", "arguments"})}, + std::string name = function.at("name"); + // TODO @aldehir : need to extend json-schema-to-grammar to produce more than JSON rules + // const auto & params = function.at("parameters"); + + tool_choice |= p.rule("tool-" + name, p.tool(p.sequence({ + p.tool_open(p.tool_name(p.literal(name)) + p.peek(p.literal("{"))), + p.tool_args(p.ref("gemma4-dict")), }))); }); - auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | ")); - auto tool_list = builder.add_rule("tool_list", "\"[\" space " + tool_call + " (\",\" space " + tool_call + ")* space \"]\""); + auto tool_call = p.trigger_rule("tool-call", p.repeat( + "<|tool_call>call:" + tool_choice + "", + /* min = */ inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0, + /* max = */ inputs.parallel_tool_calls ? -1 : 1 + )); - if (data.thinking_forced_open) { - builder.add_rule("root", "\"\" space \"\" space [^<]* \"\" space \"<|tool_call|>\" space " + tool_list); - } else { - builder.add_rule("root", "\"<|tool_call|>\" space " + tool_list); - } - - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_WORD, - "<|tool_call|>" - }); - - data.preserved_tokens = { - "", - "", - "", - "", - "<|tool_call|>", - }; - }); - } else { - // Handle thinking tags for non-tool responses - if (data.thinking_forced_open && inputs.enable_thinking) { - data.grammar_lazy = false; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - builder.add_rule("root", "\"\" space \"\" space .* \"\" space"); - }); - data.preserved_tokens = { - "", - "", - "", - "", - }; + auto content = p.rule("content", p.content(p.until_one_of({"<|channel>", "<|tool_call>"}))); + auto message = p.rule("message", thought + content); + return start + p.zero_or_more(message) + tool_call; } + + auto content = p.rule("content", p.content(p.until("<|channel>"))); + auto message = p.rule("message", thought + content); + return start + p.one_or_more(message); + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = !(has_response_format || (has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED)); + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + if (has_response_format) { + auto schema = inputs.json_schema; + builder.resolve_refs(schema); + } + parser.build_grammar(builder, data.grammar_lazy); + }); + + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|tool_call>" }, + }; } return data; } -static common_chat_params common_chat_params_init_solar_open(const common_chat_template & tmpl, const struct templates_params & inputs) { +// Functionary v3.2 - uses recipient-based format: >>>recipient\n{content} +static common_chat_params common_chat_params_init_functionary_v3_2(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { common_chat_params data; - // Copy `reasoning_content` to `reasoning` - auto adjusted_messages = json::array(); - for (const auto & msg : inputs.messages) { - if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { - auto adjusted_message = msg; - adjusted_message["reasoning"] = msg.at("reasoning_content"); - adjusted_message.erase("reasoning_content"); - adjusted_messages.push_back(adjusted_message); - } else { - adjusted_messages.push_back(msg); - } - } - - auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); - auto include_grammar = true; - - auto prompt = apply(tmpl, inputs, /* messages_override= */ adjusted_messages); - - // Check if we need to replace the flush token with end token during inference and without generation prompt. - if (inputs.is_inference && !inputs.add_generation_prompt) { - static constexpr std::string_view return_token = "<|flush|>"; - static constexpr std::string_view end_token = "<|end|>"; - if (size_t pos = prompt.rfind(return_token); pos != std::string::npos) { - prompt.replace(pos, return_token.length(), end_token); - } - } - - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; data.preserved_tokens = { - "<|think|>", - "<|content|>", - "<|begin|>", - "<|end|>", - "<|tool_calls|>", - "<|tool_call:begin|>", - "<|tool_call:end|>", - "<|tool_call:name|>", - "<|tool_call:args|>", + ">>>all", }; - auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { - auto lit_think = p.atomic(p.literal("<|think|>")); - auto lit_assistant_begin = p.atomic(p.literal("<|begin|>assistant")); - auto lit_content = p.atomic(p.literal("<|content|>")); - auto lit_end = p.atomic(p.literal("<|end|>")); - auto parser_until_end = p.until("<|end|>"); + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE; - // reasoning <- "<|think|>" (!"<|end|>" .)* - auto parser_reasoning = p.rule("reasoning", lit_think + p.reasoning(parser_until_end)); + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + // Functionary v3.2 format: + // - Normal content: >>>all\n{content} + // - Tool calls: >>>function_name\n{json_args} + // Generation prompt ends with ">>>" so model outputs recipient immediately - // content <- "<|content|>" (!"<|end|>" .)* - auto parser_content = p.rule("content", lit_content + p.content(parser_until_end)); + // Build content parser for >>>all\n{content} + // When tools are present, content stops before the next ">>>" (tool call) + // When no tools, content goes until end + auto content_until_tool = p.literal("all\n") + p.content(p.until(">>>")); + auto content_until_end = p.literal("all\n") + p.content(p.rest()); + auto generation_prompt = p.literal(inputs.generation_prompt); - // wrap_choice(items) <- item-choice wrapped* - // item-choice <- items[0] / ... / items[n] - // wrapped <- "<|end|><|begin|>assistant" item-choice - auto wrap_choice = [&](const std::vector & items) { - auto choice = p.choice(items); - return choice + p.zero_or_more(lit_end + lit_assistant_begin + choice); - }; - - // wrap_seq(items) <- item[0] "<|end|><|begin|>assistant" item[1] ... - auto wrap_seq = [&](const std::vector & items) { - auto seq = p.sequence(); - for (auto i = 0u; i < items.size(); i++) { - if (i == 0) { - seq += items[i]; - continue; - } - seq += lit_end + lit_assistant_begin + items[i]; - } - return seq; - }; - - // Response format parser - if (inputs.json_schema.is_object() && !inputs.json_schema.empty()) { - auto parser_response_format = lit_content + p.content(p.schema(p.json(), "response-format", inputs.json_schema)); - return p.choice({ - wrap_seq({parser_reasoning, parser_response_format}), - wrap_seq({parser_response_format}) - }); + // If no tools or tool_choice is NONE, just parse content + if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) { + // When no tools, just match the prefix and capture everything after + return generation_prompt + content_until_end + p.end(); } - auto lit_tool_call_begin = p.literal("<|tool_call:begin|>"); - auto lit_tool_call_name = p.literal("<|tool_call:name|>"); - auto lit_tool_call_args = p.literal("<|tool_call:args|>"); - auto lit_tool_call_end = p.literal("<|tool_call:end|>"); + // Build tool call parsers for each available function + auto tool_choice = p.choice(); + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); - // Tool call parser - if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { - auto parser_tool_call = p.choice(); + // Tool format: >>>function_name\n{json_args} + auto tool_parser = p.tool( + p.tool_open(p.tool_name(p.literal(name)) + p.literal("\n")) + + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)) + ); + + tool_choice |= p.rule("tool-" + name, tool_parser); + }); + + auto content_only = content_until_end; + auto tools_only = p.trigger_rule("tools", p.one_or_more(tool_choice)); + auto content_and_tools = content_until_tool + tools_only; + + auto ret = p.eps(); + if (inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED) { + if (inputs.parallel_tool_calls) { + ret = p.choice({ content_and_tools, tools_only }) + p.end(); + } else { + ret = p.choice({ content_until_tool + tool_choice, tools_only }) + p.end(); + } + } else if (inputs.parallel_tool_calls) { + ret = p.choice({ content_and_tools, content_only, tools_only }) + p.end(); + } else { + auto content_and_tool = content_until_tool + tool_choice; + ret = p.choice({ content_and_tool, content_only, tool_choice }) + p.end(); + } + return generation_prompt + ret; + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + + data.grammar = build_grammar([&](const common_grammar_builder & builder) { foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + + // Grammar trigger for when the model starts outputting a tool call + // (after the initial ">>>" in the generation prompt but recipient other than "all") + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN, ">>>(?!all)" } + }; + } + + return data; +} + +// Kimi K2 Thinking - uses unique tool call ID format: functions.: +// The ID contains both the function name and an incrementing counter +static common_chat_params common_chat_params_init_kimi_k2(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { + common_chat_params data; + + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.supports_thinking = true; + data.preserved_tokens = { + "<|tool_calls_section_begin|>", + "<|tool_calls_section_end|>", + "<|tool_call_begin|>", + "<|tool_call_argument_begin|>", + "<|tool_call_end|>", + "", + "", + }; + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE; + + const std::string SECTION_BEGIN = "<|tool_calls_section_begin|>"; + const std::string SECTION_END = "<|tool_calls_section_end|>"; + const std::string CALL_BEGIN = "<|tool_call_begin|>"; + const std::string ARGS_BEGIN = "<|tool_call_argument_begin|>"; + const std::string CALL_END = "<|tool_call_end|>"; + + const std::string THINK_START = ""; + const std::string THINK_END = ""; + + data.thinking_start_tag = THINK_START; + data.thinking_end_tag = THINK_END; + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + // Kimi K2 Thinking format: + // - Reasoning: {reasoning} + // - Content: text after reasoning + // - Tool calls section: + // <|tool_calls_section_begin|> + // <|tool_call_begin|>functions.:<|tool_call_argument_begin|>{json_args}<|tool_call_end|> + // ... + // <|tool_calls_section_end|> + // The ID format is: functions.: where counter is 0, 1, 2, ... + + // Tool call markers + auto end = p.end(); + + // Note: this model is CRAZY. It can diverge from its supposed tool calling pattern in so many ways it's not funny. + // For example, it can call tools at the end of reasoning without closing reasoning... + auto reasoning = extract_reasoning ? p.optional(THINK_START + p.reasoning( + p.until_one_of({ THINK_END, "<|tool_calls_section_begin|>", "<|tool_call_begin|>" })) + + p.optional(p.literal(THINK_END))) : p.eps(); + auto generation_prompt = p.prefix(inputs.generation_prompt, THINK_START); + + + // Content only parser (no tools) + if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) { + return generation_prompt + reasoning + p.content(p.rest()) + end; + } + + // Build tool call parsers for each available function + // The ID format is: functions.: + // We need to match: functions.: + auto tool_choice = p.choice(); + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); + + // Match: functions.: + // Capture the full call id (functions.:) using tool_id tag + auto tool_id = p.tool_id(p.literal("functions.") + p.tool_name(p.literal(name)) + p.literal(":") + p.chars("[0-9]", 1, -1)); + auto tool_parser = p.tool( + p.tool_open(tool_id + p.literal(ARGS_BEGIN)) + + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)) + + p.tool_close(p.optional((p.literal(CALL_END)))) + ); + + tool_choice |= p.rule("tool-" + name, tool_parser); + }); + + // Tool calls section: <|tool_calls_section_begin|> tool_calls <|tool_calls_section_end|> + auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; + auto max_calls = inputs.parallel_tool_calls ? -1 : 1; + // Use trigger_rule so grammar generator knows where to start generating rules + auto tool_calls = p.rule("tool-calls", + p.optional(p.literal(SECTION_BEGIN)) + + p.trigger_rule("tool-call", p.repeat(CALL_BEGIN + tool_choice, min_calls, max_calls) + + p.optional(p.literal(SECTION_END))) + ); + + auto content_before_tools = p.content(p.until_one_of({ SECTION_BEGIN, CALL_BEGIN })); + + return generation_prompt + reasoning + content_before_tools + tool_calls + end; + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|tool_call_begin|>" } + }; + } + + return data; +} + +// LFM2 format: uses <|tool_list_start|>[...]<|tool_list_end|> in system prompt +// and <|tool_call_start|>[name(arg="val")]<|tool_call_end|> for tool calls. +// - Reasoning: {reasoning} (optional) +// - Content: text before a tool call (optional) +// - Tool calls: Python-style, e.g. [function_name(arg1="value1", arg2="value2")] +// Tool calls can appear multiple times (parallel tool calls supported) +static common_chat_params common_chat_params_init_lfm2(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { + common_chat_params data; + + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.supports_thinking = true; + data.preserved_tokens = { + "<|tool_list_start|>", + "<|tool_list_end|>", + "<|tool_call_start|>", + "<|tool_call_end|>", + "", + "", + }; + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE; + + const std::string TOOL_CALL_START = "<|tool_call_start|>"; + const std::string TOOL_CALL_END = "<|tool_call_end|>"; + const std::string THINK_START = ""; + const std::string THINK_END = ""; + + data.thinking_start_tag = THINK_START; + data.thinking_end_tag = THINK_END; + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto generation_prompt = p.prefix(inputs.generation_prompt, THINK_START); + auto end = p.end(); + + auto reasoning = p.eps(); + if (extract_reasoning && inputs.enable_thinking) { + reasoning = p.optional(THINK_START + p.reasoning(p.until(THINK_END)) + THINK_END); + } + + if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) { + return generation_prompt + reasoning + p.content(p.rest()) + end; + } + auto tool_calls = p.rule("tool-calls", + p.trigger_rule("tool-call", + p.literal(TOOL_CALL_START) + + p.python_style_tool_calls(inputs.tools, inputs.parallel_tool_calls) + + p.literal(TOOL_CALL_END) + ) + ); + + auto content = p.content(p.until(TOOL_CALL_START)); + + return generation_prompt + reasoning + content + tool_calls + end; + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + + data.grammar_triggers = { + { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, TOOL_CALL_START } + }; + } + return data; +} + +// LFM2.5 format: uses plain "List of tools: [...]" in system prompt, no wrapper tokens. +// Tool calls are bare [name(arg="val")], though model may optionally emit <|tool_call_start|>. +// - Reasoning: {reasoning} (optional) +// - Content: text before a tool call (optional) +// - Tool calls: Python-style, e.g. [function_name(arg1="value1", arg2="value2")] +// Tool calls can appear multiple times (parallel tool calls supported) +static common_chat_params common_chat_params_init_lfm2_5(const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { + common_chat_params data; + + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.supports_thinking = true; + data.preserved_tokens = { + "<|tool_call_start|>", + "<|tool_call_end|>", + "", + "", + }; + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE; + + const std::string THINK_START = ""; + const std::string THINK_END = ""; + + data.thinking_start_tag = THINK_START; + data.thinking_end_tag = THINK_END; + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto generation_prompt = p.prefix(inputs.generation_prompt, THINK_START); + auto end = p.end(); + + auto reasoning = p.eps(); + if (extract_reasoning && inputs.enable_thinking) { + reasoning = p.optional(THINK_START + p.reasoning(p.until(THINK_END)) + THINK_END); + } + + if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) { + return generation_prompt + reasoning + p.content(p.rest()) + end; + } + + auto tool_calls = p.rule("tool-calls", + p.trigger_rule("tool-call", + p.python_style_tool_calls(inputs.tools, inputs.parallel_tool_calls) + ) + ); + + auto content = p.content(p.until_one_of({"<|tool_call_start|>", "["})); + auto maybe_start = p.optional(p.literal("<|tool_call_start|>")); + return generation_prompt + reasoning + content + maybe_start + tool_calls + end; + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + foreach_function(inputs.tools, [&](const json & tool) { + const std::string name = tool.at("function").at("name"); + data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[" + name + "(" }); + }); + } + + return data; +} + +static common_chat_params common_chat_params_init_gigachat_v3( + const common_chat_template & tmpl, + const autoparser::generation_params & inputs) { + + common_chat_params data; + + data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.supports_thinking = false; + data.preserved_tokens = { + "<|message_sep|>\n\n", + "<|role_sep|>\n", + }; + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE; + const auto *tool_call_start_prefix = "<|message_sep|>\n\nfunction call<|role_sep|>\n"; + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto ret = p.eps(); + if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { + // Build a choice of all available tools + auto tool_choice = p.choice(); + for (const auto & tool : inputs.tools) { const auto & function = tool.at("function"); std::string name = function.at("name"); const auto & schema = function.at("parameters"); - // tool(name, schema) <- name "<|tool_call:args|>" schema - parser_tool_call |= p.rule("tool-" + name, - p.atomic(p.tool_name(p.literal(name)) + lit_tool_call_args) - + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema))); - }); + auto tool_name = p.json_member("name", "\"" + p.tool_name(p.literal(name)) + "\""); + auto tool_args = p.json_member("arguments", p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema))); - auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; - auto max_calls = inputs.parallel_tool_calls ? -1 : 1; + auto tool_open = p.tool_open(p.literal("{") << tool_name); - // tool-calls <- "<|tool_calls|>" tool-call+ - // tool-call <- "<|tool_call:begin|> call-id "<|tool_call:name|>" &([^<]+ "<|tool_call:args|>") tool-choice "<|tool_call:end|>" - // call-id <- [a-zA-Z0-9_-]+ - // tool-choice <- tool(t[0].name, t[0].schema) / ... / tool(t[n].name, t[n].schema) - auto parser_tool_calls = p.trigger_rule("tool-calls", - p.atomic(p.literal("<|tool_calls|>")) - + p.repeat( - p.tool_open( - lit_tool_call_begin - + p.tool_id(p.chars("[a-zA-Z0-9_-]", 1, -1)) - + lit_tool_call_name - + p.peek(p.chars("[^<]", 1, -1) + lit_tool_call_args)) - + parser_tool_call - + p.tool_close(lit_tool_call_end), - /* min = */ 1, - /* max = */ max_calls)); - - if (min_calls == 1) { - // If required, then try any combination of the reasoning, content, and tool call - return p.choice({ - wrap_seq({parser_reasoning, parser_content, parser_tool_calls}), - wrap_seq({parser_reasoning, parser_tool_calls}), - wrap_seq({parser_content, parser_tool_calls}), - wrap_seq({parser_tool_calls}) - }); + tool_choice |= p.rule("tool-" + name, tool_open << "," << tool_args << "}"); } - return wrap_choice({parser_reasoning, parser_content, parser_tool_calls}); + // Define the tool call structure + auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; + auto max_calls = 1; // parallel toolcalls are not supported + auto tool_call = p.rule("tool-call", p.literal(tool_call_start_prefix) + tool_choice); + auto tool_calls = p.trigger_rule("tool-call-root", p.repeat(tool_call, /* min = */ min_calls, /* max = */ max_calls)); + + ret = p.content(p.until("<|message_sep|>\n\n")) << tool_calls; + } else { + // Content only parser + include_grammar = false; + ret = p.content(p.rest()); } - // Content only parser - include_grammar = false; - return wrap_choice({parser_reasoning, parser_content}); + return p.literal(inputs.generation_prompt) + ret; }); data.parser = parser.save(); @@ -2742,191 +1650,25 @@ static common_chat_params common_chat_params_init_solar_open(const common_chat_t }); data.grammar_triggers = { - {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|tool_calls|>"} + {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, tool_call_start_prefix} }; } - return data; } -static common_chat_params common_chat_params_init_exaone_moe(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_EXAONE_MOE; - if (string_ends_with(data.prompt, "\n")) { - if (!inputs.enable_thinking) { - data.prompt += "\n\n"; - } else { - data.thinking_forced_open = true; - } - } - - if (inputs.tools.is_array() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED && inputs.json_schema.is_null(); - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - // Expect: {"name": "", "arguments": {...}} - tool_rules.push_back(builder.add_rule( - name + "-call", - "\"\" space " + - builder.add_schema(name + "-obj", json{ - {"type", "object"}, - {"properties", { - {"name", json{{"const", name}}}, - {"arguments", parameters}, - }}, - {"required", json::array({"name", "arguments"})}, - }) + - " space \"\" space")); - }); - - auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | ")); - builder.add_rule("root", - std::string(data.thinking_forced_open ? "( \"\" space )? " : "") + - (inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call)); - - data.grammar_triggers.push_back({ - COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, - std::string(data.thinking_forced_open ? "[\\s\\S]*?(\\s*)?" : "") + - "()[\\s\\S]*" - }); - data.preserved_tokens = { - "", - "", - "", - "", - }; - }); - } - - return data; -} - -static common_chat_params common_chat_params_init_translate_gemma(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - - // This template does not support tools or reasoning - // we just need to transform the messages into the correct schema - - templates_params inputs_new = inputs; - json & messages = inputs_new.messages; - - // default to chat_template_kwargs, or en-GB if not specified - std::string default_src_lang = inputs.extra_context.value("source_lang_code", "en-GB"); - std::string default_tgt_lang = inputs.extra_context.value("target_lang_code", "en-GB"); - - GGML_ASSERT(messages.is_array()); - for (auto & message : messages) { - if (message.contains("role") && message["role"].get() != "user") { - continue; - } - if (!message.contains("content")) { - message["content"] = json::array(); - } - if (message.contains("content") && !message["content"].is_array()) { - auto content_str = message["content"].get(); - // default to en-GB if not specified (to make common_chat_format_example works) - auto src_lang = message.contains("source_lang_code") - ? message["source_lang_code"].get() : default_src_lang; - auto tgt_lang = message.contains("target_lang_code") - ? message["target_lang_code"].get() : default_tgt_lang; - message["content"] = json::array({ - json{ - {"type", "text"}, - {"text", content_str}, - {"source_lang_code", src_lang}, - {"target_lang_code", tgt_lang}, - } - }); - } - } - - data.prompt = apply(tmpl, inputs_new, std::nullopt, std::nullopt); - data.format = COMMON_CHAT_FORMAT_GENERIC; - - return data; -} - -static common_chat_params common_chat_params_init_without_tools(const common_chat_template & tmpl, const struct templates_params & inputs) { - common_chat_params data; - data.prompt = apply(tmpl, inputs); - data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - data.grammar_lazy = false; - if (!inputs.json_schema.is_null()) { - if (!inputs.grammar.empty()) { - throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both"); - } - data.grammar = json_schema_to_grammar(inputs.json_schema); - } else { - data.grammar = inputs.grammar; - } - return data; -} - -static common_chat_params common_chat_params_init_seed_oss( - const common_chat_template & tmpl, - templates_params & params, - const common_chat_templates_inputs & inputs) -{ - common_chat_params data; - data.prompt = apply(tmpl, params); - data.format = COMMON_CHAT_FORMAT_SEED_OSS; - if (string_ends_with(data.prompt, "")) { - if (!inputs.enable_thinking) { - data.prompt += ""; - } else { - data.thinking_forced_open = true; - } - } - - if (params.tools.is_array() && !params.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(params.tools, [&](const json & tool) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - builder.resolve_refs(parameters); - - // Create rule for Seed-OSS function call format - std::string param_rules; - if (parameters.contains("properties")) { - for (const auto & [key, value] : parameters.at("properties").items()) { - param_rules += "\"\"" + builder.add_schema(name + "-arg-" + key, value) + - "\"\""; - } - } - - tool_rules.push_back(builder.add_rule(name + "-call", - "\"\" space \"\" space " + - param_rules + - " \"\" space \"\"")); - }); - - data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "" }); - - data.preserved_tokens = { - "", "", "", "", - "", "", - }; - - builder.add_rule("root", string_join(tool_rules, " | ")); - }); - } - return data; -} - -// various workarounds for known issues with certain templates or model behaviors -// TODO @ngxson : improve this (how?) namespace workaround { +static void map_developer_role_to_system(json & messages) { + for (auto & message : messages) { + if (message.contains("role")) { + if (message["role"] == "developer") { + message["role"] = "system"; + } + } + } +} + + // if first message is system and template does not support it, merge it with next message static void system_message_not_supported(json & messages) { if (!messages.empty() && messages.front().at("role") == "system") { @@ -2944,6 +1686,159 @@ static void system_message_not_supported(json & messages) { } } +static void requires_non_null_content(json & messages) { + GGML_ASSERT(messages.is_array()); + for (auto & message : messages) { + if (message.contains("tool_calls") && !message.contains("content")) { + message["content"] = ""; + } + } +} + +// Gemma4 uses a custom tool_responses field instead of role:tool messages. +// +// This will transform a sequence of messages: +// assistant(tool_call+) -> tool+ -> assistant(content) +// +// Into a single assistant message containing a tool_responses field: +// assistant(content + tool_call + tool_responses) +// +// This is necessary for the Gemma4 chat template to properly format the prompt. +// See https://ai.google.dev/gemma/docs/core/prompt-formatting-gemma4 +struct gemma4_model_turn_builder { + json & messages; + size_t pos; + json tool_calls = json::array(); + json tool_responses = json::array(); + json content; + json reasoning_content; + + gemma4_model_turn_builder(json & msgs, size_t pos) : messages(msgs), pos(pos) {} + + void collect() { + // Collect the first assistant message + auto & msg = messages[pos]; + if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { + // According to the prompt formatting guide, we need to preserve reasoning_content + // between function calls. The current chat templates do not support this, but we will do it anyway. + reasoning_content = msg.at("reasoning_content"); + } + for (auto & tc : msg.at("tool_calls")) { + tool_calls.push_back(tc); + } + pos++; + + // Collect tool call results + while (pos < messages.size() && messages[pos].value("role", "") == "tool") { + collect_result(messages[pos]); + pos++; + } + + // Check if the next assistant message is the final message + if (pos < messages.size() && messages[pos].value("role", "") == "assistant") { + auto & next = messages[pos]; + if (!has_tool_calls(next) && has_content(next)) { + content = next.at("content"); + pos++; + } + } + } + + void collect_result(const json & curr) { + json response; + if (curr.contains("content")) { + const auto & content = curr.at("content"); + if (content.is_string()) { + // Try to parse the content as JSON; fall back to raw string + try { + response = json::parse(content.get()); + } catch (...) { + response = content; + } + } else { + response = content; + } + } + + std::string name; + + // Match name with corresponding tool call + size_t idx = tool_responses.size(); + if (idx < tool_calls.size()) { + auto & tc = tool_calls[idx]; + if (tc.contains("function")) { + name = tc.at("function").value("name", ""); + } + } + + // Fallback to the tool call id + if (name.empty()) { + name = curr.value("tool_call_id", ""); + } + + tool_responses.push_back({{"name", name}, {"response", response}}); + } + + json build() { + collect(); + + json msg = { + {"role", "assistant"}, + {"tool_calls", tool_calls}, + }; + if (!tool_responses.empty()) { + msg["tool_responses"] = tool_responses; + } + if (!content.is_null()) { + msg["content"] = content; + } + if (!reasoning_content.is_null()) { + msg["reasoning_content"] = reasoning_content; + } + return msg; + } + + static bool has_content(const json & msg) { + if (!msg.contains("content") || msg.at("content").is_null()) { + return false; + } + const auto & content = msg.at("content"); + if (content.is_string() && !content.get().empty()) { + return true; + } + if (content.is_array() && !content.empty()) { + return true; + } + return false; + } + + static bool has_tool_calls(const json & msg) { + return msg.contains("tool_calls") && msg.at("tool_calls").is_array() && !msg.at("tool_calls").empty(); + } +}; + +static void convert_tool_responses_gemma4(json & messages) { + json result = json::array(); + size_t i = 0; + + while (i < messages.size()) { + auto & msg = messages[i]; + + if (msg.value("role", "") != "assistant" || !msg.contains("tool_calls") || + !msg.at("tool_calls").is_array() || msg.at("tool_calls").empty()) { + result.push_back(msg); + i++; + continue; + } + + gemma4_model_turn_builder builder(messages, i); + result.push_back(builder.build()); + i = builder.pos; + } + + messages = result; +} + static void func_args_not_string(json & messages) { GGML_ASSERT(messages.is_array()); for (auto & message : messages) { @@ -2964,92 +1859,135 @@ static void func_args_not_string(json & messages) { } } -static void move_tool_calls_to_content(json & messages, int indent_spaces = 2) { - GGML_ASSERT(messages.is_array()); - for (auto & message : messages) { - if (message.contains("tool_calls")) { - auto tool_calls_new = json{ - {"tool_calls", message.at("tool_calls")} - }; - message.erase("tool_calls"); - auto content = message.at("content"); - std::string content_new = content.is_null() ? "" : content.get(); - message["content"] = content_new + tool_calls_new.dump(indent_spaces, ' ', false, json::error_handler_t::replace); - } - } } -// TODO @ngxson : we may remove support for generic schema in the future -static void use_generic_schema(json & messages) { - GGML_ASSERT(messages.is_array()); - for (auto & message : messages) { - if (message.contains("tool_calls") && message.at("tool_calls").is_array()) { - auto & tool_calls = message.at("tool_calls"); - for (auto & tool_call : tool_calls) { - if (tool_call.contains("type") && tool_call.at("type") == "function" && - tool_call.contains("function") && tool_call.at("function").is_object()) { - // Copy values before erasing to avoid use-after-free - json name_value; - json arguments_value; - json id_value; - const auto & function = tool_call.at("function"); - if (function.contains("name")) { - name_value = function.at("name"); - } - if (function.contains("arguments")) { - arguments_value = function.at("arguments"); - } - if (tool_call.contains("id")) { - id_value = tool_call.at("id"); - } - // Now safely erase and assign in the correct order - tool_call.erase("type"); - tool_call.erase("function"); - tool_call.erase("id"); - // Reassign in desired order: name, arguments, id - if (!name_value.is_null()) { - tool_call["name"] = name_value; - } - if (!arguments_value.is_null()) { - tool_call["arguments"] = arguments_value; - } - if (!id_value.is_null()) { - tool_call["id"] = id_value; - } - } - } - } - } +static json common_chat_extra_context() { + json ctx = json::object(); + std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); + std::string datetime_str = format_time(now, "%b %d %Y"); + std::string date_str = format_time(now, "%d %b %Y"); + ctx["datetime"] = datetime_str; + ctx["date_string"] = date_str; + return ctx; } -} // namespace workaround +std::optional common_chat_try_specialized_template( + const common_chat_template & tmpl, + const std::string & src, + autoparser::generation_params & params) { + // Ministral/Mistral Large 3 - uses special reasoning structure fixes, can't use autoparser + // Note: Mistral Small 3.2 uses [CALL_ID] which Ministral doesn't have, so we can distinguish them + if (src.find("[SYSTEM_PROMPT]") != std::string::npos && src.find("[TOOL_CALLS]") != std::string::npos && + src.find("[ARGS]") != std::string::npos && src.find("[CALL_ID]") == std::string::npos) { + LOG_DBG("Using specialized template: Ministral/Magistral Large 3\n"); + return common_chat_params_init_ministral_3(tmpl, params); + } -static common_chat_params common_chat_templates_apply_jinja( - const struct common_chat_templates * tmpls, - const struct common_chat_templates_inputs & inputs) -{ - templates_params params; + // GPT-OSS - has unique channel-based structure that needs dedicated handler + if (src.find("<|channel|>") != std::string::npos) { + LOG_DBG("Using specialized template: GPT-OSS\n"); + return common_chat_params_init_gpt_oss(tmpl, params); + } + + // Functionary v3.2 - uses recipient-based format with >>>recipient\n{content} + // Detection: template has ">>>all" for content and ">>>" prefix for tool calls + if (src.find(">>>all") != std::string::npos && src.find(">>>${recipient}") != std::string::npos) { + LOG_DBG("Using specialized template: Functionary v3.2\n"); + return common_chat_params_init_functionary_v3_2(tmpl, params); + } + + // Kimi K2 Thinking - uses unique tool call ID format: functions.: + // Detection: template has "<|tool_calls_section_begin|>" and "functions." prefix in tool call IDs + if (src.find("<|tool_calls_section_begin|>") != std::string::npos && + src.find("<|tool_call_begin|>") != std::string::npos) { + LOG_DBG("Using specialized template: Kimi K2 Thinking\n"); + return common_chat_params_init_kimi_k2(tmpl, params); + } + + // LFM2 format detection: template uses <|tool_list_start|>[...]<|tool_list_end|> around the tool list + // and <|tool_call_start|>[...]<|tool_call_end|> around each tool call + if (src.find("<|tool_list_start|>") != std::string::npos && + src.find("<|tool_list_end|>") != std::string::npos) { + LOG_DBG("Using specialized template: LFM2\n"); + return common_chat_params_init_lfm2(tmpl, params); + } + + // LFM2.5 format detection: template uses plain "List of tools: [...]" with no special tokens + if (src.find("List of tools: [") != std::string::npos && + src.find("<|tool_list_start|>") == std::string::npos) { + LOG_DBG("Using specialized template: LFM2.5\n"); + return common_chat_params_init_lfm2_5(tmpl, params); + } + + // GigaChatV3 format detection + if (src.find("<|role_sep|>") != std::string::npos && + src.find("<|message_sep|>") != std::string::npos && + src.find("<|function_call|>") == std::string::npos) { + LOG_DBG("Using specialized template: GigaChatV3\n"); + return common_chat_params_init_gigachat_v3(tmpl, params); + } + + // Gemma4 format detection + if (src.find("'<|tool_call>call:'") != std::string::npos) { + if (src.find("{#- OpenAI Chat Completions:") == std::string::npos) { + // apply workarounds if using the older gemma4 templates + LOG_WRN("%s: detected an outdated gemma4 chat template, applying compatibility workarounds. " + "Consider updating to the official template.\n", __func__); + workaround::convert_tool_responses_gemma4(params.messages); + } + return common_chat_params_init_gemma4(tmpl, params); + } + + return std::nullopt; +} + +static common_chat_params common_chat_templates_apply_jinja(const struct common_chat_templates * tmpls, + const struct common_chat_templates_inputs & inputs) { + autoparser::generation_params params; params.tools = common_chat_tools_to_json_oaicompat(inputs.tools); - const auto & tmpl = params.tools.is_array() && tmpls->template_tool_use - ? *tmpls->template_tool_use - : *tmpls->template_default; - const auto & src = tmpl.source(); - const auto & caps = tmpl.original_caps(); - params.messages = render_message_to_json(inputs.messages, tmpl.original_caps()); - params.add_generation_prompt = inputs.add_generation_prompt; - params.tool_choice = inputs.tool_choice; + const auto & tmpl = + params.tools.is_array() && tmpls->template_tool_use ? *tmpls->template_tool_use : *tmpls->template_default; + const auto & src = tmpl.source(); + const auto & caps = tmpl.original_caps(); + params.messages = render_message_to_json(inputs.messages, tmpl.original_caps()); + params.tool_choice = inputs.tool_choice; params.reasoning_format = inputs.reasoning_format; - params.enable_thinking = inputs.enable_thinking; - params.grammar = inputs.grammar; - params.now = inputs.now; - params.add_bos = tmpls->add_bos; - params.add_eos = tmpls->add_eos; + params.enable_thinking = inputs.enable_thinking; + params.grammar = inputs.grammar; + params.now = inputs.now; + params.add_bos = tmpls->add_bos; + params.add_eos = tmpls->add_eos; + + if (src.find("<|channel|>") == std::string::npos) { + // map developer to system for all models except for GPT-OSS + workaround::map_developer_role_to_system(params.messages); + } if (!tmpl.original_caps().supports_system_role) { workaround::system_message_not_supported(params.messages); } - params.extra_context = json::object(); + if (tmpl.original_caps().supports_tool_calls) { + // some templates will require the content field in tool call messages + // to still be non-null, this puts an empty string everywhere where the + // content field is null + workaround::requires_non_null_content(params.messages); + } + + if (tmpl.original_caps().supports_object_arguments) { + workaround::func_args_not_string(params.messages); + } + + params.add_generation_prompt = false; + std::string no_gen_prompt = common_chat_template_direct_apply_impl(tmpl, params); + params.add_generation_prompt = true; + std::string gen_prompt = common_chat_template_direct_apply_impl(tmpl, params); + auto diff = calculate_diff_split(no_gen_prompt, gen_prompt); + params.generation_prompt = diff.right + diff.suffix; + + params.add_generation_prompt = inputs.add_generation_prompt; + + params.extra_context = common_chat_extra_context(); for (auto el : inputs.chat_template_kwargs) { params.extra_context[el.first] = json::parse(el.second); } @@ -3058,229 +1996,66 @@ static common_chat_params common_chat_templates_apply_jinja( params.json_schema = json::parse(inputs.json_schema); } - if (inputs.parallel_tool_calls && !tmpl.original_caps().supports_parallel_tool_calls) { - LOG_DBG("Disabling parallel_tool_calls because the template does not support it\n"); - params.parallel_tool_calls = false; - } else { - params.parallel_tool_calls = inputs.parallel_tool_calls; - } + params.parallel_tool_calls = inputs.parallel_tool_calls; if (params.tools.is_array()) { if (params.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && !params.grammar.empty()) { throw std::runtime_error("Cannot specify grammar with tools"); } if (caps.supports_tool_calls && !caps.supports_tools) { - LOG_WRN("Template supports tool calls but does not natively describe tools. The fallback behaviour used may produce bad results, inspect prompt w/ --verbose & consider overriding the template.\n"); + LOG_WRN( + "Template supports tool calls but does not natively describe tools. The fallback behaviour used may " + "produce bad results, inspect prompt w/ --verbose & consider overriding the template.\n"); } } - // DeepSeek V3.1: detect based on specific patterns in the template - if (src.find("message['prefix'] is defined and message['prefix'] and thinking") != std::string::npos && - params.json_schema.is_null()) { - return common_chat_params_init_deepseek_v3_1(tmpl, params); + if (inputs.force_pure_content) { + LOG_WRN("Forcing pure content template, will not render reasoning or tools separately."); + // Create the result structure + common_chat_params data; + auto params_copy = params; + params_copy.reasoning_format = COMMON_REASONING_FORMAT_NONE; + data.prompt = common_chat_template_direct_apply_impl(tmpl, params_copy); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.generation_prompt = params.generation_prompt; + auto parser = build_chat_peg_parser([¶ms](common_chat_peg_builder &p) { + return p.prefix(params.generation_prompt) << p.content(p.rest()); + }); + data.parser = parser.save(); + return data; } - // DeepSeek R1: use handler in all cases except json schema (thinking / tools). - if (src.find("<|tool▁calls▁begin|>") != std::string::npos && params.json_schema.is_null()) { - return common_chat_params_init_deepseek_r1(tmpl, params); + if (auto result = common_chat_try_specialized_template(tmpl, src, params)) { + result->generation_prompt = params.generation_prompt; + return *result; } - // Command R7B: : use handler in all cases except json schema (thinking / tools). - if (src.find("<|END_THINKING|><|START_ACTION|>") != std::string::npos && params.json_schema.is_null()) { - workaround::func_args_not_string(params.messages); - return common_chat_params_init_command_r7b(tmpl, params); - } - - // Granite (IBM) - detects thinking / tools support - if (src.find("elif thinking") != std::string::npos && src.find("<|tool_call|>") != std::string::npos) { - workaround::func_args_not_string(params.messages); - workaround::use_generic_schema(params.messages); - workaround::move_tool_calls_to_content(params.messages); - return common_chat_params_init_granite(tmpl, params); - } - - // GLM 4.5: detect by and tags (check before Hermes since both use ) - if (src.find("[gMASK]") != std::string::npos && - src.find("") != std::string::npos && - src.find("") != std::string::npos && - params.json_schema.is_null()) { - workaround::func_args_not_string(params.messages); - if (!params.extra_context.contains("clear_thinking")) { - // by default, do not clear reasoning_content (added since GLM-4.7) - params.extra_context["clear_thinking"] = false; + try { + LOG_DBG("%s: using differential autoparser\n", __func__); + struct autoparser::autoparser autoparser; + autoparser.analyze_template(tmpl); + auto auto_params = autoparser::peg_generator::generate_parser(tmpl, params, autoparser); + auto_params.supports_thinking = autoparser.reasoning.mode != autoparser::reasoning_mode::NONE; + if (auto_params.supports_thinking) { + auto_params.thinking_start_tag = autoparser.reasoning.start; + auto_params.thinking_end_tag = autoparser.reasoning.end; } - return common_chat_params_init_glm_4_5(tmpl, params); + auto_params.generation_prompt = params.generation_prompt; + common_peg_arena arena; + arena.load(auto_params.parser); + LOG_DBG("%s: generated parser:\n%s\n\nparser generation prompt: %s\n", __func__, arena.dump(arena.root()).c_str(), auto_params.generation_prompt.c_str()); + return auto_params; + } catch (const std::exception & e) { + throw std::invalid_argument(std::string("Unable to generate parser for this template. Automatic parser generation failed: ") + e.what()); } - - // Qwen3-Coder XML format detection (must come before Hermes 2 Pro) - // Detect via XML markers: , , and blocks. - // Also matches Step-3.5-Flash and Nemotron 3 Nano which use the same output format. - if (src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("# Tools") != std::string::npos && - src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("") != std::string::npos) { - return common_chat_params_init_xiaomi_mimo(tmpl, params); - } - - // EXAONE MoE format detection - if (src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("<|tool_declare|>") != std::string::npos) { - return common_chat_params_init_exaone_moe(tmpl, params); - } - - // Hermes 2/3 Pro, Qwen 2.5 Instruct (w/ tools) - if (src.find("") != std::string::npos && params.json_schema.is_null()) { - return common_chat_params_init_hermes_2_pro(tmpl, params); - } - - // GPT-OSS - if (src.find("<|channel|>") != std::string::npos) { - return common_chat_params_init_gpt_oss(tmpl, params); - } - - // Seed-OSS - if (src.find("") != std::string::npos) { - workaround::func_args_not_string(params.messages); - return common_chat_params_init_seed_oss(tmpl, params, inputs); - } - - // Nemotron v2 - if (src.find("") != std::string::npos) { - return common_chat_params_init_nemotron_v2(tmpl, params); - } - - // Apertus format detection - if (src.find("<|system_start|>") != std::string::npos && src.find("<|tools_prefix|>") != std::string::npos) { - return common_chat_params_init_apertus(tmpl, params); - } - - // LFM2 (w/ tools) - if (src.find("List of tools: <|tool_list_start|>[") != std::string::npos && - src.find("]<|tool_list_end|>") != std::string::npos) { - return common_chat_params_init_lfm2(tmpl, params); - } - - // MiniMax-M2 format detection - if (src.find("]~!b[") != std::string::npos && src.find("]~b]") != std::string::npos) { - workaround::func_args_not_string(params.messages); - return common_chat_params_init_minimax_m2(tmpl, params); - } - - // Kimi K2 format detection - if (src.find("<|im_system|>tool_declare<|im_middle|>") != std::string::npos && - src.find("<|tool_calls_section_begin|>") != std::string::npos && - src.find("## Return of") != std::string::npos) { - return common_chat_params_init_kimi_k2(tmpl, params); - } - - // Apriel 1.5 format detection - if (src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("") != std::string::npos && - src.find("<|assistant|>") != std::string::npos && - src.find("<|tool_result|>") != std::string::npos && - src.find("[") != std::string::npos && - src.find("]") != std::string::npos) { - return common_chat_params_init_apriel_1_5(tmpl, params); - } - - // Solar Open - if (src.find("<|tool_response:begin|>") != std::string::npos && - src.find("<|tool_response:name|>") != std::string::npos && - src.find("<|tool_response:result|>") != std::string::npos) { - return common_chat_params_init_solar_open(tmpl, params); - } - - // Use generic handler when mixing tools + JSON schema. - // TODO: support that mix in handlers below. - if ((params.tools.is_array() && params.json_schema.is_object())) { - return common_chat_params_init_generic(tmpl, params); - } - - // Functionary prepends "all\n" to plain content outputs, so we use its handler in all cases. - if (src.find(">>>all") != std::string::npos) { - return common_chat_params_init_functionary_v3_2(tmpl, params); - } - - // Firefunction v2 requires datetime and functions in the context even w/o tools, so we also use its handler in all cases. - if (src.find(" functools[") != std::string::npos) { - return common_chat_params_init_firefunction_v2(tmpl, params); - } - - // Functionary v3.1 (w/ tools) - if (src.find("<|start_header_id|>") != std::string::npos - && src.find("ipython<|end_header_id|>") != std::string::npos) { - auto allow_python_tag_builtin_tools = src.find("<|python_tag|>") != std::string::npos; - workaround::func_args_not_string(params.messages); - return common_chat_params_init_llama_3_x(tmpl, params, allow_python_tag_builtin_tools); - } - - // Ministral/Mistral Large 3 - if (src.find("[SYSTEM_PROMPT]") != std::string::npos && - src.find("[TOOL_CALLS]") != std::string::npos && - src.find("[ARGS]") != std::string::npos) { - return common_chat_params_init_ministral_3(tmpl, params); - } - - if (src.find("[THINK]") != std::string::npos && src.find("[/THINK]") != std::string::npos) { - return common_chat_params_init_magistral(tmpl, params); - } - - // Solar Open - if (src.find("<|tool_response:begin|>") != std::string::npos && - src.find("<|tool_response:name|>") != std::string::npos && - src.find("<|tool_response:result|>") != std::string::npos) { - return common_chat_params_init_solar_open(tmpl, params); - } - - // TranslateGemma - if (src.find("[source_lang_code]") != std::string::npos && - src.find("[target_lang_code]") != std::string::npos) { - return common_chat_params_init_translate_gemma(tmpl, params); - } - - // Plain handler (no tools) - if (params.tools.is_null() || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) { - return common_chat_params_init_without_tools(tmpl, params); - } - - // Mistral Nemo (w/ tools) - if (src.find("[TOOL_CALLS]") != std::string::npos) { - workaround::func_args_not_string(params.messages); - return common_chat_params_init_mistral_nemo(tmpl, params); - } - - // Generic fallback - workaround::func_args_not_string(params.messages); - workaround::use_generic_schema(params.messages); - workaround::move_tool_calls_to_content(params.messages); - return common_chat_params_init_generic(tmpl, params); } // Legacy template route (adhoc C++ implementation of known templates), forward to llama_chat_apply_template. -static common_chat_params common_chat_templates_apply_legacy( - const struct common_chat_templates * tmpls, - const struct common_chat_templates_inputs & inputs) -{ - size_t alloc_size = 0; +static common_chat_params common_chat_templates_apply_legacy(const struct common_chat_templates * tmpls, + const struct common_chat_templates_inputs & inputs) { + size_t alloc_size = 0; std::vector chat; - std::vector contents; + std::vector contents; for (const auto & msg : inputs.messages) { auto content = msg.content; @@ -3290,25 +2065,27 @@ static common_chat_params common_chat_templates_apply_legacy( continue; } if (!content.empty()) { - content += "\n";; + content += "\n"; + ; } content += part.text; } contents.emplace_back(std::move(content)); } for (size_t i = 0; i < contents.size(); ++i) { - const auto & msg = inputs.messages[i]; + const auto & msg = inputs.messages[i]; const auto & content = contents[i]; - chat.push_back({msg.role.c_str(), content.c_str()}); + chat.push_back({ msg.role.c_str(), content.c_str() }); size_t msg_size = msg.role.size() + content.size(); - alloc_size += msg_size + (msg_size / 4); // == msg_size * 1.25 but avoiding float ops + alloc_size += msg_size + (msg_size / 4); // == msg_size * 1.25 but avoiding float ops } std::vector buf(alloc_size); // run the first time to get the total output length const auto & src = tmpls->template_default->source(); - int32_t res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, buf.data(), buf.size()); + int32_t res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, + buf.data(), buf.size()); // error: chat template is not supported if (res < 0) { @@ -3320,7 +2097,8 @@ static common_chat_params common_chat_templates_apply_legacy( // if it turns out that our buffer is too small, we resize it if ((size_t) res > buf.size()) { buf.resize(res); - res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, buf.data(), buf.size()); + res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, buf.data(), + buf.size()); } // for safety, we check the result again @@ -3338,14 +2116,90 @@ static common_chat_params common_chat_templates_apply_legacy( return params; } -common_chat_params common_chat_templates_apply( - const struct common_chat_templates * tmpls, - const struct common_chat_templates_inputs & inputs) -{ +common_chat_params common_chat_templates_apply(const struct common_chat_templates * tmpls, + const struct common_chat_templates_inputs & inputs) { GGML_ASSERT(tmpls != nullptr); - return inputs.use_jinja - ? common_chat_templates_apply_jinja(tmpls, inputs) - : common_chat_templates_apply_legacy(tmpls, inputs); + return inputs.use_jinja ? common_chat_templates_apply_jinja(tmpls, inputs) : + common_chat_templates_apply_legacy(tmpls, inputs); +} + +common_chat_msg common_chat_parse(const std::string & input, + bool is_partial, + const common_chat_parser_params & params) { + return common_chat_peg_parse(params.parser, input, is_partial, params); +} + +common_chat_msg common_chat_peg_parse(const common_peg_arena & src_parser, + const std::string & input, + bool is_partial, + const common_chat_parser_params & params) { + const common_peg_arena & parser = src_parser.empty() ? + build_chat_peg_parser([](common_chat_peg_builder & p) { return p.content(p.rest()) + p.end(); }) : + src_parser; + + if (src_parser.empty()) { + LOG_DBG("No parser definition detected, assuming pure content parser."); + } + + const std::string effective_input = params.generation_prompt.empty() + ? input + : params.generation_prompt + input; + + LOG_DBG("Parsing PEG input with format %s: %s\n", common_chat_format_name(params.format), effective_input.c_str()); + + common_peg_parse_flags flags = COMMON_PEG_PARSE_FLAG_LENIENT; + if (params.debug) { + flags |= COMMON_PEG_PARSE_FLAG_DEBUG; + } + + common_peg_parse_context ctx(effective_input, flags); + auto result = parser.parse(ctx); + + if (result.fail()) { + // During partial parsing, return partial results if any AST nodes were captured + // This allows streaming to work correctly for formats like FUNC_MARKDOWN_CODE_BLOCK + if (is_partial && result.end > 0) { + // Try to extract any partial results from what was successfully parsed + common_chat_msg msg; + msg.role = "assistant"; + std::unique_ptr mapper; + if (params.format == COMMON_CHAT_FORMAT_PEG_GEMMA4) { + mapper = std::make_unique(msg); + } else { + mapper = std::make_unique(msg); + } + mapper->from_ast(ctx.ast, result); + + if (ctx.is_debug()) { + fprintf(stderr, "\nAST for partial parse (fail):\n%s\n", ctx.ast.dump().c_str()); + fflush(stderr); + } + return msg; + } + throw std::runtime_error(std::string("Failed to parse input at pos ") + std::to_string(result.end) + ": " + + effective_input.substr(result.end)); + } + + common_chat_msg msg; + msg.role = "assistant"; + + std::unique_ptr mapper; + if (params.format == COMMON_CHAT_FORMAT_PEG_GEMMA4) { + mapper = std::make_unique(msg); + } else { + mapper = std::make_unique(msg); + } + mapper->from_ast(ctx.ast, result); + + if (ctx.is_debug()) { + fprintf(stderr, "\nAST for %s parse:\n%s\n", is_partial ? "partial" : "full", ctx.ast.dump().c_str()); + fflush(stderr); + } + + if (!is_partial) { + LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({ msg }).at(0).dump().c_str()); + } + return msg; } std::map common_chat_templates_get_caps(const common_chat_templates * chat_templates) { @@ -3353,3 +2207,4 @@ std::map common_chat_templates_get_caps(const common_chat_tem GGML_ASSERT(chat_templates->template_default != nullptr); return chat_templates->template_default->caps.to_map(); } + diff --git a/common/chat.h b/common/chat.h index 6f0b9409ec..b06ca37fd7 100644 --- a/common/chat.h +++ b/common/chat.h @@ -4,16 +4,27 @@ #include "common.h" #include "peg-parser.h" -#include +#include "jinja/parser.h" +#include "jinja/runtime.h" +#include "jinja/caps.h" + +#include "nlohmann/json_fwd.hpp" + #include +#include +#include #include #include -#include -#include +using chat_template_caps = jinja::caps; +using json = nlohmann::ordered_json; struct common_chat_templates; +namespace autoparser { +struct generation_params; +} // namespace autoparser + struct common_chat_tool_call { std::string name; std::string arguments; @@ -38,21 +49,53 @@ struct common_chat_msg_content_part { } }; +struct common_chat_template { + jinja::program prog; + std::string bos_tok; + std::string eos_tok; + std::string src; + chat_template_caps caps; + + common_chat_template(const std::string & src, const std::string & bos_token, const std::string & eos_token) { + jinja::lexer lexer; + auto lexer_res = lexer.tokenize(src); + this->prog = jinja::parse_from_tokens(lexer_res); + + this->src = lexer_res.source; + this->bos_tok = bos_token; + this->eos_tok = eos_token; + + this->caps = jinja::caps_get(prog); + // LOG_INF("%s: caps:\n%s\n", __func__, this->caps.to_string().c_str()); + } + + const std::string & source() const { return src; } + const std::string & bos_token() const { return bos_tok; } + const std::string & eos_token() const { return eos_tok; } + + chat_template_caps original_caps() const { + return caps; + } +}; + struct common_chat_msg { - std::string role; - std::string content; + std::string role; + std::string content; std::vector content_parts; - std::vector tool_calls; - std::string reasoning_content; - std::string tool_name; - std::string tool_call_id; + std::vector tool_calls; + std::string reasoning_content; + std::string tool_name; + std::string tool_call_id; nlohmann::ordered_json to_json_oaicompat(bool concat_typed_text = false) const; bool empty() const { - return content.empty() && content_parts.empty() && tool_calls.empty() && reasoning_content.empty() && tool_name.empty() && tool_call_id.empty(); + return content.empty() && content_parts.empty() && tool_calls.empty() && reasoning_content.empty() && + tool_name.empty() && tool_call_id.empty(); } - void set_tool_call_ids(std::vector & ids_cache, const std::function & gen_tool_call_id) { + + void set_tool_call_ids(std::vector & ids_cache, + const std::function & gen_tool_call_id) { for (auto i = 0u; i < tool_calls.size(); i++) { if (ids_cache.size() <= i) { auto id = tool_calls[i].id; @@ -64,32 +107,28 @@ struct common_chat_msg { tool_calls[i].id = ids_cache[i]; } } + bool operator==(const common_chat_msg & other) const { - return role == other.role - && content == other.content - && content_parts == other.content_parts - && tool_calls == other.tool_calls - && reasoning_content == other.reasoning_content - && tool_name == other.tool_name - && tool_call_id == other.tool_call_id; - } - bool operator!=(const common_chat_msg & other) const { - return !(*this == other); + return role == other.role && content == other.content && content_parts == other.content_parts && + tool_calls == other.tool_calls && reasoning_content == other.reasoning_content && + tool_name == other.tool_name && tool_call_id == other.tool_call_id; } + + bool operator!=(const common_chat_msg & other) const { return !(*this == other); } }; struct common_chat_msg_diff { - std::string reasoning_content_delta; - std::string content_delta; - size_t tool_call_index = std::string::npos; + std::string reasoning_content_delta; + std::string content_delta; + size_t tool_call_index = std::string::npos; common_chat_tool_call tool_call_delta; - static std::vector compute_diffs(const common_chat_msg & msg_prv, const common_chat_msg & msg_new); + static std::vector compute_diffs(const common_chat_msg & msg_prv, + const common_chat_msg & msg_new); bool operator==(const common_chat_msg_diff & other) const { - return content_delta == other.content_delta - && tool_call_index == other.tool_call_index - && tool_call_delta == other.tool_call_delta; + return content_delta == other.content_delta && tool_call_index == other.tool_call_index && + tool_call_delta == other.tool_call_delta; } }; @@ -107,64 +146,43 @@ enum common_chat_tool_choice { enum common_chat_format { COMMON_CHAT_FORMAT_CONTENT_ONLY, - COMMON_CHAT_FORMAT_GENERIC, - COMMON_CHAT_FORMAT_MISTRAL_NEMO, - COMMON_CHAT_FORMAT_MAGISTRAL, - COMMON_CHAT_FORMAT_LLAMA_3_X, - COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS, - COMMON_CHAT_FORMAT_DEEPSEEK_R1, - COMMON_CHAT_FORMAT_FIREFUNCTION_V2, - COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2, - COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1, - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - COMMON_CHAT_FORMAT_HERMES_2_PRO, - COMMON_CHAT_FORMAT_COMMAND_R7B, - COMMON_CHAT_FORMAT_GRANITE, - COMMON_CHAT_FORMAT_GPT_OSS, - COMMON_CHAT_FORMAT_SEED_OSS, - COMMON_CHAT_FORMAT_NEMOTRON_V2, - COMMON_CHAT_FORMAT_APERTUS, - COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS, - COMMON_CHAT_FORMAT_GLM_4_5, - COMMON_CHAT_FORMAT_MINIMAX_M2, - COMMON_CHAT_FORMAT_KIMI_K2, - COMMON_CHAT_FORMAT_APRIEL_1_5, - COMMON_CHAT_FORMAT_XIAOMI_MIMO, - COMMON_CHAT_FORMAT_SOLAR_OPEN, - COMMON_CHAT_FORMAT_EXAONE_MOE, // These are intended to be parsed by the PEG parser COMMON_CHAT_FORMAT_PEG_SIMPLE, COMMON_CHAT_FORMAT_PEG_NATIVE, - COMMON_CHAT_FORMAT_PEG_CONSTRUCTED, + COMMON_CHAT_FORMAT_PEG_GEMMA4, - COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats + COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats }; struct common_chat_templates_inputs { - std::vector messages; - std::string grammar; - std::string json_schema; - bool add_generation_prompt = true; - bool use_jinja = true; + std::vector messages; + std::string grammar; + std::string json_schema; + bool add_generation_prompt = true; + bool use_jinja = true; // Parameters below only supported when use_jinja is true - std::vector tools; - common_chat_tool_choice tool_choice = COMMON_CHAT_TOOL_CHOICE_AUTO; - bool parallel_tool_calls = false; - common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE; // TODO: refactor this to "bool enable_thinking" - bool enable_thinking = true; - std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); - std::map chat_template_kwargs; - bool add_bos = false; - bool add_eos = false; + std::vector tools; + common_chat_tool_choice tool_choice = COMMON_CHAT_TOOL_CHOICE_AUTO; + bool parallel_tool_calls = false; + common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE; // TODO: refactor this to "bool enable_thinking" + bool enable_thinking = true; + std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); + std::map chat_template_kwargs; + bool add_bos = false; + bool add_eos = false; + bool force_pure_content = false; }; struct common_chat_params { common_chat_format format = COMMON_CHAT_FORMAT_CONTENT_ONLY; std::string prompt; std::string grammar; - bool grammar_lazy = false; - bool thinking_forced_open = false; + bool grammar_lazy = false; + std::string generation_prompt; + bool supports_thinking = false; + std::string thinking_start_tag; // e.g., "" + std::string thinking_end_tag; // e.g., "" std::vector grammar_triggers; std::vector preserved_tokens; std::vector additional_stops; @@ -174,17 +192,18 @@ struct common_chat_params { // per-message parsing syntax // should be derived from common_chat_params struct common_chat_parser_params { - common_chat_format format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE; // TODO: refactor this to "bool parse_reasoning" + common_chat_format format = COMMON_CHAT_FORMAT_CONTENT_ONLY; + common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE; // TODO: refactor this to "bool parse_reasoning" // Whether reasoning_content should be inlined in the content (e.g. for reasoning_format=deepseek in stream mode) - bool reasoning_in_content = false; - bool thinking_forced_open = false; - bool parse_tool_calls = true; - common_peg_arena parser = {}; + bool reasoning_in_content = false; + std::string generation_prompt; + bool parse_tool_calls = true; + bool debug = false; // Enable debug output for PEG parser + common_peg_arena parser = {}; common_chat_parser_params() = default; common_chat_parser_params(const common_chat_params & chat_params) { - format = chat_params.format; - thinking_forced_open = chat_params.thinking_forced_open; + format = chat_params.format; + generation_prompt = chat_params.generation_prompt; } }; @@ -193,45 +212,42 @@ bool common_chat_verify_template(const std::string & tmpl, bool use_jinja); void common_chat_templates_free(struct common_chat_templates * tmpls); -struct common_chat_templates_deleter { void operator()(common_chat_templates * tmpls) { common_chat_templates_free(tmpls); } }; +struct common_chat_templates_deleter { + void operator()(common_chat_templates * tmpls) { common_chat_templates_free(tmpls); } +}; typedef std::unique_ptr common_chat_templates_ptr; -common_chat_templates_ptr common_chat_templates_init( - const struct llama_model * model, - const std::string & chat_template_override, - const std::string & bos_token_override = "", - const std::string & eos_token_override = ""); +common_chat_templates_ptr common_chat_templates_init(const struct llama_model * model, + const std::string & chat_template_override, + const std::string & bos_token_override = "", + const std::string & eos_token_override = ""); -bool common_chat_templates_was_explicit(const struct common_chat_templates * tmpls); -std::string common_chat_templates_source(const struct common_chat_templates * tmpls, const std::string & variant = ""); +bool common_chat_templates_was_explicit(const struct common_chat_templates * tmpls); +std::string common_chat_templates_source(const struct common_chat_templates * tmpls, const std::string & variant = ""); - -struct common_chat_params common_chat_templates_apply( - const struct common_chat_templates * tmpls, - const struct common_chat_templates_inputs & inputs); +struct common_chat_params common_chat_templates_apply(const struct common_chat_templates * tmpls, + const struct common_chat_templates_inputs & inputs); // Format single message, while taking into account the position of that message in chat history -std::string common_chat_format_single( - const struct common_chat_templates * tmpls, - const std::vector & past_msg, - const common_chat_msg & new_msg, - bool add_ass, - bool use_jinja); +std::string common_chat_format_single(const struct common_chat_templates * tmpls, + const std::vector & past_msg, + const common_chat_msg & new_msg, + bool add_ass, + bool use_jinja); // Returns an example of formatted chat -std::string common_chat_format_example( - const struct common_chat_templates * tmpls, - bool use_jinja, - const std::map & chat_template_kwargs); +std::string common_chat_format_example(const struct common_chat_templates * tmpls, + bool use_jinja, + const std::map & chat_template_kwargs); -const char* common_chat_format_name(common_chat_format format); -common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_parser_params & syntax); -common_chat_msg common_chat_peg_parse(const common_peg_arena & parser, const std::string & input, bool is_partial, const common_chat_parser_params & syntax); +const char * common_chat_format_name(common_chat_format format); +common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_parser_params & params); +common_chat_msg common_chat_peg_parse(const common_peg_arena & src_parser, const std::string & input, bool is_partial, const common_chat_parser_params & params); // used by arg and server -const char * common_reasoning_format_name(common_reasoning_format format); -common_reasoning_format common_reasoning_format_from_name(const std::string & format); +const char * common_reasoning_format_name(common_reasoning_format format); +common_reasoning_format common_reasoning_format_from_name(const std::string & format); common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::string & tool_choice); @@ -250,3 +266,12 @@ nlohmann::ordered_json common_chat_msg_diff_to_json_oaicompat(const common_chat_ // get template caps, useful for reporting to server /props endpoint std::map common_chat_templates_get_caps(const common_chat_templates * chat_templates); + +std::string common_chat_template_direct_apply( + const common_chat_template & tmpl, + const autoparser::generation_params & inputs); + +std::optional common_chat_try_specialized_template( + const common_chat_template & tmpl, + const std::string & src, + autoparser::generation_params & params); diff --git a/common/common.cpp b/common/common.cpp index 53bddc4ef2..16f78debd0 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -359,6 +359,11 @@ bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREAD } void common_init() { +#if defined(_WIN32) + SetConsoleOutputCP(CP_UTF8); + SetConsoleCP(CP_UTF8); +#endif + llama_log_set(common_log_default_callback, NULL); #ifdef NDEBUG @@ -367,7 +372,7 @@ void common_init() { const char * build_type = " (debug)"; #endif - LOG_INF("build: %d (%s) with %s for %s%s\n", LLAMA_BUILD_NUMBER, LLAMA_COMMIT, LLAMA_COMPILER, LLAMA_BUILD_TARGET, build_type); + LOG_DBG("build: %d (%s) with %s for %s%s\n", LLAMA_BUILD_NUMBER, LLAMA_COMMIT, LLAMA_COMPILER, LLAMA_BUILD_TARGET, build_type); } std::string common_params_get_system_info(const common_params & params) { @@ -656,6 +661,97 @@ bool string_parse_kv_override(const char * data, std::vector= start_char && c <= end_char) { + matched = true; + break; + } + class_start += 3; + } else { + if (*class_start == c) { + matched = true; + break; + } + class_start++; + } + } + + return negated ? !matched : matched; +} + +// simple glob: * matches non-/ chars, ** matches anything including /, [] matches character class +static inline bool glob_match(const char * pattern, const char * str) { + if (*pattern == '\0') { + return *str == '\0'; + } + if (pattern[0] == '*' && pattern[1] == '*') { + const char * p = pattern + 2; + if (glob_match(p, str)) return true; + if (*str != '\0') return glob_match(pattern, str + 1); + return false; + } + if (*pattern == '*') { + const char * p = pattern + 1; + for (; *str != '\0' && *str != '/'; str++) { + if (glob_match(p, str)) return true; + } + return glob_match(p, str); + } + if (*pattern == '?' && *str != '\0' && *str != '/') { + return glob_match(pattern + 1, str + 1); + } + if (*pattern == '[') { + const char * class_end = pattern + 1; + // If first character after '[' is ']' or '-', treat it as literal + if (*class_end == ']' || *class_end == '-') { + class_end++; + } + while (*class_end != '\0' && *class_end != ']') { + class_end++; + } + if (*class_end == ']') { + if (*str == '\0') return false; + bool matched = glob_class_match(*str, pattern + 1, class_end); + return matched && glob_match(class_end + 1, str + 1); + } else { + if (*str == '[') { + return glob_match(pattern + 1, str + 1); + } + return false; + } + } + if (*pattern == *str) { + return glob_match(pattern + 1, str + 1); + } + return false; +} + +bool glob_match(const std::string & pattern, const std::string & str) { + return glob_match(pattern.c_str(), str.c_str()); +} + // // Filesystem utils // @@ -676,7 +772,7 @@ bool fs_validate_filename(const std::string & filename, bool allow_subdirs) { size_t offset = 0; while (offset < filename.size()) { - utf8_parse_result result = parse_utf8_codepoint(filename, offset); + utf8_parse_result result = common_parse_utf8_codepoint(filename, offset); if (result.status != utf8_parse_result::SUCCESS) { return false; @@ -1067,7 +1163,7 @@ common_init_result::common_init_result(common_params & params) : const llama_vocab * vocab = llama_model_get_vocab(model); - // load and optionally apply lora adapters (must be loaded before context creation) + // load and optionally apply lora adapters for (auto & la : params.lora_adapters) { llama_adapter_lora_ptr lora; lora.reset(llama_adapter_lora_init(model, la.path.c_str())); @@ -1152,6 +1248,9 @@ llama_context * common_init_result::context() { } common_sampler * common_init_result::sampler(llama_seq_id seq_id) { + if (seq_id < 0 || seq_id >= (int) pimpl->samplers.size()) { + return nullptr; + } return pimpl->samplers[seq_id].get(); } @@ -1343,6 +1442,7 @@ struct llama_model_params common_model_params_to_llama(common_params & params) { mparams.progress_callback = params.load_progress_callback; mparams.progress_callback_user_data = params.load_progress_callback_user_data; + mparams.no_alloc = params.no_alloc; return mparams; } diff --git a/common/common.h b/common/common.h index c5a8037571..020b6a721f 100644 --- a/common/common.h +++ b/common/common.h @@ -3,12 +3,14 @@ #pragma once #include "ggml-opt.h" +#include "ggml.h" #include "llama-cpp.h" #include #include #include #include +#include #include #include @@ -104,6 +106,8 @@ enum llama_example { LLAMA_EXAMPLE_DIFFUSION, LLAMA_EXAMPLE_FINETUNE, LLAMA_EXAMPLE_FIT_PARAMS, + LLAMA_EXAMPLE_RESULTS, + LLAMA_EXAMPLE_EXPORT_GRAPH_OPS, LLAMA_EXAMPLE_COUNT, }; @@ -176,6 +180,43 @@ enum common_speculative_type { COMMON_SPECULATIVE_TYPE_COUNT // number of types, unknown type }; +// Grammar type enumeration +enum common_grammar_type { + COMMON_GRAMMAR_TYPE_NONE, // no grammar set + COMMON_GRAMMAR_TYPE_USER, // user-provided GBNF (--grammar / "grammar" API field) + COMMON_GRAMMAR_TYPE_OUTPUT_FORMAT, // auto-generated from JSON schema (--json-schema / "json_schema" API field) + COMMON_GRAMMAR_TYPE_TOOL_CALLS, // auto-generated by chat template parser for function calling +}; + +// Grammar variant struct with type and grammar string +struct common_grammar { + common_grammar_type type = COMMON_GRAMMAR_TYPE_NONE; + std::string grammar; + + // Default constructor - no grammar + common_grammar() = default; + + // Constructor with type and grammar string + common_grammar(common_grammar_type t, std::string g) : type(t), grammar(std::move(g)) { + GGML_ASSERT(type != COMMON_GRAMMAR_TYPE_NONE || !grammar.empty()); + } + + // Check if a grammar is set + bool empty() const { return type == COMMON_GRAMMAR_TYPE_NONE || grammar.empty(); } +}; + +// Returns the raw grammar string, or empty string if no grammar is set. +inline const std::string & common_grammar_value(const common_grammar & g) { + return g.grammar; +} + +// Returns true when the generation_prompt should be prefilled into the grammar sampler. +// Only output-format and tool-call grammars need prefill; user-supplied grammars must not be prefilled. +inline bool common_grammar_needs_prefill(const common_grammar & g) { + return g.type == COMMON_GRAMMAR_TYPE_OUTPUT_FORMAT + || g.type == COMMON_GRAMMAR_TYPE_TOOL_CALLS; +} + // sampling parameters struct common_params_sampling { uint32_t seed = LLAMA_DEFAULT_SEED; // the seed used to initialize llama_sampler @@ -226,7 +267,7 @@ struct common_params_sampling { COMMON_SAMPLER_TYPE_TEMPERATURE, }; - std::string grammar; // optional BNF-like grammar to constrain sampling + common_grammar grammar; // optional grammar constraint (user / output-format / tool-calls) bool grammar_lazy = false; std::vector grammar_triggers; // optional triggers (for lazy grammars) std::set preserved_tokens; @@ -234,6 +275,19 @@ struct common_params_sampling { std::vector logit_bias; // logit biases to apply std::vector logit_bias_eog; // pre-calculated logit biases for EOG tokens + // The assistant generation prompt already prefilled into the prompt. + // Fed to the grammar sampler (to advance past pre-existing tokens) and used + // to determine the reasoning budget sampler's initial state. + // Only applied when the grammar is of output-format or tool-calls type. + std::string generation_prompt; + + // reasoning budget sampler parameters + // these are populated by the server/CLI based on chat template params + int32_t reasoning_budget_tokens = -1; // -1 = disabled, >= 0 = token budget + std::vector reasoning_budget_start; // start tag token sequence + std::vector reasoning_budget_end; // end tag token sequence + std::vector reasoning_budget_forced; // forced sequence (message + end tag) + bool backend_sampling = false; bool has_logit_bias() const { @@ -456,6 +510,8 @@ struct common_params { bool kl_divergence = false; // compute KL divergence + bool check = false; // check rather than generate results for llama-results + bool usage = false; // print usage bool completion = false; // print source-able completion script bool use_color = false; // use color to distinguish generations and inputs @@ -516,14 +572,17 @@ struct common_params { std::string cls_sep = "\t"; // separator of classification sequences // server params - int32_t port = 8080; // server listens on this network port - int32_t timeout_read = 600; // http read timeout in seconds - int32_t timeout_write = timeout_read; // http write timeout in seconds - int32_t n_threads_http = -1; // number of threads to process HTTP requests (TODO: support threadpool) - int32_t n_cache_reuse = 0; // min chunk size to reuse from the cache via KV shifting - bool cache_prompt = true; // whether to enable prompt caching - int32_t n_ctx_checkpoints = 8; // max number of context checkpoints per slot - int32_t cache_ram_mib = 8192; // -1 = no limit, 0 - disable, 1 = 1 MiB, etc. + int32_t port = 8080; // server listens on this network port + bool reuse_port = false; // allow multiple sockets to bind to the same port + int32_t timeout_read = 600; // http read timeout in seconds + int32_t timeout_write = timeout_read; // http write timeout in seconds + int32_t n_threads_http = -1; // number of threads to process HTTP requests (TODO: support threadpool) + int32_t n_cache_reuse = 0; // min chunk size to reuse from the cache via KV shifting + bool cache_prompt = true; // whether to enable prompt caching + bool clear_idle = true; // save and clear idle slots upon starting a new task + int32_t n_ctx_checkpoints = 32; // max number of context checkpoints per slot + int32_t checkpoint_every_nt = 8192; // make a checkpoint every n tokens during prefill + int32_t cache_ram_mib = 8192; // -1 = no limit, 0 - disable, 1 = 1 MiB, etc. std::string hostname = "127.0.0.1"; std::string public_path = ""; // NOLINT @@ -531,8 +590,11 @@ struct common_params { std::string chat_template = ""; // NOLINT bool use_jinja = true; // NOLINT bool enable_chat_template = true; + bool force_pure_content_parser = false; common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; + int enable_reasoning = -1; // -1 = auto, 0 = disable, 1 = enable int reasoning_budget = -1; + std::string reasoning_budget_message; // message injected before end tag when budget exhausted bool prefill_assistant = true; // if true, any trailing assistant message will be prefilled into the response int sleep_idle_seconds = -1; // if >0, server will sleep after this many seconds of idle time @@ -545,6 +607,7 @@ struct common_params { // webui configs bool webui = true; + bool webui_mcp_proxy = false; std::string webui_config_json; // "advanced" endpoints are disabled by default for better security @@ -552,6 +615,9 @@ struct common_params { bool endpoint_props = false; // only control POST requests, not GET bool endpoint_metrics = false; + // enable built-in tools + std::vector server_tools; + // router server configs std::string models_dir = ""; // directory containing models for the router server std::string models_preset = ""; // directory containing model presets for the router server @@ -614,6 +680,7 @@ struct common_params { // return false from callback to abort model loading or true to continue llama_progress_callback load_progress_callback = NULL; void * load_progress_callback_user_data = NULL; + bool no_alloc = false; // Don't allocate model buffers }; // call once at the start of a program if it uses libcommon @@ -729,6 +796,8 @@ std::string string_from(const std::vector & values); std::string string_from(const struct llama_context * ctx, const std::vector & tokens); std::string string_from(const struct llama_context * ctx, const struct llama_batch & batch); +bool glob_match(const std::string & pattern, const std::string & str); + // // Filesystem utils // @@ -869,7 +938,7 @@ std::string common_detokenize( // Embedding utils // -// TODO: repace embd_norm with an enum +// TODO: replace embd_norm with an enum void common_embd_normalize(const float * inp, float * out, int n, int embd_norm); float common_embd_similarity_cos(const float * embd1, const float * embd2, int n); @@ -911,7 +980,7 @@ const char * const LLM_KV_SPLIT_TENSORS_COUNT = "split.tensors.count"; // MoE utils // -const char * const LLM_FFN_EXPS_REGEX = "\\.ffn_(up|down|gate)_(ch|)exps"; +const char * const LLM_FFN_EXPS_REGEX = "\\.ffn_(up|down|gate|gate_up)_(ch|)exps"; inline std::string llm_ffn_exps_block_regex(int idx) { return string_format("blk\\.%d%s", idx, LLM_FFN_EXPS_REGEX); diff --git a/common/console.cpp b/common/console.cpp index 2ea178f81e..36f645f332 100644 --- a/common/console.cpp +++ b/common/console.cpp @@ -80,6 +80,8 @@ namespace console { static termios initial_state; #endif + static completion_callback completion_cb = nullptr; + // // Init and cleanup // @@ -493,7 +495,7 @@ namespace console { } static void set_line_contents(std::string new_line, std::string & line, std::vector & widths, size_t & char_pos, - size_t & byte_pos) { + size_t & byte_pos, int cursor_byte_pos = -1) { move_to_line_start(char_pos, byte_pos, widths); clear_current_line(widths); @@ -503,6 +505,7 @@ namespace console { char_pos = 0; size_t idx = 0; + int back_width = 0; while (idx < line.size()) { size_t advance = 0; char32_t cp = decode_utf8(line, idx, advance); @@ -511,8 +514,15 @@ namespace console { if (real_width < 0) real_width = 0; widths.push_back(real_width); idx += advance; - ++char_pos; - byte_pos = idx; + if (cursor_byte_pos >= 0 && static_cast(cursor_byte_pos) < idx) { + back_width += real_width; + } else { + ++char_pos; + byte_pos = idx; + } + } + if (cursor_byte_pos >= 0) { + move_cursor(-back_width); } } @@ -690,13 +700,13 @@ namespace console { std::vector entries; size_t viewing_idx = SIZE_MAX; std::string backup_line; // current line before viewing history - void add(const std::string & line) { + void add(std::string_view line) { if (line.empty()) { return; } // avoid duplicates with the last entry if (entries.empty() || entries.back() != line) { - entries.push_back(line); + entries.emplace_back(line); } // also clear viewing state end_viewing(); @@ -784,6 +794,20 @@ namespace console { break; } + if (completion_cb && input_char == '\t') { + auto candidates = completion_cb(line, byte_pos); + + if (!candidates.empty()) { + if (candidates.size() > 1 || candidates[0].first != line) { + // TODO?: Display all candidates + set_line_contents(candidates[0].first, line, widths, char_pos, byte_pos, candidates[0].second); + } else { + // TODO: Move cursor to new byte_pos + } + continue; + } + } + if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D */) { end_of_stream = true; break; @@ -1007,11 +1031,12 @@ namespace console { if (!end_of_stream && !line.empty()) { // remove the trailing newline for history storage + std::string_view hline = line; if (!line.empty() && line.back() == '\n') { - line.pop_back(); + hline.remove_suffix(1); } // TODO: maybe support multiline history entries? - history.add(line); + history.add(hline); } fflush(out); @@ -1062,6 +1087,10 @@ namespace console { return readline_advanced(line, multiline_input); } + void set_completion_callback(completion_callback cb) { + completion_cb = cb; + } + namespace spinner { static const char LOADING_CHARS[] = {'|', '/', '-', '\\'}; static std::condition_variable cv_stop; diff --git a/common/console.h b/common/console.h index fad6d39531..72781bea6f 100644 --- a/common/console.h +++ b/common/console.h @@ -4,7 +4,9 @@ #include "common.h" +#include #include +#include enum display_type { DISPLAY_TYPE_RESET = 0, @@ -21,6 +23,9 @@ namespace console { void set_display(display_type display); bool readline(std::string & line, bool multiline_input); + using completion_callback = std::function>(std::string_view, size_t)>; + void set_completion_callback(completion_callback cb); + namespace spinner { void start(); void stop(); diff --git a/common/debug.h b/common/debug.h index 0c55963258..e563b40d68 100644 --- a/common/debug.h +++ b/common/debug.h @@ -18,7 +18,7 @@ template void common_debug_print_tensor(uint8_t * data, ggml // prints tensors that are processed in the computation graph // by default prints all tensors, but can be configured by creating a `base_callback_data` instance with // non-empty filter_patterns. See examples/debug.ccp for possible usage patterns -// The template parameter determins whether an error should be thrown whenever a NaN is encountered +// The template parameter determines whether an error should be thrown whenever a NaN is encountered // in a tensor (useful for stopping debug sessions on first erroneous tensor) // The callback data will be passed as the third parameter (user_data) template bool common_debug_cb_eval(struct ggml_tensor * t, bool ask, void * user_data); diff --git a/common/download.cpp b/common/download.cpp index 5ef60a4208..ccf6fb6867 100644 --- a/common/download.cpp +++ b/common/download.cpp @@ -1,9 +1,9 @@ #include "arg.h" #include "common.h" -#include "gguf.h" // for reading GGUF splits #include "log.h" #include "download.h" +#include "hf-cache.h" #define JSON_ASSERT GGML_ASSERT #include @@ -15,6 +15,7 @@ #include #include #include +#include #include #include #include @@ -35,8 +36,6 @@ #endif #endif -#define LLAMA_MAX_URL_LENGTH 2084 // Maximum URL Length in Chrome: 2083 - // isatty #if defined(_WIN32) #include @@ -51,31 +50,6 @@ using json = nlohmann::ordered_json; // // validate repo name format: owner/repo -static bool validate_repo_name(const std::string & repo) { - static const std::regex repo_regex(R"(^[A-Za-z0-9_.\-]+\/[A-Za-z0-9_.\-]+$)"); - return std::regex_match(repo, repo_regex); -} - -static std::string get_manifest_path(const std::string & repo, const std::string & tag) { - // we use "=" to avoid clashing with other component, while still being allowed on windows - std::string fname = "manifest=" + repo + "=" + tag + ".json"; - if (!validate_repo_name(repo)) { - throw std::runtime_error("error: repo name must be in the format 'owner/repo'"); - } - string_replace_all(fname, "/", "="); - return fs_get_cache_file(fname); -} - -static std::string read_file(const std::string & fname) { - std::ifstream file(fname); - if (!file) { - throw std::runtime_error(string_format("error: failed to open file '%s'\n", fname.c_str())); - } - std::string content((std::istreambuf_iterator(file)), std::istreambuf_iterator()); - file.close(); - return content; -} - static void write_file(const std::string & fname, const std::string & content) { const std::string fname_tmp = fname + ".tmp"; std::ofstream file(fname_tmp); @@ -132,7 +106,7 @@ static bool is_http_status_ok(int status) { std::pair common_download_split_repo_tag(const std::string & hf_repo_with_tag) { auto parts = string_split(hf_repo_with_tag, ':'); - std::string tag = parts.size() > 1 ? parts.back() : "latest"; + std::string tag = parts.size() > 1 ? parts.back() : ""; std::string hf_repo = parts[0]; if (string_split(hf_repo, '/').size() != 2) { throw std::invalid_argument("error: invalid HF repo format, expected /[:quant]\n"); @@ -140,11 +114,14 @@ std::pair common_download_split_repo_tag(const std::st return {hf_repo, tag}; } -class ProgressBar { +class ProgressBar : public common_download_callback { static inline std::mutex mutex; static inline std::map lines; static inline int max_line = 0; + std::string filename; + size_t len = 0; + static void cleanup(const ProgressBar * line) { lines.erase(line); if (lines.empty()) { @@ -163,17 +140,33 @@ class ProgressBar { public: ProgressBar() = default; - ~ProgressBar() { + void on_start(const common_download_progress & p) override { + filename = p.url; + + if (auto pos = filename.rfind('/'); pos != std::string::npos) { + filename = filename.substr(pos + 1); + } + if (auto pos = filename.find('?'); pos != std::string::npos) { + filename = filename.substr(0, pos); + } + for (size_t i = 0; i < filename.size(); ++i) { + if ((filename[i] & 0xC0) != 0x80) { + if (len++ == 39) { + filename.resize(i); + filename += "…"; + break; + } + } + } + } + + void on_done(const common_download_progress &, bool) override { std::lock_guard lock(mutex); cleanup(this); } - void update(size_t current, size_t total) { - if (!is_output_a_tty()) { - return; - } - - if (!total) { + void on_update(const common_download_progress & p) override { + if (!p.total || !is_output_a_tty()) { return; } @@ -185,28 +178,27 @@ public: } int lines_up = max_line - lines[this]; - size_t width = 50; - size_t pct = (100 * current) / total; - size_t pos = (width * current) / total; - - std::cout << "\033[s"; + size_t bar = (55 - len) * 2; + size_t pct = (100 * p.downloaded) / p.total; + size_t pos = (bar * p.downloaded) / p.total; if (lines_up > 0) { std::cout << "\033[" << lines_up << "A"; } - std::cout << "\033[2K\r[" - << std::string(pos, '=') - << (pos < width ? ">" : "") - << std::string(width - pos, ' ') - << "] " << std::setw(3) << pct << "% (" - << current / (1024 * 1024) << " MB / " - << total / (1024 * 1024) << " MB) " - << "\033[u"; + std::cout << '\r' << "Downloading " << filename << " "; - std::cout.flush(); + for (size_t i = 0; i < bar; i += 2) { + std::cout << (i + 1 < pos ? "─" : (i < pos ? "╴" : " ")); + } + std::cout << std::setw(4) << pct << "%\033[K"; - if (current == total) { - cleanup(this); + if (lines_up > 0) { + std::cout << "\033[" << lines_up << "B"; + } + std::cout << '\r' << std::flush; + + if (p.downloaded == p.total) { + cleanup(this); } } @@ -218,8 +210,8 @@ static bool common_pull_file(httplib::Client & cli, const std::string & resolve_path, const std::string & path_tmp, bool supports_ranges, - size_t existing_size, - size_t & total_size) { + common_download_progress & p, + common_download_callback * callback) { std::ofstream ofs(path_tmp, std::ios::binary | std::ios::app); if (!ofs.is_open()) { LOG_ERR("%s: error opening local file for writing: %s\n", __func__, path_tmp.c_str()); @@ -227,29 +219,27 @@ static bool common_pull_file(httplib::Client & cli, } httplib::Headers headers; - if (supports_ranges && existing_size > 0) { - headers.emplace("Range", "bytes=" + std::to_string(existing_size) + "-"); + if (supports_ranges && p.downloaded > 0) { + headers.emplace("Range", "bytes=" + std::to_string(p.downloaded) + "-"); } const char * func = __func__; // avoid __func__ inside a lambda - size_t downloaded = existing_size; size_t progress_step = 0; - ProgressBar bar; auto res = cli.Get(resolve_path, headers, [&](const httplib::Response &response) { - if (existing_size > 0 && response.status != 206) { + if (p.downloaded > 0 && response.status != 206) { LOG_WRN("%s: server did not respond with 206 Partial Content for a resume request. Status: %d\n", func, response.status); return false; } - if (existing_size == 0 && response.status != 200) { + if (p.downloaded == 0 && response.status != 200) { LOG_WRN("%s: download received non-successful status code: %d\n", func, response.status); return false; } - if (total_size == 0 && response.has_header("Content-Length")) { + if (p.total == 0 && response.has_header("Content-Length")) { try { size_t content_length = std::stoull(response.get_header_value("Content-Length")); - total_size = existing_size + content_length; + p.total = p.downloaded + content_length; } catch (const std::exception &e) { LOG_WRN("%s: invalid Content-Length header: %s\n", func, e.what()); } @@ -262,11 +252,13 @@ static bool common_pull_file(httplib::Client & cli, LOG_ERR("%s: error writing to file: %s\n", func, path_tmp.c_str()); return false; } - downloaded += len; + p.downloaded += len; progress_step += len; - if (progress_step >= total_size / 1000 || downloaded == total_size) { - bar.update(downloaded, total_size); + if (progress_step >= p.total / 1000 || p.downloaded == p.total) { + if (callback) { + callback->on_update(p); + } progress_step = 0; } return true; @@ -287,34 +279,39 @@ static bool common_pull_file(httplib::Client & cli, // download one single file from remote URL to local path // returns status code or -1 on error -static int common_download_file_single_online(const std::string & url, - const std::string & path, - const std::string & bearer_token, - const common_header_list & custom_headers) { +static int common_download_file_single_online(const std::string & url, + const std::string & path, + const common_download_opts & opts, + bool skip_etag) { static const int max_attempts = 3; static const int retry_delay_seconds = 2; + const bool file_exists = std::filesystem::exists(path); + + if (file_exists && skip_etag) { + LOG_DBG("%s: using cached file: %s\n", __func__, path.c_str()); + return 304; // 304 Not Modified - fake cached response + } + auto [cli, parts] = common_http_client(url); httplib::Headers headers; - for (const auto & h : custom_headers) { + for (const auto & h : opts.headers) { headers.emplace(h.first, h.second); } if (headers.find("User-Agent") == headers.end()) { headers.emplace("User-Agent", "llama-cpp/" + build_info); } - if (!bearer_token.empty()) { - headers.emplace("Authorization", "Bearer " + bearer_token); + if (!opts.bearer_token.empty()) { + headers.emplace("Authorization", "Bearer " + opts.bearer_token); } cli.set_default_headers(headers); - const bool file_exists = std::filesystem::exists(path); - std::string last_etag; if (file_exists) { last_etag = read_etag(path); } else { - LOG_INF("%s: no previous model file found %s\n", __func__, path.c_str()); + LOG_DBG("%s: no previous model file found %s\n", __func__, path.c_str()); } auto head = cli.Head(parts.path); @@ -332,10 +329,11 @@ static int common_download_file_single_online(const std::string & url, etag = head->get_header_value("ETag"); } - size_t total_size = 0; + common_download_progress p; + p.url = url; if (head->has_header("Content-Length")) { try { - total_size = std::stoull(head->get_header_value("Content-Length")); + p.total = std::stoull(head->get_header_value("Content-Length")); } catch (const std::exception& e) { LOG_WRN("%s: invalid Content-Length in HEAD response: %s\n", __func__, e.what()); } @@ -348,11 +346,11 @@ static int common_download_file_single_online(const std::string & url, if (file_exists) { if (etag.empty()) { - LOG_INF("%s: using cached file (no server etag): %s\n", __func__, path.c_str()); + LOG_DBG("%s: using cached file (no server etag): %s\n", __func__, path.c_str()); return 304; // 304 Not Modified - fake cached response } if (!last_etag.empty() && last_etag == etag) { - LOG_INF("%s: using cached file (same etag): %s\n", __func__, path.c_str()); + LOG_DBG("%s: using cached file (same etag): %s\n", __func__, path.c_str()); return 304; // 304 Not Modified - fake cached response } if (remove(path.c_str()) != 0) { @@ -361,9 +359,19 @@ static int common_download_file_single_online(const std::string & url, } } + { // silent + std::error_code ec; + std::filesystem::create_directories(std::filesystem::path(path).parent_path(), ec); + } + + bool success = false; const std::string path_temporary = path + ".downloadInProgress"; int delay = retry_delay_seconds; + if (opts.callback) { + opts.callback->on_start(p); + } + for (int i = 0; i < max_attempts; ++i) { if (i) { LOG_WRN("%s: retrying after %d seconds...\n", __func__, delay); @@ -378,28 +386,38 @@ static int common_download_file_single_online(const std::string & url, existing_size = std::filesystem::file_size(path_temporary); } else if (remove(path_temporary.c_str()) != 0) { LOG_ERR("%s: unable to delete file: %s\n", __func__, path_temporary.c_str()); - return -1; + break; } } - LOG_INF("%s: downloading from %s to %s (etag:%s)...\n", + p.downloaded = existing_size; + + LOG_DBG("%s: downloading from %s to %s (etag:%s)...\n", __func__, common_http_show_masked_url(parts).c_str(), path_temporary.c_str(), etag.c_str()); - if (common_pull_file(cli, parts.path, path_temporary, supports_ranges, existing_size, total_size)) { + if (common_pull_file(cli, parts.path, path_temporary, supports_ranges, p, opts.callback)) { if (std::rename(path_temporary.c_str(), path.c_str()) != 0) { LOG_ERR("%s: unable to rename file: %s to %s\n", __func__, path_temporary.c_str(), path.c_str()); - return -1; + break; } - if (!etag.empty()) { + if (!etag.empty() && !skip_etag) { write_etag(path, etag); } - return head->status; + success = true; + break; } } - LOG_ERR("%s: download failed after %d attempts\n", __func__, max_attempts); - return -1; // max attempts reached + if (opts.callback) { + opts.callback->on_done(p, success); + } + if (!success) { + LOG_ERR("%s: download failed after %d attempts\n", __func__, max_attempts); + return -1; // max attempts reached + } + + return head->status; } std::pair> common_remote_get_content(const std::string & url, @@ -438,11 +456,15 @@ std::pair> common_remote_get_content(const std::string int common_download_file_single(const std::string & url, const std::string & path, - const std::string & bearer_token, - bool offline, - const common_header_list & headers) { - if (!offline) { - return common_download_file_single_online(url, path, bearer_token, headers); + const common_download_opts & opts, + bool skip_etag) { + if (!opts.offline) { + ProgressBar tty_cb; + common_download_opts online_opts = opts; + if (!online_opts.callback) { + online_opts.callback = &tty_cb; + } + return common_download_file_single_online(url, path, online_opts, skip_etag); } if (!std::filesystem::exists(path)) { @@ -450,197 +472,333 @@ int common_download_file_single(const std::string & url, return -1; } - LOG_INF("%s: using cached file (offline mode): %s\n", __func__, path.c_str()); + LOG_DBG("%s: using cached file (offline mode): %s\n", __func__, path.c_str()); + + // notify the callback that the file was cached + if (opts.callback) { + common_download_progress p; + p.url = url; + p.cached = true; + opts.callback->on_start(p); + opts.callback->on_done(p, true); + } + return 304; // Not Modified - fake cached response } -// download multiple files from remote URLs to local paths -// the input is a vector of pairs -static bool common_download_file_multiple(const std::vector> & urls, - const std::string & bearer_token, - bool offline, - const common_header_list & headers) { - // Prepare download in parallel - std::vector> futures_download; - futures_download.reserve(urls.size()); +struct gguf_split_info { + std::string prefix; // tag included + std::string tag; + int index; + int count; +}; - for (auto const & item : urls) { - futures_download.push_back( - std::async( - std::launch::async, - [&bearer_token, offline, &headers](const std::pair & it) -> bool { - const int http_status = common_download_file_single(it.first, it.second, bearer_token, offline, headers); - return is_http_status_ok(http_status); - }, - item - ) - ); +static gguf_split_info get_gguf_split_info(const std::string & path) { + static const std::regex re_split("^(.+)-([0-9]{5})-of-([0-9]{5})$", std::regex::icase); + static const std::regex re_tag("[-.]([A-Z0-9_]+)$", std::regex::icase); + std::smatch m; + + std::string prefix = path; + if (!string_remove_suffix(prefix, ".gguf")) { + return {}; } - // Wait for all downloads to complete - for (auto & f : futures_download) { - if (!f.get()) { - return false; + int index = 1; + int count = 1; + + if (std::regex_match(prefix, m, re_split)) { + index = std::stoi(m[2].str()); + count = std::stoi(m[3].str()); + prefix = m[1].str(); + } + + std::string tag; + if (std::regex_search(prefix, m, re_tag)) { + tag = m[1].str(); + for (char & c : tag) { + c = std::toupper((unsigned char)c); } } - return true; + return {std::move(prefix), std::move(tag), index, count}; } -bool common_download_model(const common_params_model & model, - const std::string & bearer_token, - bool offline, - const common_header_list & headers) { - // Basic validation of the model.url - if (model.url.empty()) { - LOG_ERR("%s: invalid model url\n", __func__); +// Q4_0 -> 4, F16 -> 16, NVFP4 -> 4, Q8_K_M -> 8, etc +static int extract_quant_bits(const std::string & filename) { + auto split = get_gguf_split_info(filename); + + auto pos = split.tag.find_first_of("0123456789"); + if (pos == std::string::npos) { + return 0; + } + + return std::stoi(split.tag.substr(pos)); +} + +static hf_cache::hf_files get_split_files(const hf_cache::hf_files & files, + const hf_cache::hf_file & file) { + auto split = get_gguf_split_info(file.path); + + if (split.count <= 1) { + return {file}; + } + hf_cache::hf_files result; + + for (const auto & f : files) { + auto split_f = get_gguf_split_info(f.path); + if (split_f.count == split.count && split_f.prefix == split.prefix) { + result.push_back(f); + } + } + return result; +} + +static hf_cache::hf_file find_best_mmproj(const hf_cache::hf_files & files, + const std::string & model) { + hf_cache::hf_file best; + size_t best_depth = 0; + int best_diff = 0; + bool found = false; + + auto model_bits = extract_quant_bits(model); + auto model_parts = string_split(model, '/'); + auto model_dir = model_parts.end() - 1; + + for (const auto & f : files) { + if (!string_ends_with(f.path, ".gguf") || + f.path.find("mmproj") == std::string::npos) { + continue; + } + + auto mmproj_parts = string_split(f.path, '/'); + auto mmproj_dir = mmproj_parts.end() - 1; + + auto [_, dir] = std::mismatch(model_parts.begin(), model_dir, + mmproj_parts.begin(), mmproj_dir); + if (dir != mmproj_dir) { + continue; + } + + size_t depth = dir - mmproj_parts.begin(); + auto bits = extract_quant_bits(f.path); + auto diff = std::abs(bits - model_bits); + + if (!found || depth > best_depth || (depth == best_depth && diff < best_diff)) { + best = f; + best_depth = depth; + best_diff = diff; + found = true; + } + } + return best; +} + +static bool gguf_filename_is_model(const std::string & filepath) { + if (!string_ends_with(filepath, ".gguf")) { return false; } - const int http_status = common_download_file_single(model.url, model.path, bearer_token, offline, headers); - if (!is_http_status_ok(http_status)) { - return false; + std::string filename = filepath; + if (auto pos = filename.rfind('/'); pos != std::string::npos) { + filename = filename.substr(pos + 1); } - // check for additional GGUFs split to download - int n_split = 0; - { - struct gguf_init_params gguf_params = { - /*.no_alloc = */ true, - /*.ctx = */ NULL, - }; - auto * ctx_gguf = gguf_init_from_file(model.path.c_str(), gguf_params); - if (!ctx_gguf) { - LOG_ERR("\n%s: failed to load input GGUF from %s\n", __func__, model.path.c_str()); - return false; - } - - auto key_n_split = gguf_find_key(ctx_gguf, LLM_KV_SPLIT_COUNT); - if (key_n_split >= 0) { - n_split = gguf_get_val_u16(ctx_gguf, key_n_split); - } - - gguf_free(ctx_gguf); - } - - if (n_split > 1) { - char split_prefix[PATH_MAX] = {0}; - char split_url_prefix[LLAMA_MAX_URL_LENGTH] = {0}; - - // Verify the first split file format - // and extract split URL and PATH prefixes - { - if (!llama_split_prefix(split_prefix, sizeof(split_prefix), model.path.c_str(), 0, n_split)) { - LOG_ERR("\n%s: unexpected model file name: %s n_split=%d\n", __func__, model.path.c_str(), n_split); - return false; - } - - if (!llama_split_prefix(split_url_prefix, sizeof(split_url_prefix), model.url.c_str(), 0, n_split)) { - LOG_ERR("\n%s: unexpected model url: %s n_split=%d\n", __func__, model.url.c_str(), n_split); - return false; - } - } - - std::vector> urls; - for (int idx = 1; idx < n_split; idx++) { - char split_path[PATH_MAX] = {0}; - llama_split_path(split_path, sizeof(split_path), split_prefix, idx, n_split); - - char split_url[LLAMA_MAX_URL_LENGTH] = {0}; - llama_split_path(split_url, sizeof(split_url), split_url_prefix, idx, n_split); - - if (std::string(split_path) == model.path) { - continue; // skip the already downloaded file - } - - urls.push_back({split_url, split_path}); - } - - // Download in parallel - common_download_file_multiple(urls, bearer_token, offline, headers); - } - - return true; + return filename.find("mmproj") == std::string::npos && + filename.find("imatrix") == std::string::npos; } -common_hf_file_res common_get_hf_file(const std::string & hf_repo_with_tag, - const std::string & bearer_token, - bool offline, - const common_header_list & custom_headers) { - // the returned hf_repo is without tag - auto [hf_repo, tag] = common_download_split_repo_tag(hf_repo_with_tag); +static hf_cache::hf_file find_best_model(const hf_cache::hf_files & files, + const std::string & tag) { + std::vector tags; - std::string url = get_model_endpoint() + "v2/" + hf_repo + "/manifests/" + tag; - - // headers - common_header_list headers = custom_headers; - headers.push_back({"Accept", "application/json"}); - if (!bearer_token.empty()) { - headers.push_back({"Authorization", "Bearer " + bearer_token}); - } - // Important: the User-Agent must be "llama-cpp" to get the "ggufFile" field in the response - // User-Agent header is already set in common_remote_get_content, no need to set it here - - // make the request - common_remote_params params; - params.headers = headers; - long res_code = 0; - std::string res_str; - bool use_cache = false; - std::string cached_response_path = get_manifest_path(hf_repo, tag); - if (!offline) { - try { - auto res = common_remote_get_content(url, params); - res_code = res.first; - res_str = std::string(res.second.data(), res.second.size()); - } catch (const std::exception & e) { - LOG_WRN("error: failed to get manifest at %s: %s\n", url.c_str(), e.what()); - } - } - if (res_code == 0) { - if (std::filesystem::exists(cached_response_path)) { - LOG_WRN("trying to read manifest from cache: %s\n", cached_response_path.c_str()); - res_str = read_file(cached_response_path); - res_code = 200; - use_cache = true; - } else { - throw std::runtime_error( - offline ? "error: failed to get manifest (offline mode)" - : "error: failed to get manifest (check your internet connection)"); - } - } - std::string ggufFile; - std::string mmprojFile; - - if (res_code == 200 || res_code == 304) { - try { - auto j = json::parse(res_str); - - if (j.contains("ggufFile") && j["ggufFile"].contains("rfilename")) { - ggufFile = j["ggufFile"]["rfilename"].get(); - } - if (j.contains("mmprojFile") && j["mmprojFile"].contains("rfilename")) { - mmprojFile = j["mmprojFile"]["rfilename"].get(); - } - } catch (const std::exception & e) { - throw std::runtime_error(std::string("error parsing manifest JSON: ") + e.what()); - } - if (!use_cache) { - // if not using cached response, update the cache file - write_file(cached_response_path, res_str); - } - } else if (res_code == 401) { - throw std::runtime_error("error: model is private or does not exist; if you are accessing a gated model, please provide a valid HF token"); + if (!tag.empty()) { + tags.push_back(tag); } else { - throw std::runtime_error(string_format("error from HF API (%s), response code: %ld, data: %s", url.c_str(), res_code, res_str.c_str())); + tags = {"Q4_K_M", "Q4_0"}; } - // check response - if (ggufFile.empty()) { - throw std::runtime_error("error: model does not have ggufFile"); + for (const auto & t : tags) { + std::regex pattern(t + "[.-]", std::regex::icase); + for (const auto & f : files) { + if (gguf_filename_is_model(f.path) && + std::regex_search(f.path, pattern)) { + auto split = get_gguf_split_info(f.path); + if (split.count > 1 && split.index != 1) { + continue; + } + return f; + } + } } - return { hf_repo, ggufFile, mmprojFile }; + // fallback to first available model only if tag is empty + if (tag.empty()) { + for (const auto & f : files) { + if (gguf_filename_is_model(f.path)) { + auto split = get_gguf_split_info(f.path); + if (split.count > 1 && split.index != 1) { + continue; + } + return f; + } + } + } + + return {}; +} + +static void list_available_gguf_files(const hf_cache::hf_files & files) { + LOG_INF("Available GGUF files:\n"); + for (const auto & f : files) { + if (string_ends_with(f.path, ".gguf")) { + LOG_INF(" - %s\n", f.path.c_str()); + } + } +} + +struct hf_plan { + hf_cache::hf_file primary; + hf_cache::hf_files model_files; + hf_cache::hf_file mmproj; +}; + +static hf_plan get_hf_plan(const common_params_model & model, + const common_download_opts & opts, + bool download_mmproj) { + hf_plan plan; + hf_cache::hf_files all; + + auto [repo, tag] = common_download_split_repo_tag(model.hf_repo); + + if (!opts.offline) { + all = hf_cache::get_repo_files(repo, opts.bearer_token); + } + if (all.empty()) { + all = hf_cache::get_cached_files(repo); + } + if (all.empty()) { + return plan; + } + + hf_cache::hf_file primary; + + if (!model.hf_file.empty()) { + for (const auto & f : all) { + if (f.path == model.hf_file) { + primary = f; + break; + } + } + if (primary.path.empty()) { + LOG_ERR("%s: file '%s' not found in repository\n", __func__, model.hf_file.c_str()); + list_available_gguf_files(all); + return plan; + } + } else { + primary = find_best_model(all, tag); + if (primary.path.empty()) { + LOG_ERR("%s: no GGUF files found in repository %s\n", __func__, repo.c_str()); + list_available_gguf_files(all); + return plan; + } + } + + plan.primary = primary; + plan.model_files = get_split_files(all, primary); + + if (download_mmproj) { + plan.mmproj = find_best_mmproj(all, primary.path); + } + + return plan; +} + +struct download_task { + std::string url; + std::string path; +}; + +static std::vector get_url_tasks(const common_params_model & model) { + auto split = get_gguf_split_info(model.url); + + if (split.count <= 1) { + return {{model.url, model.path}}; + } + + auto filename = split.prefix; + if (auto pos = split.prefix.rfind('/'); pos != std::string::npos) { + filename = split.prefix.substr(pos + 1); + } + + auto parent_path = std::filesystem::path(model.path).parent_path(); + auto prefix_path = (parent_path / filename).string(); + + std::vector tasks; + for (int i = 1; i <= split.count; i++) { + auto suffix = string_format("-%05d-of-%05d.gguf", i, split.count); + tasks.push_back({split.prefix + suffix, prefix_path + suffix}); + } + return tasks; +} + +common_download_model_result common_download_model(const common_params_model & model, + const common_download_opts & opts, + bool download_mmproj) { + common_download_model_result result; + std::vector tasks; + hf_plan hf; + + bool is_hf = !model.hf_repo.empty(); + + if (is_hf) { + hf = get_hf_plan(model, opts, download_mmproj); + for (const auto & f : hf.model_files) { + tasks.push_back({f.url, f.local_path}); + } + if (!hf.mmproj.path.empty()) { + tasks.push_back({hf.mmproj.url, hf.mmproj.local_path}); + } + } else if (!model.url.empty()) { + tasks = get_url_tasks(model); + } else { + result.model_path = model.path; + return result; + } + + if (tasks.empty()) { + return result; + } + + std::vector> futures; + for (const auto & task : tasks) { + futures.push_back(std::async(std::launch::async, + [&task, &opts, is_hf]() { + int status = common_download_file_single(task.url, task.path, opts, is_hf); + return is_http_status_ok(status); + } + )); + } + + for (auto & f : futures) { + if (!f.get()) { + return {}; + } + } + + if (is_hf) { + for (const auto & f : hf.model_files) { + hf_cache::finalize_file(f); + } + result.model_path = hf.primary.final_path; + + if (!hf.mmproj.path.empty()) { + result.mmproj_path = hf_cache::finalize_file(hf.mmproj); + } + } else { + result.model_path = model.path; + } + + return result; } // @@ -751,7 +909,9 @@ std::string common_docker_resolve_model(const std::string & docker) { std::string local_path = fs_get_cache_file(model_filename); const std::string blob_url = url_prefix + "/blobs/" + gguf_digest; - const int http_status = common_download_file_single(blob_url, local_path, token, false, {}); + common_download_opts opts; + opts.bearer_token = token; + const int http_status = common_download_file_single(blob_url, local_path, opts); if (!is_http_status_ok(http_status)) { throw std::runtime_error("Failed to download Docker Model"); } @@ -765,28 +925,21 @@ std::string common_docker_resolve_model(const std::string & docker) { } std::vector common_list_cached_models() { - std::vector models; - const std::string cache_dir = fs_get_cache_directory(); - const std::vector files = fs_list(cache_dir, false); - for (const auto & file : files) { - if (string_starts_with(file.name, "manifest=") && string_ends_with(file.name, ".json")) { - common_cached_model_info model_info; - model_info.manifest_path = file.path; - std::string fname = file.name; - string_replace_all(fname, ".json", ""); // remove extension - auto parts = string_split(fname, '='); - if (parts.size() == 4) { - // expect format: manifest==== - model_info.user = parts[1]; - model_info.model = parts[2]; - model_info.tag = parts[3]; - } else { - // invalid format - continue; - } - model_info.size = 0; // TODO: get GGUF size, not manifest size - models.push_back(model_info); + std::unordered_set seen; + std::vector result; + + auto files = hf_cache::get_cached_files(); + + for (const auto & f : files) { + auto split = get_gguf_split_info(f.path); + if (split.index != 1 || split.tag.empty() || + split.prefix.find("mmproj") != std::string::npos) { + continue; + } + if (seen.insert(f.repo_id + ":" + split.tag).second) { + result.push_back({f.repo_id, split.tag}); } } - return models; + + return result; } diff --git a/common/download.h b/common/download.h index 1c1d8e6db5..48d5ff8a01 100644 --- a/common/download.h +++ b/common/download.h @@ -8,6 +8,21 @@ struct common_params_model; using common_header = std::pair; using common_header_list = std::vector; +struct common_download_progress { + std::string url; + size_t downloaded = 0; + size_t total = 0; + bool cached = false; +}; + +class common_download_callback { +public: + virtual ~common_download_callback() = default; + virtual void on_start(const common_download_progress & p) = 0; + virtual void on_update(const common_download_progress & p) = 0; + virtual void on_done(const common_download_progress & p, bool ok) = 0; +}; + struct common_remote_params { common_header_list headers; long timeout = 0; // in seconds, 0 means no timeout @@ -17,55 +32,62 @@ struct common_remote_params { // get remote file content, returns std::pair> common_remote_get_content(const std::string & url, const common_remote_params & params); -// split HF repo with tag into -// for example: "user/model:tag" -> <"user/model", "tag"> -// if tag is not present, default to "latest" -// example: "user/model" -> <"user/model", "latest"> +// split HF repo with tag into , for example: +// - "ggml-org/models:F16" -> <"ggml-org/models", "F16"> +// tag is optional and can be empty std::pair common_download_split_repo_tag(const std::string & hf_repo_with_tag); +// Result of common_list_cached_models struct common_cached_model_info { - std::string manifest_path; - std::string user; - std::string model; + std::string repo; std::string tag; - size_t size = 0; // GGUF size in bytes - // return string representation like "user/model:tag" - // if tag is "latest", it will be omitted std::string to_string() const { - return user + "/" + model + (tag == "latest" ? "" : ":" + tag); + return repo + ":" + tag; } }; -struct common_hf_file_res { - std::string repo; // repo name with ":tag" removed - std::string ggufFile; - std::string mmprojFile; +// Options for common_download_model and common_download_file_single +struct common_download_opts { + std::string bearer_token; + common_header_list headers; + bool offline = false; + common_download_callback * callback = nullptr; }; -/** - * Allow getting the HF file from the HF repo with tag (like ollama), for example: - * - bartowski/Llama-3.2-3B-Instruct-GGUF:q4 - * - bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M - * - bartowski/Llama-3.2-3B-Instruct-GGUF:q5_k_s - * Tag is optional, default to "latest" (meaning it checks for Q4_K_M first, then Q4, then if not found, return the first GGUF file in repo) - * - * Return pair of (with "repo" already having tag removed) - * - * Note: we use the Ollama-compatible HF API, but not using the blobId. Instead, we use the special "ggufFile" field which returns the value for "hf_file". This is done to be backward-compatible with existing cache files. - */ -common_hf_file_res common_get_hf_file( - const std::string & hf_repo_with_tag, - const std::string & bearer_token, - bool offline, - const common_header_list & headers = {} -); +// Result of common_download_model +struct common_download_model_result { + std::string model_path; + std::string mmproj_path; +}; -// returns true if download succeeded -bool common_download_model( +// Download model from HuggingFace repo or URL +// +// input (via model struct): +// - model.hf_repo: HF repo with optional tag, see common_download_split_repo_tag +// - model.hf_file: specific file in the repo (requires hf_repo) +// - model.url: simple download (used if hf_repo is empty) +// - model.path: local file path +// +// tag matching (for HF repos without model.hf_file): +// - if tag is specified, searches for GGUF matching that quantization +// - if no tag, searches for Q4_K_M, then Q4_0, then first available GGUF +// +// split GGUF: multi-part files like "model-00001-of-00003.gguf" are automatically +// detected and all parts are downloaded +// +// caching: +// - HF repos: uses HuggingFace cache +// - URLs: uses ETag-based caching +// +// when opts.offline=true, no network requests are made +// when download_mmproj=true, searches for mmproj in same directory as model or any parent directory +// then with the closest quantization bits +// +// returns result with model_path and mmproj_path (empty on failure) +common_download_model_result common_download_model( const common_params_model & model, - const std::string & bearer_token, - bool offline, - const common_header_list & headers = {} + const common_download_opts & opts = {}, + bool download_mmproj = false ); // returns list of cached models @@ -73,11 +95,11 @@ std::vector common_list_cached_models(); // download single file from url to local path // returns status code or -1 on error +// skip_etag: if true, don't read/write .etag files (for HF cache where filename is the hash) int common_download_file_single(const std::string & url, const std::string & path, - const std::string & bearer_token, - bool offline, - const common_header_list & headers = {}); + const common_download_opts & opts = {}, + bool skip_etag = false); // resolve and download model from Docker registry // return local path to downloaded model file diff --git a/common/hf-cache.cpp b/common/hf-cache.cpp new file mode 100644 index 0000000000..665c9ff066 --- /dev/null +++ b/common/hf-cache.cpp @@ -0,0 +1,771 @@ +#include "hf-cache.h" + +#include "common.h" +#include "log.h" +#include "http.h" + +#define JSON_ASSERT GGML_ASSERT +#include + +#include +#include +#include +#include // migration only +#include +#include +#include + +namespace nl = nlohmann; + +#if defined(_WIN32) +#define WIN32_LEAN_AND_MEAN +#ifndef NOMINMAX +#define NOMINMAX +#endif +#define HOME_DIR "USERPROFILE" +#include +#else +#define HOME_DIR "HOME" +#include +#include +#endif + +namespace hf_cache { + +namespace fs = std::filesystem; + +static fs::path get_cache_directory() { + static const fs::path cache = []() { + struct { + const char * var; + fs::path path; + } entries[] = { + {"LLAMA_CACHE", fs::path()}, + {"HF_HUB_CACHE", fs::path()}, + {"HUGGINGFACE_HUB_CACHE", fs::path()}, + {"HF_HOME", fs::path("hub")}, + {"XDG_CACHE_HOME", fs::path("huggingface") / "hub"}, + {HOME_DIR, fs::path(".cache") / "huggingface" / "hub"} + }; + for (const auto & entry : entries) { + if (auto * p = std::getenv(entry.var); p && *p) { + fs::path base(p); + return entry.path.empty() ? base : base / entry.path; + } + } +#ifndef _WIN32 + const struct passwd * pw = getpwuid(getuid()); + + if (pw->pw_dir && *pw->pw_dir) { + return fs::path(pw->pw_dir) / ".cache" / "huggingface" / "hub"; + } +#endif + throw std::runtime_error("Failed to determine HF cache directory"); + }(); + + return cache; +} + +static std::string folder_name_to_repo(const std::string & folder) { + constexpr std::string_view prefix = "models--"; + if (folder.rfind(prefix, 0)) { + return {}; + } + std::string result = folder.substr(prefix.length()); + string_replace_all(result, "--", "/"); + return result; +} + +static std::string repo_to_folder_name(const std::string & repo_id) { + constexpr std::string_view prefix = "models--"; + std::string result = std::string(prefix) + repo_id; + string_replace_all(result, "/", "--"); + return result; +} + +static fs::path get_repo_path(const std::string & repo_id) { + return get_cache_directory() / repo_to_folder_name(repo_id); +} + +static bool is_hex_char(const char c) { + return (c >= 'A' && c <= 'F') || + (c >= 'a' && c <= 'f') || + (c >= '0' && c <= '9'); +} + +static bool is_hex_string(const std::string & s, size_t expected_len) { + if (s.length() != expected_len) { + return false; + } + for (const char c : s) { + if (!is_hex_char(c)) { + return false; + } + } + return true; +} + +static bool is_alphanum(const char c) { + return (c >= 'A' && c <= 'Z') || + (c >= 'a' && c <= 'z') || + (c >= '0' && c <= '9'); +} + +static bool is_special_char(char c) { + return c == '/' || c == '.' || c == '-'; +} + +// base chars [A-Za-z0-9_] are always valid +// special chars [/.-] must be surrounded by base chars +// exactly one '/' required +static bool is_valid_repo_id(const std::string & repo_id) { + if (repo_id.empty() || repo_id.length() > 256) { + return false; + } + int slash = 0; + bool special = true; + + for (const char c : repo_id) { + if (is_alphanum(c) || c == '_') { + special = false; + } else if (is_special_char(c)) { + if (special) { + return false; + } + slash += (c == '/'); + special = true; + } else { + return false; + } + } + return !special && slash == 1; +} + +static bool is_valid_hf_token(const std::string & token) { + if (token.length() < 37 || token.length() > 256 || + !string_starts_with(token, "hf_")) { + return false; + } + for (size_t i = 3; i < token.length(); ++i) { + if (!is_alphanum(token[i])) { + return false; + } + } + return true; +} + +static bool is_valid_commit(const std::string & hash) { + return is_hex_string(hash, 40); +} + +static bool is_valid_oid(const std::string & oid) { + return is_hex_string(oid, 40) || is_hex_string(oid, 64); +} + +static bool is_valid_subpath(const fs::path & path, const fs::path & subpath) { + if (subpath.is_absolute()) { + return false; // never do a / b with b absolute + } + auto b = fs::absolute(path).lexically_normal(); + auto t = (b / subpath).lexically_normal(); + auto [b_end, _] = std::mismatch(b.begin(), b.end(), t.begin(), t.end()); + + return b_end == b.end(); +} + +static void safe_write_file(const fs::path & path, const std::string & data) { + fs::path path_tmp = path.string() + ".tmp"; + + if (path.has_parent_path()) { + fs::create_directories(path.parent_path()); + } + + std::ofstream file(path_tmp); + file << data; + file.close(); + + std::error_code ec; + + if (!file.fail()) { + fs::rename(path_tmp, path, ec); + } + if (file.fail() || ec) { + fs::remove(path_tmp, ec); + throw std::runtime_error("failed to write file: " + path.string()); + } +} + +static nl::json api_get(const std::string & url, + const std::string & token) { + auto [cli, parts] = common_http_client(url); + + httplib::Headers headers = { + {"User-Agent", "llama-cpp/" + build_info}, + {"Accept", "application/json"} + }; + + if (is_valid_hf_token(token)) { + headers.emplace("Authorization", "Bearer " + token); + } else if (!token.empty()) { + LOG_WRN("%s: invalid token, authentication disabled\n", __func__); + } + + if (auto res = cli.Get(parts.path, headers)) { + auto body = res->body; + + if (res->status == 200) { + return nl::json::parse(res->body); + } + try { + body = nl::json::parse(res->body)["error"].get(); + } catch (...) { } + + throw std::runtime_error("GET failed (" + std::to_string(res->status) + "): " + body); + } else { + throw std::runtime_error("HTTPLIB failed: " + httplib::to_string(res.error())); + } +} + +static std::string get_repo_commit(const std::string & repo_id, + const std::string & token) { + try { + auto endpoint = get_model_endpoint(); + auto json = api_get(endpoint + "api/models/" + repo_id + "/refs", token); + + if (!json.is_object() || + !json.contains("branches") || !json["branches"].is_array()) { + LOG_WRN("%s: missing 'branches' for '%s'\n", __func__, repo_id.c_str()); + return {}; + } + + fs::path refs_path = get_repo_path(repo_id) / "refs"; + std::string name; + std::string commit; + + for (const auto & branch : json["branches"]) { + if (!branch.is_object() || + !branch.contains("name") || !branch["name"].is_string() || + !branch.contains("targetCommit") || !branch["targetCommit"].is_string()) { + continue; + } + std::string _name = branch["name"].get(); + std::string _commit = branch["targetCommit"].get(); + + if (!is_valid_subpath(refs_path, _name)) { + LOG_WRN("%s: skip invalid branch: %s\n", __func__, _name.c_str()); + continue; + } + if (!is_valid_commit(_commit)) { + LOG_WRN("%s: skip invalid commit: %s\n", __func__, _commit.c_str()); + continue; + } + + if (_name == "main") { + name = _name; + commit = _commit; + break; + } + + if (name.empty() || commit.empty()) { + name = _name; + commit = _commit; + } + } + + if (name.empty() || commit.empty()) { + LOG_WRN("%s: no valid branch for '%s'\n", __func__, repo_id.c_str()); + return {}; + } + + safe_write_file(refs_path / name, commit); + return commit; + + } catch (const nl::json::exception & e) { + LOG_ERR("%s: JSON error: %s\n", __func__, e.what()); + } catch (const std::exception & e) { + LOG_ERR("%s: error: %s\n", __func__, e.what()); + } + return {}; +} + +hf_files get_repo_files(const std::string & repo_id, + const std::string & token) { + if (!is_valid_repo_id(repo_id)) { + LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str()); + return {}; + } + + std::string commit = get_repo_commit(repo_id, token); + if (commit.empty()) { + LOG_WRN("%s: failed to resolve commit for %s\n", __func__, repo_id.c_str()); + return {}; + } + + fs::path blobs_path = get_repo_path(repo_id) / "blobs"; + fs::path commit_path = get_repo_path(repo_id) / "snapshots" / commit; + + hf_files files; + + try { + auto endpoint = get_model_endpoint(); + auto json = api_get(endpoint + "api/models/" + repo_id + "/tree/" + commit + "?recursive=true", token); + + if (!json.is_array()) { + LOG_WRN("%s: response is not an array for '%s'\n", __func__, repo_id.c_str()); + return {}; + } + + for (const auto & item : json) { + if (!item.is_object() || + !item.contains("type") || !item["type"].is_string() || item["type"] != "file" || + !item.contains("path") || !item["path"].is_string()) { + continue; + } + + hf_file file; + file.repo_id = repo_id; + file.path = item["path"].get(); + + if (!is_valid_subpath(commit_path, file.path)) { + LOG_WRN("%s: skip invalid path: %s\n", __func__, file.path.c_str()); + continue; + } + + if (item.contains("lfs") && item["lfs"].is_object()) { + if (item["lfs"].contains("oid") && item["lfs"]["oid"].is_string()) { + file.oid = item["lfs"]["oid"].get(); + } + if (item["lfs"].contains("size") && item["lfs"]["size"].is_number()) { + file.size = item["lfs"]["size"].get(); + } + } else if (item.contains("oid") && item["oid"].is_string()) { + file.oid = item["oid"].get(); + } + if (file.size == 0 && item.contains("size") && item["size"].is_number()) { + file.size = item["size"].get(); + } + + if (!file.oid.empty() && !is_valid_oid(file.oid)) { + LOG_WRN("%s: skip invalid oid: %s\n", __func__, file.oid.c_str()); + continue; + } + + file.url = endpoint + repo_id + "/resolve/" + commit + "/" + file.path; + + fs::path final_path = commit_path / file.path; + file.final_path = final_path.string(); + + if (!file.oid.empty() && !fs::exists(final_path)) { + fs::path local_path = blobs_path / file.oid; + file.local_path = local_path.string(); + } else { + file.local_path = file.final_path; + } + + files.push_back(file); + } + } catch (const nl::json::exception & e) { + LOG_ERR("%s: JSON error: %s\n", __func__, e.what()); + } catch (const std::exception & e) { + LOG_ERR("%s: error: %s\n", __func__, e.what()); + } + return files; +} + +static std::string get_cached_ref(const fs::path & repo_path) { + fs::path refs_path = repo_path / "refs"; + if (!fs::is_directory(refs_path)) { + return {}; + } + std::string fallback; + + for (const auto & entry : fs::directory_iterator(refs_path)) { + if (!entry.is_regular_file()) { + continue; + } + std::ifstream f(entry.path()); + std::string commit; + if (!f || !std::getline(f, commit) || commit.empty()) { + continue; + } + if (!is_valid_commit(commit)) { + LOG_WRN("%s: skip invalid commit: %s\n", __func__, commit.c_str()); + continue; + } + if (entry.path().filename() == "main") { + return commit; + } + if (fallback.empty()) { + fallback = commit; + } + } + return fallback; +} + +hf_files get_cached_files(const std::string & repo_id) { + fs::path cache_dir = get_cache_directory(); + if (!fs::exists(cache_dir)) { + return {}; + } + + if (!repo_id.empty() && !is_valid_repo_id(repo_id)) { + LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str()); + return {}; + } + + hf_files files; + + for (const auto & repo : fs::directory_iterator(cache_dir)) { + if (!repo.is_directory()) { + continue; + } + fs::path snapshots_path = repo.path() / "snapshots"; + + if (!fs::exists(snapshots_path)) { + continue; + } + std::string _repo_id = folder_name_to_repo(repo.path().filename().string()); + + if (!is_valid_repo_id(_repo_id)) { + continue; + } + if (!repo_id.empty() && _repo_id != repo_id) { + continue; + } + std::string commit = get_cached_ref(repo.path()); + fs::path commit_path = snapshots_path / commit; + + if (commit.empty() || !fs::is_directory(commit_path)) { + continue; + } + for (const auto & entry : fs::recursive_directory_iterator(commit_path)) { + if (!entry.is_regular_file() && !entry.is_symlink()) { + continue; + } + fs::path path = entry.path().lexically_relative(commit_path); + + if (!path.empty()) { + hf_file file; + file.repo_id = _repo_id; + file.path = path.generic_string(); + file.local_path = entry.path().string(); + file.final_path = file.local_path; + files.push_back(std::move(file)); + } + } + } + + return files; +} + +std::string finalize_file(const hf_file & file) { + static std::atomic symlinks_disabled{false}; + + std::error_code ec; + fs::path local_path(file.local_path); + fs::path final_path(file.final_path); + + if (local_path == final_path || fs::exists(final_path, ec)) { + return file.final_path; + } + + if (!fs::exists(local_path, ec)) { + return file.final_path; + } + + fs::create_directories(final_path.parent_path(), ec); + + if (!symlinks_disabled) { + fs::path target = fs::relative(local_path, final_path.parent_path(), ec); + if (!ec) { + fs::create_symlink(target, final_path, ec); + } + if (!ec) { + return file.final_path; + } + } + + if (!symlinks_disabled.exchange(true)) { + LOG_WRN("%s: failed to create symlink: %s\n", __func__, ec.message().c_str()); + LOG_WRN("%s: switching to degraded mode\n", __func__); + } + + fs::rename(local_path, final_path, ec); + if (ec) { + LOG_WRN("%s: failed to move file to snapshots: %s\n", __func__, ec.message().c_str()); + fs::copy(local_path, final_path, ec); + if (ec) { + LOG_ERR("%s: failed to copy file to snapshots: %s\n", __func__, ec.message().c_str()); + } + } + return file.final_path; +} + +// delete everything after this line, one day + +// copied from download.cpp without the tag part +struct gguf_split_info { + std::string prefix; // tag included + int index; + int count; +}; + +static gguf_split_info get_gguf_split_info(const std::string & path) { + static const std::regex re_split("^(.+)-([0-9]{5})-of-([0-9]{5})$", std::regex::icase); + std::smatch m; + + std::string prefix = path; + if (!string_remove_suffix(prefix, ".gguf")) { + return {}; + } + + int index = 1; + int count = 1; + + if (std::regex_match(prefix, m, re_split)) { + index = std::stoi(m[2].str()); + count = std::stoi(m[3].str()); + prefix = m[1].str(); + } + + return {std::move(prefix), index, count}; +} + +static std::pair parse_manifest_name(std::string & filename) { + static const std::regex re(R"(^manifest=([^=]+)=([^=]+)=.*\.json$)"); + std::smatch match; + if (std::regex_match(filename, match, re)) { + return {match[1].str(), match[2].str()}; + } + return {}; +} + +static std::string make_old_cache_filename(const std::string & owner, + const std::string & repo, + const std::string & filename) { + auto result = owner + "_" + repo + "_" + filename; + string_replace_all(result, "/", "_"); + return result; +} + +struct migrate_file { + std::string path; + std::string sha256; + size_t size; + fs::path old_path; + fs::path etag_path; + const hf_file * file; +}; + +using migrate_files = std::vector; + +static bool collect_file(const fs::path & old_cache, + const std::string & owner, + const std::string & repo, + const std::string & path, + const std::string & sha256, + const hf_files & files, + migrate_files & to_migrate) { + + const hf_file * file = nullptr; + + for (const auto & f : files) { + if (f.path == path) { + file = &f; + break; + } + } + + std::string old_filename = make_old_cache_filename(owner, repo, path); + fs::path old_path = old_cache / old_filename; + fs::path etag_path = old_path.string() + ".etag"; + + if (!fs::exists(old_path)) { + if (file && fs::exists(file->final_path)) { + return true; + } + LOG_WRN("%s: %s not found in old cache or HF cache\n", __func__, old_filename.c_str()); + return false; + } + + if (!file) { + LOG_WRN("%s: %s not found in current repo\n", __func__, old_filename.c_str()); + return false; + } + + if (!sha256.empty() && !file->oid.empty() && sha256 != file->oid) { + LOG_WRN("%s: %s is not up to date (sha256 mismatch)\n", __func__, old_filename.c_str()); + return false; + } + + if (file->size > 0) { + size_t size = fs::file_size(old_path); + if (size != file->size) { + LOG_WRN("%s: %s has wrong size %zu (expected %zu)\n", __func__, old_filename.c_str(), size, file->size); + return false; + } + } + + to_migrate.push_back({path, sha256, file->size, old_path, etag_path, file}); + return true; +} + +static bool collect_files(const fs::path & old_cache, + const std::string & owner, + const std::string & repo, + const nl::json & node, + const hf_files & files, + migrate_files & to_migrate) { + + if (!node.contains("rfilename") || + !node.contains("lfs") || + !node["lfs"].contains("sha256")) { + return true; + } + + std::string path = node["rfilename"]; + std::string sha256 = node["lfs"]["sha256"]; + + auto split = get_gguf_split_info(path); + + if (split.count <= 1) { + return collect_file(old_cache, owner, repo, path, sha256, files, to_migrate); + } + + std::vector> splits; + + for (const auto & f : files) { + auto split_f = get_gguf_split_info(f.path); + if (split_f.count == split.count && split_f.prefix == split.prefix) { + // sadly the manifest only provides the sha256 of the first file (index == 1) + // the rest will be verified using the size... + std::string f_sha256 = (split_f.index == 1) ? sha256 : ""; + splits.emplace_back(f.path, f_sha256); + } + } + + if ((int)splits.size() != split.count) { + LOG_WRN("%s: expected %d split files but found %d in repo\n", __func__, split.count, (int)splits.size()); + return false; + } + + for (const auto & [f_path, f_sha256] : splits) { + if (!collect_file(old_cache, owner, repo, f_path, f_sha256, files, to_migrate)) { + return false; + } + } + + return true; +} + +static bool migrate_file(const migrate_file & file) { + std::error_code ec; + + fs::path new_path(file.file->local_path); + fs::create_directories(new_path.parent_path(), ec); + + if (!fs::exists(new_path, ec)) { + fs::rename(file.old_path, new_path, ec); + if (ec) { + fs::copy_file(file.old_path, new_path, ec); + if (ec) { + LOG_ERR("%s: failed to move/copy %s: %s\n", __func__, file.old_path.string().c_str(), ec.message().c_str()); + return false; + } + } + fs::remove(file.old_path, ec); + } + fs::remove(file.etag_path, ec); + + std::string filename = finalize_file(*file.file); + LOG_INF("%s: migrated %s -> %s\n", __func__, file.old_path.filename().string().c_str(), filename.c_str()); + return true; +} + +void migrate_old_cache_to_hf_cache(const std::string & token, bool offline) { + fs::path old_cache = fs_get_cache_directory(); + if (!fs::exists(old_cache)) { + return; + } + + if (offline) { + LOG_WRN("%s: skipping migration in offline mode (will run when online)\n", __func__); + return; // -hf is not going to work + } + + bool warned = false; + + for (const auto & entry : fs::directory_iterator(old_cache)) { + if (!entry.is_regular_file()) { + continue; + } + auto filename = entry.path().filename().string(); + auto [owner, repo] = parse_manifest_name(filename); + + if (owner.empty() || repo.empty()) { + continue; + } + + if (!warned) { + warned = true; + LOG_WRN("================================================================================\n" + "WARNING: Migrating cache to HuggingFace cache directory\n" + " Old cache: %s\n" + " New cache: %s\n" + "This one-time migration moves models previously downloaded with -hf\n" + "from the legacy llama.cpp cache to the standard HuggingFace cache.\n" + "Models downloaded with --model-url are not affected.\n" + "================================================================================\n", + old_cache.string().c_str(), get_cache_directory().string().c_str()); + } + + auto repo_id = owner + "/" + repo; + auto files = get_repo_files(repo_id, token); + + if (files.empty()) { + LOG_WRN("%s: could not get repo files for %s, skipping\n", __func__, repo_id.c_str()); + continue; + } + + migrate_files to_migrate; + bool ok = true; + + try { + std::ifstream manifest(entry.path()); + auto json = nl::json::parse(manifest); + for (const char * key : {"ggufFile", "mmprojFile"}) { + if (json.contains(key)) { + if (!collect_files(old_cache, owner, repo, json[key], files, to_migrate)) { + ok = false; + break; + } + } + } + } catch (const std::exception & e) { + LOG_WRN("%s: failed to parse manifest %s: %s\n", __func__, filename.c_str(), e.what()); + continue; + } + + if (!ok) { + LOG_WRN("%s: migration skipped: one or more files failed validation\n", __func__); + continue; + } + + for (const auto & file : to_migrate) { + if (!migrate_file(file)) { + ok = false; + break; + } + } + + if (!ok) { + LOG_WRN("%s: migration failed: could not migrate all files\n", __func__); + continue; + } + + LOG_INF("%s: migration complete, deleting manifest: %s\n", __func__, entry.path().string().c_str()); + fs::remove(entry.path()); + } +} + +} // namespace hf_cache diff --git a/common/hf-cache.h b/common/hf-cache.h new file mode 100644 index 0000000000..9e46f97743 --- /dev/null +++ b/common/hf-cache.h @@ -0,0 +1,36 @@ +#pragma once + +#include +#include + +// Ref: https://huggingface.co/docs/hub/local-cache.md + +namespace hf_cache { + +struct hf_file { + std::string path; + std::string url; + std::string local_path; + std::string final_path; + std::string oid; + std::string repo_id; + size_t size = 0; // only for the migration +}; + +using hf_files = std::vector; + +// Get files from HF API +hf_files get_repo_files( + const std::string & repo_id, + const std::string & token +); + +hf_files get_cached_files(const std::string & repo_id = {}); + +// Create snapshot path (link or move/copy) and return it +std::string finalize_file(const hf_file & file); + +// TODO: Remove later +void migrate_old_cache_to_hf_cache(const std::string & token, bool offline = false); + +} // namespace hf_cache diff --git a/common/http.h b/common/http.h index e8ed56f952..d3daccd6bf 100644 --- a/common/http.h +++ b/common/http.h @@ -7,6 +7,7 @@ struct common_http_url { std::string user; std::string password; std::string host; + int port; std::string path; }; @@ -47,6 +48,20 @@ static common_http_url common_http_parse_url(const std::string & url) { parts.host = rest; parts.path = "/"; } + + auto colon_pos = parts.host.find(':'); + + if (colon_pos != std::string::npos) { + parts.port = std::stoi(parts.host.substr(colon_pos + 1)); + parts.host = parts.host.substr(0, colon_pos); + } else if (parts.scheme == "http") { + parts.port = 80; + } else if (parts.scheme == "https") { + parts.port = 443; + } else { + throw std::runtime_error("unsupported URL scheme: " + parts.scheme); + } + return parts; } @@ -68,7 +83,7 @@ static std::pair common_http_client(const std: } #endif - httplib::Client cli(parts.scheme + "://" + parts.host); + httplib::Client cli(parts.scheme + "://" + parts.host + ":" + std::to_string(parts.port)); if (!parts.user.empty()) { cli.set_basic_auth(parts.user, parts.password); diff --git a/common/jinja/README.md b/common/jinja/README.md index 7059105ee3..8291240767 100644 --- a/common/jinja/README.md +++ b/common/jinja/README.md @@ -63,7 +63,7 @@ The llama.cpp Jinja engine introduces `jinja::string` (see `jinja/string.h`), wh - **One-to-many** (e.g., split): result is marked `is_input` **only if ALL** input parts are marked `is_input` - **Many-to-one** (e.g., join): same as one-to-many -For string concatenation, string parts will be appended to the new string as-is, while perserving the `is_input` flag. +For string concatenation, string parts will be appended to the new string as-is, while preserving the `is_input` flag. **Enabling Input Marking:** diff --git a/common/jinja/caps.cpp b/common/jinja/caps.cpp index dbaaed500a..ec207a53e8 100644 --- a/common/jinja/caps.cpp +++ b/common/jinja/caps.cpp @@ -1,3 +1,4 @@ +#include "log.h" #include "value.h" #include "runtime.h" #include "caps.h" @@ -36,12 +37,16 @@ static void caps_try_execute(jinja::program & prog, auto tools = ctx.get_val("tools"); bool success = false; + std::string result; try { jinja::runtime runtime(ctx); - runtime.execute(prog); + auto results = runtime.execute(prog); + auto parts = jinja::runtime::gather_string_parts(results); + result = parts->as_string().str(); success = true; } catch (const std::exception & e) { JJ_DEBUG("Exception during execution: %s", e.what()); + result = ""; // ignore exceptions during capability analysis } @@ -70,6 +75,7 @@ std::map caps::to_map() const { {"supports_parallel_tool_calls", supports_parallel_tool_calls}, {"supports_system_role", supports_system_role}, {"supports_preserve_reasoning", supports_preserve_reasoning}, + {"supports_object_arguments", supports_object_arguments}, }; } @@ -90,6 +96,8 @@ caps caps_get(jinja::program & prog) { return v->stats.ops.find(op_name) != v->stats.ops.end(); }; + JJ_DEBUG("%s\n", ">>> Running capability check: typed content"); + // case: typed content support caps_try_execute( prog, @@ -120,6 +128,7 @@ caps caps_get(jinja::program & prog) { } ); + JJ_DEBUG("%s\n", ">>> Running capability check: system prompt"); // case: system prompt support caps_try_execute( @@ -150,7 +159,9 @@ caps caps_get(jinja::program & prog) { } ); - // case: tools support + JJ_DEBUG("%s\n", ">>> Running capability check: single tool with object arguments support"); + + // case: tools support: single call with object arguments caps_try_execute( prog, [&]() { @@ -162,10 +173,10 @@ caps caps_get(jinja::program & prog) { }, { {"role", "assistant"}, - {"content", "Assistant message"}, + {"content", ""}, // Some templates expect content to be empty with tool calls {"tool_calls", json::array({ { - {"id", "call1"}, + {"id", "call00001"}, {"type", "function"}, {"function", { {"name", "tool1"}, @@ -173,19 +184,18 @@ caps caps_get(jinja::program & prog) { {"arg", "value"} }} }} - }, - { - {"id", "call2"}, - {"type", "function"}, - {"function", { - {"name", "tool2"}, - {"arguments", { - {"arg", "value"} - }} - }} } })} }, + { + {"role", "tool"}, + {"content", "Tool response"}, + {"tool_call_id", "call00001"} + }, + { + {"role", "assistant"}, + {"content", "The tool response was 'tool response'"} + }, { {"role", "user"}, {"content", "User message"}, @@ -199,7 +209,7 @@ caps caps_get(jinja::program & prog) { {"name", "tool"}, {"type", "function"}, {"function", { - {"name", "tool"}, + {"name", "tool1"}, {"description", "Tool description"}, {"parameters", { {"type", "object"}, @@ -217,13 +227,12 @@ caps caps_get(jinja::program & prog) { }, [&](bool success, value & messages, value & tools) { if (!success) { - result.supports_tool_calls = false; - result.supports_tools = false; - return; + return; // Nothing can be inferred } auto & tool_name = tools->at(0)->at("function")->at("name"); caps_print_stats(tool_name, "tools[0].function.name"); + caps_print_stats(tools, "tools"); if (!tool_name->stats.used) { result.supports_tools = false; } @@ -232,8 +241,192 @@ caps caps_get(jinja::program & prog) { caps_print_stats(tool_calls, "messages[1].tool_calls"); if (!tool_calls->stats.used) { result.supports_tool_calls = false; + return; } + auto & tool_arg = tool_calls->at(0)->at("function")->at("arguments")->at("arg"); + caps_print_stats(tool_arg, "messages[1].tool_calls[0].function.arguments.arg"); + if (tool_arg->stats.used) { + result.supports_object_arguments = true; + } + } + ); + + if (!result.supports_object_arguments) { + JJ_DEBUG("%s\n", ">>> Running capability check: single tool with string arguments support"); + + // case: tools support: single call with string arguments + caps_try_execute( + prog, + [&]() { + // messages + return json::array({ + { + {"role", "user"}, + {"content", "User message"}, + }, + { + {"role", "assistant"}, + {"content", ""}, // Some templates expect content to be empty with tool calls + {"tool_calls", json::array({ + { + {"id", "call00001"}, + {"type", "function"}, + {"function", { + {"name", "tool1"}, + {"arguments", R"({"arg": "value"})"} + }} + } + })} + }, + { + {"role", "tool"}, + {"content", "Tool response"}, + {"tool_call_id", "call00001"} + }, + { + {"role", "assistant"}, + {"content", "The tool response was 'tool response'"} + }, + { + {"role", "user"}, + {"content", "User message"}, + }, + }); + }, + [&]() { + // tools + return json::array({ + { + {"name", "tool"}, + {"type", "function"}, + {"function", { + {"name", "tool1"}, + {"description", "Tool description"}, + {"parameters", { + {"type", "object"}, + {"properties", { + {"arg", { + {"type", "string"}, + {"description", "Arg description"}, + }}, + }}, + {"required", json::array({ "arg" })}, + }}, + }}, + }, + }); + }, + [&](bool success, value & messages, value & tools) { + if (!success) { + result.supports_tool_calls = false; + result.supports_tools = false; + return; + } + + auto & tool_name = tools->at(0)->at("function")->at("name"); + caps_print_stats(tool_name, "tools[0].function.name"); + caps_print_stats(tools, "tools"); + if (!tool_name->stats.used) { + result.supports_tools = false; + } + + auto & tool_calls = messages->at(1)->at("tool_calls"); + caps_print_stats(tool_calls, "messages[1].tool_calls"); + if (!tool_calls->stats.used) { + result.supports_tool_calls = false; + return; + } + } + ); + } + + JJ_DEBUG("%s\n", ">>> Running capability check: parallel tool support"); + + // case: tools support: parallel calls + caps_try_execute( + prog, + [&]() { + json args = json(R"({"arg": "value"})"); + if (result.supports_object_arguments) { + args = json{{"arg", "value"}}; + } + + // messages + return json::array({ + { + {"role", "user"}, + {"content", "User message"}, + }, + { + {"role", "assistant"}, + {"content", ""}, // Some templates expect content to be empty with tool calls + {"tool_calls", json::array({ + { + {"id", "call00001"}, + {"type", "function"}, + {"function", { + {"name", "tool1"}, + {"arguments", args} + }} + }, + { + {"id", "call00002"}, + {"type", "function"}, + {"function", { + {"name", "tool1"}, + {"arguments", args} + }} + } + })} + }, + { + {"role", "tool"}, + {"content", "Tool response"}, + {"tool_call_id", "call00001"} + }, + { + {"role", "assistant"}, + {"content", "The tool response was 'tool response'"} + }, + { + {"role", "user"}, + {"content", "User message"}, + }, + }); + }, + [&]() { + // tools + return json::array({ + { + {"name", "tool"}, + {"type", "function"}, + {"function", { + {"name", "tool1"}, + {"description", "Tool description"}, + {"parameters", { + {"type", "object"}, + {"properties", { + {"arg", { + {"type", "string"}, + {"description", "Arg description"}, + }}, + }}, + {"required", json::array({ "arg" })}, + }}, + }}, + }, + }); + }, + [&](bool success, value & messages, value & /*tools*/) { + if (!success) { + result.supports_parallel_tool_calls = false; + return; + } + + auto & tool_calls = messages->at(1)->at("tool_calls"); + caps_print_stats(tool_calls, "messages[1].tool_calls"); + // check for second tool call usage auto & tool_call_1 = tool_calls->at(1)->at("function"); caps_print_stats(tool_call_1, "messages[1].tool_calls[1].function"); @@ -243,6 +436,8 @@ caps caps_get(jinja::program & prog) { } ); + JJ_DEBUG("%s\n", ">>> Running capability check: preserve reasoning"); + // case: preserve reasoning content in chat history caps_try_execute( prog, diff --git a/common/jinja/caps.h b/common/jinja/caps.h index e694e7bfaa..93a7fe0926 100644 --- a/common/jinja/caps.h +++ b/common/jinja/caps.h @@ -18,6 +18,8 @@ struct caps { bool supports_string_content = true; bool supports_typed_content = false; + bool supports_object_arguments = false; + // for reporting on server std::map to_map() const; diff --git a/common/jinja/parser.cpp b/common/jinja/parser.cpp index 7970336ac0..2b25654a7a 100644 --- a/common/jinja/parser.cpp +++ b/common/jinja/parser.cpp @@ -53,6 +53,13 @@ private: return tokens[current + offset]; } + const token & next() { + if (current >= tokens.size()) { + throw parser_exception("Parser Error: Unexpected EOF", source, tokens.empty() ? 0 : tokens.back().pos); + } + return tokens[current++]; + } + token expect(token::type type, const std::string& error) { const auto & t = peek(); if (t.t != type) { @@ -90,9 +97,9 @@ private: size_t start_pos = current; switch (peek().t) { case token::comment: - return mk_stmt(start_pos, tokens[current++].value); + return mk_stmt(start_pos, next().value); case token::text: - return mk_stmt(start_pos, tokens[current++].value); + return mk_stmt(start_pos, next().value); case token::open_statement: return parse_jinja_statement(); case token::open_expression: @@ -119,8 +126,7 @@ private: } size_t start_pos = current; - std::string name = peek().value; - current++; // consume identifier + std::string name = next().value; statement_ptr result; if (name == "set") { @@ -202,7 +208,7 @@ private: // Ignore generation blocks (transformers-specific) // See https://github.com/huggingface/transformers/pull/30650 for more information. result = mk_stmt(start_pos); - current++; + ++current; } else { throw std::runtime_error("Unknown statement: " + name); @@ -217,7 +223,7 @@ private: statements body; if (is(token::equals)) { - current++; + ++current; value = parse_expression_sequence(); } else { // parsing multiline set here @@ -280,7 +286,7 @@ private: exprs.push_back(primary ? parse_primary_expression() : parse_expression()); bool is_tuple = is(token::comma); while (is(token::comma)) { - current++; // consume comma + ++current; // consume comma exprs.push_back(primary ? parse_primary_expression() : parse_expression()); } return is_tuple ? mk_stmt(start_pos, std::move(exprs)) : std::move(exprs[0]); @@ -290,7 +296,7 @@ private: // e.g., `message` in `for message in messages` auto loop_var = parse_expression_sequence(true); // should be an identifier/tuple if (!is_identifier("in")) throw std::runtime_error("Expected 'in'"); - current++; + ++current; // consume 'in' // `messages` in `for message in messages` auto iterable = parse_expression(); @@ -305,7 +311,8 @@ private: } if (is_statement({"else"})) { - current += 2; + ++current; // consume {% + ++current; // consume 'else' expect(token::close_statement, "Expected %}"); while (!is_statement({"endfor"})) { alternate.push_back(parse_any()); @@ -347,7 +354,7 @@ private: auto left = parse_logical_and_expression(); while (is_identifier("or")) { size_t start_pos = current; - token op = tokens[current++]; + token op = next(); left = mk_stmt(start_pos, op, std::move(left), parse_logical_and_expression()); } return left; @@ -357,7 +364,7 @@ private: auto left = parse_logical_negation_expression(); while (is_identifier("and")) { size_t start_pos = current; - auto op = tokens[current++]; + auto op = next(); left = mk_stmt(start_pos, op, std::move(left), parse_logical_negation_expression()); } return left; @@ -367,7 +374,7 @@ private: // Try parse unary operators if (is_identifier("not")) { size_t start_pos = current; - auto op = tokens[current++]; + auto op = next(); return mk_stmt(start_pos, op, parse_logical_negation_expression()); } return parse_comparison_expression(); @@ -382,11 +389,12 @@ private: size_t start_pos = current; if (is_identifier("not") && peek(1).t == token::identifier && peek(1).value == "in") { op = {token::identifier, "not in", tokens[current].pos}; - current += 2; + ++current; // consume 'not' + ++current; // consume 'in' } else if (is_identifier("in")) { - op = tokens[current++]; + op = next(); } else if (is(token::comparison_binary_operator)) { - op = tokens[current++]; + op = next(); } else break; left = mk_stmt(start_pos, op, std::move(left), parse_additive_expression()); } @@ -397,7 +405,7 @@ private: auto left = parse_multiplicative_expression(); while (is(token::additive_binary_operator)) { size_t start_pos = current; - auto op = tokens[current++]; + auto op = next(); left = mk_stmt(start_pos, op, std::move(left), parse_multiplicative_expression()); } return left; @@ -407,7 +415,7 @@ private: auto left = parse_test_expression(); while (is(token::multiplicative_binary_operator)) { size_t start_pos = current; - auto op = tokens[current++]; + auto op = next(); left = mk_stmt(start_pos, op, std::move(left), parse_test_expression()); } return left; @@ -417,9 +425,9 @@ private: auto operand = parse_filter_expression(); while (is_identifier("is")) { size_t start_pos = current; - current++; + ++current; // consume 'is' bool negate = false; - if (is_identifier("not")) { current++; negate = true; } + if (is_identifier("not")) { ++current; negate = true; } auto test_id = parse_primary_expression(); // FIXME: tests can also be expressed like this: if x is eq 3 if (is(token::open_paren)) test_id = parse_call_expression(std::move(test_id)); @@ -432,7 +440,7 @@ private: auto operand = parse_call_member_expression(); while (is(token::pipe)) { size_t start_pos = current; - current++; + ++current; // consume pipe auto filter = parse_primary_expression(); if (is(token::open_paren)) filter = parse_call_expression(std::move(filter)); operand = mk_stmt(start_pos, std::move(operand), std::move(filter)); @@ -490,7 +498,7 @@ private: statement_ptr parse_member_expression(statement_ptr object) { size_t start_pos = current; while (is(token::dot) || is(token::open_square_bracket)) { - auto op = tokens[current++]; + auto op = next(); bool computed = op.t == token::open_square_bracket; statement_ptr prop; if (computed) { @@ -531,12 +539,15 @@ private: statement_ptr step = slices.size() > 2 ? std::move(slices[2]) : nullptr; return mk_stmt(start_pos, std::move(start), std::move(stop), std::move(step)); } + if (slices.empty()) { + return mk_stmt(start_pos); + } return std::move(slices[0]); } statement_ptr parse_primary_expression() { size_t start_pos = current; - auto t = tokens[current++]; + auto t = next(); switch (t.t) { case token::numeric_literal: if (t.value.find('.') != std::string::npos) { @@ -547,7 +558,7 @@ private: case token::string_literal: { std::string val = t.value; while (is(token::string_literal)) { - val += tokens[current++].value; + val += next().value; } return mk_stmt(start_pos, val); } @@ -562,9 +573,9 @@ private: statements vals; while (!is(token::close_square_bracket)) { vals.push_back(parse_expression()); - if (is(token::comma)) current++; + if (is(token::comma)) ++current; } - current++; + ++current; return mk_stmt(start_pos, std::move(vals)); } case token::open_curly_bracket: { @@ -573,9 +584,9 @@ private: auto key = parse_expression(); expect(token::colon, "Expected :"); pairs.push_back({std::move(key), parse_expression()}); - if (is(token::comma)) current++; + if (is(token::comma)) ++current; } - current++; + ++current; return mk_stmt(start_pos, std::move(pairs)); } default: diff --git a/common/jinja/runtime.cpp b/common/jinja/runtime.cpp index 5757c76b7a..f81d98d954 100644 --- a/common/jinja/runtime.cpp +++ b/common/jinja/runtime.cpp @@ -114,8 +114,10 @@ value binary_expression::execute_impl(context & ctx) { // Logical operators if (op.value == "and") { + JJ_DEBUG("Executing logical test: %s AND %s", left->type().c_str(), right->type().c_str()); return left_val->as_bool() ? right->execute(ctx) : std::move(left_val); } else if (op.value == "or") { + JJ_DEBUG("Executing logical test: %s OR %s", left->type().c_str(), right->type().c_str()); return left_val->as_bool() ? std::move(left_val) : right->execute(ctx); } @@ -249,6 +251,23 @@ value binary_expression::execute_impl(context & ctx) { return res; } + // Python-style string repetition + // TODO: support array/tuple repetition (e.g., [1, 2] * 3 → [1, 2, 1, 2, 1, 2]) + if (op.value == "*" && + ((is_val(left_val) && is_val(right_val)) || + (is_val(left_val) && is_val(right_val)))) { + const auto & str = is_val(left_val) ? left_val->as_string() : right_val->as_string(); + const int64_t repeat = is_val(right_val) ? right_val->as_int() : left_val->as_int(); + auto res = mk_val(); + if (repeat <= 0) { + return res; + } + for (int64_t i = 0; i < repeat; ++i) { + res->val_str = res->val_str.append(str); + } + return res; + } + // String membership if (is_val(left_val) && is_val(right_val)) { // case: "a" in "abc" @@ -304,6 +323,19 @@ value filter_expression::execute_impl(context & ctx) { filter_id = "strip"; // alias } JJ_DEBUG("Applying filter '%s' to %s", filter_id.c_str(), input->type().c_str()); + // TODO: Refactor filters so this coercion can be done automatically + if (!input->is_undefined() && !is_val(input) && ( + filter_id == "capitalize" || + filter_id == "lower" || + filter_id == "replace" || + filter_id == "strip" || + filter_id == "title" || + filter_id == "upper" || + filter_id == "wordcount" + )) { + JJ_DEBUG("Coercing %s to String for '%s' filter", input->type().c_str(), filter_id.c_str()); + input = mk_val(input->as_string()); + } return try_builtin_func(ctx, filter_id, input)->invoke(func_args(ctx)); } else if (is_stmt(filter)) { @@ -665,8 +697,9 @@ value macro_statement::execute_impl(context & ctx) { if (is_stmt(this->args[i])) { // normal parameter std::string param_name = cast_stmt(this->args[i])->val; - JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), args.get_pos(i)->type().c_str()); - macro_ctx.set_val(param_name, args.get_pos(i)); + value param_value = args.get_kwarg_or_pos(param_name, i); + JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str()); + macro_ctx.set_val(param_name, param_value); } else if (is_stmt(this->args[i])) { // default argument used as normal parameter auto kwarg = cast_stmt(this->args[i]); @@ -674,8 +707,9 @@ value macro_statement::execute_impl(context & ctx) { throw std::runtime_error("Keyword argument key must be an identifier in macro '" + name + "'"); } std::string param_name = cast_stmt(kwarg->key)->val; - JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), args.get_pos(i)->type().c_str()); - macro_ctx.set_val(param_name, args.get_pos(i)); + value param_value = args.get_kwarg_or_pos(param_name, i); + JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str()); + macro_ctx.set_val(param_name, param_value); } else { throw std::runtime_error("Invalid parameter type in macro '" + name + "'"); } @@ -767,10 +801,15 @@ value member_expression::execute_impl(context & ctx) { } JJ_DEBUG("Member expression on object type %s, property type %s", object->type().c_str(), property->type().c_str()); - ensure_key_type_allowed(property); - value val = mk_val("object_property"); + if (property->is_undefined()) { + JJ_DEBUG("%s", "Member expression property is undefined, returning undefined"); + return val; + } + + ensure_key_type_allowed(property); + if (is_val(object)) { JJ_DEBUG("%s", "Accessing property on undefined object, returning undefined"); return val; @@ -838,7 +877,7 @@ value call_expression::execute_impl(context & ctx) { for (auto & arg_stmt : this->args) { auto arg_val = arg_stmt->execute(ctx); JJ_DEBUG(" Argument type: %s", arg_val->type().c_str()); - args.push_back(std::move(arg_val)); + args.push_back(arg_val); } // execute callee value callee_val = callee->execute(ctx); diff --git a/common/jinja/runtime.h b/common/jinja/runtime.h index 17a6dff5aa..3ca5f1754f 100644 --- a/common/jinja/runtime.h +++ b/common/jinja/runtime.h @@ -263,6 +263,14 @@ struct comment_statement : public statement { // Expressions +// Represents an omitted expression in a computed member, e.g. `a[]`. +struct blank_expression : public expression { + std::string type() const override { return "BlankExpression"; } + value execute_impl(context &) override { + return mk_val(); + } +}; + struct member_expression : public expression { statement_ptr object; statement_ptr property; diff --git a/common/jinja/value.cpp b/common/jinja/value.cpp index 749113124b..8e86a715f5 100644 --- a/common/jinja/value.cpp +++ b/common/jinja/value.cpp @@ -1,4 +1,5 @@ #include "runtime.h" +#include "unicode.h" #include "value.h" // for converting from JSON to jinja values @@ -154,6 +155,83 @@ static value test_compare_fn(const func_args & args) { return mk_val(value_compare(args.get_pos(0), args.get_pos(1), op)); } +static void append_codepoint_as_ascii_json_escape(std::string & out, uint32_t codepoint) { + auto append_u16 = [&out](uint32_t value) { + char buf[8]; + snprintf(buf, sizeof(buf), "\\u%04x", static_cast(value)); + out += buf; + }; + + if (codepoint <= 0xFFFF) { + append_u16(codepoint); + return; + } + + codepoint -= 0x10000; + append_u16(0xD800 + ((codepoint >> 10) & 0x3FF)); + append_u16(0xDC00 + (codepoint & 0x3FF)); +} + +static std::string json_ensure_ascii_preserving_format(const std::string & json_str) { + std::string output; + output.reserve(json_str.size()); + + bool in_string = false; + bool escaped = false; + + for (size_t pos = 0; pos < json_str.size();) { + const char ch = json_str[pos]; + if (!in_string) { + output.push_back(ch); + if (ch == '"') { + in_string = true; + } + ++pos; + continue; + } + + if (escaped) { + output.push_back(ch); + escaped = false; + ++pos; + continue; + } + + if (ch == '\\') { + output.push_back(ch); + escaped = true; + ++pos; + continue; + } + + if (ch == '"') { + output.push_back(ch); + in_string = false; + ++pos; + continue; + } + + const unsigned char uch = static_cast(ch); + if (uch < 0x80) { + output.push_back(ch); + ++pos; + continue; + } + + auto parsed = common_parse_utf8_codepoint(json_str, pos); + if (parsed.status != utf8_parse_result::SUCCESS) { + output += "\\ufffd"; + ++pos; + continue; + } + + append_codepoint_as_ascii_json_escape(output, parsed.codepoint); + pos += parsed.bytes_consumed; + } + + return output; +} + static value tojson(const func_args & args) { args.ensure_count(1, 5); value val_ascii = args.get_kwarg_or_pos("ensure_ascii", 1); @@ -169,16 +247,17 @@ static value tojson(const func_args & args) { if (is_val(val_indent)) { indent = static_cast(val_indent->as_int()); } - if (val_ascii->as_bool()) { // undefined == false - throw not_implemented_exception("tojson ensure_ascii=true not implemented"); - } if (val_sort->as_bool()) { // undefined == false throw not_implemented_exception("tojson sort_keys=true not implemented"); } + const bool ensure_ascii = val_ascii->as_bool(); // undefined == false auto separators = (is_val(val_separators) ? val_separators : mk_val())->as_array(); std::string item_sep = separators.size() > 0 ? separators[0]->as_string().str() : (indent < 0 ? ", " : ","); std::string key_sep = separators.size() > 1 ? separators[1]->as_string().str() : ": "; std::string json_str = value_to_json(args.get_pos(0), indent, item_sep, key_sep); + if (ensure_ascii) { + json_str = json_ensure_ascii_preserving_format(json_str); + } return mk_val(json_str); } @@ -460,13 +539,18 @@ const func_builtins & value_int_t::get_builtins() const { int64_t val = args.get_pos(0)->as_int(); return mk_val(val < 0 ? -val : val); }}, + {"int", [](const func_args & args) -> value { + args.ensure_vals(); + return mk_val(args.get_pos(0)->as_int()); + }}, {"float", [](const func_args & args) -> value { args.ensure_vals(); double val = static_cast(args.get_pos(0)->as_int()); return mk_val(val); }}, - {"tojson", tojson}, + {"safe", tojson}, {"string", tojson}, + {"tojson", tojson}, }; return builtins; } @@ -485,8 +569,13 @@ const func_builtins & value_float_t::get_builtins() const { int64_t val = static_cast(args.get_pos(0)->as_float()); return mk_val(val); }}, - {"tojson", tojson}, + {"float", [](const func_args & args) -> value { + args.ensure_vals(); + return mk_val(args.get_pos(0)->as_float()); + }}, + {"safe", tojson}, {"string", tojson}, + {"tojson", tojson}, }; return builtins; } @@ -771,6 +860,11 @@ const func_builtins & value_string_t::get_builtins() const { const func_builtins & value_bool_t::get_builtins() const { + static const func_handler tostring = [](const func_args & args) -> value { + args.ensure_vals(); + bool val = args.get_pos(0)->as_bool(); + return mk_val(val ? "True" : "False"); + }; static const func_builtins builtins = { {"default", default_value}, {"int", [](const func_args & args) -> value { @@ -783,11 +877,8 @@ const func_builtins & value_bool_t::get_builtins() const { bool val = args.get_pos(0)->as_bool(); return mk_val(val ? 1.0 : 0.0); }}, - {"string", [](const func_args & args) -> value { - args.ensure_vals(); - bool val = args.get_pos(0)->as_bool(); - return mk_val(val ? "True" : "False"); - }}, + {"safe", tostring}, + {"string", tostring}, {"tojson", tojson}, }; return builtins; @@ -1100,18 +1191,14 @@ const func_builtins & value_object_t::get_builtins() const { } const func_builtins & value_none_t::get_builtins() const { + static const func_handler tostring = [](const func_args &) -> value { + return mk_val("None"); + }; static const func_builtins builtins = { {"default", default_value}, {"tojson", tojson}, - {"string", [](const func_args &) -> value { - return mk_val("None"); - }}, - {"safe", [](const func_args &) -> value { - return mk_val("None"); - }}, - {"strip", [](const func_args &) -> value { - return mk_val("None"); - }}, + {"string", tostring}, + {"safe", tostring}, {"items", empty_value_fn}, {"map", empty_value_fn}, {"reject", empty_value_fn}, diff --git a/common/jinja/value.h b/common/jinja/value.h index 07e447ff69..7d164588ad 100644 --- a/common/jinja/value.h +++ b/common/jinja/value.h @@ -12,8 +12,8 @@ #include #include #include -#include #include +#include namespace jinja { @@ -451,7 +451,7 @@ struct value_array_t : public value_t { } protected: virtual bool equivalent(const value_t & other) const override { - return typeid(*this) == typeid(other) && is_hashable() && other.is_hashable() && std::equal(val_arr.begin(), val_arr.end(), other.val_arr.begin(), value_equivalence()); + return typeid(*this) == typeid(other) && is_hashable() && other.is_hashable() && std::equal(val_arr.begin(), val_arr.end(), other.val_arr.begin(), other.val_arr.end(), value_equivalence()); } }; using value_array = std::shared_ptr; @@ -587,7 +587,7 @@ struct value_object_t : public value_t { } protected: virtual bool equivalent(const value_t & other) const override { - return typeid(*this) == typeid(other) && is_hashable() && other.is_hashable() && std::equal(val_obj.begin(), val_obj.end(), other.val_obj.begin(), value_equivalence()); + return typeid(*this) == typeid(other) && is_hashable() && other.is_hashable() && std::equal(val_obj.begin(), val_obj.end(), other.val_obj.begin(), other.val_obj.end(), value_equivalence()); } }; using value_object = std::shared_ptr; diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp index 2f67c74d79..e2c4d6ce22 100644 --- a/common/json-schema-to-grammar.cpp +++ b/common/json-schema-to-grammar.cpp @@ -27,11 +27,11 @@ static std::string build_repetition(const std::string & item_rule, int min_items if (separator_rule.empty()) { if (min_items == 1 && !has_max) { return item_rule + "+"; - } else if (min_items == 0 && !has_max) { - return item_rule + "*"; - } else { - return item_rule + "{" + std::to_string(min_items) + "," + (has_max ? std::to_string(max_items) : "") + "}"; } + if (min_items == 0 && !has_max) { + return item_rule + "*"; + } + return item_rule + "{" + std::to_string(min_items) + "," + (has_max ? std::to_string(max_items) : "") + "}"; } auto result = item_rule + " " + build_repetition("(" + separator_rule + " " + item_rule + ")", min_items == 0 ? 0 : min_items - 1, has_max ? max_items - 1 : max_items); @@ -41,7 +41,7 @@ static std::string build_repetition(const std::string & item_rule, int min_items return result; } -static void _build_min_max_int(int64_t min_value, int64_t max_value, std::stringstream & out, int decimals_left = 16, bool top_level = true) { +static void build_min_max_int(int64_t min_value, int64_t max_value, std::stringstream & out, int decimals_left = 16, bool top_level = true) { auto has_min = min_value != std::numeric_limits::min(); auto has_max = max_value != std::numeric_limits::max(); @@ -128,14 +128,14 @@ static void _build_min_max_int(int64_t min_value, int64_t max_value, std::string if (has_min && has_max) { if (min_value < 0 && max_value < 0) { out << "\"-\" ("; - _build_min_max_int(-max_value, -min_value, out, decimals_left, /* top_level= */ true); + build_min_max_int(-max_value, -min_value, out, decimals_left, /* top_level= */ true); out << ")"; return; } if (min_value < 0) { out << "\"-\" ("; - _build_min_max_int(0, -min_value, out, decimals_left, /* top_level= */ true); + build_min_max_int(0, -min_value, out, decimals_left, /* top_level= */ true); out << ") | "; min_value = 0; } @@ -159,7 +159,7 @@ static void _build_min_max_int(int64_t min_value, int64_t max_value, std::string if (has_min) { if (min_value < 0) { out << "\"-\" ("; - _build_min_max_int(std::numeric_limits::min(), -min_value, out, decimals_left, /* top_level= */ false); + build_min_max_int(std::numeric_limits::min(), -min_value, out, decimals_left, /* top_level= */ false); out << ") | [0] | [1-9] "; more_digits(0, decimals_left - 1); } else if (min_value == 0) { @@ -194,7 +194,7 @@ static void _build_min_max_int(int64_t min_value, int64_t max_value, std::string } digit_range(c, c); out << " ("; - _build_min_max_int(std::stoll(min_s.substr(1)), std::numeric_limits::max(), out, less_decimals, /* top_level= */ false); + build_min_max_int(std::stoll(min_s.substr(1)), std::numeric_limits::max(), out, less_decimals, /* top_level= */ false); out << ")"; if (c < '9') { out << " | "; @@ -213,10 +213,10 @@ static void _build_min_max_int(int64_t min_value, int64_t max_value, std::string more_digits(0, less_decimals); out << " | "; } - _build_min_max_int(0, max_value, out, decimals_left, /* top_level= */ true); + build_min_max_int(0, max_value, out, decimals_left, /* top_level= */ true); } else { out << "\"-\" ("; - _build_min_max_int(-max_value, std::numeric_limits::max(), out, decimals_left, /* top_level= */ false); + build_min_max_int(-max_value, std::numeric_limits::max(), out, decimals_left, /* top_level= */ false); out << ")"; } return; @@ -232,7 +232,7 @@ struct BuiltinRule { std::vector deps; }; -std::unordered_map PRIMITIVE_RULES = { +static std::unordered_map PRIMITIVE_RULES = { {"boolean", {"(\"true\" | \"false\") space", {}}}, {"decimal-part", {"[0-9]{1,16}", {}}}, {"integral-part", {"[0] | [1-9] [0-9]{0,15}", {}}}, @@ -247,7 +247,7 @@ std::unordered_map PRIMITIVE_RULES = { {"null", {"\"null\" space", {}}}, }; -std::unordered_map STRING_FORMAT_RULES = { +static std::unordered_map STRING_FORMAT_RULES = { {"date", {"[0-9]{4} \"-\" ( \"0\" [1-9] | \"1\" [0-2] ) \"-\" ( \"0\" [1-9] | [1-2] [0-9] | \"3\" [0-1] )", {}}}, {"time", {"([01] [0-9] | \"2\" [0-3]) \":\" [0-5] [0-9] \":\" [0-5] [0-9] ( \".\" [0-9]{3} )? ( \"Z\" | ( \"+\" | \"-\" ) ( [01] [0-9] | \"2\" [0-3] ) \":\" [0-5] [0-9] )", {}}}, {"date-time", {"date \"T\" time", {"date", "time"}}}, @@ -260,22 +260,26 @@ static bool is_reserved_name(const std::string & name) { static const std::unordered_set RESERVED_NAMES = [] { std::unordered_set s; s.insert("root"); - for (const auto & p : PRIMITIVE_RULES) s.insert(p.first); - for (const auto & p : STRING_FORMAT_RULES) s.insert(p.first); + for (const auto & p : PRIMITIVE_RULES) { + s.insert(p.first); + } + for (const auto & p : STRING_FORMAT_RULES) { + s.insert(p.first); + } return s; }(); return RESERVED_NAMES.find(name) != RESERVED_NAMES.end(); } -std::regex INVALID_RULE_CHARS_RE("[^a-zA-Z0-9-]+"); -std::regex GRAMMAR_LITERAL_ESCAPE_RE("[\r\n\"\\\\]"); -std::regex GRAMMAR_RANGE_LITERAL_ESCAPE_RE("[\r\n\"\\]\\-\\\\]"); -std::unordered_map GRAMMAR_LITERAL_ESCAPES = { +static std::regex INVALID_RULE_CHARS_RE("[^a-zA-Z0-9-]+"); +static std::regex GRAMMAR_LITERAL_ESCAPE_RE("[\r\n\"\\\\]"); +static std::regex GRAMMAR_RANGE_LITERAL_ESCAPE_RE("[\r\n\"\\]\\-\\\\]"); +static std::unordered_map GRAMMAR_LITERAL_ESCAPES = { {'\r', "\\r"}, {'\n', "\\n"}, {'"', "\\\""}, {'-', "\\-"}, {']', "\\]"}, {'\\', "\\\\"} }; -std::unordered_set NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'}; -std::unordered_set ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'}; +static std::unordered_set NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'}; +static std::unordered_set ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'}; static std::string replacePattern(const std::string & input, const std::regex & regex, const std::function & replacement) { std::smatch match; @@ -322,19 +326,19 @@ private: if (_rules.find(esc_name) == _rules.end() || _rules[esc_name] == rule) { _rules[esc_name] = rule; return esc_name; - } else { - int i = 0; - while (_rules.find(esc_name + std::to_string(i)) != _rules.end() && _rules[esc_name + std::to_string(i)] != rule) { - i++; - } - std::string key = esc_name + std::to_string(i); - _rules[key] = rule; - return key; } + int i = 0; + while (_rules.find(esc_name + std::to_string(i)) != _rules.end() && _rules[esc_name + std::to_string(i)] != rule) { + i++; + } + std::string key = esc_name + std::to_string(i); + _rules[key] = rule; + return key; } std::string _generate_union_rule(const std::string & name, const std::vector & alt_schemas) { std::vector rules; + rules.reserve(alt_schemas.size()); for (size_t i = 0; i < alt_schemas.size(); i++) { rules.push_back(visit(alt_schemas[i], name + (name.empty() ? "alternative-" : "-") + std::to_string(i))); } @@ -398,6 +402,7 @@ private: flush_literal(); std::vector results; + results.reserve(ret.size()); for (const auto & item : ret) { results.push_back(to_rule(item)); } @@ -411,15 +416,30 @@ private: i++; } else if (c == '(') { i++; - if (i < length) { - if (sub_pattern[i] == '?') { + if (i < length && sub_pattern[i] == '?') { + if (i + 1 < length && sub_pattern[i + 1] == ':') { + i += 2; // skip "?:" for non-capturing group, treat as regular group + } else { + // lookahead/lookbehind (?=, ?!, ?<=, ? 0) { + if (sub_pattern[i] == '\\' && i + 1 < length) { + i += 2; // skip escaped character + } else { + if (sub_pattern[i] == '(') depth++; + else if (sub_pattern[i] == ')') depth--; + i++; + } + } + continue; } } seq.emplace_back("(" + to_rule(transform()) + ")", false); } else if (c == ')') { i++; - if (start > 0 && sub_pattern[start - 1] != '(') { + if (start > 0 && sub_pattern[start - 1] != '(' && (start < 2 || sub_pattern[start - 2] != '?' || sub_pattern[start - 1] != ':')) { _errors.push_back("Unbalanced parentheses"); } return join_seq(); @@ -551,7 +571,7 @@ private: TrieNode() : is_end_of_string(false) {} void insert(const std::string & string) { - auto node = this; + auto *node = this; for (char c : string) { node = &node->children[c]; } @@ -676,7 +696,7 @@ private: if (ks.empty()) { return res; } - std::string k = ks[0]; + const std::string& k = ks[0]; std::string kv_rule_name = prop_kv_rule_names[k]; std::string comma_ref = "( \",\" space " + kv_rule_name + " )"; if (first_is_optional) { @@ -779,13 +799,13 @@ public: std::string pointer = ref.substr(ref.find('#') + 1); std::vector tokens = string_split(pointer, "/"); for (size_t i = 1; i < tokens.size(); ++i) { - std::string sel = tokens[i]; + const std::string& sel = tokens[i]; if (target.is_object() && target.contains(sel)) { target = target[sel]; } else if (target.is_array()) { size_t sel_index; try { - sel_index = std::stoul(sel); + sel_index = std::stoull(sel); } catch (const std::invalid_argument & e) { sel_index = target.size(); } @@ -802,7 +822,7 @@ public: _refs[ref] = target; } } else { - for (auto & kv : n.items()) { + for (const auto & kv : n.items()) { visit_refs(kv.value()); } } @@ -812,7 +832,7 @@ public: visit_refs(schema); } - std::string _generate_constant_rule(const json & value) { + static std::string _generate_constant_rule(const json & value) { return format_literal(value.dump()); } @@ -823,10 +843,12 @@ public: if (schema.contains("$ref")) { return _add_rule(rule_name, _resolve_ref(schema["$ref"])); - } else if (schema.contains("oneOf") || schema.contains("anyOf")) { + } + if (schema.contains("oneOf") || schema.contains("anyOf")) { std::vector alt_schemas = schema.contains("oneOf") ? schema["oneOf"].get>() : schema["anyOf"].get>(); return _add_rule(rule_name, _generate_union_rule(name, alt_schemas)); - } else if (schema_type.is_array()) { + } + if (schema_type.is_array()) { std::vector schema_types; for (const auto & t : schema_type) { json schema_copy(schema); @@ -834,15 +856,18 @@ public: schema_types.push_back(schema_copy); } return _add_rule(rule_name, _generate_union_rule(name, schema_types)); - } else if (schema.contains("const")) { + } + if (schema.contains("const")) { return _add_rule(rule_name, _generate_constant_rule(schema["const"]) + " space"); - } else if (schema.contains("enum")) { + } + if (schema.contains("enum")) { std::vector enum_values; for (const auto & v : schema["enum"]) { enum_values.push_back(_generate_constant_rule(v)); } return _add_rule(rule_name, "(" + string_join(enum_values, " | ") + ") space"); - } else if ((schema_type.is_null() || schema_type == "object") + } + if ((schema_type.is_null() || schema_type == "object") && (schema.contains("properties") || (schema.contains("additionalProperties") && schema["additionalProperties"] != true))) { std::unordered_set required; @@ -863,11 +888,12 @@ public: _build_object_rule( properties, required, name, schema.contains("additionalProperties") ? schema["additionalProperties"] : json())); - } else if ((schema_type.is_null() || schema_type == "object" || schema_type == "string") && schema.contains("allOf")) { + } + if ((schema_type.is_null() || schema_type == "object" || schema_type == "string") && schema.contains("allOf")) { std::unordered_set required; std::vector> properties; std::map enum_values; - std::string hybrid_name = name; + const std::string& hybrid_name = name; std::function add_component = [&](const json & comp_schema, bool is_required) { if (comp_schema.contains("$ref")) { add_component(_refs[comp_schema["$ref"]], is_required); @@ -890,9 +916,9 @@ public: // todo warning } }; - for (auto & t : schema["allOf"]) { + for (const auto & t : schema["allOf"]) { if (t.contains("anyOf")) { - for (auto & tt : t["anyOf"]) { + for (const auto & tt : t["anyOf"]) { add_component(tt, false); } } else { @@ -911,7 +937,8 @@ public: } } return _add_rule(rule_name, _build_object_rule(properties, required, hybrid_name, json())); - } else if ((schema_type.is_null() || schema_type == "array") && (schema.contains("items") || schema.contains("prefixItems"))) { + } + if ((schema_type.is_null() || schema_type == "array") && (schema.contains("items") || schema.contains("prefixItems"))) { json items = schema.contains("items") ? schema["items"] : schema["prefixItems"]; if (items.is_array()) { std::string rule = "\"[\" space "; @@ -923,27 +950,31 @@ public: } rule += " \"]\" space"; return _add_rule(rule_name, rule); - } else { - std::string item_rule_name = visit(items, name + (name.empty() ? "" : "-") + "item"); - int min_items = schema.contains("minItems") ? schema["minItems"].get() : 0; - json max_items_json = schema.contains("maxItems") ? schema["maxItems"] : json(); - int max_items = max_items_json.is_number_integer() ? max_items_json.get() : std::numeric_limits::max(); - - return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " \"]\" space"); } - } else if ((schema_type.is_null() || schema_type == "string") && schema.contains("pattern")) { + std::string item_rule_name = visit(items, name + (name.empty() ? "" : "-") + "item"); + int min_items = schema.contains("minItems") ? schema["minItems"].get() : 0; + json max_items_json = schema.contains("maxItems") ? schema["maxItems"] : json(); + int max_items = max_items_json.is_number_integer() ? max_items_json.get() : std::numeric_limits::max(); + + return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " \"]\" space"); + } + if ((schema_type.is_null() || schema_type == "string") && schema.contains("pattern")) { return _visit_pattern(schema["pattern"], rule_name); - } else if ((schema_type.is_null() || schema_type == "string") && std::regex_match(schema_format, std::regex("^uuid[1-5]?$"))) { + } + if ((schema_type.is_null() || schema_type == "string") && std::regex_match(schema_format, std::regex("^uuid[1-5]?$"))) { return _add_primitive(rule_name == "root" ? "root" : schema_format, PRIMITIVE_RULES.at("uuid")); - } else if ((schema_type.is_null() || schema_type == "string") && STRING_FORMAT_RULES.find(schema_format + "-string") != STRING_FORMAT_RULES.end()) { + } + if ((schema_type.is_null() || schema_type == "string") && STRING_FORMAT_RULES.find(schema_format + "-string") != STRING_FORMAT_RULES.end()) { auto prim_name = schema_format + "-string"; return _add_rule(rule_name, _add_primitive(prim_name, STRING_FORMAT_RULES.at(prim_name))); - } else if (schema_type == "string" && (schema.contains("minLength") || schema.contains("maxLength"))) { + } + if (schema_type == "string" && (schema.contains("minLength") || schema.contains("maxLength"))) { std::string char_rule = _add_primitive("char", PRIMITIVE_RULES.at("char")); int min_len = schema.contains("minLength") ? schema["minLength"].get() : 0; int max_len = schema.contains("maxLength") ? schema["maxLength"].get() : std::numeric_limits::max(); return _add_rule(rule_name, "\"\\\"\" " + build_repetition(char_rule, min_len, max_len) + " \"\\\"\" space"); - } else if (schema_type == "integer" && (schema.contains("minimum") || schema.contains("exclusiveMinimum") || schema.contains("maximum") || schema.contains("exclusiveMaximum"))) { + } + if (schema_type == "integer" && (schema.contains("minimum") || schema.contains("exclusiveMinimum") || schema.contains("maximum") || schema.contains("exclusiveMaximum"))) { int64_t min_value = std::numeric_limits::min(); int64_t max_value = std::numeric_limits::max(); if (schema.contains("minimum")) { @@ -958,19 +989,24 @@ public: } std::stringstream out; out << "("; - _build_min_max_int(min_value, max_value, out); + build_min_max_int(min_value, max_value, out); out << ") space"; return _add_rule(rule_name, out.str()); - } else if (schema.empty() || schema_type == "object") { - return _add_rule(rule_name, _add_primitive("object", PRIMITIVE_RULES.at("object"))); - } else { - if (!schema_type.is_string() || PRIMITIVE_RULES.find(schema_type.get()) == PRIMITIVE_RULES.end()) { - _errors.push_back("Unrecognized schema: " + schema.dump()); - return ""; - } - // TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero - return _add_primitive(rule_name == "root" ? "root" : schema_type.get(), PRIMITIVE_RULES.at(schema_type.get())); } + if (schema.empty() || schema_type == "object") { + return _add_rule(rule_name, _add_primitive("object", PRIMITIVE_RULES.at("object"))); + } + if (schema_type.is_null() && schema.is_object()) { + // No type constraint and no recognized structural keywords (e.g. {"description": "..."}). + // Per JSON Schema semantics this is equivalent to {} and accepts any value. + return _add_rule(rule_name, _add_primitive("value", PRIMITIVE_RULES.at("value"))); + } + if (!schema_type.is_string() || PRIMITIVE_RULES.find(schema_type.get()) == PRIMITIVE_RULES.end()) { + _errors.push_back("Unrecognized schema: " + schema.dump()); + return ""; + } + // TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero + return _add_primitive(rule_name == "root" ? "root" : schema_type.get(), PRIMITIVE_RULES.at(schema_type.get())); } void check_errors() { @@ -985,7 +1021,7 @@ public: std::string format_grammar() { std::stringstream ss; for (const auto & kv : _rules) { - ss << kv.first << " ::= " << kv.second << std::endl; + ss << kv.first << " ::= " << kv.second << '\n'; } return ss.str(); } diff --git a/common/ngram-map.h b/common/ngram-map.h index d84e719151..97608ef170 100644 --- a/common/ngram-map.h +++ b/common/ngram-map.h @@ -51,7 +51,7 @@ struct common_ngram_map_value { // statistics of a n-gram struct common_ngram_map_key { size_t key_idx; // index of key n-gram in token-history - size_t stat_idx; // index of last token of stastistics computation (key_num, values) + size_t stat_idx; // index of last token of statistics computation (key_num, values) uint16_t key_num; // number of occurrences of this key n-gram in token-history common_ngram_map_value values[COMMON_NGRAM_MAX_VALUES]; // some known values after the key diff --git a/common/peg-parser.cpp b/common/peg-parser.cpp index f2fc84500f..59fa4c5c55 100644 --- a/common/peg-parser.cpp +++ b/common/peg-parser.cpp @@ -1,14 +1,15 @@ -#include "common.h" #include "peg-parser.h" -#include "json-schema-to-grammar.h" -#include "unicode.h" -#include +#include "common.h" +#include "json-schema-to-grammar.h" +#include "log.h" +#include "unicode.h" #include #include #include #include +#include #include #include #include @@ -34,8 +35,7 @@ static bool is_hex_digit(const char c) { // This is used in common_peg_until_parser and to build a GBNF exclusion grammar struct trie { struct node { - size_t depth = 0; - std::map children; + std::map children; // Use uint32_t to store Unicode codepoints bool is_word; }; @@ -55,15 +55,22 @@ struct trie { size_t current = 0; // Start at root size_t pos = start_pos; + // LOG_DBG("%s: checking at pos %zu, sv='%s'\n", __func__, start_pos, std::string(sv).c_str()); + while (pos < sv.size()) { - auto it = nodes[current].children.find(sv[pos]); + auto result = common_parse_utf8_codepoint(sv, pos); + if (result.status != utf8_parse_result::SUCCESS) { + break; + } + + auto it = nodes[current].children.find(result.codepoint); if (it == nodes[current].children.end()) { // Can't continue matching return match_result{match_result::NO_MATCH}; } current = it->second; - pos++; + pos += result.bytes_consumed; // Check if we've matched a complete word if (nodes[current].is_word) { @@ -82,22 +89,22 @@ struct trie { } struct prefix_and_next { - std::string prefix; - std::string next_chars; + std::vector prefix; + std::vector next_chars; }; std::vector collect_prefix_and_next() { - std::string prefix; + std::vector prefix; std::vector result; collect_prefix_and_next(0, prefix, result); return result; } private: - void collect_prefix_and_next(size_t index, std::string & prefix, std::vector & out) { + void collect_prefix_and_next(size_t index, std::vector & prefix, std::vector & out) { if (!nodes[index].is_word) { if (!nodes[index].children.empty()) { - std::string chars; + std::vector chars; chars.reserve(nodes[index].children.size()); for (const auto & p : nodes[index].children) { chars.push_back(p.first); @@ -107,7 +114,7 @@ struct trie { } for (const auto & p : nodes[index].children) { - unsigned char ch = p.first; + uint32_t ch = p.first; auto child = p.second; prefix.push_back(ch); collect_prefix_and_next(child, prefix, out); @@ -123,11 +130,19 @@ struct trie { void insert(const std::string & word) { size_t current = 0; - for (unsigned char ch : word) { + size_t pos = 0; + while (pos < word.length()) { + auto result = common_parse_utf8_codepoint(word, pos); + if (result.status != utf8_parse_result::SUCCESS) { + break; + } + + uint32_t ch = result.codepoint; + pos += result.bytes_consumed; + auto it = nodes[current].children.find(ch); if (it == nodes[current].children.end()) { size_t child = create_node(); - nodes[child].depth = nodes[current].depth + 1; nodes[current].children[ch] = child; current = child; } else { @@ -241,6 +256,38 @@ static std::pair, bool> parse_c return {ranges, negated}; } +common_peg_ast_id common_peg_ast_arena::find_by_tag(const common_peg_ast_node & parent, const std::string & tag, int max_depth) const { + for (auto child_id : parent.children) { + const auto & child = get(child_id); + if (child.tag == tag) { + return child_id; + } + if (max_depth > 1) { + auto result = find_by_tag(child, tag, max_depth - 1); + if (result != COMMON_PEG_INVALID_AST_ID) { + return result; + } + } + } + return COMMON_PEG_INVALID_AST_ID; +} + +common_peg_ast_id common_peg_ast_arena::find_by_rule(const common_peg_ast_node & parent, const std::string & rule, int max_depth) const { + for (auto child_id : parent.children) { + const auto & child = get(child_id); + if (child.rule == rule) { + return child_id; + } + if (max_depth > 1) { + auto result = find_by_rule(child, rule, max_depth - 1); + if (result != COMMON_PEG_INVALID_AST_ID) { + return result; + } + } + } + return COMMON_PEG_INVALID_AST_ID; +} + void common_peg_ast_arena::visit(common_peg_ast_id id, const common_peg_ast_visitor & visitor) const { if (id == COMMON_PEG_INVALID_AST_ID) { return; @@ -286,6 +333,32 @@ struct parser_executor { parser_executor(const common_peg_arena & arena, common_peg_parse_context & ctx, size_t start) : arena(arena), ctx(ctx), start_pos(start) {} + std::string debug_indent() const { return std::string(ctx.parse_depth * 2, ' '); } + + std::string debug_input_snippet(size_t pos, size_t len = 60) const { + if (pos >= ctx.input.size()) { + return ""; + } + auto snippet = ctx.input.substr(pos, len); + // Escape newlines for display + std::string result; + for (char c : snippet) { + if (c == '\n') { + result += "\\n"; + } else if (c == '\r') { + result += "\\r"; + } else if (c == '\t') { + result += "\\t"; + } else { + result += c; + } + } + if (pos + len < ctx.input.size()) { + result += "..."; + } + return result; + } + common_peg_parse_result operator()(const common_peg_epsilon_parser & /* p */) const { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos); } @@ -308,7 +381,7 @@ struct parser_executor { auto pos = start_pos; for (auto i = 0u; i < p.literal.size(); ++i) { if (pos >= ctx.input.size()) { - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); @@ -323,12 +396,32 @@ struct parser_executor { } common_peg_parse_result operator()(const common_peg_sequence_parser & p) { + if (ctx.is_debug()) { + LOG_DBG("%sSEQ start at %zu '%s' (%zu children)\n", debug_indent().c_str(), start_pos, + debug_input_snippet(start_pos).c_str(), p.children.size()); + } + ctx.parse_depth++; + auto pos = start_pos; std::vector nodes; - for (const auto & child_id : p.children) { + for (size_t i = 0; i < p.children.size(); i++) { + const auto & child_id = p.children[i]; + if (ctx.is_debug()) { + fprintf(stderr, "%sSEQ child %zu: %s\n", debug_indent().c_str(), i, arena.dump(child_id).c_str()); + } auto result = arena.parse(child_id, ctx, pos); + + if (ctx.is_debug()) { + fprintf(stderr, "%sSEQ child %zu: %s at %zu->%zu\n", debug_indent().c_str(), i, + common_peg_parse_result_type_name(result.type), result.start, result.end); + } + if (result.fail()) { + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sSEQ -> FAIL\n", debug_indent().c_str()); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, result.end); } @@ -337,28 +430,65 @@ struct parser_executor { } if (result.need_more_input()) { + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sSEQ -> NEED_MORE\n", debug_indent().c_str()); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, result.end, std::move(nodes)); } pos = result.end; } + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sSEQ -> SUCCESS at %zu->%zu\n", debug_indent().c_str(), start_pos, pos); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos, std::move(nodes)); } common_peg_parse_result operator()(const common_peg_choice_parser & p) { + if (ctx.is_debug()) { + fprintf(stderr, "%sCHOICE start at %zu '%s' (%zu options)\n", debug_indent().c_str(), start_pos, + debug_input_snippet(start_pos).c_str(), p.children.size()); + } + ctx.parse_depth++; + auto pos = start_pos; - for (const auto & child_id : p.children) { + for (size_t i = 0; i < p.children.size(); i++) { + const auto & child_id = p.children[i]; + if (ctx.is_debug()) { + fprintf(stderr, "%sCHOICE option %zu: %s\n", debug_indent().c_str(), i, arena.dump(child_id).c_str()); + } auto result = arena.parse(child_id, ctx, pos); + if (ctx.is_debug()) { + fprintf(stderr, "%sCHOICE option %zu: %s\n", debug_indent().c_str(), i, + common_peg_parse_result_type_name(result.type)); + } if (!result.fail()) { + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sCHOICE -> %s (option %zu)\n", debug_indent().c_str(), + common_peg_parse_result_type_name(result.type), i); + } return result; } } + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sCHOICE -> FAIL (no options matched)\n", debug_indent().c_str()); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } common_peg_parse_result operator()(const common_peg_repetition_parser & p) { + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT start at %zu '%s' (min=%d, max=%d)\n", debug_indent().c_str(), start_pos, + debug_input_snippet(start_pos).c_str(), p.min_count, p.max_count); + } + ctx.parse_depth++; + auto pos = start_pos; int match_count = 0; std::vector nodes; @@ -366,14 +496,26 @@ struct parser_executor { // Try to match up to max_count times (or unlimited if max_count is -1) while (p.max_count == -1 || match_count < p.max_count) { if (pos >= ctx.input.size()) { + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT: at end of input, count=%d\n", debug_indent().c_str(), match_count); + } break; } auto result = arena.parse(p.child, ctx, pos); + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT iter %d: %s at %zu->%zu, nodes=%zu\n", debug_indent().c_str(), match_count, + common_peg_parse_result_type_name(result.type), result.start, result.end, result.nodes.size()); + fprintf(stderr, "%sREPEAT CHILD: %s\n", debug_indent().c_str(), arena.dump(p.child).c_str()); + } + if (result.success()) { // Prevent infinite loop on empty matches if (result.end == pos) { + if (ctx.is_debug()) { + fprintf(stderr, "%s REPEAT: empty match, stopping\n", debug_indent().c_str()); + } break; } @@ -391,21 +533,43 @@ struct parser_executor { nodes.insert(nodes.end(), result.nodes.begin(), result.nodes.end()); } + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT -> NEED_MORE (count=%d, nodes=%zu)\n", debug_indent().c_str(), + match_count, nodes.size()); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, result.end, std::move(nodes)); } // Child failed - stop trying + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT: child failed, stopping\n", debug_indent().c_str()); + } break; } // Check if we got enough matches if (p.min_count > 0 && match_count < p.min_count) { - if (pos >= ctx.input.size() && ctx.is_partial) { + ctx.parse_depth--; + if (pos >= ctx.input.size() && ctx.is_lenient()) { + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT -> NEED_MORE (not enough matches: %d < %d)\n", debug_indent().c_str(), + match_count, p.min_count); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos, std::move(nodes)); } + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT -> FAIL (not enough matches: %d < %d)\n", debug_indent().c_str(), match_count, + p.min_count); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); } + ctx.parse_depth--; + if (ctx.is_debug()) { + fprintf(stderr, "%sREPEAT -> SUCCESS (count=%d, nodes=%zu)\n", debug_indent().c_str(), match_count, + nodes.size()); + } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos, std::move(nodes)); } @@ -434,10 +598,10 @@ struct parser_executor { common_peg_parse_result operator()(const common_peg_any_parser & /* p */) const { // Parse a single UTF-8 codepoint (not just a single byte) - auto result = parse_utf8_codepoint(ctx.input, start_pos); + auto result = common_parse_utf8_codepoint(ctx.input, start_pos); if (result.status == utf8_parse_result::INCOMPLETE) { - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos); @@ -468,7 +632,7 @@ struct parser_executor { // Try to match up to max_count times (or unlimited if max_count is -1) while (p.max_count == -1 || match_count < p.max_count) { - auto result = parse_utf8_codepoint(ctx.input, pos); + auto result = common_parse_utf8_codepoint(ctx.input, pos); if (result.status == utf8_parse_result::INCOMPLETE) { if (match_count >= p.min_count) { @@ -476,7 +640,7 @@ struct parser_executor { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); } // Not enough matches yet - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); @@ -517,7 +681,7 @@ struct parser_executor { // Check if we got enough matches if (match_count < p.min_count) { - if (pos >= ctx.input.size() && ctx.is_partial) { + if (pos >= ctx.input.size() && ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); @@ -526,31 +690,23 @@ struct parser_executor { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); } - static common_peg_parse_result handle_escape_sequence(common_peg_parse_context & ctx, size_t start, size_t & pos) { + static common_peg_parse_result handle_escape_sequence(common_peg_parse_context & ctx, size_t start, size_t & pos, const char delimiter) { ++pos; // consume '\' if (pos >= ctx.input.size()) { - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos); } - switch (ctx.input[pos]) { - case '"': - case '\\': - case '/': - case 'b': - case 'f': - case 'n': - case 'r': - case 't': - ++pos; - return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos); - case 'u': - return handle_unicode_escape(ctx, start, pos); - default: - // Invalid escape sequence - return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); + char c = ctx.input[pos]; + if (c == delimiter || c == '\\' || c == '/' || c == 'b' || c == 'f' || c == 'n' || c == 'r' || c == 't') { + ++pos; + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos); + } else if (c == 'u') { + return handle_unicode_escape(ctx, start, pos); + } else { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); } } @@ -558,7 +714,7 @@ struct parser_executor { ++pos; // consume 'u' for (int i = 0; i < 4; ++i) { if (pos >= ctx.input.size()) { - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos); @@ -571,28 +727,28 @@ struct parser_executor { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos); } - common_peg_parse_result operator()(const common_peg_json_string_parser & /* p */) { + common_peg_parse_result operator()(const common_peg_string_parser & p) { auto pos = start_pos; // Parse string content (without quotes) while (pos < ctx.input.size()) { char c = ctx.input[pos]; - if (c == '"') { - // Found closing quote - success (don't consume it) + if (c == p.delimiter) { + // Found closing delimiter - success (don't consume it) return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); } if (c == '\\') { - auto result = handle_escape_sequence(ctx, start_pos, pos); + auto result = handle_escape_sequence(ctx, start_pos, pos, p.delimiter); if (!result.success()) { return result; } } else { - auto utf8_result = parse_utf8_codepoint(ctx.input, pos); + auto utf8_result = common_parse_utf8_codepoint(ctx.input, pos); if (utf8_result.status == utf8_parse_result::INCOMPLETE) { - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); @@ -607,7 +763,7 @@ struct parser_executor { } // Reached end without finding closing quote - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); } return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); @@ -621,11 +777,11 @@ struct parser_executor { size_t last_valid_pos = start_pos; while (pos < ctx.input.size()) { - auto utf8_result = parse_utf8_codepoint(ctx.input, pos); + auto utf8_result = common_parse_utf8_codepoint(ctx.input, pos); if (utf8_result.status == utf8_parse_result::INCOMPLETE) { // Incomplete UTF-8 sequence - if (!ctx.is_partial) { + if (!ctx.is_lenient()) { // Input is complete but UTF-8 is incomplete = malformed return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); } @@ -655,7 +811,7 @@ struct parser_executor { last_valid_pos = pos; } - if (last_valid_pos == ctx.input.size() && ctx.is_partial) { + if (last_valid_pos == ctx.input.size() && ctx.is_lenient()) { // Reached the end of a partial stream, there might still be more input that we need to consume. return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, last_valid_pos); } @@ -694,6 +850,9 @@ struct parser_executor { common_peg_parse_result operator()(const common_peg_tag_parser & p) { // Parse the child + if (ctx.is_debug()) { + fprintf(stderr, "%sTAG: %s\n", debug_indent().c_str(), p.tag.c_str()); + } auto result = arena.parse(p.child, ctx, start_pos); if (!result.fail()) { @@ -755,6 +914,31 @@ common_peg_parser_id common_peg_arena::resolve_ref(common_peg_parser_id id) { return id; } +static void bfs_node(common_peg_ast_arena &arena, std::ostringstream & oss, const common_peg_ast_node & node, int indent) { + for (int i = 0; i < indent; i++) { + oss << " "; + } + oss << "NODE " << node.id; + if (!node.rule.empty()) { + oss << " (rule " << node.rule << ")"; + } + if (!node.tag.empty()) { + oss << " (tag " << node.tag << ")"; + } + oss << " ['" << node.text << "']\n"; + for (const auto child : node.children) { + bfs_node(arena, oss, arena.get(child), indent + 1); + } +} + +std::string common_peg_ast_arena::dump() { + std::ostringstream oss; + for (auto & node : nodes_) { + bfs_node(*this, oss, node, 0); + } + return oss.str(); +} + void common_peg_arena::resolve_refs() { // Walk through all parsers and replace refs with their corresponding rule IDs for (auto & parser : parsers_) { @@ -785,7 +969,7 @@ void common_peg_arena::resolve_refs() { std::is_same_v || std::is_same_v || std::is_same_v || - std::is_same_v || + std::is_same_v || std::is_same_v || std::is_same_v || std::is_same_v) { @@ -803,9 +987,21 @@ void common_peg_arena::resolve_refs() { } std::string common_peg_arena::dump(common_peg_parser_id id) const { + std::unordered_set visited; + return dump_impl(id, visited); +} + +std::string common_peg_arena::dump_impl(common_peg_parser_id id, + std::unordered_set & visited) const { + // Check for cycles + if (visited.count(id)) { + return "[cycle]"; + } + visited.insert(id); + const auto & parser = parsers_.at(id); - return std::visit([this](const auto & p) -> std::string { + return std::visit([this, &visited](const auto & p) -> std::string { using T = std::decay_t; if constexpr (std::is_same_v) { @@ -819,24 +1015,27 @@ std::string common_peg_arena::dump(common_peg_parser_id id) const { } else if constexpr (std::is_same_v) { std::vector parts; for (const auto & child : p.children) { - parts.push_back(dump(child)); + parts.push_back(dump_impl(child, visited)); } return "Sequence(" + string_join(parts, ", ") + ")"; } else if constexpr (std::is_same_v) { std::vector parts; for (const auto & child : p.children) { - parts.push_back(dump(child)); + parts.push_back(dump_impl(child, visited)); } return "Choice(" + string_join(parts, ", ") + ")"; } else if constexpr (std::is_same_v) { if (p.max_count == -1) { - return "Repetition(" + dump(p.child) + ", " + std::to_string(p.min_count) + ", unbounded)"; + return "Repetition(" + dump_impl(p.child, visited) + ", " + std::to_string(p.min_count) + + ", unbounded)"; } - return "Repetition(" + dump(p.child) + ", " + std::to_string(p.min_count) + ", " + std::to_string(p.max_count) + ")"; + return "Repetition(" + dump_impl(p.child, visited) + ", " + std::to_string(p.min_count) + ", " + std::to_string(p.max_count) + ")"; } else if constexpr (std::is_same_v) { - return "And(" + dump(p.child) + ")"; + return "And(" + dump_impl(p.child, visited) + ")"; } else if constexpr (std::is_same_v) { - return "Not(" + dump(p.child) + ")"; + return "Not(" + dump_impl(p.child, visited) + ")"; + } else if constexpr (std::is_same_v) { + return "Atomic(" + dump_impl(p.child, visited) + ")"; } else if constexpr (std::is_same_v) { return "Any"; } else if constexpr (std::is_same_v) { @@ -846,16 +1045,20 @@ std::string common_peg_arena::dump(common_peg_parser_id id) const { return "CharRepeat(" + p.pattern + ", " + std::to_string(p.min_count) + ", unbounded)"; } return "CharRepeat(" + p.pattern + ", " + std::to_string(p.min_count) + ", " + std::to_string(p.max_count) + ")"; - } else if constexpr (std::is_same_v) { - return "JsonString()"; + } else if constexpr (std::is_same_v) { + return "String(" + std::string(1, p.delimiter) + ")"; } else if constexpr (std::is_same_v) { return "Until(" + string_join(p.delimiters, " | ") + ")"; } else if constexpr (std::is_same_v) { - return "Schema(" + dump(p.child) + ", " + (p.schema ? p.schema->dump() : "null") + ")"; + return "Schema(" + dump_impl(p.child, visited) + ", " + (p.schema ? p.schema->dump() : "null") + ")"; } else if constexpr (std::is_same_v) { - return "Rule(" + p.name + ", " + dump(p.child) + ")"; + return "Rule(" + p.name + ", " + dump_impl(p.child, visited) + ")"; } else if constexpr (std::is_same_v) { return "Ref(" + p.name + ")"; + } else if constexpr (std::is_same_v) { + return "Tag(" + p.tag + ", " + dump(p.child) + ")"; + } else if constexpr (std::is_same_v) { + return "Atomic(" + dump(p.child) + ")"; } else { return "Unknown"; } @@ -1054,7 +1257,32 @@ common_peg_arena common_peg_parser_builder::build() { return std::move(arena_); } +// String primitives + +common_peg_parser common_peg_parser_builder::string_content(char delimiter) { + return wrap(arena_.add_parser(common_peg_string_parser{delimiter})); +} + +common_peg_parser common_peg_parser_builder::double_quoted_string() { + return rule("double-quoted-string", [this]() { + return sequence({literal("\""), string_content('"'), literal("\""), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::single_quoted_string() { + return rule("single-quoted-string", [this]() { + return sequence({literal("'"), string_content('\''), literal("'"), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::quoted_string() { + return rule("quoted-string", [this]() { + return choice({double_quoted_string(), single_quoted_string()}); + }); +} + // JSON parsers + common_peg_parser common_peg_parser_builder::json_number() { return rule("json-number", [this]() { auto digit1_9 = chars("[1-9]", 1, 1); @@ -1062,13 +1290,17 @@ common_peg_parser common_peg_parser_builder::json_number() { auto int_part = choice({literal("0"), sequence({digit1_9, chars("[0-9]", 0, -1)})}); auto frac = sequence({literal("."), digits}); auto exp = sequence({choice({literal("e"), literal("E")}), optional(chars("[+-]", 1, 1)), digits}); - return sequence({optional(literal("-")), int_part, optional(frac), optional(exp), space()}); + // Negative lookahead: only commit the number when the next character can't extend it. + // At EOF in partial mode, chars returns NEED_MORE → negate propagates NEED_MORE → number not committed. + // This prevents premature commits of partial numbers (e.g. "3" when "3.14" is incoming). + auto not_number_continuation = negate(chars("[0-9.eE+-]", 1, 1)); + return sequence({ optional(literal("-")), int_part, optional(frac), optional(exp), not_number_continuation, space() }); }); } common_peg_parser common_peg_parser_builder::json_string() { return rule("json-string", [this]() { - return sequence({literal("\""), json_string_content(), literal("\""), space()}); + return sequence({literal("\""), string_content('"'), literal("\""), space()}); }); } @@ -1130,8 +1362,81 @@ common_peg_parser common_peg_parser_builder::json() { }); } -common_peg_parser common_peg_parser_builder::json_string_content() { - return wrap(arena_.add_parser(common_peg_json_string_parser{})); +common_peg_parser common_peg_parser_builder::python_string() { + return rule("python-string", [this]() { + return choice({double_quoted_string(), single_quoted_string()}); + }); +} + +common_peg_parser common_peg_parser_builder::python_number() { + return json_number(); +} + +common_peg_parser common_peg_parser_builder::python_bool() { + return rule("python-bool", [this]() { + return sequence({ + choice({literal("True"), literal("False")}), + space() + }); + }); +} + +common_peg_parser common_peg_parser_builder::python_null() { + return rule("python-none", [this]() { + return sequence({literal("None"), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::python_dict() { + return rule("python-dict", [this]() { + auto ws = space(); + auto member = sequence({python_string(), ws, literal(":"), ws, python_value()}); + auto members = sequence({member, zero_or_more(sequence({ws, literal(","), ws, member}))}); + return sequence({ + literal("{"), + ws, + choice({ + literal("}"), + sequence({members, ws, literal("}")}) + }), + ws + }); + }); +} + +common_peg_parser common_peg_parser_builder::python_array() { + return rule("python-array", [this]() { + auto ws = space(); + auto elements = sequence({python_value(), zero_or_more(sequence({literal(","), ws, python_value()}))}); + return sequence({ + literal("["), + ws, + choice({ + literal("]"), + sequence({elements, ws, literal("]")}) + }), + ws + }); + }); +} + +common_peg_parser common_peg_parser_builder::python_value() { + return rule("python-value", [this]() { + return choice({ + python_dict(), + python_array(), + python_string(), + python_number(), + python_bool(), + python_null() + }); + }); +} + +common_peg_parser common_peg_parser_builder::marker() { + auto sharp_bracket_parser = literal("<") + until(">") + literal(">"); + auto square_bracket_parser = literal("[") + until("]") + literal("]"); + return choice({ sharp_bracket_parser, square_bracket_parser }); } common_peg_parser common_peg_parser_builder::json_member(const std::string & key, const common_peg_parser & p) { @@ -1145,17 +1450,54 @@ common_peg_parser common_peg_parser_builder::json_member(const std::string & key }); } - -static std::string gbnf_escape_char_class(char c) { - switch (c) { - case '\n': return "\\n"; - case '\t': return "\\t"; - case '\r': return "\\r"; - case '\\': return "\\\\"; - case ']': return "\\]"; - case '[': return "\\["; - default: return std::string(1, c); +static std::string gbnf_escape_char_class(uint32_t c) { + if (c == '-' || c == ']' || c == '[' || c == '\\') { + return "\\" + std::string(1, (char) c); } + // Escape whitespace control characters + if (c == '\n') { + return "\\n"; + } + if (c == '\t') { + return "\\t"; + } + if (c == '\r') { + return "\\r"; + } + + // Printable ASCII + if (c >= 0x20 && c <= 0x7E) { + return std::string(1, (char) c); + } + + // Hex escape + char buf[16]; + const char * hex = "0123456789ABCDEF"; + + if (c <= 0xFF) { + buf[0] = '\\'; + buf[1] = 'x'; + buf[2] = hex[(c >> 4) & 0xF]; + buf[3] = hex[c & 0xF]; + buf[4] = '\0'; + } else if (c <= 0xFFFF) { + buf[0] = '\\'; + buf[1] = 'u'; + buf[2] = hex[(c >> 12) & 0xF]; + buf[3] = hex[(c >> 8) & 0xF]; + buf[4] = hex[(c >> 4) & 0xF]; + buf[5] = hex[c & 0xF]; + buf[6] = '\0'; + } else { + buf[0] = '\\'; + buf[1] = 'U'; + for (int i = 0; i < 8; i++) { + buf[2 + i] = hex[(c >> ((7 - i) * 4)) & 0xF]; + } + buf[10] = '\0'; + } + + return std::string(buf); } static std::string gbnf_excluding_pattern(const std::vector & strings) { @@ -1173,12 +1515,12 @@ static std::string gbnf_excluding_pattern(const std::vector & strin std::string cls; cls.reserve(chars.size()); - for (const auto & ch : chars) { + for (uint32_t ch : chars) { cls += gbnf_escape_char_class(ch); } if (!pre.empty()) { - pattern += gbnf_format_literal(pre) + " [^" + cls + "]"; + pattern += gbnf_format_literal(common_unicode_cpts_to_utf8(pre)) + " [^" + cls + "]"; } else { pattern += "[^" + cls + "]"; } @@ -1208,7 +1550,7 @@ static std::unordered_set collect_reachable_rules( std::is_same_v || std::is_same_v || std::is_same_v || - std::is_same_v) { + std::is_same_v) { // These parsers do not have any children } else if constexpr (std::is_same_v) { for (auto child : p.children) { @@ -1247,6 +1589,52 @@ static std::unordered_set collect_reachable_rules( // GBNF generation implementation void common_peg_arena::build_grammar(const common_grammar_builder & builder, bool lazy) const { + auto schema_delegates = [](const common_peg_schema_parser & s) -> bool { + if (!s.schema) { + return true; + } + if (s.raw && s.schema->contains("type")) { + const auto & type_val = s.schema->at("type"); + if (type_val.is_string() && type_val == "string") { + return true; + } + // Handle nullable types like ["string", "null"] - delegate when the + // non-null type is string, since the tagged format uses raw text + if (type_val.is_array()) { + for (const auto & t : type_val) { + if (t.is_string() && t.get() != "null") { + return t.get() == "string"; + } + } + } + } + // Delegate for enum schemas in raw mode - enum values are literal strings + if (s.raw && !s.schema->contains("type") && s.schema->contains("enum")) { + return true; + } + return false; + }; + + // Unwrap the parser so we can properly check if it's a sequence or choice + auto effective_parser = [&](common_peg_parser_id id) -> const common_peg_parser_variant & { + while (true) { + const auto & p = parsers_.at(id); + if (const auto * tag = std::get_if(&p)) { + id = tag->child; + } else if (const auto * atomic = std::get_if(&p)) { + id = atomic->child; + } else if (const auto * schema = std::get_if(&p)) { + if (schema_delegates(*schema)) { + id = schema->child; + } else { + return p; + } + } else { + return p; + } + } + }; + // Generate GBNF for a parser std::function to_gbnf = [&](common_peg_parser_id id) -> std::string { const auto & parser = parsers_.at(id); @@ -1267,7 +1655,7 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo s += " "; } auto child_gbnf = to_gbnf(child); - const auto & child_parser = parsers_.at(child); + const auto & child_parser = effective_parser(child); if (std::holds_alternative(child_parser) || std::holds_alternative(child_parser)) { s += "(" + child_gbnf + ")"; @@ -1283,7 +1671,7 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo s += " | "; } auto child_gbnf = to_gbnf(child); - const auto & child_parser = parsers_.at(child); + const auto & child_parser = effective_parser(child); if (std::holds_alternative(child_parser)) { s += "(" + child_gbnf + ")"; } else { @@ -1293,7 +1681,7 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo return s; } else if constexpr (std::is_same_v) { auto child_gbnf = to_gbnf(p.child); - const auto & child_parser = parsers_.at(p.child); + const auto & child_parser = effective_parser(p.child); if (std::holds_alternative(child_parser) || std::holds_alternative(child_parser)) { child_gbnf = "(" + child_gbnf + ")"; @@ -1344,23 +1732,19 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo return result + "{" + std::to_string(p.min_count) + "}"; } return result + "{" + std::to_string(p.min_count) + "," + std::to_string(p.max_count) + "}"; - } else if constexpr (std::is_same_v) { - return R"(( [^"\\] | "\\" ( ["\\/ bfnrt] | "u" [0-9a-fA-F]{4} ) )*)"; + } else if constexpr (std::is_same_v) { + const std::string delim(1, p.delimiter); + return R"(( [^)" + delim + R"(\\] | "\\" ( [)" + delim + R"(\\/ bfnrt] | "u" [0-9a-fA-F]{4} ) )*)"; } else if constexpr (std::is_same_v) { if (p.delimiters.empty()) { return ".*"; } return gbnf_excluding_pattern(p.delimiters); } else if constexpr (std::is_same_v) { - if (p.schema) { - if (p.raw && p.schema->contains("type") && p.schema->at("type").is_string() && p.schema->at("type") == "string") { - // TODO: Implement more comprehensive grammar generation for raw strings. - // For now, use the grammar emitted from the underlying parser. - return to_gbnf(p.child); - } - return builder.add_schema(p.name, *p.schema); + if (schema_delegates(p)) { + return to_gbnf(p.child); } - return to_gbnf(p.child); + return builder.add_schema(p.name, *p.schema); } else if constexpr (std::is_same_v) { return p.name; } else if constexpr (std::is_same_v) { @@ -1475,8 +1859,8 @@ static nlohmann::json serialize_parser_variant(const common_peg_parser_variant & {"min_count", p.min_count}, {"max_count", p.max_count} }; - } else if constexpr (std::is_same_v) { - return json{{"type", "json_string"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "string"}, {"delimiter", std::string(1, p.delimiter)}}; } else if constexpr (std::is_same_v) { return json{{"type", "until"}, {"delimiters", p.delimiters}}; } else if constexpr (std::is_same_v) { @@ -1603,8 +1987,15 @@ static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json } return parser; } - if (type == "json_string") { - return common_peg_json_string_parser{}; + if (type == "string") { + if (!j.contains("delimiter")) { + throw std::runtime_error("string parser missing delimiter field."); + } + std::string delimiter = j["delimiter"]; + if (delimiter.empty()) { + throw std::runtime_error("string parser delimiter is empty."); + } + return common_peg_string_parser{delimiter[0]}; } if (type == "until") { if (!j.contains("delimiters") || !j["delimiters"].is_array()) { diff --git a/common/peg-parser.h b/common/peg-parser.h index 1cd640365f..f242fc4211 100644 --- a/common/peg-parser.h +++ b/common/peg-parser.h @@ -4,6 +4,7 @@ #include #include +#include #include #include #include @@ -105,12 +106,17 @@ class common_peg_ast_arena { const common_peg_ast_node & get(common_peg_ast_id id) const { return nodes_.at(id); } + common_peg_ast_id find_by_tag(const common_peg_ast_node & parent, const std::string & tag, int max_depth = 3) const; + common_peg_ast_id find_by_rule(const common_peg_ast_node & parent, const std::string & tag, int max_depth = 3) const; + size_t size() const { return nodes_.size(); } void clear() { nodes_.clear(); } void visit(common_peg_ast_id id, const common_peg_ast_visitor & visitor) const; void visit(const common_peg_parse_result & result, const common_peg_ast_visitor & visitor) const; + + std::string dump(); }; struct common_peg_parse_result { @@ -136,21 +142,43 @@ struct common_peg_parse_result { bool success() const { return type == COMMON_PEG_PARSE_RESULT_SUCCESS; } }; +enum common_peg_parse_flags { + COMMON_PEG_PARSE_FLAG_NONE = 0, + COMMON_PEG_PARSE_FLAG_LENIENT = 1 << 0, + COMMON_PEG_PARSE_FLAG_DEBUG = 1 << 1, +}; + +inline common_peg_parse_flags operator|(common_peg_parse_flags a, common_peg_parse_flags b) { + return static_cast(int(a) | int(b)); +} + +inline common_peg_parse_flags & operator|=(common_peg_parse_flags & a, common_peg_parse_flags b) { + return a = a | b; +} + +inline common_peg_parse_flags operator&(common_peg_parse_flags a, common_peg_parse_flags b) { + return static_cast(int(a) & int(b)); +} + +inline common_peg_parse_flags operator~(common_peg_parse_flags a) { + return static_cast(~int(a)); +} + struct common_peg_parse_context { std::string input; - bool is_partial; + common_peg_parse_flags flags; common_peg_ast_arena ast; int parse_depth; - common_peg_parse_context() - : is_partial(false), parse_depth(0) {} + common_peg_parse_context(common_peg_parse_flags flags = COMMON_PEG_PARSE_FLAG_NONE) + : flags(flags), parse_depth(0) {} - common_peg_parse_context(const std::string & input) - : input(input), is_partial(false), parse_depth(0) {} + common_peg_parse_context(const std::string & input, common_peg_parse_flags flags = COMMON_PEG_PARSE_FLAG_NONE) + : input(input), flags(flags), parse_depth(0) {} - common_peg_parse_context(const std::string & input, bool is_partial) - : input(input), is_partial(is_partial), parse_depth(0) {} + bool is_lenient() const { return flags & COMMON_PEG_PARSE_FLAG_LENIENT; } + bool is_debug() const { return flags & COMMON_PEG_PARSE_FLAG_DEBUG; } }; class common_peg_arena; @@ -206,7 +234,9 @@ struct common_peg_chars_parser { int max_count; // -1 for unbounded }; -struct common_peg_json_string_parser {}; +struct common_peg_string_parser { + char delimiter; +}; struct common_peg_until_parser { std::vector delimiters; @@ -254,7 +284,7 @@ using common_peg_parser_variant = std::variant< common_peg_any_parser, common_peg_space_parser, common_peg_chars_parser, - common_peg_json_string_parser, + common_peg_string_parser, common_peg_until_parser, common_peg_schema_parser, common_peg_rule_parser, @@ -299,6 +329,8 @@ class common_peg_arena { friend class common_peg_parser_builder; private: + std::string dump_impl(common_peg_parser_id id, std::unordered_set & visited) const; + common_peg_parser_id add_parser(common_peg_parser_variant parser); void add_rule(const std::string & name, common_peg_parser_id id); @@ -404,6 +436,18 @@ class common_peg_parser_builder { // S -> A{n} common_peg_parser repeat(const common_peg_parser & p, int n) { return repeat(p, n, n); } + // Matches a double-quoted string: '"' content '"' space + common_peg_parser double_quoted_string(); + + // Matches a single-quoted string: "'" content "'" space + common_peg_parser single_quoted_string(); + + // Matches a string that accepts both double-quoted and single-quoted styles. + common_peg_parser quoted_string(); + + // Matches string content without the surrounding delimiter. + common_peg_parser string_content(char delimiter); + // Creates a complete JSON parser supporting objects, arrays, strings, numbers, booleans, and null. // value -> object | array | string | number | true | false | null common_peg_parser json(); @@ -414,14 +458,24 @@ class common_peg_parser_builder { common_peg_parser json_bool(); common_peg_parser json_null(); - // Matches JSON string content without the surrounding quotes. - // Useful for extracting content within a JSON string. - common_peg_parser json_string_content(); - // Matches a JSON object member with a key and associated parser as the // value. common_peg_parser json_member(const std::string & key, const common_peg_parser & p); + // Creates a complete Python format parser supporting dicts, arrays, strings, numbers, booleans, and None. + // Differs from JSON: uses True/False/None, accepts both single and double-quoted strings. + // value -> dict | array | string | number | True | False | None + common_peg_parser python_value(); + common_peg_parser python_dict(); + common_peg_parser python_string(); + common_peg_parser python_array(); + common_peg_parser python_number(); + common_peg_parser python_bool(); + common_peg_parser python_null(); + + // A marker, i.e. text delimited by a pair of <> or [] + common_peg_parser marker(); + // Wraps a parser with JSON schema metadata for grammar generation. // Used internally to convert JSON schemas to GBNF grammar rules. common_peg_parser schema(const common_peg_parser & p, const std::string & name, const nlohmann::ordered_json & schema, bool raw = false); diff --git a/common/reasoning-budget.cpp b/common/reasoning-budget.cpp new file mode 100644 index 0000000000..cc408a6869 --- /dev/null +++ b/common/reasoning-budget.cpp @@ -0,0 +1,264 @@ +#include "reasoning-budget.h" +#include "common.h" +#include "unicode.h" + +#include "log.h" + +#include +#include +#include +#include + +struct token_matcher { + std::vector tokens; + size_t pos = 0; + + bool advance(llama_token token) { + if (tokens.empty()) { + return false; + } + + if (token == tokens[pos]) { + pos++; + if (pos >= tokens.size()) { + pos = 0; + return true; + } + } else { + pos = 0; + if (token == tokens[0]) { + pos = 1; + } + } + return false; + } + + void reset() { pos = 0; } +}; + +struct common_reasoning_budget_ctx { + const llama_vocab * vocab; + + token_matcher start_matcher; + token_matcher end_matcher; + std::vector forced_tokens; + + int32_t budget; // maximum tokens in reasoning block + int32_t remaining; // tokens remaining in budget + + common_reasoning_budget_state state; + + // for forcing + size_t force_pos; // next position in forced_tokens to force +}; + +static const char * common_reasoning_budget_name(const struct llama_sampler * /*smpl*/) { + return "reasoning-budget"; +} + +static void common_reasoning_budget_accept(struct llama_sampler * smpl, llama_token token) { + auto * ctx = (common_reasoning_budget_ctx *) smpl->ctx; + + switch (ctx->state) { + case REASONING_BUDGET_IDLE: + { + if (ctx->start_matcher.advance(token)) { + ctx->state = REASONING_BUDGET_COUNTING; + ctx->remaining = ctx->budget; + LOG_INF("reasoning-budget: activated, budget=%d tokens\n", ctx->budget); + + if (ctx->remaining <= 0) { + ctx->state = REASONING_BUDGET_FORCING; + ctx->force_pos = 0; + LOG_INF("reasoning-budget: budget=0, forcing immediately\n"); + } + } + break; + } + case REASONING_BUDGET_COUNTING: + case REASONING_BUDGET_WAITING_UTF8: + { + if (ctx->end_matcher.advance(token)) { + ctx->state = REASONING_BUDGET_DONE; + LOG_INF("reasoning-budget: deactivated (natural end)\n"); + break; + } + + bool utf8_complete = true; + if (ctx->vocab != nullptr) { + const std::string piece = common_token_to_piece(ctx->vocab, token, false); + utf8_complete = common_utf8_is_complete(piece); + } + + if (ctx->state == REASONING_BUDGET_WAITING_UTF8) { + if (utf8_complete) { + ctx->state = REASONING_BUDGET_FORCING; + ctx->force_pos = 0; + ctx->end_matcher.reset(); + LOG_INF("reasoning-budget: UTF-8 complete, now forcing end sequence\n"); + } + } else if (ctx->state == REASONING_BUDGET_COUNTING) { + ctx->remaining--; + if (ctx->remaining <= 0) { + if (utf8_complete) { + ctx->state = REASONING_BUDGET_FORCING; + ctx->force_pos = 0; + ctx->end_matcher.reset(); + LOG_INF("reasoning-budget: budget exhausted, forcing end sequence\n"); + } else { + ctx->state = REASONING_BUDGET_WAITING_UTF8; + ctx->end_matcher.reset(); + LOG_INF("reasoning-budget: budget exhausted, waiting for UTF-8 completion\n"); + } + } + } + break; + } + case REASONING_BUDGET_FORCING: + ctx->force_pos++; + if (ctx->force_pos >= ctx->forced_tokens.size()) { + ctx->state = REASONING_BUDGET_DONE; + LOG_INF("reasoning-budget: forced sequence complete, done\n"); + } + break; + case REASONING_BUDGET_DONE: + break; + } +} + +static void common_reasoning_budget_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) { + auto * ctx = (common_reasoning_budget_ctx *) smpl->ctx; + + if (ctx->state != REASONING_BUDGET_FORCING) { + // passthrough — don't modify logits + return; + } + + if (ctx->force_pos >= ctx->forced_tokens.size()) { + return; + } + + const llama_token forced = ctx->forced_tokens[ctx->force_pos]; + + // set all logits to -inf except the forced token + for (size_t i = 0; i < cur_p->size; i++) { + if (cur_p->data[i].id != forced) { + cur_p->data[i].logit = -INFINITY; + } + } +} + +static void common_reasoning_budget_reset(struct llama_sampler * smpl) { + auto * ctx = (common_reasoning_budget_ctx *) smpl->ctx; + ctx->state = REASONING_BUDGET_IDLE; + ctx->remaining = ctx->budget; + ctx->start_matcher.reset(); + ctx->end_matcher.reset(); + ctx->force_pos = 0; +} + +// forward declaration for use in clone +static struct llama_sampler * common_reasoning_budget_init_state( + const struct llama_vocab * vocab, const std::vector & start_tokens, + const std::vector & end_tokens, const std::vector & forced_tokens, + int32_t budget, common_reasoning_budget_state initial_state); + +static struct llama_sampler * common_reasoning_budget_clone(const struct llama_sampler * smpl) { + const auto * ctx = (const common_reasoning_budget_ctx *) smpl->ctx; + return common_reasoning_budget_init_state( + ctx->vocab, + ctx->start_matcher.tokens, + ctx->end_matcher.tokens, + ctx->forced_tokens, + ctx->budget, + ctx->state); +} + +static void common_reasoning_budget_free(struct llama_sampler * smpl) { + delete (common_reasoning_budget_ctx *) smpl->ctx; +} + +static struct llama_sampler_i common_reasoning_budget_i = { + /* .name = */ common_reasoning_budget_name, + /* .accept = */ common_reasoning_budget_accept, + /* .apply = */ common_reasoning_budget_apply, + /* .reset = */ common_reasoning_budget_reset, + /* .clone = */ common_reasoning_budget_clone, + /* .free = */ common_reasoning_budget_free, + /* .backend_init = */ nullptr, + /* .backend_accept = */ nullptr, + /* .backend_apply = */ nullptr, + /* .backend_set_input = */ nullptr, +}; + +static struct llama_sampler * common_reasoning_budget_init_state( + const struct llama_vocab * vocab, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + common_reasoning_budget_state initial_state) { + // promote COUNTING with budget <= 0 to FORCING + if (initial_state == REASONING_BUDGET_COUNTING && budget <= 0) { + initial_state = REASONING_BUDGET_FORCING; + } + + return llama_sampler_init( + /* .iface = */ &common_reasoning_budget_i, + /* .ctx = */ new common_reasoning_budget_ctx { + /* .vocab = */ vocab, + /* .start_matcher = */ { start_tokens, 0 }, + /* .end_matcher = */ { end_tokens, 0 }, + /* .forced_tokens = */ forced_tokens, + /* .budget = */ budget, + /* .remaining = */ budget, + /* .state = */ initial_state, + /* .force_pos = */ 0, + } + ); +} + +struct llama_sampler * common_reasoning_budget_init( + const struct llama_vocab * vocab, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + const std::vector & prefill_tokens) { + // Determine initial state from prefill: COUNTING if the prefill begins with + // the start sequence but does not also contain the end sequence after it. + common_reasoning_budget_state initial_state = REASONING_BUDGET_IDLE; + if (!prefill_tokens.empty() && !start_tokens.empty() && + prefill_tokens.size() >= start_tokens.size() && + std::equal(start_tokens.begin(), start_tokens.end(), prefill_tokens.begin())) { + initial_state = REASONING_BUDGET_COUNTING; + // If the end sequence also follows the start in the prefill, reasoning + // was opened and immediately closed — stay IDLE. + if (!end_tokens.empty() && + prefill_tokens.size() >= start_tokens.size() + end_tokens.size()) { + auto end_start = prefill_tokens.end() - (ptrdiff_t) end_tokens.size(); + if (end_start >= prefill_tokens.begin() + (ptrdiff_t) start_tokens.size() && + std::equal(end_tokens.begin(), end_tokens.end(), end_start)) { + initial_state = REASONING_BUDGET_IDLE; + } + } + } + return common_reasoning_budget_init_state(vocab, start_tokens, end_tokens, forced_tokens, budget, initial_state); +} + +struct llama_sampler * common_reasoning_budget_init( + const struct llama_vocab * vocab, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + common_reasoning_budget_state initial_state) { + return common_reasoning_budget_init_state(vocab, start_tokens, end_tokens, forced_tokens, budget, initial_state); +} + +common_reasoning_budget_state common_reasoning_budget_get_state(const struct llama_sampler * smpl) { + if (!smpl) { + return REASONING_BUDGET_IDLE; + } + return ((const common_reasoning_budget_ctx *)smpl->ctx)->state; +} diff --git a/common/reasoning-budget.h b/common/reasoning-budget.h new file mode 100644 index 0000000000..ee1a30ed3c --- /dev/null +++ b/common/reasoning-budget.h @@ -0,0 +1,55 @@ +#pragma once + +#include "llama.h" + +#include +#include + +enum common_reasoning_budget_state { + REASONING_BUDGET_IDLE, // waiting for start sequence + REASONING_BUDGET_COUNTING, // counting down tokens + REASONING_BUDGET_FORCING, // forcing budget message + end sequence + REASONING_BUDGET_WAITING_UTF8, // budget exhausted, waiting for UTF-8 completion + REASONING_BUDGET_DONE, // passthrough forever +}; + +// Creates a reasoning budget sampler that limits token generation inside a +// reasoning block (e.g. between and ). +// +// State machine: IDLE -> COUNTING -> WAITING_UTF8 -> FORCING -> DONE +// IDLE: passthrough, watching for start_tokens sequence +// COUNTING: counting down remaining tokens, watching for natural end_tokens +// WAITING_UTF8: budget exhausted, allowing tokens to complete a UTF-8 sequence +// FORCING: forces forced_tokens token-by-token (all other logits -> -inf) +// DONE: passthrough forever +// +// Parameters: +// vocab - vocabulary (used for UTF-8 boundary detection; can be nullptr) +// start_tokens - token sequence that activates counting +// end_tokens - token sequence for natural deactivation +// forced_tokens - token sequence forced when budget expires +// budget - max tokens allowed in the reasoning block +// prefill_tokens - tokens already present in the prompt (generation prompt); +// used to determine the initial state: COUNTING if they begin +// with start_tokens (but don't also end with end_tokens), +// IDLE otherwise. COUNTING with budget <= 0 is promoted to FORCING. +// +struct llama_sampler * common_reasoning_budget_init( + const struct llama_vocab * vocab, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + const std::vector & prefill_tokens = {}); + +// Variant that takes an explicit initial state (used by tests and clone). +// COUNTING with budget <= 0 is promoted to FORCING. +struct llama_sampler * common_reasoning_budget_init( + const struct llama_vocab * vocab, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + common_reasoning_budget_state initial_state); + +common_reasoning_budget_state common_reasoning_budget_get_state(const struct llama_sampler * smpl); diff --git a/common/regex-partial.cpp b/common/regex-partial.cpp index e667a209e9..bd9034e931 100644 --- a/common/regex-partial.cpp +++ b/common/regex-partial.cpp @@ -102,7 +102,7 @@ std::string regex_to_reversed_partial_regex(const std::string & pattern) { auto is_star = *it == '*'; ++it; if (is_star) { - if (*it == '?') { + if (it != end && *it == '?') { ++it; } } diff --git a/common/sampling.cpp b/common/sampling.cpp index 11a1d48398..2f60be1943 100644 --- a/common/sampling.cpp +++ b/common/sampling.cpp @@ -1,12 +1,17 @@ #include "sampling.h" #include "common.h" +#include "ggml.h" #include "log.h" +#include "reasoning-budget.h" #include +#include +#include #include #include #include +#include // the ring buffer works similarly to std::deque, but with a fixed capacity // TODO: deduplicate with llama-impl.h @@ -105,6 +110,7 @@ struct common_sampler { common_params_sampling params; struct llama_sampler * grmr; + struct llama_sampler * rbudget; struct llama_sampler * chain; ring_buffer prev; @@ -184,13 +190,15 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st lparams.no_perf = params.no_perf; llama_sampler * grmr = nullptr; + llama_sampler * rbudget = nullptr; llama_sampler * chain = llama_sampler_chain_init(lparams); std::vector samplers; - if (params.grammar.compare(0, 11, "%llguidance") == 0) { + const std::string & grammar_str = common_grammar_value(params.grammar); + if (grammar_str.compare(0, 11, "%llguidance") == 0) { #ifdef LLAMA_USE_LLGUIDANCE - grmr = llama_sampler_init_llg(vocab, "lark", params.grammar.c_str()); + grmr = llama_sampler_init_llg(vocab, "lark", grammar_str.c_str()); #else GGML_ABORT("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled"); #endif // LLAMA_USE_LLGUIDANCE @@ -239,17 +247,57 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st trigger_patterns_c.push_back(regex.c_str()); } - if (!params.grammar.empty()) { + if (!grammar_str.empty()) { if (params.grammar_lazy) { - grmr = llama_sampler_init_grammar_lazy_patterns(vocab, params.grammar.c_str(), "root", + grmr = llama_sampler_init_grammar_lazy_patterns(vocab, grammar_str.c_str(), "root", trigger_patterns_c.data(), trigger_patterns_c.size(), trigger_tokens.data(), trigger_tokens.size()); } else { - grmr = llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root"); + grmr = llama_sampler_init_grammar(vocab, grammar_str.c_str(), "root"); } } } + // Feed generation prompt tokens to the grammar sampler so it advances past + // tokens the template already placed in the prompt. + // Only applies to output-format and tool-call grammars; user-supplied grammars must not be prefilled. + std::vector prefill_tokens; + if (!params.generation_prompt.empty() && common_grammar_needs_prefill(params.grammar)) { + GGML_ASSERT(vocab != nullptr); + prefill_tokens = common_tokenize(vocab, params.generation_prompt, false, true); + if (!prefill_tokens.empty()) { + std::string first_token = common_token_to_piece(vocab, prefill_tokens[0], true); + if (std::isspace(first_token[0]) && !std::isspace(params.generation_prompt[0])) { + // Some tokenizers will add a space before the first special token, need to remove + prefill_tokens = std::vector(prefill_tokens.begin() + 1, prefill_tokens.end()); + } + } + + if (grmr && !params.grammar_lazy) { + try { + for (const auto & token : prefill_tokens) { + llama_sampler_accept(grmr, token); + LOG_DBG("%s: accepted prefill token (%d)\n", __func__, token); + } + } catch (std::exception &e) { + LOG_ERR("%s: error initializing grammar sampler for grammar:\n%s\n\nGeneration prompt:\n'%s'\n", __func__, + common_grammar_value(params.grammar).c_str(), params.generation_prompt.c_str()); + throw e; + } + } + } + + // reasoning budget sampler + if (!params.reasoning_budget_start.empty() && !params.reasoning_budget_end.empty()) { + rbudget = common_reasoning_budget_init( + vocab, + params.reasoning_budget_start, + params.reasoning_budget_end, + params.reasoning_budget_forced, + params.reasoning_budget_tokens < 0 ? INT_MAX : params.reasoning_budget_tokens, + prefill_tokens); + } + if (params.has_logit_bias()) { samplers.push_back(llama_sampler_init_logit_bias(llama_vocab_n_tokens(vocab), params.logit_bias.size(), params.logit_bias.data())); } @@ -335,9 +383,16 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st params.backend_sampling = false; } + if (rbudget && params.backend_sampling) { + LOG_WRN("%s: backend sampling is not compatible with reasoning budget, disabling\n", __func__); + + params.backend_sampling = false; + } + auto * result = new common_sampler { /* .params = */ params, /* .grmr = */ grmr, + /* .rbudget = */ rbudget, /* .chain = */ chain, /* .prev = */ ring_buffer(std::max(32, params.n_prev)), /* .cur = */ {}, @@ -353,11 +408,27 @@ void common_sampler_free(struct common_sampler * gsmpl) { } llama_sampler_free(gsmpl->grmr); + llama_sampler_free(gsmpl->rbudget); llama_sampler_free(gsmpl->chain); delete gsmpl; } +static bool grammar_should_apply(struct common_sampler * gsmpl) { + if (!gsmpl->grmr) { + return false; + } + if (!gsmpl->rbudget) { + return true; + } + if (gsmpl->params.grammar_lazy) { + // if grammar is lazy, only apply when reasoning budget is not active + const auto state = common_reasoning_budget_get_state(gsmpl->rbudget); + return state == REASONING_BUDGET_IDLE || state == REASONING_BUDGET_DONE; + } + return true; +} + void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool accept_grammar) { if (!gsmpl) { return; @@ -365,6 +436,11 @@ void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, boo const auto tm = gsmpl->tm(); + // grammar_should_apply() checks the reasoning budget state, so calculate this before we accept + accept_grammar = accept_grammar && grammar_should_apply(gsmpl); + + llama_sampler_accept(gsmpl->rbudget, token); + if (gsmpl->grmr && accept_grammar) { llama_sampler_accept(gsmpl->grmr, token); } @@ -386,6 +462,7 @@ struct common_sampler * common_sampler_clone(common_sampler * gsmpl) { return new common_sampler { /* .params = */ gsmpl->params, /* .grmr = */ llama_sampler_clone(gsmpl->grmr), + /* .rbudget = */ llama_sampler_clone(gsmpl->rbudget), /* .chain = */ llama_sampler_clone(gsmpl->chain), /* .prev = */ gsmpl->prev, /* .cur = */ gsmpl->cur, @@ -455,6 +532,7 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co llama_token id = LLAMA_TOKEN_NULL; auto & grmr = gsmpl->grmr; + auto & rbudget = gsmpl->rbudget; auto & chain = gsmpl->chain; auto & cur_p = gsmpl->cur_p; // initialized by set_logits @@ -466,7 +544,8 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co if (id != LLAMA_TOKEN_NULL) { LOG_DBG("%s: Backend sampler selected token: '%d'. Will not run any CPU samplers\n", __func__, id); - GGML_ASSERT(!gsmpl->grmr && "using grammar in combination with backend sampling is not supported"); + GGML_ASSERT(!gsmpl->grmr && "using grammar in combination with backend sampling is not supported"); + GGML_ASSERT(!gsmpl->rbudget && "using reasoning budget in combination with backend sampling is not supported"); // TODO: simplify gsmpl->cur.resize(1); @@ -479,7 +558,10 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co gsmpl->set_logits(ctx, idx); - if (grammar_first) { + // apply reasoning budget first + llama_sampler_apply(rbudget, &cur_p); + + if (grammar_first && grammar_should_apply(gsmpl)) { llama_sampler_apply(grmr, &cur_p); } @@ -487,7 +569,7 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co id = cur_p.data[cur_p.selected].id; - if (grammar_first) { + if (grammar_first || !grammar_should_apply(gsmpl)) { return id; } @@ -508,7 +590,12 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co // if the token is not valid, sample again, but first apply the grammar sampler and then the sampling chain gsmpl->set_logits(ctx, idx); - llama_sampler_apply(grmr, &cur_p); + llama_sampler_apply(rbudget, &cur_p); + + if (grammar_should_apply(gsmpl)) { + llama_sampler_apply(grmr, &cur_p); + } + llama_sampler_apply(chain, &cur_p); GGML_ASSERT(cur_p.selected != -1 && "no selected token during sampling - check your sampling configuration"); diff --git a/common/unicode.cpp b/common/unicode.cpp index 56ab0f468e..f71fe56783 100644 --- a/common/unicode.cpp +++ b/common/unicode.cpp @@ -1,14 +1,20 @@ #include "unicode.h" +#include +#include +#include +#include +#include + // implementation adopted from src/unicode.cpp -size_t utf8_sequence_length(unsigned char first_byte) { +size_t common_utf8_sequence_length(unsigned char first_byte) { const size_t lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 }; uint8_t highbits = static_cast(first_byte) >> 4; return lookup[highbits]; } -utf8_parse_result parse_utf8_codepoint(std::string_view input, size_t offset) { +utf8_parse_result common_parse_utf8_codepoint(std::string_view input, size_t offset) { if (offset >= input.size()) { return utf8_parse_result(utf8_parse_result::INCOMPLETE); } @@ -62,3 +68,57 @@ utf8_parse_result parse_utf8_codepoint(std::string_view input, size_t offset) { // Invalid first byte return utf8_parse_result(utf8_parse_result::INVALID); } + +bool common_utf8_is_complete(const std::string & s) { + if (s.empty()) { + return true; + } + for (int i = 1; i <= std::min(4, (int)s.size()); i++) { + unsigned char c = s[s.size() - i]; + if ((c & 0xC0) != 0x80) { + int expected = (c >= 0xF0) ? 4 : (c >= 0xE0) ? 3 : (c >= 0xC0) ? 2 : 1; + return i >= expected; + } + } + return false; +} + +std::string common_unicode_cpts_to_utf8(const std::vector & cps) { + std::string result; + for (size_t i = 0; i < cps.size(); ++i) { + result.append(common_unicode_cpt_to_utf8(cps[i])); + } + return result; +} + +std::string common_unicode_cpt_to_utf8(uint32_t cpt) { + std::string result; + + if (/* 0x00 <= cpt && */ cpt <= 0x7f) { + result.push_back(cpt); + return result; + } + if (0x80 <= cpt && cpt <= 0x7ff) { + result.push_back(0xc0 | ((cpt >> 6) & 0x1f)); + result.push_back(0x80 | (cpt & 0x3f)); + return result; + } + if (0x800 <= cpt && cpt <= 0xffff) { + result.push_back(0xe0 | ((cpt >> 12) & 0x0f)); + result.push_back(0x80 | ((cpt >> 6) & 0x3f)); + result.push_back(0x80 | (cpt & 0x3f)); + return result; + } + if (0x10000 <= cpt && cpt <= 0x10ffff) { + result.push_back(0xf0 | ((cpt >> 18) & 0x07)); + result.push_back(0x80 | ((cpt >> 12) & 0x3f)); + result.push_back(0x80 | ((cpt >> 6) & 0x3f)); + result.push_back(0x80 | (cpt & 0x3f)); + return result; + } + + throw std::invalid_argument("invalid codepoint"); +} + + + diff --git a/common/unicode.h b/common/unicode.h index 9d9e8e1227..9b32fa19d6 100644 --- a/common/unicode.h +++ b/common/unicode.h @@ -2,6 +2,8 @@ #include #include +#include +#include // UTF-8 parsing utilities for streaming-aware unicode support @@ -16,7 +18,13 @@ struct utf8_parse_result { // Determine the expected length of a UTF-8 sequence from its first byte // Returns 0 for invalid first bytes -size_t utf8_sequence_length(unsigned char first_byte); +size_t common_utf8_sequence_length(unsigned char first_byte); + +// Check if a string ends with a complete UTF-8 sequence. +bool common_utf8_is_complete(const std::string & s); // Parse a single UTF-8 codepoint from input -utf8_parse_result parse_utf8_codepoint(std::string_view input, size_t offset); +utf8_parse_result common_parse_utf8_codepoint(std::string_view input, size_t offset); + +std::string common_unicode_cpts_to_utf8(const std::vector & cps); +std::string common_unicode_cpt_to_utf8(uint32_t cpt); diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 9616e6427d..bc5f7e1768 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -31,10 +31,10 @@ import gguf from gguf.vocab import MistralTokenizerType, MistralVocab try: - from mistral_common.tokens.tokenizers.base import TokenizerVersion # pyright: ignore[reportMissingImports] - from mistral_common.tokens.tokenizers.multimodal import DATASET_MEAN as _MISTRAL_COMMON_DATASET_MEAN, DATASET_STD as _MISTRAL_COMMON_DATASET_STD # pyright: ignore[reportMissingImports] - from mistral_common.tokens.tokenizers.tekken import Tekkenizer # pyright: ignore[reportMissingImports] - from mistral_common.tokens.tokenizers.sentencepiece import ( # pyright: ignore[reportMissingImports] + from mistral_common.tokens.tokenizers.base import TokenizerVersion # type: ignore[import-not-found, ty:unresolved-import] + from mistral_common.tokens.tokenizers.multimodal import DATASET_MEAN as _MISTRAL_COMMON_DATASET_MEAN, DATASET_STD as _MISTRAL_COMMON_DATASET_STD # type: ignore[import-not-found, ty:unresolved-import] + from mistral_common.tokens.tokenizers.tekken import Tekkenizer # type: ignore[import-not-found, ty:unresolved-import] + from mistral_common.tokens.tokenizers.sentencepiece import ( # type: ignore[import-not-found, ty:unresolved-import] SentencePieceTokenizer, ) @@ -45,9 +45,9 @@ except ImportError: _MISTRAL_COMMON_DATASET_STD = (0.26862954, 0.26130258, 0.27577711) _mistral_common_installed = False - TokenizerVersion = None - Tekkenizer = None - SentencePieceTokenizer = None + TokenizerVersion: Any = None + Tekkenizer: Any = None + SentencePieceTokenizer: Any = None _mistral_import_error_msg = ( "Mistral format requires `mistral-common` to be installed. Please run " "`pip install mistral-common[image,audio]` to install it." @@ -144,6 +144,8 @@ class ModelBase: self.metadata_override = metadata_override self.model_name = model_name self.dir_model_card = dir_model # overridden in convert_lora_to_gguf.py + self._is_nvfp4 = False + self._is_mxfp4 = False # Apply heuristics to figure out typical tensor encoding based on first tensor's dtype # NOTE: can't use field "torch_dtype" in config.json, because some finetunes lie. @@ -219,7 +221,7 @@ class ModelBase: if weight_map is None or not isinstance(weight_map, dict): raise ValueError(f"Can't load 'weight_map' from {index_name!r}") tensor_names_from_index.update(weight_map.keys()) - part_dict: dict[str, None] = dict.fromkeys(weight_map.values(), None) + part_dict: dict[str, None] = dict.fromkeys(weight_map.values(), None) # ty: ignore[invalid-assignment] part_names = sorted(part_dict.keys()) else: weight_map = {} @@ -271,6 +273,10 @@ class ModelBase: return tensors def dequant_model(self): + # If all quantized tensors were already handled (e.g. pure NVFP4), skip + if self._is_nvfp4 and not any(k.endswith((".weight_scale", ".weight_scale_inv")) for k in self.model_tensors): + return + tensors_to_remove: list[str] = [] new_tensors: dict[str, Callable[[], Tensor]] = {} @@ -293,11 +299,16 @@ class ModelBase: scale = scale.float() if block_size is not None: + dim_offset = scale.ndim - len(block_size) for i, size in enumerate(block_size): - scale = scale.repeat_interleave(size, i) + scale = scale.repeat_interleave(size, dim_offset + i) # unpad the scale (e.g. when the tensor size isn't a multiple of the block size) scale = scale[tuple(slice(0, size) for size in weight.shape)] + # align scale dims to weight for correct broadcasting (e.g. [128] -> [128, 1, 1]) + while scale.ndim < weight.ndim: + scale = scale.unsqueeze(-1) + return weight.float() * scale # ref: https://github.com/ModelCloud/GPTQModel/blob/037c5c0f6c9e33c500d975b038d02e7ca437546d/gptqmodel/nn_modules/qlinear/__init__.py#L437-L476 @@ -388,7 +399,7 @@ class ModelBase: elif quant_method == "fp8": block_size = quant_config.get("weight_block_size") for name in self.model_tensors.keys(): - if name.endswith(".weight_scale_inv"): + if name.endswith("_scale_inv"): weight_name = name.removesuffix("_scale_inv") w = self.model_tensors[weight_name] s = self.model_tensors[name] @@ -396,6 +407,8 @@ class ModelBase: tensors_to_remove.append(name) if name.endswith(".activation_scale"): # unused tensors_to_remove.append(name) + if name.endswith("_activation_scale"): # Mistral-Small-4-119B-2602, unused + tensors_to_remove.append(name) # mistral format if name.endswith(".qscale_weight"): weight_name = name.removesuffix("qscale_weight") + "weight" @@ -470,7 +483,20 @@ class ModelBase: tensors_to_remove.append(base_name + "_zero_point") else: raise NotImplementedError(f"Quant format {quant_format!r} for method {quant_method!r} is not yet supported") - else: + elif quant_method == "modelopt": + # Mixed-precision ModelOpt models: NVFP4 tensors are handled by + # _generate_nvfp4_tensors; FP8 tensors have 1D weight_scale and + # are dequantized here. k/v scale tensors are unused. + for name in self.model_tensors.keys(): + if name.endswith(".weight_scale"): + weight_name = name.removesuffix("_scale") + w = self.model_tensors[weight_name] + s = self.model_tensors[name] + self.model_tensors[weight_name] = lambda w=w, s=s: dequant_simple(w(), s(), None) + tensors_to_remove.append(name) + if name.endswith((".k_scale", ".v_scale")): + tensors_to_remove.append(name) + elif quant_method is not None: raise NotImplementedError(f"Quant method is not yet supported: {quant_method!r}") for name in tensors_to_remove: @@ -551,7 +577,194 @@ class ModelBase: def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: return () + @staticmethod + def _nvfp4_pack(weight: Tensor, scale: Tensor) -> tuple[np.ndarray, list[int]]: + """Repack NVFP4 ModelOpt tensors into ggml super-block layout. + Preserves original E4M3 scale bits as UE4M3 (strip sign bit). + The per-tensor scale2 factor is stored as a separate tensor and applied at inference time via ggml_mul(). + Returns (raw_data, logical_shape).""" + + out_features = weight.shape[0] + n_blocks = scale.shape[1] + + # Unpack ModelOpt nibble-packed weights + w = weight.reshape(out_features, n_blocks, 8) + vals = torch.stack([w & 0x0F, w >> 4], dim=-1).reshape(out_features, n_blocks, 16) + + # Preserve original E4M3 scale bits as UE4M3 (strip sign bit) + d_ue = scale.view(torch.uint8).numpy().reshape(out_features, n_blocks) & 0x7F + qs = (vals[:, :, :8] | (vals[:, :, 8:] << 4)).to(torch.uint8).numpy() + + # Pack into super-blocks: [4 UE4M3 scales, 32 qs bytes] = 36 bytes per 64 elements + n_super = n_blocks // 4 + d_grouped = d_ue.reshape(out_features, n_super, 4) + qs_grouped = qs.reshape(out_features, n_super, 4, 8).reshape(out_features, n_super, 32) + raw = np.concatenate([d_grouped, qs_grouped], axis=-1).reshape(out_features, n_super * 36) + return raw, [out_features, n_super * 64] + + @staticmethod + def _nvfp4_scale2_is_trivial(scale2: Tensor) -> bool: + return scale2.numel() <= 1 and abs(float(scale2.float().sum()) - 1.0) < 1e-6 + + def _repack_nvfp4(self, name: str, weight: Tensor, scale: Tensor, scale2: Tensor, input_scale: Tensor): + if "language_model." in name: + name = name.replace("language_model.", "") + + new_name = self.map_tensor_name(name) + + raw, shape = self._nvfp4_pack(weight, scale) + logger.info(f"Repacked {new_name} with shape {shape} and quantization NVFP4") + self.gguf_writer.add_tensor(new_name, raw, raw_dtype=gguf.GGMLQuantizationType.NVFP4) + + # Emit per-tensor scale2 as a separate F32 tensor when non-trivial + if not self._nvfp4_scale2_is_trivial(scale2): + scale2_f32 = scale2.float().numpy().flatten() + scale_name = new_name.replace(".weight", ".scale") + logger.info(f" + {scale_name} (per-tensor NVFP4 scale2, shape [{scale2_f32.size}])") + self.gguf_writer.add_tensor(scale_name, scale2_f32) + + # Emit per-tensor input_scale as a separate F32 tensor when non-trivial + if not self._nvfp4_scale2_is_trivial(input_scale): + input_scale_f32 = input_scale.float().numpy().flatten() + input_scale_name = new_name.replace(".weight", ".input_scale") + logger.info(f" + {input_scale_name} (per-tensor NVFP4 input_scale, shape [{input_scale_f32.size}])") + self.gguf_writer.add_tensor(input_scale_name, input_scale_f32) + + def _generate_nvfp4_tensors(self): + # Per-layer expert merging to avoid holding all experts in memory + expert_blocks: dict[tuple[int, str], list[tuple[int, np.ndarray]]] = {} + expert_scales: dict[tuple[int, str], list[tuple[int, float]]] = {} + expert_input_scales: dict[tuple[int, str], list[tuple[int, float]]] = {} + expert_shapes: dict[tuple[int, str], list[int]] = {} + n_experts = self.find_hparam(["num_local_experts", "num_experts"], optional=True) or 0 + consumed: list[str] = [] + + for name in list(self.model_tensors.keys()): + if not name.endswith(".weight"): + continue + scale_name = name.replace(".weight", ".weight_scale") + scale2_name = name.replace(".weight", ".weight_scale_2") + input_scale_name = name.replace(".weight", ".input_scale") + if scale_name not in self.model_tensors: + continue + # Force eager materialization of lazy tensors + weight = LazyTorchTensor.to_eager(self.model_tensors[name]()) + scale = LazyTorchTensor.to_eager(self.model_tensors[scale_name]()) + + # Skip non-NVFP4 tensors (e.g. FP8 with per-channel 1D scales) + if scale.ndim < 2: + continue + + scale2 = LazyTorchTensor.to_eager(self.model_tensors.get(scale2_name, lambda: torch.tensor(1.0))()) + input_scale = LazyTorchTensor.to_eager(self.model_tensors.get(input_scale_name, lambda: torch.tensor(1.0))()) + + # Mark tensors for removal from model_tensors (already written to gguf) + consumed.extend([name, scale_name]) + if scale2_name in self.model_tensors: + consumed.append(scale2_name) + if input_scale_name in self.model_tensors: + consumed.append(input_scale_name) + + # Check if this is a per-expert tensor + m = re.search(r'\.experts\.(\d+)\.(gate_proj|up_proj|down_proj)\.weight$', name) + if m: + expert_id = int(m.group(1)) + proj_type = m.group(2) + bid_m = re.search(r'\.layers\.(\d+)\.', name) + bid = int(bid_m.group(1)) if bid_m else 0 + key = (bid, proj_type) + + raw, shape = self._nvfp4_pack(weight, scale) + + if key not in expert_blocks: + expert_blocks[key] = [] + expert_scales[key] = [] + expert_input_scales[key] = [] + expert_shapes[key] = shape + expert_blocks[key].append((expert_id, raw.copy())) + # Collect per-expert scale2 (scalar per expert) + expert_scales[key].append((expert_id, float(scale2.float().sum()))) + # Collect per-expert input_scale (scalar per expert) + expert_input_scales[key].append((expert_id, float(input_scale.float().sum()))) + + # Flush when all experts for this (layer, proj) are collected + if n_experts > 0 and len(expert_blocks[key]) >= n_experts: + self._flush_nvfp4_experts(key, expert_blocks, expert_scales, expert_input_scales, expert_shapes, bid, proj_type) + else: + self._repack_nvfp4(name, weight, scale, scale2, input_scale) + + # Flush any remaining experts (fallback if n_experts was unknown) + for (bid, proj_type) in list(expert_blocks.keys()): + self._flush_nvfp4_experts((bid, proj_type), expert_blocks, expert_scales, expert_input_scales, expert_shapes, bid, proj_type) + + # Remove consumed tensors so get_tensors/modify_tensors won't see them + for name in consumed: + self.model_tensors.pop(name, None) + + # Remove any remaining unused auxiliary tensors + for name in list(self.model_tensors.keys()): + if name.endswith((".k_scale", ".v_scale")): + del self.model_tensors[name] + + def _flush_nvfp4_experts(self, key, expert_blocks, expert_scales, expert_input_scales, expert_shapes, bid, proj_type): + experts = expert_blocks.pop(key) + scales = expert_scales.pop(key) + input_scales = expert_input_scales.pop(key) + shape = expert_shapes.pop(key) + + experts.sort(key=lambda x: x[0]) + merged = np.stack([e[1] for e in experts], axis=0) + merged_name = f"model.layers.{bid}.mlp.experts.{proj_type}.weight" + new_name = self.map_tensor_name(merged_name) + logger.info(f"Repacked {new_name} with shape [{len(experts)}, {shape[0]}, {shape[1]}] and quantization NVFP4") + self.gguf_writer.add_tensor(new_name, merged, raw_dtype=gguf.GGMLQuantizationType.NVFP4) + + # Emit per-expert scale2 tensor if any expert has non-trivial scale2 + scales.sort(key=lambda x: x[0]) + scale_vals = np.array([s[1] for s in scales], dtype=np.float32) + if not np.allclose(scale_vals, 1.0, atol=1e-6): + scale_name = new_name.replace(".weight", ".scale") + logger.info(f" + {scale_name} (per-expert NVFP4 scale2, shape [{len(scales)}])") + self.gguf_writer.add_tensor(scale_name, scale_vals) + + # Emit per-expert input_scale tensor if any expert has non-trivial input_scale + input_scales.sort(key=lambda x: x[0]) + input_scale_vals = np.array([s[1] for s in input_scales], dtype=np.float32) + if not np.allclose(input_scale_vals, 1.0, atol=1e-6): + input_scale_name = new_name.replace(".weight", ".input_scale") + logger.info(f" + {input_scale_name} (per-expert NVFP4 input_scale, shape [{len(input_scales)}])") + self.gguf_writer.add_tensor(input_scale_name, input_scale_vals) + + del experts, merged + def prepare_tensors(self): + # detect NVFP4 quantization (ModelOpt format) + quant_algo = (self.hparams.get("quantization_config") or {}).get("quant_algo") + quant_method = (self.hparams.get("quantization_config") or {}).get("quant_method") + quant_layers = (self.hparams.get("quantization_config") or {}).get("quantized_layers") or {} + quant_config_file = self.dir_model / "hf_quant_config.json" + + if (not quant_algo or not quant_layers) and quant_config_file.is_file(): + with open(quant_config_file, "r", encoding="utf-8") as f: + quant_config = json.load(f).get("quantization") or {} + quant_algo = quant_config.get("quant_algo", quant_algo) + quant_layers = quant_config.get("quantized_layers", quant_layers) or {} + + # Some models use per-tensor quant_algo (e.g. "MIXED_PRECISION" with + # per-layer NVFP4/FP8) instead of a single global "NVFP4" value. + if quant_algo != "NVFP4": + if any(v.get("quant_algo") == "NVFP4" for v in quant_layers.values() if isinstance(v, dict)): + quant_algo = "NVFP4" + + self._is_nvfp4 = quant_algo == "NVFP4" + self._is_mxfp4 = quant_method == "mxfp4" + + # NVFP4 weights are repacked and written directly to gguf_writer. + # This must run before dequant_model so NVFP4 tensors are removed + # from model_tensors, leaving only non-NVFP4 (e.g. FP8) for dequant. + if self._is_nvfp4: + self._generate_nvfp4_tensors() + self.dequant_model() # Handle empty tensor_map for models with block_count=0 (like MobileNetV5) @@ -693,6 +906,12 @@ class ModelBase: if self.metadata.name is None: self.metadata.name = self.dir_model.name + if self.ftype in (gguf.LlamaFileType.ALL_F32, gguf.LlamaFileType.MOSTLY_F16, gguf.LlamaFileType.MOSTLY_BF16): + if self._is_nvfp4: + self.ftype = gguf.LlamaFileType.MOSTLY_NVFP4 + elif self._is_mxfp4: + self.ftype = gguf.LlamaFileType.MOSTLY_MXFP4_MOE + # Generate parameter weight class (useful for leader boards) if not yet determined if self.metadata.size_label is None and total_params > 0: self.metadata.size_label = gguf.size_label(total_params, shared_params, expert_params, expert_count) @@ -755,6 +974,9 @@ class ModelBase: if "thinker_config" in config: # rename for Qwen2.5-Omni config["text_config"] = config["thinker_config"]["text_config"] + if "language_config" in config: + # rename for DeepSeekOCR + config["text_config"] = config["language_config"] if "lfm" in config: # rename for LFM2-Audio config["text_config"] = config["lfm"] @@ -879,6 +1101,10 @@ class TextModel(ModelBase): self.gguf_writer.add_head_count_kv(n_head_kv) logger.info(f"gguf: key-value head count = {n_head_kv}") + if self.hparams.get("is_causal") is False: + self.gguf_writer.add_causal_attention(False) + logger.info("gguf: causal attention = False") + # TODO: Handle "sliding_attention" similarly when models start implementing it rope_params = self.rope_parameters.get("full_attention", self.rope_parameters) if (rope_type := rope_params.get("rope_type")) is not None: @@ -938,7 +1164,7 @@ class TextModel(ModelBase): if (n_experts := self.find_hparam(["num_local_experts", "num_experts"], optional=True)) is not None: self.gguf_writer.add_expert_count(n_experts) logger.info(f"gguf: expert count = {n_experts}") - if (n_experts_used := self.find_hparam(["num_experts_per_tok", "num_experts_per_token"], optional=True)) is not None: + if (n_experts_used := self.find_hparam(["num_experts_per_tok", "num_experts_per_token", "top_k_experts"], optional=True)) is not None: self.gguf_writer.add_expert_used_count(n_experts_used) logger.info(f"gguf: experts used count = {n_experts_used}") if (n_expert_groups := self.hparams.get("n_group")) is not None: @@ -1003,15 +1229,15 @@ class TextModel(ModelBase): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(self.dir_model) - vocab_size = self.hparams.get("vocab_size", len(tokenizer.vocab)) - assert max(tokenizer.vocab.values()) < vocab_size + vocab_size = self.hparams.get("vocab_size", len(tokenizer.vocab)) # ty: ignore[unresolved-attribute] + assert max(tokenizer.vocab.values()) < vocab_size # ty: ignore[unresolved-attribute] tokpre = self.get_vocab_base_pre(tokenizer) - reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} - added_vocab = tokenizer.get_added_vocab() + reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} # ty: ignore[unresolved-attribute] + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] - added_tokens_decoder = tokenizer.added_tokens_decoder + added_tokens_decoder = tokenizer.added_tokens_decoder # ty: ignore[unresolved-attribute] for i in range(vocab_size): if i not in reverse_vocab: @@ -1024,7 +1250,7 @@ class TextModel(ModelBase): # To avoid unexpected issues - we make sure to normalize non-normalized tokens if not added_tokens_decoder[i].normalized: previous_token = token - token = tokenizer.decode(tokenizer.encode(token, add_special_tokens=False)) + token = tokenizer.decode(tokenizer.encode(token, add_special_tokens=False)) # ty: ignore[unresolved-attribute, invalid-assignment] if previous_token != token: logger.info(f"{repr(previous_token)} is encoded and decoded back to {repr(token)} using AutoTokenizer") @@ -1112,6 +1338,9 @@ class TextModel(ModelBase): if chkhsh == "b3d1dd861f1d4c5c0d2569ce36baf3f90fe8a102db3de50dd71ff860d91be3df": # ref: https://huggingface.co/aari1995/German_Semantic_V3 res = "jina-v2-de" + if chkhsh == "0fe1cf6eda062318a1af7270f3331a85c539a01778ff948e24388e949c5282f4": + # ref: https://huggingface.co/evilfreelancer/ruGPT3XL + res = "gpt-2" if chkhsh == "0ef9807a4087ebef797fc749390439009c3b9eda9ad1a097abbe738f486c01e5": # ref: https://huggingface.co/meta-llama/Meta-Llama-3-8B res = "llama-bpe" @@ -1307,6 +1536,9 @@ class TextModel(ModelBase): if chkhsh == "e4d54df1ebc1f2b91acd986c5b51aa50837d5faf7c7398e73c1f9e9ee5d19869": # ref: https://huggingface.co/kakaocorp/kanana-2-30b-a3b-instruct-2601 res = "kanana2" + if chkhsh == "862f827721df956049dff5ca81a57f29e575280bc622e290d3bf4e35eca29015": + # ref: https://huggingface.co/codefuse-ai/F2LLM-v2-4B + res = "f2llmv2" if res is None: logger.warning("\n") @@ -1351,13 +1583,13 @@ class TextModel(ModelBase): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(dir_model, trust_remote_code=True) vocab_size = hparams["vocab_size"] - assert max(tokenizer.get_vocab().values()) < vocab_size + assert max(tokenizer.get_vocab().values()) < vocab_size # ty: ignore[unresolved-attribute] tokpre = self.get_vocab_base_pre(tokenizer) merges = [] vocab = {} - mergeable_ranks = tokenizer.mergeable_ranks + mergeable_ranks = tokenizer.mergeable_ranks # ty: ignore[unresolved-attribute] for token, rank in mergeable_ranks.items(): vocab[QwenModel.token_bytes_to_string(token)] = rank if len(token) == 1: @@ -1367,7 +1599,7 @@ class TextModel(ModelBase): merges.append(' '.join(map(QwenModel.token_bytes_to_string, merged))) # for this kind of tokenizer, added_vocab is not a subset of vocab, so they need to be combined - added_vocab = tokenizer.special_tokens + added_vocab = tokenizer.special_tokens # ty: ignore[unresolved-attribute] reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **added_vocab}.items()} for i in range(vocab_size): @@ -1390,10 +1622,10 @@ class TextModel(ModelBase): special_vocab.merges = merges # only add special tokens when they were not already loaded from config.json if len(special_vocab.special_token_ids) == 0: - special_vocab._set_special_token("bos", tokenizer.special_tokens["<|endoftext|>"]) - special_vocab._set_special_token("eos", tokenizer.special_tokens["<|endoftext|>"]) + special_vocab._set_special_token("bos", tokenizer.special_tokens["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("eos", tokenizer.special_tokens["<|endoftext|>"]) # ty: ignore[unresolved-attribute] # this one is usually not in config.json anyway - special_vocab._set_special_token("unk", tokenizer.special_tokens["<|endoftext|>"]) + special_vocab._set_special_token("unk", tokenizer.special_tokens["<|endoftext|>"]) # ty: ignore[unresolved-attribute] special_vocab.add_to_gguf(self.gguf_writer) def _set_vocab_sentencepiece(self, add_to_gguf=True): @@ -1645,10 +1877,10 @@ class TextModel(ModelBase): self.gguf_writer.add_tokenizer_pre(tokpre) self.gguf_writer.add_token_list(tokens) self.gguf_writer.add_token_types(toktypes) - special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) - special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] special_vocab.add_to_gguf(self.gguf_writer) def _set_vocab_glm(self): @@ -1662,10 +1894,10 @@ class TextModel(ModelBase): self.gguf_writer.add_token_types(toktypes) # Special tokens # Note: Using <|endoftext|> (151329) for eot causes endless generation - special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["[gMASK]"]) # 151331 - special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) # 151336 - special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # 151329 - special_vocab._set_special_token("eom", tokenizer.get_added_vocab()["<|observation|>"]) # 151338 + special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["[gMASK]"]) # ty: ignore[unresolved-attribute] # 151331 + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) # ty: ignore[unresolved-attribute] # 151336 + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] # 151329 + special_vocab._set_special_token("eom", tokenizer.get_added_vocab()["<|observation|>"]) # ty: ignore[unresolved-attribute] # 151338 special_vocab.add_to_gguf(self.gguf_writer) def _set_vocab_interns1(self): @@ -1674,16 +1906,16 @@ class TextModel(ModelBase): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(self.dir_model, trust_remote_code=True) - vocab = getattr(tokenizer, 'vocab', tokenizer.get_vocab()) + vocab = getattr(tokenizer, 'vocab', tokenizer.get_vocab()) # ty: ignore[unresolved-attribute] vocab_size = self.hparams.get("vocab_size", len(vocab)) assert max(vocab.values()) < vocab_size tokpre = self.get_vocab_base_pre(tokenizer) reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in vocab.items()} - added_vocab = tokenizer.get_added_vocab() + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] - added_tokens_decoder = tokenizer.added_tokens_decoder + added_tokens_decoder = tokenizer.added_tokens_decoder # ty: ignore[unresolved-attribute] for i in range(vocab_size): if i not in reverse_vocab: @@ -1696,7 +1928,7 @@ class TextModel(ModelBase): # To avoid unexpected issues - we make sure to normalize non-normalized tokens if not added_tokens_decoder[i].normalized: previous_token = token - token = tokenizer.decode(tokenizer.encode(token, add_special_tokens=False)) + token = tokenizer.decode(tokenizer.encode(token, add_special_tokens=False)) # ty: ignore[unresolved-attribute, invalid-assignment] if previous_token != token: logger.info(f"{repr(previous_token)} is encoded and decoded back to {repr(token)} using AutoTokenizer") @@ -1875,7 +2107,7 @@ class MmprojModel(ModelBase): preprocessor_config: dict[str, Any] global_config: dict[str, Any] - n_block_keys = ["n_layers", "num_hidden_layers", "n_layer", "num_layers", "depth", "encoder_layers", "vt_num_hidden_layers"] + n_block_keys = ["n_layers", "num_hidden_layers", "n_layer", "num_layers", "depth", "layers", "encoder_layers", "vt_num_hidden_layers"] has_vision_encoder: bool = True # by default has_audio_encoder: bool = False @@ -1987,10 +2219,10 @@ class MmprojModel(ModelBase): self.image_size = self.find_vparam(["image_size"]) self.gguf_writer.add_vision_image_size(self.image_size) self.gguf_writer.add_vision_patch_size(self.find_vparam(["patch_size"])) - self.gguf_writer.add_vision_embedding_length(self.find_vparam(["hidden_size", "vt_hidden_size"])) + self.gguf_writer.add_vision_embedding_length(self.find_vparam(["hidden_size", "width", "vt_hidden_size"])) self.gguf_writer.add_vision_feed_forward_length(self.find_vparam(["intermediate_size", "vt_intermediate_size"])) self.gguf_writer.add_vision_block_count(self.find_vparam(self.n_block_keys)) - self.gguf_writer.add_vision_head_count(self.find_vparam(["num_attention_heads", "num_heads", "vt_num_attention_heads"])) + self.gguf_writer.add_vision_head_count(self.find_vparam(["num_attention_heads", "num_heads", "heads", "vt_num_attention_heads"])) # preprocessor config image_mean = _MISTRAL_COMMON_DATASET_MEAN if self.is_mistral_format else self.preprocessor_config["image_mean"] @@ -2057,6 +2289,8 @@ class GPTNeoXModel(TextModel): def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) + assert n_head is not None + assert n_embed is not None if re.match(r"gpt_neox\.layers\.\d+\.attention\.query_key_value\.weight", name): # Map bloom-style qkv_linear to gpt-style qkv_linear @@ -2094,6 +2328,8 @@ class BloomModel(TextModel): def set_gguf_parameters(self): n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) + assert n_head is not None + assert n_embed is not None self.gguf_writer.add_context_length(self.hparams.get("seq_length", n_embed)) self.gguf_writer.add_embedding_length(n_embed) self.gguf_writer.add_feed_forward_length(4 * n_embed) @@ -2106,6 +2342,8 @@ class BloomModel(TextModel): def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) + assert n_head is not None + assert n_embed is not None name = re.sub(r'transformer\.', '', name) @@ -2278,15 +2516,15 @@ class XverseModel(TextModel): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(dir_model) - vocab_size = hparams.get("vocab_size", len(tokenizer.vocab)) + vocab_size = hparams.get("vocab_size", len(tokenizer.vocab)) # ty: ignore[unresolved-attribute] # Since we are checking the maximum index, we need to ensure it's strictly less than vocab_size, # because vocab_size is the count of items, and indexes start at 0. - max_vocab_index = max(tokenizer.get_vocab().values()) + max_vocab_index = max(tokenizer.get_vocab().values()) # ty: ignore[unresolved-attribute] if max_vocab_index >= vocab_size: raise ValueError("Vocabulary size exceeds expected maximum size.") - reverse_vocab: dict[int, str] = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} - added_vocab = tokenizer.get_added_vocab() + reverse_vocab: dict[int, str] = {id_: encoded_tok for encoded_tok, id_ in tokenizer.vocab.items()} # ty: ignore[unresolved-attribute] + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] for token_id in range(vocab_size): token_text = reverse_vocab[token_id].encode('utf-8') @@ -2297,7 +2535,7 @@ class XverseModel(TextModel): elif re.fullmatch(br"<0x[0-9A-Fa-f]{2}>", token_text): toktype = gguf.TokenType.BYTE # special elif reverse_vocab[token_id] in added_vocab: - if tokenizer.added_tokens_decoder[token_id].special: + if tokenizer.added_tokens_decoder[token_id].special: # ty: ignore[unresolved-attribute] toktype = gguf.TokenType.CONTROL else: toktype = gguf.TokenType.USER_DEFINED @@ -2849,10 +3087,16 @@ class LlavaVisionModel(MmprojModel): def get_token_id(self, token: str) -> int: tokenizer_config_file = self.dir_model / 'tokenizer_config.json' with open(tokenizer_config_file, "r", encoding="utf-8") as f: - added_tokens_decoder = json.load(f)['added_tokens_decoder'] + added_tokens_decoder = json.load(f).get('added_tokens_decoder') or {} for id_, token_data in added_tokens_decoder.items(): - if token_data["content"] == token: + if token_data.get("content") == token: return int(id_) + # fallthrough to tokenizer.json + with open(self.dir_model / "tokenizer.json", "r", encoding="utf-8") as f: + tokenizer_json = json.load(f) + for token_data in tokenizer_json["added_tokens"]: + if token_data["content"] == token: + return int(token_data["id"]) raise ValueError(f"Token '{token}' not found in tokenizer config.") def set_gguf_parameters(self): @@ -3016,40 +3260,6 @@ class Llama4VisionModel(MmprojModel): yield from super().modify_tensors(data_torch, name, bid) -@ModelBase.register( - "Mistral3ForConditionalGeneration", - "Ministral3ForCausalLM", -) -class Mistral3Model(LlamaModel): - model_arch = gguf.MODEL_ARCH.MISTRAL3 - - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) - # for compatibility, we use LLAMA arch for older models - # TODO: remove this once everyone has migrated to newer version of llama.cpp - if self.hparams.get("model_type") != "ministral3": - self.model_arch = gguf.MODEL_ARCH.LLAMA - self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch] - self.gguf_writer.add_architecture() - self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) - - def set_gguf_parameters(self): - super().set_gguf_parameters() - rope_params = self.rope_parameters - if self.hparams.get("model_type") == "ministral3": - assert rope_params, "ministral3 must have 'rope_parameters' config" - assert rope_params["rope_type"] == "yarn", "ministral3 rope_type must be 'yarn'" - self.gguf_writer.add_rope_scaling_yarn_log_mul(rope_params["mscale_all_dim"]) - self.gguf_writer.add_attn_temperature_scale(rope_params["llama_4_scaling_beta"]) - - def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): - name = name.replace("language_model.", "") - if "multi_modal_projector" in name or "vision_tower" in name: - return - - yield from super().modify_tensors(data_torch, name, bid) - - @ModelBase.register("DeciLMForCausalLM") class DeciModel(TextModel): model_arch = gguf.MODEL_ARCH.DECI @@ -3542,7 +3752,7 @@ class QwenModel(TextModel): @staticmethod def token_bytes_to_string(b): - from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode + from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode # ty: ignore[unresolved-import] byte_encoder = bytes_to_unicode() return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')]) @@ -3567,7 +3777,14 @@ class QwenModel(TextModel): self._set_vocab_qwen() -@ModelBase.register("Qwen2Model", "Qwen2ForCausalLM", "Qwen2AudioForConditionalGeneration", "KORMoForCausalLM", "AudioFlamingo3ForConditionalGeneration") +@ModelBase.register( + "Qwen2Model", + "Qwen2ForCausalLM", + "Qwen2AudioForConditionalGeneration", + "KORMoForCausalLM", + "AudioFlamingo3ForConditionalGeneration", + "DotsOCRForCausalLM", +) class Qwen2Model(TextModel): model_arch = gguf.MODEL_ARCH.QWEN2 @@ -3588,7 +3805,8 @@ class Qwen2Model(TextModel): name = name.replace("language_model.", "") # for InternVL if name.startswith("mlp") or name.startswith("multi_modal_projector") \ or name.startswith("vision_model") or name.startswith("audio_tower") \ - or name.startswith("model.vision_tower") or name.startswith("model.multi_modal_projector"): + or name.startswith("model.vision_tower") or name.startswith("model.multi_modal_projector") \ + or name.startswith("vision_tower."): # skip vision and audio tensors return yield from super().modify_tensors(data_torch, name, bid) @@ -3605,14 +3823,14 @@ class DreamModel(TextModel): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(self.dir_model, trust_remote_code=True) - vocab_dict = tokenizer.get_vocab() + vocab_dict = tokenizer.get_vocab() # ty: ignore[unresolved-attribute] vocab_size = self.hparams.get("vocab_size", len(vocab_dict)) assert max(vocab_dict.values()) < vocab_size tokpre = self.get_vocab_base_pre(tokenizer) reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in vocab_dict.items()} - added_vocab = tokenizer.get_added_vocab() + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] for i in range(vocab_size): if i not in reverse_vocab: @@ -3670,14 +3888,14 @@ class LLaDAModel(TextModel): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(self.dir_model, trust_remote_code=True) - vocab_dict = tokenizer.get_vocab() + vocab_dict = tokenizer.get_vocab() # ty: ignore[unresolved-attribute] vocab_size = self.hparams.get("vocab_size", len(vocab_dict)) assert max(vocab_dict.values()) < vocab_size tokpre = self.get_vocab_base_pre(tokenizer) reverse_vocab = {id_: encoded_tok for encoded_tok, id_ in vocab_dict.items()} - added_vocab = tokenizer.get_added_vocab() + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] for i in range(vocab_size): if i not in reverse_vocab: @@ -3716,6 +3934,7 @@ class LLaDAModel(TextModel): if (rope_dim := hparams.get("head_dim")) is None: n_heads = hparams.get("num_attention_heads", hparams.get("n_heads")) + assert n_heads is not None rope_dim = hparams.get("hidden_size", hparams.get("d_model")) // n_heads self.gguf_writer.add_rope_dimension_count(rope_dim) @@ -3747,6 +3966,7 @@ class LLaDAModel(TextModel): def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: n_head = self.hparams.get("num_attention_heads", self.hparams.get("n_heads")) + assert n_head is not None n_kv_head = self.hparams.get("num_key_value_heads", self.hparams.get("n_kv_heads")) if self.undo_permute: @@ -4031,16 +4251,14 @@ class Qwen2VLVisionModel(MmprojModel): # split Conv3D into Conv2Ds c1, c2, kt, kh, kw = data_torch.shape del c1, c2, kh, kw # unused - assert kt == 2, "Current implmentation only support temporal_patch_size of 2" + assert kt == 2, "Current implementation only support temporal_patch_size of 2" yield (gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.V_ENC_EMBD_PATCH] + ".weight" , data_torch[:, :, 0, ...]) yield (gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.V_ENC_EMBD_PATCH] + ".weight.1", data_torch[:, :, 1, ...]) else: yield from super().modify_tensors(data_torch, name, bid) -@ModelBase.register("Qwen2_5OmniModel") -class Qwen25OmniModel(Qwen2VLVisionModel): - has_vision_encoder = True +class Qwen25AudioModel(MmprojModel): has_audio_encoder = True def __init__(self, *args, **kwargs): @@ -4056,12 +4274,6 @@ class Qwen25OmniModel(Qwen2VLVisionModel): self.gguf_writer.add_audio_num_mel_bins(self.hparams_audio["num_mel_bins"]) self.gguf_writer.add_audio_attention_layernorm_eps(self.hparams_audio.get("layer_norm_eps", 1e-5)) - def get_vision_config(self) -> dict[str, Any] | None: - return self.global_config["thinker_config"].get("vision_config") - - def get_audio_config(self) -> dict[str, Any] | None: - return self.global_config["thinker_config"].get("audio_config") - def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: # SinusoidsPositionEmbedding assert self.hparams_audio is not None @@ -4092,11 +4304,46 @@ class Qwen25OmniModel(Qwen2VLVisionModel): # this tensor is left unused in transformers code # https://github.com/huggingface/transformers/blob/6e3063422c4b1c014aa60c32b9254fd2902f0f28/src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py#L1809 return - yield from super().modify_tensors(data_torch, name, bid) + yield from MmprojModel.modify_tensors(self, data_torch, name, bid) + + return # skip other tensors + + +@ModelBase.register("Qwen2_5OmniModel") +class Qwen25OmniModel(Qwen2VLVisionModel, Qwen25AudioModel): + has_audio_encoder = True + has_vision_encoder = True + + def get_vision_config(self) -> dict[str, Any] | None: + return self.global_config["thinker_config"].get("vision_config") + + def get_audio_config(self) -> dict[str, Any] | None: + return self.global_config["thinker_config"].get("audio_config") + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.QWEN25O) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if "visual." in name: + yield from Qwen2VLVisionModel.modify_tensors(self, data_torch, name, bid) + elif "audio_tower." in name: + yield from Qwen25AudioModel.modify_tensors(self, data_torch, name, bid) + return # skip other tensors @ModelBase.register("InternVisionModel") class InternVisionModel(MmprojModel): + + min_dynamic_tiles: int = 0 + max_dynamic_tiles: int = 0 + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + self.min_dynamic_tiles = self.global_config.get("min_dynamic_patch", 0) + self.max_dynamic_tiles = self.global_config.get("max_dynamic_patch", 0) + def set_gguf_parameters(self): assert self.hparams_vision is not None if isinstance(self.hparams_vision['image_size'], list): @@ -4119,6 +4366,11 @@ class InternVisionModel(MmprojModel): downsample_ratio = self.global_config.get("downsample_ratio") assert downsample_ratio is not None self.gguf_writer.add_vision_projector_scale_factor(int(1.0 / downsample_ratio)) + # older models may not have min/max_dynamic_patch in config + if self.min_dynamic_tiles > 0: + self.gguf_writer.add_vision_preproc_min_tiles(self.min_dynamic_tiles) + if self.max_dynamic_tiles > 0: + self.gguf_writer.add_vision_preproc_max_tiles(self.max_dynamic_tiles) def tensor_force_quant(self, name, new_name, bid, n_dims): if ".position_embd." in new_name: @@ -4303,6 +4555,14 @@ class Qwen2MoeModel(TextModel): # process the experts separately name = name.replace("language_model.", "") # InternVL + # NVFP4 expert weights are handled in _generate_nvfp4_tensors + if self._is_nvfp4 and "experts" in name: + if name.endswith((".weight", ".weight_scale", ".weight_scale_2", ".input_scale")): + if name.endswith(".weight") and name.replace(".weight", ".weight_scale") in self.model_tensors: + return + if not name.endswith(".weight"): + return + # handle aggregated expert tensors # GGUF stores dimensions reversed from PyTorch, so: # PyTorch (A,B,C) -> GGUF writes [C,B,A] -> GGML reads ne={C,B,A} @@ -4373,7 +4633,7 @@ class Qwen2MoeModel(TextModel): raise ValueError(f"Unprocessed experts: {experts}") -@ModelBase.register("Qwen3ForCausalLM") +@ModelBase.register("Qwen3ForCausalLM", "Qwen3Model") class Qwen3Model(Qwen2Model): model_arch = gguf.MODEL_ARCH.QWEN3 @@ -4390,15 +4650,31 @@ class Qwen3Model(Qwen2Model): hparams = ModelBase.load_hparams(self.dir_model, is_mistral_format=False) self.origin_hf_arch = hparams.get('architectures', [None])[0] - # a bit hacky, but currently the only way to detect if this is a rerank model - # ref: https://huggingface.co/Qwen/Qwen3-Reranker-0.6B + if self._is_qwen3_reranker(): + self._find_rerank_config() + + def _is_qwen3_reranker(self) -> bool: readme_path = self.dir_model / "README.md" readme_text = "" if readme_path.exists(): with readme_path.open("r", encoding="utf-8") as f: readme_text = f.read() - if "# Qwen3-Reranker" in readme_text: - self._find_rerank_config() + + name_hints = [ + str(self.dir_model.name), + str(self.hparams.get("_name_or_path", "")), + str(self.hparams.get("model_type", "")), + str(self.origin_hf_arch or ""), + ] + name_hints = [hint.lower() for hint in name_hints if hint] + + if "# qwen3-reranker" in readme_text.lower() or "# qwen3-vl-reranker" in readme_text.lower(): + return True + + if any("qwen3-reranker" in hint or "qwen3-vl-reranker" in hint for hint in name_hints): + return True + + return "sequenceclassification" in (self.origin_hf_arch or "").lower() def set_vocab(self): # deal with intern-s1-mini @@ -4414,9 +4690,9 @@ class Qwen3Model(Qwen2Model): self.is_rerank = True self.is_tied_embeddings = self.hparams.get("tie_word_embeddings", False) - self.token_false_id = tokenizer.convert_tokens_to_ids("no") - self.token_true_id = tokenizer.convert_tokens_to_ids("yes") - self.sep_token_id = tokenizer.convert_tokens_to_ids("|") + self.token_false_id = tokenizer.convert_tokens_to_ids("no") # ty: ignore[unresolved-attribute, invalid-assignment] + self.token_true_id = tokenizer.convert_tokens_to_ids("yes") # ty: ignore[unresolved-attribute, invalid-assignment] + self.sep_token_id = tokenizer.convert_tokens_to_ids("|") # ty: ignore[unresolved-attribute] assert self.token_false_id is not None and self.token_true_id is not None @@ -4565,7 +4841,10 @@ class RND1Model(Qwen2MoeModel): class Qwen3VLVisionModel(MmprojModel): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) - assert self.hparams_vision is not None + if self.hparams_vision is None: + logger.info("No vision config found, skipping vision tensor processing") + return + # Compute image_size if not present if "image_size" not in self.hparams_vision: # For Qwen3VL/Qwen3VLMoe, compute from num_position_embeddings @@ -4586,7 +4865,9 @@ class Qwen3VLVisionModel(MmprojModel): def set_gguf_parameters(self): super().set_gguf_parameters() - self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.QWEN3VL) + # in case mixed modalities, the arch will be handled by subclass + if not self.has_audio_encoder: + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.QWEN3VL) self.gguf_writer.add_vision_use_gelu(True) if self.hparams_vision is not None: @@ -4674,11 +4955,64 @@ class Qwen3VLVisionModel(MmprojModel): return if name.startswith("visual."): - yield from super().modify_tensors(data_torch, name, bid) - return + yield from MmprojModel.modify_tensors(self, data_torch, name, bid) + return # skip other tensors - # Fall back to parent class for other tensors - yield from super().modify_tensors(data_torch, name, bid) + +@ModelBase.register("Qwen3OmniMoeForConditionalGeneration") +class Qwen3OmniMmprojModel(Qwen3VLVisionModel, Qwen25AudioModel): + has_audio_encoder = True + has_vision_encoder = True + + def get_vision_config(self) -> dict[str, Any] | None: + if self.has_vision_encoder: + return self.global_config["thinker_config"].get("vision_config") + else: + return None + + def get_audio_config(self) -> dict[str, Any] | None: + if self.has_audio_encoder: + return self.global_config["thinker_config"].get("audio_config") + else: + return None + + def set_gguf_parameters(self): + if self.has_vision_encoder: + Qwen3VLVisionModel.set_gguf_parameters(self) + self.gguf_writer.add_clip_vision_projector_type(gguf.VisionProjectorType.QWEN3VL) + if self.has_audio_encoder: + Qwen25AudioModel.set_gguf_parameters(self) + self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.QWEN3A) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if "visual." in name: + if not self.has_vision_encoder: + raise ValueError(f"Model does not have vision encoder, but found tensor {name}") + # need to transform vision tensor naming, so that modify_tensors() logic can be used correctly + name = name.replace("thinker.visual.", "model.visual.") + if ".merger_list." in name: + name = name.replace(".merger_list.", ".deepstack_merger_list.") + name = name.replace(".ln_q", ".norm") + name = name.replace(".mlp.0", ".linear_fc1") + name = name.replace(".mlp.2", ".linear_fc2") + elif ".merger." in name: + name = name.replace(".ln_q", ".norm") + name = name.replace(".mlp.0", ".linear_fc1") + name = name.replace(".mlp.2", ".linear_fc2") + yield from Qwen3VLVisionModel.modify_tensors(self, data_torch, name, bid) + elif "audio_tower." in name: + if not self.has_audio_encoder: + raise ValueError(f"Model does not have audio encoder, but found tensor {name}") + if "conv2d" in name and name.endswith(".bias"): + # transform conv2d bias [n_embd] --> [1, 1, n_embd] + data_torch = data_torch.unsqueeze(-1).unsqueeze(-1) + yield from Qwen25AudioModel.modify_tensors(self, data_torch, name, bid) + + +@ModelBase.register("Qwen3ASRForConditionalGeneration") +class Qwen3ASRMmprojModel(Qwen3OmniMmprojModel): + has_audio_encoder = True + has_vision_encoder = False @ModelBase.register("Glm4vForConditionalGeneration", "Glm4vMoeForConditionalGeneration", "GlmOcrForConditionalGeneration") @@ -4706,15 +5040,85 @@ class Glm4VVisionModel(Qwen3VLVisionModel): yield from super().modify_tensors(data_torch, name, bid) +@ModelBase.register("StepVLForConditionalGeneration") +class Step3VLVisionModel(MmprojModel): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + + if not self.hparams_vision.get("intermediate_size"): + hidden_size = self.hparams_vision.get("hidden_size") or self.hparams_vision.get("width") or 0 + assert hidden_size > 0 + mlp_ratio = float(self.hparams_vision.get("mlp_ratio", 8960 / 1536)) + self.hparams_vision["intermediate_size"] = int(round(hidden_size * mlp_ratio)) + + self.preprocessor_config.setdefault("image_mean", list(_MISTRAL_COMMON_DATASET_MEAN)) + self.preprocessor_config.setdefault("image_std", list(_MISTRAL_COMMON_DATASET_STD)) + + def set_gguf_parameters(self): + super().set_gguf_parameters() + assert self.hparams_vision is not None + + projector_stride = int(self.global_config.get("understand_projector_stride", -1)) + hidden_size = int(self.hparams_vision.get("hidden_size", self.hparams_vision.get("width", -1))) + num_layers = int(self.hparams_vision.get("num_hidden_layers", self.hparams_vision.get("layers", -1))) + assert (projector_stride, int(self.hparams_vision.get("image_size", -1)), hidden_size, num_layers) == (2, 728, 1536, 47), ( + "current Step3-VL conversion path is only validated for Step3-VL-10B" + ) + + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.STEP3VL) + self.gguf_writer.add_vision_attention_layernorm_eps(float(self.hparams_vision.get("layer_norm_eps", 1e-5))) + self.gguf_writer.add_vision_projector_scale_factor(projector_stride ** 2) + # 3024 max resize comes from step3-vl-10b processing_step3.py. + self.gguf_writer.add_vision_preproc_image_size(3024) + + def tensor_force_quant(self, name, new_name, bid, n_dims): + if ".position_embd." in new_name: + return gguf.GGMLQuantizationType.F32 + if ("mm.0." in new_name or "mm.1." in new_name) and new_name.endswith(".weight"): + return gguf.GGMLQuantizationType.F16 if self.ftype == gguf.LlamaFileType.MOSTLY_F16 else gguf.GGMLQuantizationType.F32 + return super().tensor_force_quant(name, new_name, bid, n_dims) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith("model.") or name.startswith("lm_head."): + return + + if name.startswith("vision_model.vit_downsampler"): + match = re.match(r"vision_model\.vit_downsampler(\d+)\.(weight|bias)", name) + if match is None: + raise ValueError(f"Unexpected Step3-VL projector tensor {name!r}") + + proj_id = int(match.group(1)) - 1 + suffix = f".{match.group(2)}" + yield (self.format_tensor_name(gguf.MODEL_TENSOR.V_MMPROJ, proj_id, suffix=suffix), data_torch) + return + + if name == "vit_large_projector.weight": + yield (self.format_tensor_name(gguf.MODEL_TENSOR.V_MMPROJ_FC), data_torch) + return + + if name.startswith("vision_model."): + if name == "vision_model.positional_embedding": + name += ".weight" + elif name.endswith(".gamma") and ".ls_" in name: + name = name.removesuffix(".gamma") + ".weight" + + name = name.replace("attn.in_proj_weight", "attn.in_proj.weight") + name = name.replace("attn.in_proj_bias", "attn.in_proj.bias") + + yield from super().modify_tensors(data_torch, name, bid) + + @ModelBase.register("Qwen3VLForConditionalGeneration") class Qwen3VLTextModel(Qwen3Model): model_arch = gguf.MODEL_ARCH.QWEN3VL def set_gguf_parameters(self): super().set_gguf_parameters() - - # Handle MRoPE (Multi-axis Rotary Position Embedding) for Qwen3-VL - vision_config = self.hparams.get("vision_config", {}) + if "thinker_config" in self.hparams: + vision_config = self.hparams["thinker_config"].get("vision_config", {}) + else: + vision_config = self.hparams.get("vision_config", {}) deepstack_layer_num = len(vision_config.get("deepstack_visual_indexes", [])) self.gguf_writer.add_num_deepstack_layers(deepstack_layer_num) @@ -4726,6 +5130,16 @@ class Qwen3VLTextModel(Qwen3Model): yield from super().modify_tensors(data_torch, name, bid) +@ModelBase.register("StepVLForConditionalGeneration") +class Step3VLTextModel(Qwen3Model): + model_arch = gguf.MODEL_ARCH.QWEN3 + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith("vision_model.") or name.startswith("model.vision_model.") or name.startswith("vit_large_projector."): + return + yield from super().modify_tensors(data_torch, name, bid) + + @ModelBase.register("Qwen3VLMoeForConditionalGeneration") class Qwen3VLMoeTextModel(Qwen3MoeModel): model_arch = gguf.MODEL_ARCH.QWEN3VLMOE @@ -4773,6 +5187,70 @@ class Qwen3VLMoeTextModel(Qwen3MoeModel): yield from super().modify_tensors(data_torch, name, bid) +@ModelBase.register("Qwen3OmniMoeForConditionalGeneration") +class Qwen3OmniMoeTextModel(Qwen3VLMoeTextModel): + model_arch = gguf.MODEL_ARCH.QWEN3VLMOE + + def set_vocab(self): + super().set_vocab() + # correct BOS/EOS tokens + with open(self.dir_model / "tokenizer_config.json", "r", encoding="utf-8") as f: + tokenizer_config = json.load(f) + added_tokens = tokenizer_config.get("added_tokens_decoder", {}) + for token_id, data in added_tokens.items(): + if data.get("content") == "<|im_end|>": + self.gguf_writer.add_bos_token_id(int(token_id)) + self.gguf_writer.add_eos_token_id(int(token_id)) + break + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_num_deepstack_layers(0) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # Skip vision and audio tensors - they go in the mmproj file + if "visual." in name or "audio_tower." in name \ + or "talker." in name or "code2wav." in name: + return + + name = name.replace("thinker.", "") + yield from super().modify_tensors(data_torch, name, bid) + + +@ModelBase.register("Qwen3ASRForConditionalGeneration") +class Qwen3ASRTextModel(Qwen3VLTextModel): + model_arch = gguf.MODEL_ARCH.QWEN3VL + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_num_deepstack_layers(0) + + def set_vocab(self): + super().set_vocab() + # fix chat template, use correct chatml format + self.gguf_writer.add_chat_template("{% for message in messages %}{{'<|im_start|>' + message['role'] + '\\n' + message['content'] + '<|im_end|>' + '\\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\\n' }}{% endif %}") + # correct BOS/EOS tokens + with open(self.dir_model / "tokenizer_config.json", "r", encoding="utf-8") as f: + tokenizer_config = json.load(f) + added_tokens = tokenizer_config.get("added_tokens_decoder", {}) + for token_id, data in added_tokens.items(): + if data.get("content") == "<|im_end|>": + self.gguf_writer.add_bos_token_id(int(token_id)) + self.gguf_writer.add_eos_token_id(int(token_id)) + break + + def modify_tensors(self, data_torch, name, bid): + # qwen3-omni + name = name.replace("thinker.", "") + + # Skip vision and audio tensors - they go in the mmproj file + if "visual." in name or "audio_tower." in name \ + or "talker." in name or "code2wav." in name: + return + + yield from super().modify_tensors(data_torch, name, bid) + + class _LinearAttentionVReorderBase(Qwen3NextModel): model_arch = gguf.MODEL_ARCH.QWEN3NEXT # overridden by subclasses """reorders V heads from grouped to tiled order for ggml broadcast @@ -4798,6 +5276,97 @@ class _LinearAttentionVReorderBase(Qwen3NextModel): perm[dim], perm[dim + 1] = perm[dim + 1], perm[dim] return tensor.permute(*perm).contiguous().reshape(*shape) + def _transform_nvfp4_weight(self, name: str, weight: Tensor, scale: Tensor) -> tuple[Tensor, Tensor]: + if not name.endswith(( + ".linear_attn.in_proj_qkv.weight", + ".linear_attn.in_proj_z.weight", + ".linear_attn.in_proj_a.weight", + ".linear_attn.in_proj_b.weight", + ".linear_attn.out_proj.weight", + )): + return weight, scale + + num_k_heads = self.hparams["linear_num_key_heads"] + num_v_heads = self.hparams["linear_num_value_heads"] + head_k_dim = self.hparams["linear_key_head_dim"] + head_v_dim = self.hparams["linear_value_head_dim"] + num_v_per_k = num_v_heads // num_k_heads + + def unpack_nibbles(qs: Tensor) -> Tensor: + lo = torch.bitwise_and(qs, 0x0F) + hi = torch.bitwise_right_shift(qs, 4) + return torch.stack((lo, hi), dim=-1).reshape(*qs.shape[:-1], qs.shape[-1] * 2) + + def pack_nibbles(codes: Tensor) -> Tensor: + codes = codes.reshape(*codes.shape[:-1], codes.shape[-1] // 2, 2) + lo = torch.bitwise_and(codes[..., 0], 0x0F) + hi = torch.bitwise_left_shift(torch.bitwise_and(codes[..., 1], 0x0F), 4) + return torch.bitwise_or(lo, hi).contiguous() + + def apply_col_perm(qs: Tensor, scales: Tensor, col_perm: Tensor) -> tuple[Tensor, Tensor]: + assert qs.ndim >= 2 + assert scales.ndim >= 2 + + k = qs.shape[-1] * 2 + assert col_perm.numel() == k + assert k % 16 == 0 + + group_cols = col_perm.reshape(-1, 16) + group_starts = group_cols[:, 0] + expected = group_starts.unsqueeze(1) + torch.arange(16, dtype=col_perm.dtype) + assert torch.equal(group_cols, expected) + assert torch.all(group_starts % 16 == 0) + + group_perm = (group_starts // 16).to(dtype=torch.long) + expected_groups = torch.arange(scales.shape[-1], dtype=torch.long) + assert group_perm.numel() == scales.shape[-1] + assert torch.equal(torch.sort(group_perm).values, expected_groups) + + codes = unpack_nibbles(qs) + codes = codes.index_select(-1, col_perm.to(device=qs.device, dtype=torch.long)) + qs = pack_nibbles(codes) + scales = scales.index_select(-1, group_perm.to(device=scales.device)) + return qs, scales + + def reorder_rows(qs: Tensor, scales: Tensor, head_dim: int) -> tuple[Tensor, Tensor]: + row_perm = self._reorder_v_heads( + torch.arange(num_v_heads * head_dim, dtype=torch.long).unsqueeze(-1), + 0, num_k_heads, num_v_per_k, head_dim, + ).squeeze(-1) + return ( + qs.index_select(0, row_perm.to(device=qs.device)), + scales.index_select(0, row_perm.to(device=scales.device)), + ) + + if name.endswith(".linear_attn.in_proj_qkv.weight"): + q_dim = head_k_dim * num_k_heads + k_dim = head_k_dim * num_k_heads + q = weight[:q_dim] + k = weight[q_dim:q_dim + k_dim] + v = weight[q_dim + k_dim:] + q_scale = scale[:q_dim] + k_scale = scale[q_dim:q_dim + k_dim] + v_scale = scale[q_dim + k_dim:] + v, v_scale = reorder_rows(v, v_scale, head_v_dim) + return torch.cat([q, k, v], dim=0), torch.cat([q_scale, k_scale, v_scale], dim=0) + + if name.endswith(".linear_attn.in_proj_z.weight"): + weight, scale = reorder_rows(weight, scale, head_v_dim) + elif name.endswith((".linear_attn.in_proj_a.weight", ".linear_attn.in_proj_b.weight")): + weight, scale = reorder_rows(weight, scale, 1) + elif name.endswith(".linear_attn.out_proj.weight"): + col_perm = self._reorder_v_heads( + torch.arange(num_v_heads * head_v_dim, dtype=torch.long).unsqueeze(0), + 1, num_k_heads, num_v_per_k, head_v_dim, + ).squeeze(0) + weight, scale = apply_col_perm(weight, scale, col_perm) + + return weight, scale + + def _repack_nvfp4(self, name: str, weight: Tensor, scale: Tensor, scale2: Tensor, input_scale: Tensor): + weight, scale = self._transform_nvfp4_weight(name, weight, scale) + super()._repack_nvfp4(name, weight, scale, scale2, input_scale) + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: num_k_heads = self.hparams.get("linear_num_key_heads", 0) num_v_heads = self.hparams.get("linear_num_value_heads", 0) @@ -4850,12 +5419,12 @@ class _LinearAttentionVReorderBase(Qwen3NextModel): yield from super().modify_tensors(data_torch, name, bid) -@ModelBase.register("Qwen3_5ForConditionalGeneration") +@ModelBase.register("Qwen3_5ForConditionalGeneration", "Qwen3_5ForCausalLM") class Qwen3_5TextModel(_LinearAttentionVReorderBase): model_arch = gguf.MODEL_ARCH.QWEN35 -@ModelBase.register("Qwen3_5MoeForConditionalGeneration") +@ModelBase.register("Qwen3_5MoeForConditionalGeneration", "Qwen3_5MoeForCausalLM") class Qwen3_5MoeTextModel(_LinearAttentionVReorderBase): model_arch = gguf.MODEL_ARCH.QWEN35MOE @@ -4887,6 +5456,47 @@ class GPT2Model(TextModel): yield from super().modify_tensors(data_torch, new_name, bid) +@ModelBase.register("RuGPT3XLForCausalLM") +class RuGPT3XLModel(TextModel): + model_arch = gguf.MODEL_ARCH.GPT2 + + _qkv_parts: list[dict[str, Tensor]] | None = None + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # Fuse separate Q, K, V projections into a single QKV tensor + if ".self_attn.q_proj." in name or ".self_attn.k_proj." in name or ".self_attn.v_proj." in name: + suffix = "weight" if name.endswith(".weight") else "bias" + part = "q" if ".q_proj." in name else ("k" if ".k_proj." in name else "v") + key = f"{part}.{suffix}" + + assert bid is not None + if self._qkv_parts is None: + self._qkv_parts = [{} for _ in range(self.block_count)] + self._qkv_parts[bid][key] = data_torch + + q_key, k_key, v_key = f"q.{suffix}", f"k.{suffix}", f"v.{suffix}" + if all(k in self._qkv_parts[bid] for k in [q_key, k_key, v_key]): + q = self._qkv_parts[bid].pop(q_key) + k = self._qkv_parts[bid].pop(k_key) + v = self._qkv_parts[bid].pop(v_key) + data_torch = torch.cat([q, k, v], dim=0) + name = self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_QKV, bid, f".{suffix}") + logger.debug(f"Fused Q/K/V {suffix} for layer {bid} -> {name}") + else: + return + + yield from super().modify_tensors(data_torch, name, bid) + + def prepare_tensors(self): + super().prepare_tensors() + + if self._qkv_parts is not None: + # flatten `list[dict[str, Tensor]]` into `list[str]` + parts = [f"({i}){k}" for i, d in enumerate(self._qkv_parts) for k in d.keys()] + if len(parts) > 0: + raise ValueError(f"Unprocessed Q/K/V parts: {parts}") + + @ModelBase.register("PhiForCausalLM") class Phi2Model(TextModel): model_arch = gguf.MODEL_ARCH.PHI2 @@ -4909,7 +5519,7 @@ class Phi2Model(TextModel): self.gguf_writer.add_add_bos_token(False) -@ModelBase.register("Phi3ForCausalLM") +@ModelBase.register("Phi3ForCausalLM", "Phi4ForCausalLMV") class Phi3MiniModel(TextModel): model_arch = gguf.MODEL_ARCH.PHI3 @@ -5084,6 +5694,129 @@ class Phi3MiniModel(TextModel): yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FACTORS_LONG), torch.tensor(long_factors, dtype=torch.float32)) yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FACTORS_SHORT), torch.tensor(short_factors, dtype=torch.float32)) + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith(("model.vision_tower.", "vision_tower.", "model.mm_projector.", "mm_projector.")): + return + + yield from super().modify_tensors(data_torch, name, bid) + + +@ModelBase.register("Phi4ForCausalLMV") +class Phi4VisionMmprojModel(MmprojModel): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + + self.vision_total_layers = int(self.find_vparam(self.n_block_keys)) + if self.vision_total_layers < 2: + raise ValueError( + f"Phi-4 vision mmproj conversion requires at least 2 vision layers, got {self.vision_total_layers}" + ) + + # Phi-4 uses SigLIP2 hidden_states[-2], so export one fewer encoder block and + # drop post-layernorm/head weights. This makes the GGUF runtime output match + # the feature map consumed by the patched siglip.cpp Phi-4 projector path. + self.vision_export_layers = self.vision_total_layers - 1 + self.vision_last_layer_idx = self.vision_total_layers - 1 + + for key in self.n_block_keys: + if key in self.hparams_vision: + self.hparams_vision[key] = self.vision_export_layers + break + + self.block_count = self.vision_export_layers + self.tensor_map = gguf.get_tensor_name_map(gguf.MODEL_ARCH.MMPROJ, self.block_count) + + patch_size = self.preprocessor_config.get("patch_size") + if patch_size is None: + raise KeyError("Phi-4 vision mmproj conversion requires patch_size in preprocessor_config.json") + + self.hparams_vision["patch_size"] = patch_size + + pos_emb_name = next( + ( + name for name in self.model_tensors + if name.endswith("vision_model.embeddings.position_embedding.weight") + ), + None, + ) + if pos_emb_name is None: + raise KeyError("Phi-4 vision mmproj conversion could not find position_embedding.weight") + + pos_emb_shape = self.model_tensors[pos_emb_name]().shape + base_grid_tokens = int(pos_emb_shape[0]) + grid_side = math.isqrt(base_grid_tokens) + if grid_side * grid_side != base_grid_tokens: + raise ValueError(f"Unexpected Phi-4 position embedding shape: {tuple(pos_emb_shape)}") + + self.hparams_vision["image_size"] = grid_side * patch_size + + min_num_patches = self.preprocessor_config.get("min_num_patches", self.global_config.get("min_num_patches")) + max_num_patches = self.preprocessor_config.get("max_num_patches", self.global_config.get("max_num_patches")) + if min_num_patches is None or max_num_patches is None: + raise KeyError("Phi-4 vision mmproj conversion requires min_num_patches and max_num_patches") + + self.min_pixels = int(min_num_patches) * patch_size * patch_size + self.max_pixels = int(max_num_patches) * patch_size * patch_size + + def set_gguf_parameters(self): + super().set_gguf_parameters() + assert self.hparams_vision is not None + + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.PHI4) + self.gguf_writer.add_vision_min_pixels(self.min_pixels) + self.gguf_writer.add_vision_max_pixels(self.max_pixels) + self.gguf_writer.add_vision_use_gelu(True) + self.gguf_writer.add_vision_attention_layernorm_eps(self.hparams_vision.get("layer_norm_eps", 1e-6)) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith(("model.vision_tower.vision_tower.", "vision_tower.")): + if ".vision_model.head." in name: + return + + new_name = name.replace("model.vision_tower.vision_tower.", "vision_tower.") + + if ".vision_model.post_layernorm." in new_name: + return + + if bid is not None and bid == self.vision_last_layer_idx: + return + + if new_name.endswith("vision_model.embeddings.patch_embedding.weight"): + assert self.hparams_vision is not None + if data_torch.ndim != 2: + raise ValueError(f"Unexpected Phi-4 patch embedding shape: {tuple(data_torch.shape)}") + + patch_area = self.hparams_vision["patch_size"] ** 2 + in_features = data_torch.shape[1] + if in_features % patch_area != 0: + raise ValueError( + f"Phi-4 patch embedding input dim {in_features} is not divisible by patch area {patch_area}" + ) + + num_channels = in_features // patch_area + patch_size = self.hparams_vision["patch_size"] + data_torch = data_torch.view(data_torch.shape[0], patch_size, patch_size, num_channels) + data_torch = data_torch.permute(0, 3, 1, 2) + + yield from super().modify_tensors(data_torch, new_name, bid) + return + + if name.startswith(("model.mm_projector.", "mm_projector.")): + local_name = name + local_name = local_name.replace("model.mm_projector.", "") + local_name = local_name.replace("mm_projector.", "") + + if not (local_name.startswith("0.") or local_name.startswith("2.")): + return + + suffix = ".bias" if local_name.endswith(".bias") else ".weight" + mm_idx = int(local_name.split(".", maxsplit=1)[0]) + yield (self.format_tensor_name(gguf.MODEL_TENSOR.V_MMPROJ, mm_idx, suffix=suffix), data_torch) + return + + return + @ModelBase.register("PhiMoEForCausalLM") class PhiMoeModel(Phi3MiniModel): @@ -5361,7 +6094,7 @@ class KimiLinearModel(TextModel): # Build merges list using the approach similar to HunYuanMoE merges = [] vocab = {} - mergeable_ranks = tokenizer.model._mergeable_ranks + mergeable_ranks = tokenizer.model._mergeable_ranks # ty: ignore[unresolved-attribute] for token, rank in mergeable_ranks.items(): vocab[QwenModel.token_bytes_to_string(token)] = rank if len(token) == 1: @@ -5371,7 +6104,7 @@ class KimiLinearModel(TextModel): merges.append(' '.join(map(QwenModel.token_bytes_to_string, merged))) # Build token list vocab_size = self.hparams["vocab_size"] - special_tokens = tokenizer.special_tokens + special_tokens = tokenizer.special_tokens # ty: ignore[unresolved-attribute] reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **special_tokens}.items()} tokens: list[str] = [] toktypes: list[int] = [] @@ -5397,7 +6130,7 @@ class KimiLinearModel(TextModel): special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=False) special_vocab.add_to_gguf(self.gguf_writer) # override eos id in config.json with tiktoken eos id - self.gguf_writer.add_eos_token_id(tokenizer.eos_id) + self.gguf_writer.add_eos_token_id(tokenizer.eos_id) # ty: ignore[unresolved-attribute] else: raise NotImplementedError(f"Deepseek pre-tokenizer {tokpre!r} is not supported yet!") @@ -5412,7 +6145,7 @@ class KimiLinearModel(TextModel): # Get ssm_d_conv from linear_attn_config.short_conv_kernel_size or ssm_d_conv linear_attn_config = self.hparams["linear_attn_config"] # n_head == 0 for KDA layers, n_head > 0 for MLA layers - # full_attention_layers list will be used to distingush layer type + # full_attention_layers list will be used to distinguish layer type _num_kv_heads = list() _full_attn_layers = linear_attn_config["full_attn_layers"] for il in range(self.hparams["num_hidden_layers"]): @@ -5576,7 +6309,7 @@ class InternLM2Model(TextModel): logger.error(f'Error: Missing {tokenizer_path}') sys.exit(1) - sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] + sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] sentencepiece_model.ParseFromString(open(tokenizer_path, "rb").read()) add_prefix = sentencepiece_model.normalizer_spec.add_dummy_prefix @@ -5891,13 +6624,13 @@ class BertModel(TextModel): with open(tokenizer_config_path, "r", encoding="utf-8") as fp: tokenizer_config_json = json.load(fp) - add_prefix = tokenizer.add_prefix_space - remove_whitespaces = tokenizer.clean_up_tokenization_spaces + add_prefix = tokenizer.add_prefix_space # ty: ignore[unresolved-attribute] + remove_whitespaces = tokenizer.clean_up_tokenization_spaces # ty: ignore[unresolved-attribute] precompiled_charsmap = b64decode(tokenizer_json["normalizer"]["precompiled_charsmap"]) - vocab_size = max(self.hparams.get("vocab_size", 0), tokenizer.vocab_size) + vocab_size = max(self.hparams.get("vocab_size", 0), tokenizer.vocab_size) # ty: ignore[unresolved-attribute] else: - sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] + sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] sentencepiece_model.ParseFromString(open(tokenizer_path, "rb").read()) assert sentencepiece_model.trainer_spec.model_type == 1 # UNIGRAM @@ -5912,7 +6645,7 @@ class BertModel(TextModel): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size # ty: ignore[invalid-assignment] if isinstance(tokenizer, SentencePieceProcessor): for token_id in range(tokenizer.vocab_size()): @@ -5934,20 +6667,20 @@ class BertModel(TextModel): scores[token_id] = score toktypes[token_id] = toktype else: - added_vocab = tokenizer.get_added_vocab() + added_vocab = tokenizer.get_added_vocab() # ty: ignore[unresolved-attribute] unk_token = tokenizer_config_json.get("unk_token") - unk_token_id = added_vocab.get(unk_token, tokenizer_json["model"].get("unk_id", 3)) + unk_token_id = added_vocab.get(unk_token, tokenizer_json["model"].get("unk_id", 3)) # ty: ignore[no-matching-overload] - for token_id in range(tokenizer.vocab_size): - piece = tokenizer._convert_id_to_token(token_id) - if (piece := tokenizer._convert_id_to_token(token_id)) is not None: + for token_id in range(tokenizer.vocab_size): # ty: ignore[unresolved-attribute] + piece = tokenizer._convert_id_to_token(token_id) # ty: ignore[unresolved-attribute] + if (piece := tokenizer._convert_id_to_token(token_id)) is not None: # ty: ignore[unresolved-attribute] text = piece.encode("utf-8") score = tokenizer_json["model"]["vocab"][token_id][1] toktype = SentencePieceTokenTypes.NORMAL if token_id == unk_token_id: toktype = SentencePieceTokenTypes.UNKNOWN - elif token_id in tokenizer.all_special_ids: + elif token_id in tokenizer.all_special_ids: # ty: ignore[unresolved-attribute] toktype = SentencePieceTokenTypes.CONTROL elif token_id in added_vocab.values(): toktype = SentencePieceTokenTypes.USER_DEFINED @@ -6380,7 +7113,9 @@ class Gemma2Model(TextModel): @ModelBase.register("Gemma3ForCausalLM", "Gemma3ForConditionalGeneration") class Gemma3Model(TextModel): model_arch = gguf.MODEL_ARCH.GEMMA3 - norm_shift = 1.0 # Gemma3RMSNorm adds 1.0 to the norm value + + def norm_shift(self, name: str) -> float: + return 1.0 if name.endswith("norm.weight") else 0.0 # Gemma3RMSNorm adds 1.0 to the norm value def set_vocab(self): if (self.dir_model / "tokenizer.model").is_file(): @@ -6418,17 +7153,22 @@ class Gemma3Model(TextModel): # remove OOV (out-of-vocabulary) rows in token_embd if "embed_tokens.weight" in name: + n_vocab_real = -1 if (self.dir_model / "tokenizer.model").is_file(): tokens = self._create_vocab_sentencepiece()[0] + n_vocab_real = len(tokens) else: - tokens = self.get_vocab_base()[0] - data_torch = data_torch[:len(tokens)] + with open(self.dir_model / "tokenizer.json", "r", encoding="utf-8") as f: + tokenizer_json = json.load(f) + n_vocab_real = len(tokenizer_json["model"]["vocab"]) + len(tokenizer_json["added_tokens"]) + data_torch = data_torch[:n_vocab_real] # ref code in Gemma3RMSNorm # output = output * (1.0 + self.weight.float()) # note: this is not the case on gemma3n - if name.endswith("norm.weight"): - data_torch = data_torch + self.norm_shift + f_shift = self.norm_shift(name) + if f_shift != 0.0: + data_torch = data_torch + f_shift yield from super().modify_tensors(data_torch, name, bid) @@ -6513,7 +7253,7 @@ class Gemma3VisionModel(MmprojModel): super().set_gguf_parameters() hparams = self.hparams self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.GEMMA3) - # default values below are taken from HF tranformers code + # default values below are taken from HF transformers code self.gguf_writer.add_vision_attention_layernorm_eps(hparams.get("layer_norm_eps", 1e-6)) self.gguf_writer.add_vision_use_gelu(True) # calculate proj_scale_factor (used by tinygemma3 test model) @@ -6602,6 +7342,71 @@ class ConformerAudioModel(MmprojModel): assert data_torch.shape[2] == 1 data_torch = data_torch.reshape(data_torch.shape[0], data_torch.shape[1]) + mapped_name = self.map_tensor_name(name, (".weight", ".bias", ".input_max", ".input_min", ".output_max", ".output_min")) + yield (mapped_name, data_torch) + + +@ModelBase.register("DeepseekOCRForCausalLM") +class DeepseekOCRVisionModel(MmprojModel): + def set_gguf_parameters(self): + super().set_gguf_parameters() + hparams = self.hparams + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.DEEPSEEKOCR) + # default values below are taken from HF tranformers code + self.gguf_writer.add_vision_attention_layernorm_eps(hparams.get("layer_norm_eps", 1e-6)) + self.gguf_writer.add_vision_use_gelu(True) + # calculate proj_scale_factor (used by tinygemma3 test model) + image_seq_length = self.preprocessor_config.get("image_seq_length", 256) + n_per_side = int(image_seq_length ** 0.5) + image_size = self.hparams["image_size"] + patch_size = self.hparams["patch_size"] + proj_scale_factor = (image_size // patch_size) // n_per_side + if proj_scale_factor > 0 and proj_scale_factor != 4: + # we only need to write this if it's not the default value + # in this case, we are converting a test model + self.gguf_writer.add_vision_projector_scale_factor(proj_scale_factor) + # @bluebread: there's no window_size in config but just add it here anyway + self.gguf_writer.add_vision_window_size(self.hparams.get("window_size", 14)) + + # SAM configuration + sam_hparams = hparams['sam'] + self.gguf_writer.add_vision_sam_layers_count(sam_hparams['layers']) + self.gguf_writer.add_vision_sam_embedding_length(sam_hparams['width']) + self.gguf_writer.add_vision_sam_head_count(sam_hparams['heads']) + + def get_vision_config(self) -> dict[str, Any]: + vision_config: dict[str, Any] | None = self.global_config.get("vision_config") + + if not vision_config: + raise ValueError("DeepseekOCR model requires 'vision_config' in the model configuration, but it was not found") + + vision_config['sam'] = vision_config['width']['sam_vit_b'] + vision_config.update(vision_config['width']['clip-l-14-224']) + vision_config['hidden_size'] = vision_config['width'] + vision_config['num_heads'] = vision_config['heads'] + vision_config['intermediate_size'] = vision_config['heads'] * 4 + + return vision_config + + def tensor_force_quant(self, name, new_name, bid, n_dims): + if ".embeddings." in name or 'pos_embed' in name: + return gguf.GGMLQuantizationType.F32 + if ".rel_pos_h" in name or '.rel_pos_w' in name: + return gguf.GGMLQuantizationType.F32 + if ".neck." in name or ".net_" in name: + return gguf.GGMLQuantizationType.F32 + return super().tensor_force_quant(name, new_name, bid, n_dims) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # Only process vision-related tensors, skip language model tensors + # Vision components: sam_model, vision_model, projector, image_newline, view_seperator + # Language model components to skip: lm_head, embed_tokens, layers, norm + if name.startswith(("lm_head.", "model.embed_tokens.", "model.layers.", "model.norm.")): + return + + if name.endswith("pos_embed") or name.endswith("rel_pos_h") or name.endswith("rel_pos_w"): + name += ".weight" + yield from super().modify_tensors(data_torch, name, bid) @@ -6727,7 +7532,6 @@ class Gemma3nVisionAudioModel(ConformerAudioModel): @ModelBase.register("Gemma3nForCausalLM", "Gemma3nForConditionalGeneration") class Gemma3NModel(Gemma3Model): model_arch = gguf.MODEL_ARCH.GEMMA3N - norm_shift = 0.0 # same value with Gemma3p5RMSNorm scale_shift on python code _altup_proj: list[Tensor] = [] _altup_unembd: list[Tensor] = [] @@ -6746,6 +7550,10 @@ class Gemma3NModel(Gemma3Model): torch.Tensor(), # to be replaced ] + def norm_shift(self, name: str) -> float: + del name + return 0.0 # same value with Gemma3p5RMSNorm scale_shift on python code + def set_vocab(self): # For Gemma3n multimodal models, we need the FULL vocab_size (262400) # which includes special tokens from 262144-262399 for vision/audio. @@ -6863,6 +7671,209 @@ class Gemma3NModel(Gemma3Model): yield from super().modify_tensors(data_torch, name, bid) +@ModelBase.register("Gemma4ForConditionalGeneration") +class Gemma4Model(Gemma3Model): + model_arch = gguf.MODEL_ARCH.GEMMA4 + + def norm_shift(self, name: str) -> float: + del name # unused + return 0.0 + + def set_vocab(self): + vocab = gguf.LlamaHfVocab(self.dir_model) + tokens = [] + scores = [] + toktypes = [] + visible_tokens = {"<|channel>", "", "<|tool_call>", "", "<|tool_response>", "", "<|\"|>"} + + for text, score, toktype in vocab.all_tokens(): + tokens.append(text) + scores.append(score) + text_str = text.decode() + if text_str in visible_tokens: + # always render these tokens, so that the chat parser can read them + toktypes.append(gguf.TokenType.USER_DEFINED) + logger.info(f"Token '{text_str}' is set to USER_DEFINED") + else: + toktypes.append(toktype) + + assert len(tokens) == vocab.vocab_size + + self.gguf_writer.add_tokenizer_model("gemma4") + self.gguf_writer.add_token_list(tokens) + self.gguf_writer.add_token_scores(scores) + self.gguf_writer.add_token_types(toktypes) + + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) + special_vocab.add_to_gguf(self.gguf_writer) + self.gguf_writer.add_add_space_prefix(False) + self.gguf_writer.add_add_bos_token(True) + + def set_gguf_parameters(self): + super().set_gguf_parameters() + + num_kv_shared_layers = self.hparams["num_kv_shared_layers"] + self.gguf_writer.add_shared_kv_layers(num_kv_shared_layers) + + # per-layer embedding is optional + n_pl_embd = self.hparams.get("hidden_size_per_layer_input") or 0 + self.gguf_writer.add_embedding_length_per_layer_input(n_pl_embd) + + swa_layers = [t == "sliding_attention" for t in self.hparams["layer_types"]] + self.gguf_writer.add_sliding_window_pattern(swa_layers) + + head_dim_full = self.hparams["global_head_dim"] + head_dim_swa = self.hparams["head_dim"] + # correct the head dim for global/swa layers + self.gguf_writer.add_key_length(head_dim_full) + self.gguf_writer.add_value_length(head_dim_full) + self.gguf_writer.add_key_length_swa(head_dim_swa) + self.gguf_writer.add_value_length_swa(head_dim_swa) + + expert_intermediate_size = self.find_hparam(["expert_intermediate_size", "moe_intermediate_size"]) + if expert_intermediate_size is not None: + self.gguf_writer.add_expert_feed_forward_length(expert_intermediate_size) + + # if use_double_wide_mlp is set, we need to adjust the value for kv shared layers + use_double_wide_mlp = self.hparams.get("use_double_wide_mlp", False) + first_kv_shared_layer_idx = self.block_count - num_kv_shared_layers + if use_double_wide_mlp: + n_ff = self.hparams["intermediate_size"] + n_ff_arr = [n_ff if il < first_kv_shared_layer_idx else n_ff * 2 for il in range(self.block_count)] + self.gguf_writer.add_feed_forward_length(n_ff_arr) + + # handle num_global_key_value_heads + num_key_value_heads_full = self.hparams.get("num_global_key_value_heads") + num_key_value_heads_swa = self.hparams.get("num_key_value_heads") + if num_key_value_heads_full is not None and num_key_value_heads_swa is not None: + value_arr = [num_key_value_heads_swa if is_swa else num_key_value_heads_full for is_swa in swa_layers] + self.gguf_writer.add_head_count_kv(value_arr) + + # handle n_rot differently for global vs swa layers + partial_rotary_factor_swa = self.hparams.get("partial_rotary_factor", 1.0) + n_rot_full = int(head_dim_full) # "proportional" is used, see generate_extra_tensors + n_rot_swa = int(head_dim_swa * partial_rotary_factor_swa) + self.gguf_writer.add_rope_dimension_count(n_rot_full) + self.gguf_writer.add_rope_dimension_count_swa(n_rot_swa) + + def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: + # full layer uses "proportional" rope with partial_rotary_factor=0.25 + # the expected ordering is cc000000ss000000 (c = cos, s = sin, 0 = unrotated), + # but ggml neox only supports ccss000000000000, and we cannot rearrange the head because that will break use_alternative_attention + # solution is to set specific freq_factors for the unrotated dims + + # IMPORTANT: this ROPE_FREQS tensor is ONLY used by the full_attention layers + rope_params_full = self.hparams["rope_parameters"]["full_attention"] + assert rope_params_full["rope_type"] == "proportional" + head_dim_full = (self.hparams["global_head_dim"]) + partial_rotary_factor_full = rope_params_full["partial_rotary_factor"] + n_rot_full = int(head_dim_full * partial_rotary_factor_full / 2) + n_unrot_full = int(head_dim_full / 2) - n_rot_full + values = [1.0] * n_rot_full + [1e30] * n_unrot_full + rope_freqs_full = torch.tensor(values, dtype=torch.float32) + yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FREQS), rope_freqs_full) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.endswith("per_dim_scale") or name.endswith("layer_scalar"): + name = name + ".weight" + + if "language_model." not in name and "rope_freqs" not in name: + return # skip non-language model tensors + + name = name.replace("language_model.", "") + if name.endswith("router.scale"): + name = self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_INP, bid, ".scale") + yield (name, data_torch) + return + if ".per_expert_scale" in name: + # convert per-expert scale to FFN down scale + name = self.format_tensor_name(gguf.MODEL_TENSOR.FFN_DOWN_EXP, bid, ".scale") + yield (name, data_torch) + return + if ".experts." in name and not name.endswith(".weight"): + name += ".weight" + + yield from super().modify_tensors(data_torch, name, bid) + + +@ModelBase.register("Gemma4ForConditionalGeneration") +class Gemma4VisionAudioModel(MmprojModel): + has_audio_encoder = True + has_vision_encoder = True + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + self.hparams_vision["image_size"] = 224 # unused, but set to avoid error + + # remap audio hparams + if self.hparams_audio: + self.hparams_audio["feat_in"] = self.hparams_audio.get("input_feat_size", 128) + self.hparams_audio["intermediate_size"] = self.hparams_audio["hidden_size"] * 4 + else: + self.has_audio_encoder = False + + def set_gguf_parameters(self): + super().set_gguf_parameters() + + # vision params + self.gguf_writer.add_clip_vision_projector_type(gguf.VisionProjectorType.GEMMA4V) + self.gguf_writer.add_vision_attention_layernorm_eps(self.hparams.get("layer_norm_eps", 1e-6)) + + # audio params + if self.hparams_audio: + self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.GEMMA4A) + self.gguf_writer.add_audio_num_mel_bins(self.hparams_audio["feat_in"]) + self.gguf_writer.add_audio_attention_layernorm_eps(1e-5) + + def is_audio_tensor(self, name: str) -> bool: + return "audio_tower" in name or "embed_audio" in name + + def tensor_force_quant(self, name, new_name, bid, n_dims): + if self.is_audio_tensor(name): + if ".conv" in name or "_conv" in name and ".weight" in name: + return gguf.GGMLQuantizationType.F32 + if "position_embedding_table" in name: + return gguf.GGMLQuantizationType.F32 + return super().tensor_force_quant(name, new_name, bid, n_dims) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + + if name.startswith("model.language_model."): + return # skip + + if len(data_torch.shape) == 0: + # convert scalar tensors (input/output_mix/max) to 1D tensors + data_torch = data_torch.unsqueeze(0) + + if self.is_audio_tensor(name): + assert self.hparams_audio is not None + name = name.replace("model.audio_tower.", "conformer.") + name = name.replace(".linear.", ".") + if name.endswith("per_dim_key_scale") or name.endswith("per_dim_scale"): + name = name + ".weight" + data_torch = torch.nn.functional.softplus(data_torch) + if "lconv1d.depthwise_conv1d" in name and name.endswith(".weight"): + assert data_torch.shape[1] == 1 + data_torch = data_torch.reshape(data_torch.shape[0], data_torch.shape[2]) + mapped_name = self.map_tensor_name(name, (".weight", ".bias", ".input_max", ".input_min", ".output_max", ".output_min")) + yield (mapped_name, data_torch) + + else: + name = name.replace("model.vision_tower.encoder.", "vision_model.model.") + name = name.replace(".linear.weight", ".weight") + if name.endswith("layer_scalar") or name.endswith("position_embedding_table"): + name = name + ".weight" + if name.endswith("patch_embedder.input_proj.weight"): + n_embd, ksize_sq_c = data_torch.shape + patch_size = int((ksize_sq_c // 3) ** 0.5) + data_torch = data_torch.reshape(n_embd, patch_size, patch_size, 3) + data_torch = data_torch.permute(0, 3, 1, 2).contiguous() + mapped_name = self.map_tensor_name(name, (".weight", ".bias", ".input_max", ".input_min", ".output_max", ".output_min")) + yield (mapped_name, data_torch) + + @ModelBase.register("Starcoder2ForCausalLM") class StarCoder2Model(TextModel): model_arch = gguf.MODEL_ARCH.STARCODER2 @@ -7105,7 +8116,7 @@ class Rwkv7Model(TextModel): if bid == 0 and "time_mix_a" in new_name: # dummy v0/v1/v2 on first layer - # easist way to make llama happy + # easiest way to make llama happy yield (new_name.replace("time_mix_a", "time_mix_v"), data_torch) yield (new_name, data_torch) @@ -7948,6 +8959,21 @@ class DeepseekV2Model(TextModel): # TODO @ngxson : remove this when we support MTP for deepseek models skip_mtp = True + merge_expert = True + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + hparams: dict = ModelBase.load_hparams(self.dir_model, is_mistral_format=False) + self.origin_hf_arch = hparams.get('architectures', [None])[0] + + # special handling for Deepseek OCR + if self.origin_hf_arch == "DeepseekOCRForCausalLM": + self.model_arch = gguf.MODEL_ARCH.DEEPSEEK2OCR + self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch] + self.gguf_writer.add_architecture() + # default jinja template + self.gguf_writer.add_chat_template("{% for m in messages %}{{m['content']}}{% endfor %}") + def set_vocab(self): try: self._set_vocab_gpt2() @@ -7963,7 +8989,7 @@ class DeepseekV2Model(TextModel): # Build merges list using the approach similar to HunYuanMoE merges = [] vocab = {} - mergeable_ranks = tokenizer.model._mergeable_ranks + mergeable_ranks = tokenizer.model._mergeable_ranks # ty: ignore[unresolved-attribute] for token, rank in mergeable_ranks.items(): vocab[QwenModel.token_bytes_to_string(token)] = rank if len(token) == 1: @@ -7974,7 +9000,7 @@ class DeepseekV2Model(TextModel): # Build token list vocab_size = self.hparams["vocab_size"] - special_tokens = tokenizer.special_tokens + special_tokens = tokenizer.special_tokens # ty: ignore[unresolved-attribute] reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **special_tokens}.items()} tokens: list[str] = [] toktypes: list[int] = [] @@ -8003,9 +9029,15 @@ class DeepseekV2Model(TextModel): raise NotImplementedError(f"Deepseek pre-tokenizer {tokpre!r} is not supported yet!") def set_gguf_parameters(self): + is_ocr = (self.model_arch == gguf.MODEL_ARCH.DEEPSEEK2OCR) - # note: deepseek2 using MLA converts into MQA (ie: GQA with 1 group) - self.hparams["num_key_value_heads"] = 1 + if is_ocr: + self.hparams['rope_theta'] = self.hparams.get('rope_theta', 10000.0) + else: + # note: deepseek2 using MLA converts into MQA (ie: GQA with 1 group) + self.hparams["num_key_value_heads"] = 1 + + self.hparams['rms_norm_eps'] = self.hparams.get('rms_norm_eps', 1e-6) super().set_gguf_parameters() hparams = self.hparams @@ -8019,16 +9051,18 @@ class DeepseekV2Model(TextModel): # Default: if no MoE, all layers are dense; if MoE, none are dense first_k_dense_replace = hparams["num_hidden_layers"] if not has_moe else 0 self.gguf_writer.add_leading_dense_block_count(first_k_dense_replace) + kv_lora_rank = hparams.get("kv_lora_rank", 512) self.gguf_writer.add_vocab_size(hparams["vocab_size"]) if "q_lora_rank" in hparams and hparams["q_lora_rank"] is not None: self.gguf_writer.add_q_lora_rank(hparams["q_lora_rank"]) - self.gguf_writer.add_kv_lora_rank(hparams["kv_lora_rank"]) # note: deepseek2 using MLA converts into MQA with larger heads, then decompresses to MHA - self.gguf_writer.add_key_length(hparams["kv_lora_rank"] + hparams["qk_rope_head_dim"]) - self.gguf_writer.add_value_length(hparams["kv_lora_rank"]) - self.gguf_writer.add_key_length_mla(hparams["qk_nope_head_dim"] + hparams["qk_rope_head_dim"]) - self.gguf_writer.add_value_length_mla(hparams["v_head_dim"]) + if not is_ocr: + self.gguf_writer.add_kv_lora_rank(kv_lora_rank) + self.gguf_writer.add_key_length(kv_lora_rank + hparams["qk_rope_head_dim"]) + self.gguf_writer.add_value_length(kv_lora_rank) + self.gguf_writer.add_key_length_mla(hparams["qk_nope_head_dim"] + hparams["qk_rope_head_dim"]) + self.gguf_writer.add_value_length_mla(hparams["v_head_dim"]) # MoE parameters (required by C++ code for DEEPSEEK2 arch) # For non-MoE models like Youtu, use intermediate_size as expert_feed_forward_length @@ -8060,8 +9094,15 @@ class DeepseekV2Model(TextModel): _experts: list[dict[str, Tensor]] | None = None def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: - # skip vision tensors and remove "language_model." for Kimi-VL and Kimi-K2.5 - if "vision_tower" in name or "multi_modal_projector" in name or "mm_projector" in name: + # skip vision tensors and remove "language_model." for Kimi-VL and Kimi-K2.5, and DeepSeek-OCR + if ("vision_tower" in name + or "multi_modal_projector" in name + or "mm_projector" in name + or "vision_model" in name + or "image_newline" in name + or "model.projector" in name + or "sam_model" in name + or "view_seperator" in name): return if name.startswith("siglip2.") or name.startswith("merger."): return @@ -8086,7 +9127,7 @@ class DeepseekV2Model(TextModel): return # process the experts separately - if name.find("mlp.experts") != -1: + if self.merge_expert and name.find("mlp.experts") != -1: n_experts = self.hparams["n_routed_experts"] assert bid is not None @@ -8145,6 +9186,69 @@ class DeepseekV2Model(TextModel): raise ValueError(f"Unprocessed experts: {experts}") +@ModelBase.register( + "Mistral3ForConditionalGeneration", + "Ministral3ForCausalLM", +) +class Mistral3Model(TextModel): + class Ministral3Model(LlamaModel): + model_arch = gguf.MODEL_ARCH.MISTRAL3 + + def set_gguf_parameters(self): + super().set_gguf_parameters() + rope_params = self.rope_parameters + if self.hparams.get("model_type") == "ministral3": + assert rope_params, "ministral3 must have 'rope_parameters' config" + assert rope_params["rope_type"] == "yarn", "ministral3 rope_type must be 'yarn'" + self.gguf_writer.add_rope_scaling_yarn_log_mul(rope_params["mscale_all_dim"]) + self.gguf_writer.add_attn_temperature_scale(rope_params["llama_4_scaling_beta"]) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): + name = name.replace("language_model.", "") + if "multi_modal_projector" in name or "vision_tower" in name: + return + + yield from super().modify_tensors(data_torch, name, bid) + + class Mistral4Model(DeepseekV2Model): + model_arch = gguf.MODEL_ARCH.MISTRAL4 + skip_mtp = False # model contains no MTP layers, so no need to skip + merge_expert = False # experts are already stacked as 3D + + def modify_tensors(self, data_torch, name, bid): + if name.endswith(".down_proj") or name.endswith(".gate_up_proj"): + name = name + ".weight" + yield from super().modify_tensors(data_torch, name, bid) + + model_arch = gguf.MODEL_ARCH.MISTRAL3 # unused + impl: TextModel + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + if self.hparams.get("model_type") == "mistral4": + self.impl = Mistral3Model.Mistral4Model(*args, **kwargs) + else: + self.impl = Mistral3Model.Ministral3Model(*args, **kwargs) + + def set_vocab(self): + self.impl.set_vocab() + + def set_gguf_parameters(self): + self.impl.set_gguf_parameters() + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): + yield from self.impl.modify_tensors(data_torch, name, bid) + + def prepare_tensors(self): + self.impl.prepare_tensors() + + def write_vocab(self): + self.impl.write_vocab() + + def write(self): + self.impl.write() + + @ModelBase.register("MiniMaxM2ForCausalLM") class MiniMaxM2Model(TextModel): model_arch = gguf.MODEL_ARCH.MINIMAXM2 @@ -8509,7 +9613,7 @@ class T5Model(TextModel): if not tokenizer_path.is_file(): raise FileNotFoundError(f"File not found: {tokenizer_path}") - sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] + sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] sentencepiece_model.ParseFromString(open(tokenizer_path, "rb").read()) # some models like Pile-T5 family use BPE tokenizer instead of Unigram @@ -8646,7 +9750,7 @@ class T5EncoderModel(TextModel): if not tokenizer_path.is_file(): raise FileNotFoundError(f"File not found: {tokenizer_path}") - sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] + sentencepiece_model = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] sentencepiece_model.ParseFromString(open(tokenizer_path, "rb").read()) # some models like Pile-T5 family use BPE tokenizer instead of Unigram @@ -8867,10 +9971,10 @@ class Glm4Model(TextModel): self.gguf_writer.add_token_list(tokens) self.gguf_writer.add_token_types(toktypes) special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) - special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) - special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): @@ -9098,12 +10202,12 @@ class ChatGLMModel(TextModel): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(dir_model, trust_remote_code=True) - vocab_size = hparams.get("padded_vocab_size", len(tokenizer.get_vocab())) - assert max(tokenizer.get_vocab().values()) < vocab_size + vocab_size = hparams.get("padded_vocab_size", len(tokenizer.get_vocab())) # ty: ignore[unresolved-attribute] + assert max(tokenizer.get_vocab().values()) < vocab_size # ty: ignore[unresolved-attribute] role_special_tokens = ["<|system|>", "<|user|>", "<|assistant|>", "<|observation|>"] special_tokens = ["[MASK]", "[gMASK]", "[sMASK]", "sop", "eop"] + role_special_tokens for token_id in range(vocab_size): - piece = tokenizer._convert_id_to_token(token_id) + piece = tokenizer._convert_id_to_token(token_id) # ty: ignore[unresolved-attribute] if token_id == 0: piece = "" elif token_id == 1: @@ -9111,17 +10215,17 @@ class ChatGLMModel(TextModel): elif token_id == 2: piece = "" - text = piece.encode("utf-8") + text = piece.encode("utf-8") # ty: ignore[unresolved-attribute] score = 0.0 # Referencing the tokenizer Python implementation(https://huggingface.co/THUDM/chatglm3-6b/blob/main/tokenization_chatglm.py), # it is only valid if it is less than tokenizer.tokenizer.sp_model.vocab_size() - if len(piece) != 0 and token_id < tokenizer.tokenizer.sp_model.vocab_size(): - score = tokenizer.tokenizer.sp_model.get_score(token_id) + if len(piece) != 0 and token_id < tokenizer.tokenizer.sp_model.vocab_size(): # ty: ignore[unresolved-attribute, invalid-argument-type] + score = tokenizer.tokenizer.sp_model.get_score(token_id) # ty: ignore[unresolved-attribute] - if token_id >= tokenizer.tokenizer.sp_model.vocab_size(): + if token_id >= tokenizer.tokenizer.sp_model.vocab_size(): # ty: ignore[unresolved-attribute] if piece in special_tokens: toktype = SentencePieceTokenTypes.CONTROL - elif len(piece) == 0: + elif len(piece) == 0: # ty: ignore[invalid-argument-type] text = f"[PAD{token_id}]".encode("utf-8") toktype = SentencePieceTokenTypes.UNUSED else: @@ -9132,13 +10236,13 @@ class ChatGLMModel(TextModel): continue toktype = SentencePieceTokenTypes.NORMAL - if tokenizer.tokenizer.sp_model.is_unknown(token_id): + if tokenizer.tokenizer.sp_model.is_unknown(token_id): # ty: ignore[unresolved-attribute] toktype = SentencePieceTokenTypes.UNKNOWN - elif tokenizer.tokenizer.sp_model.is_control(token_id): + elif tokenizer.tokenizer.sp_model.is_control(token_id): # ty: ignore[unresolved-attribute] toktype = SentencePieceTokenTypes.CONTROL - elif tokenizer.tokenizer.sp_model.is_unused(token_id): + elif tokenizer.tokenizer.sp_model.is_unused(token_id): # ty: ignore[unresolved-attribute] toktype = SentencePieceTokenTypes.UNUSED - elif tokenizer.tokenizer.sp_model.is_byte(token_id): + elif tokenizer.tokenizer.sp_model.is_byte(token_id): # ty: ignore[unresolved-attribute] toktype = SentencePieceTokenTypes.BYTE tokens.append(text) @@ -9158,7 +10262,7 @@ class ChatGLMModel(TextModel): @staticmethod def token_bytes_to_string(b): - from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode + from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode # ty: ignore[unresolved-import] byte_encoder = bytes_to_unicode() return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')]) @@ -9192,7 +10296,7 @@ class ChatGLMModel(TextModel): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(dir_model, trust_remote_code=True) vocab_size = hparams.get("padded_vocab_size",hparams["vocab_size"]) - assert max(tokenizer.get_vocab().values()) < vocab_size + assert max(tokenizer.get_vocab().values()) < vocab_size # ty: ignore[unresolved-attribute] tokens, toktypes, tokpre = self.get_vocab_base() self.gguf_writer.add_tokenizer_model("gpt2") @@ -9201,15 +10305,17 @@ class ChatGLMModel(TextModel): self.gguf_writer.add_token_types(toktypes) special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) # only add special tokens when they were not already loaded from config.json - special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) + special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) # ty: ignore[unresolved-attribute] # this one is usually not in config.json anyway - special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) + assert n_embed is not None n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) + assert n_head is not None n_head_kv = self.hparams.get("multi_query_group_num", self.hparams.get("num_key_value_heads", n_head)) self.gguf_writer.add_context_length(self.hparams.get("seq_length", n_embed)) self.gguf_writer.add_embedding_length(n_embed) @@ -9604,7 +10710,7 @@ class GraniteHybridModel(Mamba2Model, GraniteMoeModel): # NOTE: Explicitly include hparam prefix prefix for d_model to # disambiguate with top-level head_dim # NOTE 2: If needed for future models, this can be isolated in a method - # to separate the prefix setting and teh keys used + # to separate the prefix setting and the keys used self.d_model = self.find_hparam([f"{self.hparam_prefixes[0]}_head_dim", "hidden_size", "d_model"]) self.n_group = self.find_hparam(["n_groups", "num_groups"]) self.d_inner = self.find_hparam(["expand", "num_heads"]) * self.d_model @@ -9735,23 +10841,38 @@ class NemotronHModel(GraniteHybridModel): # M: Mamba2, *: Attention, -: MLP # MoE: # M: Mamba2, *: Attention, E: Expert - hybrid_override_pattern = self.hparams["hybrid_override_pattern"] - self._ssm_layers = [i for i, val in enumerate(hybrid_override_pattern) if val == "M"] - self._mlp_layers = [i for i, val in enumerate(hybrid_override_pattern) if val == ("E" if self.is_moe else "-")] + pattern = self.hparams.get("hybrid_override_pattern") or self.hparams.get("layers_block_type") + if pattern is None: + self._ssm_layers = [] + self._mlp_layers = [] + elif isinstance(pattern, str): + self._ssm_layers = [i for i, val in enumerate(pattern) if val == "M"] + self._mlp_layers = [i for i, val in enumerate(pattern) if val == ("E" if self.is_moe else "-")] + else: + self._ssm_layers = [i for i, val in enumerate(pattern) if val == "mamba"] + self._mlp_layers = [i for i, val in enumerate(pattern) if val == "moe"] def get_attn_layers(self): - hybrid_override_pattern = self.hparams["hybrid_override_pattern"] - assert len(hybrid_override_pattern) == self.block_count, "Mismatch between hybrid override and num_hidden_layers!" - return [i for i, val in enumerate(hybrid_override_pattern) if val == "*"] + pattern = self.hparams.get("hybrid_override_pattern") or self.hparams.get("layers_block_type") + if pattern is None: + return [] + assert len(pattern) == self.block_count, f"Mismatch between pattern ({len(pattern)}) and block_count ({self.block_count})!" + if isinstance(pattern, str): + return [i for i, val in enumerate(pattern) if val == "*"] + + return [i for i, val in enumerate(pattern) if val == "attention"] def set_gguf_parameters(self): super().set_gguf_parameters() - self.gguf_writer.add_key_length(self.head_dim) - self.gguf_writer.add_value_length(self.head_dim) + head_dim = self.head_dim + if head_dim is None: + raise ValueError("Could not find the attention head dim in config") + self.gguf_writer.add_key_length(head_dim) + self.gguf_writer.add_value_length(head_dim) # Set feed_forward_length - # NOTE: This will trigger an override warning. This is preferrable to + # NOTE: This will trigger an override warning. This is preferable to # duplicating all the parent logic if not self.is_moe: n_ff = self.find_hparam(["intermediate_size", "n_inner", "hidden_dim"]) @@ -9776,6 +10897,9 @@ class NemotronHModel(GraniteHybridModel): if (n_experts_used := self.hparams.get("num_experts_per_tok")) is not None: self.gguf_writer.add_expert_used_count(n_experts_used) + if (latent_size := self.hparams.get("moe_latent_size")) is not None: + self.gguf_writer.add_moe_latent_size(latent_size) + def set_vocab(self): super().set_vocab() @@ -9795,6 +10919,13 @@ class NemotronHModel(GraniteHybridModel): name = name[len("language_model."):] if self.is_moe and bid is not None: + # Skip Multi-Token Prediction (MTP) tensors. These are used for + # for speculative decoding but we don't include them in this model + # conversion. See https://github.com/ggml-org/llama.cpp/pull/18886 + if name.startswith("mtp."): + logger.info(f"gguf: Skipping MTP (Speculative) layer: {name}") + return + if name.endswith("mixer.gate.e_score_correction_bias"): new_name = name.replace("e_score_correction_bias", "e_score_correction.bias") yield from ModelBase.modify_tensors(self, data_torch, new_name, bid) @@ -10298,6 +11429,48 @@ class UltravoxWhisperEncoderModel(WhisperEncoderModel): self.gguf_writer.add_audio_stack_factor(self.global_config["stack_factor"]) +@ModelBase.register("MERaLiON2ForConditionalGeneration") +class MERaLiONWhisperEncoderModel(WhisperEncoderModel): + has_vision_encoder = False + has_audio_encoder = True + + def get_audio_config(self) -> dict[str, Any] | None: + return self.global_config.get("speech_config") + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MERALION) + self.gguf_writer.add_audio_stack_factor(self.global_config.get("speech_mlp_scale_factor", 15)) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith("text_decoder."): + return + + if name.startswith("speech_encoder."): + name = name.replace("speech_encoder.", "audio_tower.") + yield from super().modify_tensors(data_torch, name, bid) + return + + suffix = "." + name.rsplit(".", 1)[-1] + + if name.startswith("ln_speech."): + yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MM_NORM_PRE, suffix=suffix), data_torch) + return + + if name.startswith("speech_audio_adapter."): + if ".mlp_adapter.0." in name: + yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 0, suffix=suffix), data_torch) + elif ".gate_proj." in name: + yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 1, suffix=suffix), data_torch) + elif ".pool_proj." in name: + yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 2, suffix=suffix), data_torch) + elif ".out_proj." in name: + yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 3, suffix=suffix), data_torch) + return + + yield from super().modify_tensors(data_torch, name, bid) + + @ModelBase.register("VoxtralForConditionalGeneration") class VoxtralWhisperEncoderModel(WhisperEncoderModel): has_vision_encoder = False # no vision encoder @@ -10443,7 +11616,7 @@ class HunYuanMoEModel(TextModel): # 2. Reverse-engineer the merges list from mergeable_ranks merges = [] vocab = {} - mergeable_ranks = tokenizer.mergeable_ranks + mergeable_ranks = tokenizer.mergeable_ranks # ty: ignore[unresolved-attribute] for token, rank in mergeable_ranks.items(): vocab[QwenModel.token_bytes_to_string(token)] = rank if len(token) == 1: @@ -10454,8 +11627,8 @@ class HunYuanMoEModel(TextModel): # 3. Generate the tokens and toktypes lists vocab_size = self.hparams["vocab_size"] - assert tokenizer.vocab_size == vocab_size - special_tokens = tokenizer.special_tokens + assert tokenizer.vocab_size == vocab_size # ty: ignore[unresolved-attribute] + special_tokens = tokenizer.special_tokens # ty: ignore[unresolved-attribute] reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **special_tokens}.items()} tokens: list[str] = [] toktypes: list[int] = [] @@ -10625,13 +11798,50 @@ class LLaDAMoEModel(TextModel): raise ValueError(f"Unprocessed experts: {experts}") -@ModelBase.register("HunYuanDenseV1ForCausalLM") +@ModelBase.register("HunYuanDenseV1ForCausalLM", "HunYuanVLForConditionalGeneration") class HunYuanModel(TextModel): model_arch = gguf.MODEL_ARCH.HUNYUAN_DENSE + def _get_eod_token_id(self) -> int | None: + """Get the actual end-of-generation token from config (eod_token_id).""" + return self.hparams.get("eod_token_id") + + def _get_eot_token_id(self) -> int | None: + """Get the end-of-turn token from generation_config.json. + This is the first entry in eos_token_id when it's a list.""" + gen_cfg_path = self.dir_model / "generation_config.json" + if gen_cfg_path.is_file(): + with open(gen_cfg_path, encoding="utf-8") as f: + gen_cfg = json.load(f) + eos = gen_cfg.get("eos_token_id") + if isinstance(eos, list) and len(eos) >= 2: + return eos[0] + return None + + def _fix_special_tokens(self): + """Fix EOS/EOT tokens that are incorrect in upstream configs.""" + eod_id = self._get_eod_token_id() + if eod_id is not None: + self.gguf_writer.add_eos_token_id(eod_id) + eot_id = self._get_eot_token_id() + if eot_id is not None: + self.gguf_writer.add_eot_token_id(eot_id) + def set_vocab(self): if (self.dir_model / "tokenizer.json").is_file(): - self._set_vocab_gpt2() + tokens, toktypes, tokpre = self.get_vocab_base() + self.gguf_writer.add_tokenizer_model("gpt2") + self.gguf_writer.add_tokenizer_pre(tokpre) + self.gguf_writer.add_token_list(tokens) + self.gguf_writer.add_token_types(toktypes) + + # HunyuanOCR has pad_token_id=-1 in config.json; exclude pad from SpecialVocab + token_types = None + if (self.hparams.get("pad_token_id") or 0) < 0: + token_types = ('bos', 'eos', 'unk', 'sep', 'cls', 'mask') + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True, special_token_types=token_types) + special_vocab.add_to_gguf(self.gguf_writer) + self._fix_special_tokens() else: from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(self.dir_model, trust_remote_code=True) @@ -10642,7 +11852,7 @@ class HunYuanModel(TextModel): # 2. Reverse-engineer the merges list from mergeable_ranks merges = [] vocab = {} - mergeable_ranks = tokenizer.mergeable_ranks + mergeable_ranks = tokenizer.mergeable_ranks # ty: ignore[unresolved-attribute] for token, rank in mergeable_ranks.items(): vocab[QwenModel.token_bytes_to_string(token)] = rank if len(token) == 1: @@ -10653,8 +11863,8 @@ class HunYuanModel(TextModel): # 3. Generate the tokens and toktypes lists vocab_size = self.hparams["vocab_size"] - assert tokenizer.vocab_size == vocab_size - special_tokens = tokenizer.special_tokens + assert tokenizer.vocab_size == vocab_size # ty: ignore[unresolved-attribute] + special_tokens = tokenizer.special_tokens # ty: ignore[unresolved-attribute] reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **special_tokens}.items()} tokens: list[str] = [] toktypes: list[int] = [] @@ -10683,13 +11893,18 @@ class HunYuanModel(TextModel): # FIX for BOS token: Overwrite incorrect id read from config.json if self.hparams['hidden_size'] == 4096: self.gguf_writer.add_bos_token_id(127958) # only for 7b dense, fix <|bos|> token + self._fix_special_tokens() def set_gguf_parameters(self): + # HunyuanOCR has num_experts=1 which is not MoE, prevent parent from writing it + saved_num_experts = self.hparams.pop("num_experts", None) super().set_gguf_parameters() + if saved_num_experts is not None and saved_num_experts > 1: + self.hparams["num_experts"] = saved_num_experts hparams = self.hparams # Rope - if self.rope_parameters.get("rope_type") == "dynamic": + if self.rope_parameters.get("rope_type") in ("dynamic", "xdrope"): # HunYuan uses NTK Aware Alpha based scaling. Original implementation: https://www.reddit.com/r/LocalLLaMA/comments/14lz7j5/ntkaware_scaled_rope_allows_llama_models_to_have/ # 1000 corresponds to a usable context length of 256k (https://github.com/Tencent-Hunyuan/Hunyuan-A13B/blob/main/report/Hunyuan_A13B_Technical_Report.pdf) alpha = self.rope_parameters.get("alpha", 50) @@ -10699,13 +11914,14 @@ class HunYuanModel(TextModel): self.gguf_writer.add_rope_freq_base(scaled_base) self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE) self.gguf_writer.add_rope_scaling_factor(1) - # There is no consistent way to calculate ctx from alpha, and the config is incorrectly set to 32k - self.gguf_writer.add_rope_scaling_orig_ctx_len(256 * 1024) # 256k context length - self.gguf_writer.add_context_length(256 * 1024) # 256k context length + if self.rope_parameters.get("rope_type") == "dynamic": + # There is no consistent way to calculate ctx from alpha, and the config is incorrectly set to 32k + self.gguf_writer.add_rope_scaling_orig_ctx_len(256 * 1024) # 256k context length + self.gguf_writer.add_context_length(256 * 1024) # 256k context length - # if any of our assumptions about the values are wrong, something has changed and this may need to be updated - assert base == 10000.0 and self.hparams["max_position_embeddings"] in [32 * 1024, 256 * 1024] , \ - "HunYuan dynamic RoPE scaling assumptions changed, please update the logic or context length manually" + # if any of our assumptions about the values are wrong, something has changed and this may need to be updated + assert base == 10000.0 and self.hparams["max_position_embeddings"] in [32 * 1024, 256 * 1024] , \ + "HunYuan dynamic RoPE scaling assumptions changed, please update the logic or context length manually" def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: if name == "lm_head.weight": @@ -10713,9 +11929,48 @@ class HunYuanModel(TextModel): logger.info("Skipping tied output layer 'lm_head.weight'") return + # skip vision tensors for HunyuanVL models + if name.startswith("vit."): + return + yield from super().modify_tensors(data_torch, name, bid) +@ModelBase.register("HunYuanVLForConditionalGeneration") +class HunyuanOCRVisionModel(MmprojModel): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + # HunyuanOCR uses max_image_size instead of image_size + if "image_size" not in self.hparams_vision: + self.hparams_vision["image_size"] = self.hparams_vision.get("max_image_size", 2048) + + def set_gguf_parameters(self): + super().set_gguf_parameters() + assert self.hparams_vision is not None + hparams = self.hparams_vision + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.HUNYUANOCR) + self.gguf_writer.add_vision_use_gelu(True) + self.gguf_writer.add_vision_attention_layernorm_eps(hparams.get("rms_norm_eps", 1e-5)) + self.gguf_writer.add_vision_spatial_merge_size(hparams.get("spatial_merge_size", 2)) + self.gguf_writer.add_vision_min_pixels(self.preprocessor_config["min_pixels"]) + self.gguf_writer.add_vision_max_pixels(self.preprocessor_config["max_pixels"]) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if not name.startswith("vit."): + return # skip text tensors + # strip CLS token (row 0) from position embeddings so resize_position_embeddings works + if "position_embedding" in name: + data_torch = data_torch[1:] # [n_patches+1, n_embd] -> [n_patches, n_embd] + yield from super().modify_tensors(data_torch, name, bid) + + def tensor_force_quant(self, name, new_name, bid, n_dims): + # force conv weights to F32 or F16 to avoid BF16 IM2COL issues on Metal + if ("mm.0." in new_name or "mm.2." in new_name) and new_name.endswith(".weight"): + return gguf.GGMLQuantizationType.F16 if self.ftype == gguf.LlamaFileType.MOSTLY_F16 else gguf.GGMLQuantizationType.F32 + return super().tensor_force_quant(name, new_name, bid, n_dims) + + @ModelBase.register("SmolLM3ForCausalLM") class SmolLM3Model(LlamaModel): model_arch = gguf.MODEL_ARCH.SMOLLM3 @@ -10727,8 +11982,7 @@ class GptOssModel(TextModel): # TODO: remove once MXFP4 is supported more generally def dequant_model(self): - quant_config = self.hparams.get("quantization_config") - if quant_config is not None and quant_config.get("quant_method") == "mxfp4": + if self._is_mxfp4: return return super().dequant_model() @@ -10841,10 +12095,8 @@ class LFM2Model(TextModel): model_arch = gguf.MODEL_ARCH.LFM2 def _add_feed_forward_length(self): - ff_dim = self.hparams["block_ff_dim"] - + ff_dim = self.find_hparam(["block_ff_dim", "intermediate_size"]) auto_adjust_ff_dim = self.hparams["block_auto_adjust_ff_dim"] - ff_dim = self.hparams["block_ff_dim"] ffn_dim_multiplier = self.hparams["block_ffn_dim_multiplier"] multiple_of = self.hparams["block_multiple_of"] @@ -11760,13 +13012,44 @@ class SolarOpenModel(Glm4MoeModel): self.gguf_writer.add_tokenizer_pre(tokpre) self.gguf_writer.add_token_list(tokens) self.gguf_writer.add_token_types(toktypes) - special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|endoftext|>"]) - special_vocab._set_special_token("unk", tokenizer.get_added_vocab()[""]) - special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|startoftext|>"]) + special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|endoftext|>"]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()[""]) # ty: ignore[unresolved-attribute] + special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|startoftext|>"]) # ty: ignore[unresolved-attribute] special_vocab.add_to_gguf(self.gguf_writer) +@ModelBase.register("DotsOCRForCausalLM") +class DotsOCRVisionModel(MmprojModel): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.hparams_vision is not None + self.hparams_vision["image_size"] = 0 # dynamic resolution + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.DOTSOCR) + self.gguf_writer.add_vision_min_pixels(self.preprocessor_config["min_pixels"]) + self.gguf_writer.add_vision_max_pixels(self.preprocessor_config["max_pixels"]) + self.gguf_writer.add_vision_attention_layernorm_eps(self.find_vparam(["rms_norm_eps"])) + self.gguf_writer.add_vision_projector_scale_factor(self.find_vparam(["spatial_merge_size"])) + self.gguf_writer.add_vision_use_silu(True) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.startswith("vision_tower."): + if "vision_tower.blocks." in name and ".mlp." in name: + # note: to avoid naming conflicts in tensor_mapping.py, we need to handle FFN renaming here + # x = F.silu(self.fc1(x)) * self.fc3(x) + # x = self.fc2(x) + # fc1 -> gate, fc2 -> down, fc3 -> up + # mapping original names to Qwen2.5 naming scheme + name = name.replace("vision_tower.blocks.", "visual.blocks.") + name = name.replace(".fc1", ".gate_proj") + name = name.replace(".fc2", ".down_proj") + name = name.replace(".fc3", ".up_proj") + yield from super().modify_tensors(data_torch, name, bid) + + ###### CONVERSION LOGIC ###### @@ -11881,6 +13164,7 @@ class LazyTorchTensor(gguf.LazyBase): kwargs = {} if func is torch.Tensor.numpy: + assert len(args) return args[0].numpy() return cls._wrap_fn(func)(*args, **kwargs) @@ -12018,6 +13302,12 @@ def get_model_architecture(hparams: dict[str, Any], model_type: ModelType) -> st # For non-hf Mamba and Mamba2 models arch = hparams["ssm_cfg"].get("layer", "Mamba") + "ForCausalLM" + # Step3-VL keeps text config under text_config but uses a custom top-level architecture. + # For text conversion we route to a dedicated text-only class. + # TODO: refactor this later to avoid adding exception here + if model_type == ModelType.TEXT and arch == "StepVLForConditionalGeneration": + return arch + # if "architectures" is found in the sub-config, use that instead if model_type == ModelType.TEXT and text_config.get("architectures") is not None: arch = text_config["architectures"][0] diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py index b31ddcca77..d8d10a1012 100755 --- a/convert_hf_to_gguf_update.py +++ b/convert_hf_to_gguf_update.py @@ -154,6 +154,7 @@ models = [ {"name": "qwen35", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/Qwen/Qwen3.5-9B-Instruct", }, {"name": "joyai-llm", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/jdopensource/JoyAI-LLM-Flash", }, {"name": "kanana2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/kakaocorp/kanana-2-30b-a3b-instruct-2601", }, + {"name": "f2llmv2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/codefuse-ai/F2LLM-v2-4B", }, ] # some models are known to be broken upstream, so we will skip them as exceptions @@ -177,6 +178,7 @@ pre_computed_hashes = [ {"name": "grok-2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/alvarobartt/grok-2-tokenizer", "chkhsh": "66b8d4e19ab16c3bfd89bce5d785fb7e0155e8648708a1f42077cb9fe002c273"}, # jina-v2-de variants {"name": "jina-v2-de", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/aari1995/German_Semantic_V3", "chkhsh": "b3d1dd861f1d4c5c0d2569ce36baf3f90fe8a102db3de50dd71ff860d91be3df"}, + {"name": "gpt-2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/evilfreelancer/ruGPT3XL", "chkhsh": "0fe1cf6eda062318a1af7270f3331a85c539a01778ff948e24388e949c5282f4"}, ] @@ -294,7 +296,7 @@ for model in [*pre_computed_hashes, *all_models]: except Exception as e: raise OSError(f"Error loading tokenizer for model {name}.") from e - chktok = tokenizer.encode(CHK_TXT) + chktok = tokenizer.encode(CHK_TXT) # ty: ignore[unresolved-attribute] chkhsh = sha256(str(chktok).encode()).hexdigest() logger.info(f"model: {name}") @@ -466,7 +468,7 @@ for model in models: with open(f"models/ggml-vocab-{name}.gguf.out", "w") as f: for text in tests: - res = tokenizer.encode(text, add_special_tokens=False) + res = tokenizer.encode(text, add_special_tokens=False) # ty: ignore[unresolved-attribute] for r in res: f.write(f" {r}") f.write("\n") diff --git a/convert_llama_ggml_to_gguf.py b/convert_llama_ggml_to_gguf.py index 29b14e98dd..52827e6690 100755 --- a/convert_llama_ggml_to_gguf.py +++ b/convert_llama_ggml_to_gguf.py @@ -112,11 +112,11 @@ class Tensor: (n_dims, name_len, dtype) = struct.unpack('<3I', data[offset:offset + 12]) assert n_dims >= 0 and n_dims <= 4, f'Invalid tensor dimensions {n_dims}' assert name_len < 4096, 'Absurd tensor name length' - quant = gguf.GGML_QUANT_SIZES.get(dtype) + self.dtype = gguf.GGMLQuantizationType(dtype) + quant = gguf.GGML_QUANT_SIZES.get(self.dtype) assert quant is not None, 'Unknown tensor type' (blksize, tysize) = quant offset += 12 - self.dtype= gguf.GGMLQuantizationType(dtype) self.dims = struct.unpack(f'<{n_dims}I', data[offset:offset + (4 * n_dims)]) offset += 4 * n_dims self.name = bytes(data[offset:offset + name_len]) diff --git a/convert_lora_to_gguf.py b/convert_lora_to_gguf.py index b0adde8a8b..d583342056 100755 --- a/convert_lora_to_gguf.py +++ b/convert_lora_to_gguf.py @@ -128,6 +128,12 @@ class LoraTorchTensor: assert dim is None return self.shape + def contiguous(self) -> LoraTorchTensor: + return LoraTorchTensor( + self._lora_A.contiguous(), + self._lora_B.contiguous(), + ) + def reshape(self, *shape: int | tuple[int, ...]) -> LoraTorchTensor: if isinstance(shape[0], tuple): new_shape: tuple[int, ...] = shape[0] @@ -193,10 +199,13 @@ class LoraTorchTensor: kwargs = {} if func is torch.permute: + assert len(args) return type(args[0]).permute(*args, **kwargs) elif func is torch.reshape: + assert len(args) return type(args[0]).reshape(*args, **kwargs) elif func is torch.stack: + assert len(args) assert isinstance(args[0], Sequence) dim = kwargs.get("dim", 0) assert dim == 0 @@ -205,6 +214,7 @@ class LoraTorchTensor: torch.stack([b._lora_B for b in args[0]], dim), ) elif func is torch.cat: + assert len(args) assert isinstance(args[0], Sequence) dim = kwargs.get("dim", 0) assert dim == 0 @@ -356,7 +366,7 @@ if __name__ == '__main__': logger.error(f"Model {hparams['architectures'][0]} is not supported") sys.exit(1) - class LoraModel(model_class): + class LoraModel(model_class): # ty: ignore[unsupported-base] model_arch = model_class.model_arch lora_alpha: float @@ -392,7 +402,7 @@ if __name__ == '__main__': # the invocation string includes the "<|start_of_turn|>" # token, but the adapters themselves were trained to # activate _after_ that first token, so we drop it here. - alora_invocation_tokens = tokenizer(invocation_string)["input_ids"][1:] + alora_invocation_tokens = tokenizer(invocation_string)["input_ids"][1:] # ty: ignore[call-non-callable] if alora_invocation_tokens: logger.debug("GGUF KV: %s = %s", gguf.Keys.Adapter.ALORA_INVOCATION_TOKENS, alora_invocation_tokens) self.gguf_writer.add_key_value( diff --git a/docs/autoparser.md b/docs/autoparser.md new file mode 100644 index 0000000000..adc4d43ed6 --- /dev/null +++ b/docs/autoparser.md @@ -0,0 +1,533 @@ +# Auto-Parser Architecture + +The auto-parser automatically analyzes chat templates to determine how to parse model outputs, including content, reasoning, and tool calls. + +## Overview + +The unified auto-parser uses a pure differential, compositional approach (inspired by the `git diff` algorithm) to analyze chat templates: + +**Core Philosophy**: + +- **Minimize Hardcoded Patterns**: All markers extracted through template comparison (the only heuristic is JSON detection to distinguish `JSON_NATIVE` from tag-based formats) +- **Compositional Architecture**: Separate analyzer structs for reasoning, content, and tools — each responsible for its own analysis and parser construction + +**Analysis + Parser Building in Two Steps**: + +1. `autoparser::autoparser tmpl_analysis(tmpl)` — runs all differential comparisons and populates the analysis structs +2. `autoparser::peg_generator::generate_parser(tmpl, generation_params, tmpl_analysis)` — uses the analysis to build a PEG parser and optional GBNF grammar + +## Data Structures + +All structs are defined in [common/chat-auto-parser.h](common/chat-auto-parser.h). + +### Top-Level: `autoparser` (main analyzer and generator) + +[common/chat-auto-parser.h:367-388](common/chat-auto-parser.h#L367-L388) — top-level analysis result aggregating `jinja_caps`, `reasoning`, `content`, and `tools` sub-analyses, plus `preserved_tokens` (union of all non-empty markers). + +### `analyze_reasoning` + +[common/chat-auto-parser.h:254-274](common/chat-auto-parser.h#L254-L274) — reasoning analysis result: `mode` enum, `start` marker (e.g. ``), and `end` marker (e.g. ``). + +### `analyze_content` + +[common/chat-auto-parser.h:280-295](common/chat-auto-parser.h#L280-L295) — content analysis result: `mode` enum, `start`/`end` markers, and `requires_nonnull_content` flag. + +### `analyze_tools` and its sub-structs + +- [common/chat-auto-parser.h:176-194](common/chat-auto-parser.h#L176-L194) — `tool_format_analysis`: `mode` enum, `section_start/end`, `per_call_start/end`, JSON field names (`function_field`, `name_field`, `args_field`, `id_field`, `gen_id_field`), and format flags (`fun_name_is_key`, `tools_array_wrapped`) +- [common/chat-auto-parser.h:196-200](common/chat-auto-parser.h#L196-L200) — `tool_function_analysis`: `name_prefix`, `name_suffix`, `close` markers around function names +- [common/chat-auto-parser.h:202-210](common/chat-auto-parser.h#L202-L210) — `tool_arguments_analysis`: `start/end` container markers, `name_prefix/suffix`, `value_prefix/suffix`, `separator` +- [common/chat-auto-parser.h:212-217](common/chat-auto-parser.h#L212-L217) — `tool_id_analysis`: `pos` enum, `prefix`/`suffix` markers around call ID values +- [common/chat-auto-parser.h:301-361](common/chat-auto-parser.h#L301-L361) — `analyze_tools`: aggregates the four sub-structs above + +### Enums + +**`reasoning_mode`**: How the template handles reasoning/thinking blocks. + +| Value | Description | +|-----------------|-----------------------------------------------------------------------------------| +| `NONE` | No reasoning markers detected | +| `TAG_BASED` | Tag-based: `...` (start can be empty for delimiter-style formats) | +| `TOOLS_ONLY` | Reasoning only appears in tool call responses, not plain content | + +**Generation Prompt & Reasoning Prefill**: Computed in `common_chat_templates_apply_jinja` before invoking either the specialized handlers or the auto-parser, by rendering the template twice — once with `add_generation_prompt=false` and once with `add_generation_prompt=true` — and storing the diff suffix as `generation_params::generation_prompt`. This string is propagated into `common_chat_params::generation_prompt` and `common_chat_parser_params::generation_prompt`. + +The generation prompt is prepended to model output before PEG parsing via `wrap_for_generation_prompt()`. The portion *before* the reasoning start marker (if any) is prepended as a literal to ensure any boilerplate added by the template is consumed. The full string is also fed to the grammar sampler via `llama_sampler_accept` (stored in `common_params_sampling::grammar_prefill`), advancing the grammar past tokens already in the prompt. It is used to determine the reasoning budget sampler's initial state — COUNTING if the prefill tokens begin with the reasoning start sequence (but don't also contain the end sequence), IDLE otherwise. + +**`grammar_prefill`** (`common_params_sampling`): The generation prompt string tokenized and accepted by the grammar sampler at init time. Only applied when `grammar_external` is false (i.e., the grammar was not set explicitly by the user). + +Three outcomes for reasoning-prefill handling (in `generate_parser()`): + +1. **Start+end in generation prompt** (e.g. `\n`): the parser sees reasoning as opened and immediately closed; whitespace-only reasoning content is discarded. +2. **Only start in generation prompt** (e.g. `\n`): the parser sees reasoning as already open. +3. **Start marker present but not at the end** (e.g. Apriel's `<|begin_assistant|>` followed by boilerplate): the marker is a template artifact; the start literal is cleared so reasoning uses delimiter-style (end-only). For templates that ignore `add_generation_prompt` (empty diff), the rendered `data.prompt` is used as fallback — but only for non-TOOLS_ONLY modes, since in TOOLS_ONLY the start tag is model-generated and may appear in prior conversation turns. + +**`content_mode`**: How the template wraps assistant content. + +| Value | Description | +|--------------------------|----------------------------------------------------------------| +| `PLAIN` | No content markers | +| `ALWAYS_WRAPPED` | Content always wrapped: `...` | +| `WRAPPED_WITH_REASONING` | Content wrapped only when reasoning is present | + +**`tool_format`**: Classification of tool call structure. + +| Value | Description | +|------------------|------------------------------------------------------------------| +| `NONE` | No tool support detected | +| `JSON_NATIVE` | Pure JSON: `{"name": "X", "arguments": {...}}` | +| `TAG_WITH_JSON` | Tag-based with JSON args: `{...}` | +| `TAG_WITH_TAGGED`| Tag-based with tagged args: `value` | + +**`call_id_position`**: Where call IDs appear in tag-based formats. + +| Value | Description | +|--------------------------|----------------------------------------------| +| `NONE` | No call ID support detected | +| `PRE_FUNC_NAME` | Before function name | +| `BETWEEN_FUNC_AND_ARGS` | Between function name and arguments | +| `POST_ARGS` | After arguments | + +## Tool Calling Formats + +### JSON_NATIVE + +**Structure**: The entire tool call (function name, arguments, values) is in JSON format. Optional enclosing tags around the section. + +**Detection**: Function name appears inside a JSON structure (quotes preceded by `{` or `:`). + +**Examples**: + +Standard OpenAI-style: + +```json + +{"name": "get_weather", "arguments": {"location": "Paris", "unit": "celsius"}} + +``` + +Mistral Nemo with array wrapper: + +```json +[TOOL_CALLS] +[{"name": "calculate", "arguments": {"expr": "2+2"}}] +``` + +Function name as JSON key (Apertus style): + +```json +{"get_weather": {"location": "Paris"}} +``` + +--- + +### TAG_WITH_JSON + +**Structure**: Function name is outside JSON, in tag attributes or XML-style tags. Arguments are a JSON object. + +**Detection**: Function name not in JSON, but argument names appear in JSON context. + +**Examples**: + +Functionary v3.1: + +```xml +{"location": "Paris", "unit": "celsius"} +``` + +MiniMax: + +```xml + +calculate +{"expr": "2+2"} + +``` + +--- + +### TAG_WITH_TAGGED + +**Structure**: Both function name and argument names are in XML-style tags. String values are unquoted; non-string values are JSON-formatted. + +**Detection**: Neither function name nor argument names appear in a JSON context. + +**Examples**: + +Qwen/Hermes XML format: + +```xml + +Paris +celsius + +``` + +Mixed types: + +```xml + +2+2 +2 +{"round": true} + +``` + +String values (`Paris`, `celsius`, `2+2`) are unquoted; `options` (object type) is JSON-formatted. + +--- + +## Analysis Flow + +```text +autoparser::autoparser(tmpl) + | + |-- Phase 1: analyze_reasoning(tmpl, jinja_caps.supports_tool_calls) + | |-- R1: compare_reasoning_presence() — with/without reasoning_content field + | |-- R2: compare_thinking_enabled() — enable_thinking=false vs true + | '-- R3: compare_reasoning_scope() — reasoning+content vs reasoning+tools + | (only if supports_tool_calls) + | + |-- Phase 2: analyze_content(tmpl, reasoning) + | '-- C1: compares content-only vs tools output and content-only vs reasoning output + | + |-- Phase 3: analyze_tools(tmpl, jinja_caps, reasoning) + | (skipped entirely if !jinja_caps.supports_tool_calls) + | | + | |-- T1: analyze_tool_calls() — no tools vs with tools; classifies format + | | |-- JSON path → analyze_tool_call_format_json_native() + | | '-- tag path → analyze_tool_call_format_non_json() + | | + | (if format != NONE and format != JSON_NATIVE:) + | | + | |-- T2: check_per_call_markers() — 1 call vs 2 calls; moves section→per-call if needed + | | (only if supports_parallel_tool_calls) + | | + | |-- T3: extract_function_markers() — func_alpha vs func_beta; extracts name prefix/suffix/close + | | + | |-- T4: analyze_arguments() — (TAG_WITH_TAGGED only) + | | |-- A1: extract_argument_name_markers() — arg_name_A vs arg_name_B + | | '-- A2: extract_argument_value_markers() — value "XXXX" vs "YYYY" + | | + | |-- T5: extract_argument_separator() — 1 arg vs 2 args; finds separator between args + | | + | |-- T6: extract_args_markers() — 0 args vs 1 arg; finds args container markers + | | + | '-- T7: extract_call_id_markers() — call_id "call00001" vs "call99999" + | + '-- collect_preserved_tokens() — union of all non-empty markers + | + '-- apply workarounds() — post-hoc patches for edge-case templates + | + v +autoparser (analysis result) + | + v +autoparser::peg_generator::generate_parser(tmpl, inputs, analysis) + |-- analysis.build_parser(inputs) — builds PEG parser arena + | |-- reasoning.build_parser(ctx) — reasoning parser (mode-dependent) + | |-- content.build_parser(ctx) — content parser (mode-dependent) + | '-- tools.build_parser(ctx) — tool parser (dispatches by tool_format) + | |-- build_tool_parser_json_native() + | |-- build_tool_parser_tag_json() + | '-- build_tool_parser_tag_tagged() + | + |-- Build GBNF grammar (if tools present and trigger_marker non-empty) + '-- Set grammar_triggers from section_start or per_call_start + | + v +common_chat_params (prompt, parser, grammar, triggers, preserved_tokens) +``` + +## Entry Point + +The auto-parser is invoked in [common/chat.cpp:1280-1310](common/chat.cpp#L1280-L1310) in `common_chat_templates_apply_jinja`. A few specialized templates are handled first (Ministral/Magistral Large 3, GPT-OSS with `<|channel|>`, Functionary v3.2 with `>>>all`), then the auto-parser handles everything else via `autoparser::autoparser` + `peg_generator::generate_parser`. + +## Algorithm Details + +### Core Mechanism: Differential Comparison + +All analysis phases use the same factorized comparison function declared in [common/chat-auto-parser-helpers.h:68](common/chat-auto-parser-helpers.h#L68): + +```cpp +compare_variants(tmpl, params_A, params_modifier) +``` + +This creates variant B by applying a modifier lambda to a copy of `params_A`, renders both through the template, and computes a `diff_split` ([common/chat-auto-parser.h:28-37](common/chat-auto-parser.h#L28-L37)): + +- `prefix` — common prefix between A and B +- `suffix` — common suffix between A and B +- `left` — unique to variant A +- `right` — unique to variant B + +The diff is computed via `calculate_diff_split()`, which finds the longest-common-prefix and longest-common-suffix, then iteratively moves incomplete `<...>` or `[...]` markers from the prefix/suffix into left/right until stable (tag boundary fixing). + +Text is segmentized into markers and non-marker fragments using `segmentize_markers()`, which splits on `<...>` and `[...]` boundaries. + +### Phase 1: Reasoning Analysis + +**R1 — `compare_reasoning_presence()`**: Compares assistant message with vs without a `reasoning_content` field. + +- Searches `diff.right` (output with reasoning) for the reasoning content needle +- Uses PEG parsers to find surrounding markers: + - If both pre/post markers found in `diff.right` → `TAG_BASED` + - If both found but post marker only in the full output B → `TAG_BASED` (template forces markers; handled via prefill) + - If only post marker found → `TAG_BASED` (delimiter-style, empty start) +- Sets `reasoning.start` and `reasoning.end` + +**R2 — `compare_thinking_enabled()`**: Compares `enable_thinking=false` vs `true` with a generation prompt. + +- Detects template-added reasoning markers: `enable_thinking=true` appends a non-empty marker → sets `reasoning.start`, mode = `TAG_BASED` +- Handles the reverse case (`enable_thinking=false` appends the marker instead): extracts both start (from the preceding segment) and end markers; mode = `TAG_BASED` +- The reasoning prefill (markers added by the template) is later extracted in `common_chat_templates_apply_jinja` and prepended to model output before parsing + +**R3 — `compare_reasoning_scope()`**: Compares assistant message with reasoning+text-content vs reasoning+tool-calls. + +- Only runs if `jinja_caps.supports_tool_calls` +- Detects `TOOLS_ONLY`: reasoning content present in B (with tools) but not in A (with text content) +- Extracts reasoning markers from the tool call output using PEG parsers + +### Phase 2: Content Analysis + +**C1**: Two comparisons in the `analyze_content` constructor: + +- Comparison 1: content-only output vs tool-call output → `diff_tools` +- Comparison 2: content-only output vs reasoning+empty-content output → `diff_reasoning` + +Classification logic: + +- `PLAIN`: `diff_tools.left` equals the response string (content is the entire diff, no wrapper) +- `ALWAYS_WRAPPED`: markers found surrounding the content text in `pure_content` → extracts `start`/`end` + +### Phase 3: Tool Call Analysis + +**T1 — `analyze_tool_calls()`**: Compares no-tools vs with-tools output. + +- Extracts the tool call section as `diff.right` +- Calls `analyze_tool_call_format()` which first strips reasoning markers from the haystack, then: + - Calls `in_json_haystack()` for both function name and argument name needles + - `in_json_haystack()` uses a PEG parser to check whether the needle appears in a JSON context (preceded by `{` or `:` with surrounding quotes) + - If function name is in JSON → `JSON_NATIVE` → `analyze_tool_call_format_json_native()` + - If function name not in JSON, arg name is in JSON → `TAG_WITH_JSON` + - If neither in JSON → `TAG_WITH_TAGGED` + - `analyze_tool_call_format_json_native()`: parses the JSON object, matches field values to needles to populate `name_field`, `args_field`, `id_field`, `gen_id_field`; detects `tools_array_wrapped`; extracts `section_start`/`section_end` + - `analyze_tool_call_format_non_json()`: uses PEG parsers on the haystack to find up to two opening markers (section + per-call) then up to two closing markers + +**T2 — `check_per_call_markers()`**: Compares 1 call vs 2 calls. + +- Computes a secondary diff of the second call portion vs the common suffix +- If the second call content starts with `section_start` → the section marker is actually per-call → moves `section_start/end` to `per_call_start/end` and clears the section markers + +**T3 — `extract_function_markers()`**: Compares function name `FUN_FIRST` vs `FUN_SECOND` (two different named functions). + +- Finds where the function name appears in `diff.left` +- Extracts `function.name_prefix` from the common prefix up to the function marker, and `function.name_suffix` from after the name up to the next marker +- Extends `name_suffix` into `diff.suffix` (to the first marker for TAG_WITH_TAGGED; to the first `{` or `[` for TAG_WITH_JSON) +- Extracts `function.close` from after the last argument value up to the per-call/section end marker + +**T4 — `analyze_arguments()`** (TAG_WITH_TAGGED only): + +- **A1 `extract_argument_name_markers()`**: Compares `arg_name_A` vs `arg_name_B` (two different argument names). + - Finds shared surrounding structure → `arguments.name_prefix`, `arguments.name_suffix` +- **A2 `extract_argument_value_markers()`**: Compares argument value `"XXXX"` vs `"YYYY"` (same arg, different value). + - Finds markers surrounding the value → `arguments.value_prefix`, `arguments.value_suffix` + +**T5 — `extract_argument_separator()`**: Compares 1 argument vs 2 arguments (same function). + +- Uses `until_common_prefix(diff.right, ARG_FIRST, ARG_SECOND)` to find what separates the two argument blocks + +**T6 — `extract_args_markers()`**: Compares 0 arguments vs 1 argument. + +- Uses `until_common_prefix()` and `after_common_suffix()` with the empty and single-arg JSON strings as anchors to find container markers (`arguments.start`, `arguments.end`) + +**T7 — `extract_call_id_markers()`**: Compares call IDs `"call00001"` vs `"call99999"`. + +- Determines whether function name appears in `diff.prefix` or `diff.suffix` to classify position: + - Function name in prefix only → `BETWEEN_FUNC_AND_ARGS` or `POST_ARGS` (further distinguished by where `{` appears) + - Function name in suffix only → `PRE_FUNC_NAME` +- Extracts `call_id.prefix` and `call_id.suffix` markers around the call ID value +- Clears `per_call_end` if it incorrectly incorporated the call ID suffix + +### Workarounds + +A workaround array in `common/chat-diff-analyzer.cpp` applies post-hoc patches after analysis. Each workaround is a lambda that inspects the template source and overrides analysis results. Current workarounds: + +1. **Old Qwen/DeepSeek thinking templates** — source contains `content.split('')` but not ``: sets `reasoning.mode = TAG_BASED` with ``/`` markers if no reasoning was detected +2. **Granite 3.3** — source contains specific "Write your thoughts" text: forces `TAG_BASED` reasoning with ``/`` and `WRAPPED_WITH_REASONING` content with ``/`` +3. **Cohere Command R+** — source contains `<|CHATBOT_TOKEN|>`: sets `ALWAYS_WRAPPED` content mode if no content start is already set +4. **Functionary 3.1** — source contains `set has_code_interpreter`: forces `PLAIN` content, specific `per_call_start/end`, clears preserved tokens to only keep Functionary-specific markers +5. **DeepSeek-R1-Distill-Qwen** — source contains `tool▁calls▁begin` markers: overrides tool section/per-call markers with the correct Unicode block characters + +### Parser Building + +Each analyzer struct (`analyze_reasoning`, `analyze_content`, `analyze_tools`) implements `build_parser(parser_build_context&)`. They share a `parser_build_context` that carries the PEG builder, inference inputs, the pre-built reasoning parser, and a pointer to the content analyzer. + +#### Reasoning Parser (`analyze_reasoning::build_parser`) + +| Mode | Parser | +|-----------------------------------------------|---------------------------------------------------------------------------| +| Not extracting reasoning | `eps()` | +| `TAG_BASED` or `TOOLS_ONLY` (non-empty start) | `optional(start + reasoning(until(end)) + end + space())` | +| `TAG_BASED` or `TOOLS_ONLY` (empty start) | `optional(reasoning(until(end)) + end + space())` — delimiter-style | + +Note: The start marker may be empty either because the analyzer detected delimiter-style reasoning, or because `generate_parser()` cleared a template artifact start marker (see Generation Prompt & Reasoning Prefill above). Whitespace-only reasoning content (e.g. from a `` prefill) is discarded by the mapper. + +#### Content Parser (`analyze_content::build_parser`) + +| Condition | Parser | +|----------------------------------------|---------------------------------------------------------------------------------| +| `json_schema` present | `reasoning + space() + content(schema(json(), "response-format", ...)) + end()` | +| Tools present | Dispatches to `analyze_tools::build_parser()` | +| `ALWAYS_WRAPPED` with reasoning | `reasoning + start + content(until(end)) + end + end()` | +| `ALWAYS_WRAPPED` without reasoning | `content(until(start)) + start + content(until(end)) + end + end()` | +| Default (PLAIN) | `reasoning + content(rest()) + end()` | + +#### Tool Parsers (`analyze_tools::build_parser`) + +Dispatches by `format.mode`: + +**`build_tool_parser_json_native()`**: Calls `p.standard_json_tools()` which internally dispatches to: + +- `build_json_tools_function_is_key()` — function name is the JSON key: `{"get_weather": {...}}` +- `build_json_tools_nested_keys()` — nested: `{"function": {"name": "X", "arguments": {...}}}` +- `build_json_tools_flat_keys()` — flat: `{"name": "X", "arguments": {...}}` + +Handles content wrappers, array wrapping (`tools_array_wrapped`), parallel calls, and `parameter_order`. + +**`build_tool_parser_tag_json()`**: For each tool function: + +```text +tool_open(name_prefix + tool_name(literal(name)) + name_suffix) + + call_id_section + + tool_args(schema(json(), tool_schema)) + [+ function.close if non-empty] +``` + +Wrapped in per-call markers (with optional parallel call repetition) then optionally in section markers. + +**`build_tool_parser_tag_tagged()`**: For each tool function, builds one parser per argument: + +- String types: `tool_arg_string_value(schema(until(value_suffix), ...))` +- JSON types: `tool_arg_json_value(schema(json(), ...))` +- Required args are plain; optional args wrapped in `optional()` +- Arguments joined with `space()` between consecutive parsers + +For closing: uses `function.close` if present; otherwise uses `peek(per_call_end)` to avoid premature close during partial streaming; falls back to `tool_close(space())` to trigger mapper callbacks. + +All three tool parsers return: + +```text +reasoning + optional(content(until(trigger_marker))) + tool_calls + end() +``` + +Each returned parser is wrapped by `wrap_for_generation_prompt()`, which prepends a literal for any boilerplate prefix of the generation prompt (the portion before the reasoning start marker). + +## Mapper + +`common_chat_peg_mapper` maps PEG parse results (AST nodes) into `common_chat_msg` structures. Key design: + +- **Buffered arguments**: Before `tool_name` is known, argument text goes to `args_buffer`; once the name is set, the buffer is flushed to `current_tool->arguments` +- **`args_target()`**: Returns a reference to whichever destination is currently active (buffer or tool args), eliminating branching +- **`closing_quote_pending`**: Tracks whether a closing `"` needs to be appended when a string argument value is finalized (for schema-declared string types in tagged format) +- **Whitespace-only reasoning**: Reasoning content that consists entirely of whitespace (e.g. from a `` prefill) is cleared so the message shows no reasoning +- **Brace auto-closing**: At tool close, unclosed `{` braces are closed automatically + +## Files + +| File | Purpose | +|-------------------------------------------|---------------------------------------------------------------------------------| +| `common/chat-auto-parser.h` | All analysis structs, enums, `autoparser`, `peg_generator`, `generation_params` | +| `common/chat-auto-parser-generator.cpp` | Parser generator: `generate_parser()` and `build_parser()` methods | +| `common/chat-diff-analyzer.cpp` | Differential analysis implementation and workarounds | +| `common/chat-auto-parser-helpers.h/cpp` | `calculate_diff_split()`, `segmentize_markers()`, `compare_variants()`, | +| | `wrap_for_generation_prompt()`, string helpers | +| `common/chat-peg-parser.h/cpp` | `common_chat_peg_builder`, `common_chat_peg_mapper`, and helpers | +| `common/chat.cpp` | Entry point: `common_chat_templates_apply_jinja()` | +| `tools/parser/debug-template-parser.cpp` | Debug tool for template analysis | +| `tools/parser/template-analysis.cpp` | Template analysis tool | + +## Testing & Debugging + +### Debug Tools + +**Template Debugger**: `tools/parser/debug-template-parser.cpp` + +- Usage: `./bin/llama-debug-template-parser path/to/template.jinja` +- Shows detected format, markers, generated parser, and GBNF grammar + +**Template Analysis**: `tools/parser/template-analysis.cpp` + +- Usage: `./bin/llama-template-analysis path/to/template.jinja` + +**Debug Logging**: Enable with `LLAMA_LOG_VERBOSITY=2` + +- Shows detailed analysis steps, pattern extraction results, and generated parser structure + +**PEG Test Builder**: Fluent API for creating test cases — see [tests/test-chat.cpp:947-1043](tests/test-chat.cpp#L947-L1043). Example usage: + +```cpp +auto tst = peg_tester("models/templates/Template.jinja"); +tst.test("input text") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({tool_json}) + .parallel_tool_calls(true) + .enable_thinking(true) + .expect(expected_message) + .run(); +``` + +### Tested Templates + +The following templates have active tests in `tests/test-chat.cpp`: + +| Template | Format | Notes | +| -------- | ------ | ----- | +| Ministral-3-14B-Reasoning | Reasoning | `[THINK]...[/THINK]` tags (specialized handler) | +| NVIDIA-Nemotron-3-Nano-30B | TAG_WITH_TAGGED | Reasoning + tools | +| CohereForAI Command-R7B | JSON_NATIVE | `<\|START_THINKING\|>`/`<\|START_RESPONSE\|>` markers | +| Google Gemma 2 2B | Content only | No tool support | +| Qwen-QwQ-32B | Reasoning | Forced-open thinking | +| NousResearch Hermes 2 Pro | JSON_NATIVE | `` wrapper | +| IBM Granite 3.3 | JSON_NATIVE | `` + `` | +| ByteDance Seed-OSS | TAG_WITH_TAGGED | Custom `` and `` tags | +| Qwen3-Coder | TAG_WITH_TAGGED | XML-style tool format | +| DeepSeek V3.1 | JSON_NATIVE | Forced thinking mode | +| GLM-4.6 | TAG_WITH_TAGGED | `name\n......` format | +| GLM-4.7-Flash | TAG_WITH_TAGGED | Updated GLM format | +| Kimi-K2-Thinking | JSON_NATIVE | Reasoning + JSON tools | +| Apertus-8B-Instruct | JSON_NATIVE | Function name as JSON key | +| MiniMax-M2 | TAG_WITH_JSON | XML invoke with JSON args | +| NVIDIA-Nemotron-Nano-v2 | JSON_NATIVE | `` wrapper (nested) | +| CohereForAI Command-R Plus | JSON_NATIVE | Markdown code block format | +| Mistral-Nemo-Instruct-2407 | JSON_NATIVE | `[TOOL_CALLS]` wrapper with ID field | +| Functionary v3.1 | TAG_WITH_JSON | `` format | +| Functionary v3.2 | Specialized | `>>>` recipient delimiter (dedicated handler) | +| Fireworks Firefunction v2 | TAG_WITH_JSON | Fireworks tool format | +| DeepSeek R1 Distill (Llama/Qwen) | Reasoning | Forced-open thinking | +| llama-cpp-deepseek-r1 | Reasoning | Forced-open thinking | +| Kimi-K2 / Kimi-K2-Instruct | JSON_NATIVE | JSON tools with special markers | +| Llama 3.1/3.2/3.3 | JSON_NATIVE | Standard Llama tool format | +| OpenAI GPT-OSS | Specialized | Channel-based (dedicated handler) | +| Apriel 1.5 | JSON_NATIVE | `` wrapper with JSON array | +| Apriel 1.6 Thinker | Reasoning | Implicit reasoning start | +| Mistral Small 3.2 | JSON_NATIVE | `[TOOL_CALLS]func[ARGS]{...}` with call ID | +| Devstral | JSON_NATIVE | `[TOOL_CALLS]func[ARGS]{...}` without call ID | +| StepFun 3.5 Flash | TAG_WITH_TAGGED | `` format | + +## Adding Support for New Templates + +To support a new template format: + +1. **If it follows standard patterns** — The auto-parser should detect it automatically. Run `llama-debug-template-parser` to verify markers are correctly extracted. +2. **If differential analysis extracts incorrect markers** — Add a workaround lambda to the `workarounds` vector in `common/chat-diff-analyzer.cpp`. Inspect the template source for a unique identifying substring. +3. **If it needs fundamentally different handling** — Add a dedicated handler function in `chat.cpp` before the auto-parser block (as done for GPT-OSS, Functionary v3.2, and Ministral). + +## Edge Cases and Quirks + +1. **Generation Prompt & Reasoning Prefill**: The generation prompt is extracted by diffing `add_generation_prompt=false` vs `true` in `common_chat_templates_apply_jinja`, so it contains exactly what the template appends — avoiding false positives from prior conversation turns. +2. **Per-Call vs Per-Section Markers**: Some templates wrap each tool call individually (`per_call_start/end`); others wrap the entire section (`section_start/end`). T2 (`check_per_call_markers()`) disambiguates by checking if the second call in a two-call output starts with the section marker. +3. **Tag Boundary Fixing**: `calculate_diff_split()` iteratively adjusts prefix/suffix boundaries to avoid splitting `` or `[marker]` tokens, ensuring clean extraction. +4. **Call ID Side Effects**: When a call ID is detected, `per_call_end` may have been incorrectly set to include the call ID suffix. T7 clears `per_call_end` in this case. +5. **Tool Analysis Gating**: `analyze_tools` is only constructed (and all tool analysis phases run) when `jinja_caps.supports_tool_calls` is true. Within tool analysis, `check_per_call_markers()` (T2) only runs if `jinja_caps.supports_parallel_tool_calls`. +6. **`analyze_arguments()` Gating**: Within tool analysis, A1 and A2 (argument name/value marker extraction) only run for `TAG_WITH_TAGGED` format. `extract_argument_separator()` and `extract_args_markers()` run for all non-`JSON_NATIVE` formats. +7. **Undetected Tool Format**: If `analyze_tools` concludes tool calling is supported but cannot determine the format, `build_parser()` logs an error and returns `eps()` (graceful degradation) rather than aborting. diff --git a/docs/backend/CANN.md b/docs/backend/CANN.md index 23b6a62763..b0dbc92622 100755 --- a/docs/backend/CANN.md +++ b/docs/backend/CANN.md @@ -20,7 +20,7 @@ **Llama.cpp + CANN** -The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the ability of AscendC and ACLNN which are intergrated to CANN Toolkit and kernels to using Ascend NPU directly. +The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the ability of AscendC and ACLNN which are integrated to CANN Toolkit and kernels to using Ascend NPU directly. ## News @@ -42,12 +42,22 @@ The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the abi ### Ascend NPU -**Verified devices** +You can retrieve your Ascend device IDs using the following command: -| Ascend NPU | Status | -|:-----------------------------:|:-------:| -| Atlas 300T A2 | Support | -| Atlas 300I Duo | Support | +```sh +lspci -n | grep -Eo '19e5:d[0-9a-f]{3}' | cut -d: -f2 +``` + +**Devices** + +| Device Id | Product Series | Product Models | Chip Model | Verified Status | +|:---------:|----------------|----------------|:----------:|:---------------:| +| d803 | Atlas A3 Train | | 910C | | +| d803 | Atlas A3 Infer | | 910C | | +| d802 | Atlas A2 Train | | 910B | | +| d802 | Atlas A2 Infer | Atlas 300I A2 | 910B | Support | +| d801 | Atlas Train | | 910 | | +| d500 | Atlas Infer | Atlas 300I Duo | 310P | Support | *Notes:* @@ -57,6 +67,9 @@ The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the abi ## Model Supports +
+Text-only + | Model Name | FP16 | Q4_0 | Q8_0 | |:----------------------------|:-----:|:----:|:----:| | Llama-2 | √ | √ | √ | @@ -118,8 +131,11 @@ The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the abi | Trillion-7B-preview | √ | √ | √ | | Ling models | √ | √ | √ | +
+ +
+Multimodal -**Multimodal** | Model Name | FP16 | Q4_0 | Q8_0 | |:----------------------------|:-----:|:----:|:----:| | LLaVA 1.5 models, LLaVA 1.6 models | x | x | x | @@ -134,15 +150,22 @@ The llama.cpp CANN backend is designed to support Ascend NPU. It utilize the abi | GLM-EDGE | √ | √ | √ | | Qwen2-VL | √ | √ | √ | +
+ ## DataType Supports -| DataType | Status | -|:----------------------:|:-------:| -| FP16 | Support | -| Q8_0 | Support | -| Q4_0 | Support | +| DataType | 910B | 310P | +|:----------------------:|:-------:|:-------:| +| FP16 | Support | Support | +| Q8_0 | Support | Partial | +| Q4_0 | Support | Partial | +| BF16 | Support | | + +> **310P note** +> - `Q8_0`: data transform / buffer path is implemented, and `GET_ROWS` is supported, but quantized `MUL_MAT` / `MUL_MAT_ID` are not supported. +> - `Q4_0`: data transform / buffer path is implemented, but quantized `MUL_MAT` / `MUL_MAT_ID` are not supported. ## Docker @@ -160,7 +183,20 @@ npu-smi info # Select the cards that you want to use, make sure these cards are not used by someone. # Following using cards of device0. -docker run --name llamacpp --device /dev/davinci0 --device /dev/davinci_manager --device /dev/devmm_svm --device /dev/hisi_hdc -v /usr/local/dcmi:/usr/local/dcmi -v /usr/local/bin/npu-smi:/usr/local/bin/npu-smi -v /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/ -v /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info -v /PATH_TO_YOUR_MODELS/:/app/models -it llama-cpp-cann -m /app/models/MODEL_PATH -ngl 32 -p "Building a website can be done in 10 simple steps:" +docker run --name llamacpp \ + --device /dev/davinci0 \ + --device /dev/davinci_manager \ + --device /dev/devmm_svm \ + --device /dev/hisi_hdc \ + -v /usr/local/dcmi:/usr/local/dcmi \ + -v /usr/local/bin/npu-smi:/usr/local/bin/npu-smi \ + -v /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/ \ + -v /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info \ + -v /PATH_TO_YOUR_MODELS/:/app/models \ + -it llama-cpp-cann \ + -m /app/models/MODEL_PATH \ + -ngl 32 \ + -p "Building a website can be done in 10 simple steps:" ``` *Notes:* @@ -171,69 +207,57 @@ docker run --name llamacpp --device /dev/davinci0 --device /dev/davinci_manager ### I. Setup Environment -1. **Install Ascend Driver and firmware** +1. **Configure Ascend user and group** ```sh - # create driver running user. - sudo groupadd -g HwHiAiUser + sudo groupadd HwHiAiUser sudo useradd -g HwHiAiUser -d /home/HwHiAiUser -m HwHiAiUser -s /bin/bash sudo usermod -aG HwHiAiUser $USER - - # download driver from https://www.hiascend.com/hardware/firmware-drivers/community according to your system - # and install driver. - sudo sh Ascend-hdk-910b-npu-driver_x.x.x_linux-{arch}.run --full --install-for-all ``` - Once installed, run `npu-smi info` to check whether driver is installed successfully. +2. **Install dependencies** + + **Ubuntu/Debian:** ```sh - +-------------------------------------------------------------------------------------------+ - | npu-smi 24.1.rc2 Version: 24.1.rc2 | - +----------------------+---------------+----------------------------------------------------+ - | NPU Name | Health | Power(W) Temp(C) Hugepages-Usage(page)| - | Chip | Bus-Id | AICore(%) Memory-Usage(MB) HBM-Usage(MB) | - +======================+===============+====================================================+ - | 2 xxx | OK | 64.4 51 15 / 15 | - | 0 | 0000:01:00.0 | 0 1873 / 15077 0 / 32768 | - +======================+===============+====================================================+ - | 5 xxx | OK | 64.0 52 15 / 15 | - | 0 | 0000:81:00.0 | 0 1874 / 15077 0 / 32768 | - +======================+===============+====================================================+ - | No running processes found in NPU 2 | - +======================+===============+====================================================+ - | No running processes found in NPU 5 | - +======================+===============+====================================================+ + sudo apt-get update + sudo apt-get install -y gcc python3 python3-pip linux-headers-$(uname -r) ``` -2. **Install Ascend Firmware** + **RHEL/CentOS:** ```sh - # download driver from https://www.hiascend.com/hardware/firmware-drivers/community according to your system - # and install driver. - sudo sh Ascend-hdk-910b-npu-firmware_x.x.x.x.X.run --full + sudo yum makecache + sudo yum install -y gcc python3 python3-pip kernel-headers-$(uname -r) kernel-devel-$(uname -r) ``` - If the following messaage appers, firmware is installed successfully. + +3. **Install CANN (driver + toolkit)** + + > The `Ascend-cann` package includes both the driver and toolkit. + > `$ARCH` can be `x86_64` or `aarch64`, `$CHIP` can be `910b` or `310p`. + ```sh - Firmware package installed successfully! + wget https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%208.5.T63/Ascend-cann_8.5.0_linux-$ARCH.run + sudo bash ./Ascend-cann_8.5.0_linux-$ARCH.run --install + + wget https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%208.5.T63/Ascend-cann-$CHIP-ops_8.5.0_linux-$ARCH.run + sudo bash ./Ascend-cann-$CHIP-ops_8.5.0_linux-$ARCH.run --install ``` +4. **Verify installation** -3. **Install CANN toolkit and kernels** - - CANN toolkit and kernels can be obtained from the official [CANN Toolkit](https://www.hiascend.com/zh/developer/download/community/result?module=cann) page. - - Please download the corresponding version that satified your system. The minimum version required is 8.0.RC2.alpha002 and here is the install command. ```sh - pip3 install attrs numpy decorator sympy cffi pyyaml pathlib2 psutil protobuf scipy requests absl-py wheel typing_extensions - sh Ascend-cann-toolkit_8.0.RC2.alpha002_linux-aarch64.run --install - sh Ascend-cann-kernels-910b_8.0.RC2.alpha002_linux.run --install + npu-smi info ``` - Set Ascend Variables: + If device information is displayed correctly, the driver is functioning properly. + ```sh - echo "source ~/Ascend/ascend-toolkit/set_env.sh" >> ~/.bashrc - source ~/.bashrc + # Set environment variables (adjust path if needed) + source /usr/local/Ascend/cann/set_env.sh + + python3 -c "import acl; print(acl.get_soc_name())" ``` -Upon a successful installation, CANN is enabled for the available ascend devices. + If the command outputs the chip model, the installation was successful. ### II. Build llama.cpp diff --git a/docs/backend/OPENVINO.md b/docs/backend/OPENVINO.md new file mode 100644 index 0000000000..96d0f672e3 --- /dev/null +++ b/docs/backend/OPENVINO.md @@ -0,0 +1,389 @@ +# OpenVINO Backend for llama.cpp + +> [!NOTE] +> Performance and memory optimizations, accuracy validation, broader quantization coverage, broader operator and model support are work in progress. + +[OpenVINO](https://docs.openvino.ai/) is an open-source toolkit for optimizing and deploying high-performance AI inference, specifically designed for Intel hardware, including CPUs, GPUs, and NPUs, in the cloud, on-premises, and on the edge. [OpenVINO backend for llama.cpp](../../ggml/src/ggml-openvino) enables hardware-accelerated inference on **Intel® CPUs, GPUs, and NPUs** while remaining compatible with the existing **GGUF model ecosystem**. The backend translates GGML compute graphs into OpenVINO graphs and leverages graph compilation, kernel fusion, and device-specific optimizations to improve inference performance on supported Intel hardware. + +The OpenVINO backend is implemented in `ggml/src/ggml-openvino` and provides a translation layer for core GGML operations. The OpenVINO backend replaces the standard GGML graph execution path with Intel's OpenVINO inference engine. This approach allows the same GGUF model file to run on Intel CPUs, Intel GPUs (integrated and discrete), and Intel NPUs without changes to the model or the rest of the llama.cpp stack. When a `ggml_cgraph` is dispatched to OpenVINO backend, it: + +- Walks the GGML graph and identifies inputs, outputs, weights, and KV cache tensors. +- Translates the GGML operations into an `ov::Model` using OpenVINO's frontend API. +- Compiles and caches the model for the target device. +- Binds GGML tensor memory to OpenVINO inference tensors and runs inference. + +## Supported Devices + +OpenVINO backend supports the following hardware: + +- Intel CPUs +- Intel GPUs (integrated and discrete) +- Intel NPUs + +Although OpenVINO supports a wide range of [Intel hardware](https://docs.openvino.ai/2026/about-openvino/release-notes-openvino/system-requirements.html), the llama.cpp OpenVINO backend has been validated specifically on AI PCs such as the Intel® Core™ Ultra Series 1 and Series 2. + +## Supported Model Precisions + +- `FP16` +- `BF16` (on Intel Xeon) +- `Q8_0` +- `Q4_0` +- `Q4_1` +- `Q4_K` +- `Q4_K_M` +- `Q5_K` (converted to Q8_0_C at runtime) +- `Q6_K` (converted to Q8_0_C at runtime) + +> [!NOTE] +> Accuracy validation and performance optimizations for quantized models are a work in progress. + +## Quantization Support Details + +### CPU and GPU + +- **`Q4_0`, `Q4_1`, `Q4_K_M`, `Q6_K` models are supported** +- `Q5_K` and `Q6_K` tensors are converted to `Q8_0_C` + +### NPU + +- **Primary supported quantization scheme is `Q4_0`** +- `Q6_K` tensors are requantized to `Q4_0_128` in general. For embedding weights, `Q6_K` tensors are requantized to `Q8_0_C` except for the token embedding matrix which is dequantized to fp16 + +### Additional Notes + +- Both `Q4_0` and `Q4_1` models use `Q6_K` for the token embedding tensor and the final matmul weight tensor (often the same tensor) +- `Q4_0` models may produce some `Q4_1` tensors if an imatrix is provided during quantization using `llama-quantize` +- `Q4_K_M` models may include both `Q6_K` and `Q5_K` tensors (observed in Phi-3) + +## Validated Models + +The following models have been validated for functionality on Intel® Core™ Ultra Series 1 and Series 2: + +- [Llama-3.2-1B-Instruct-GGUF](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/) +- [Llama-3.1-8B-Instruct](https://huggingface.co/bartowski/Meta-Llama-3.1-8B-Instruct-GGUF) +- [microsoft/Phi-3-mini-4k-instruct-gguf](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct-gguf) +- [Qwen/Qwen2.5-1.5B-Instruct-GGUF](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct-GGUF) +- [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B-GGUF) +- [openbmb/MiniCPM-1B-sft-bf16](https://huggingface.co/openbmb/MiniCPM-S-1B-sft-gguf) +- [tencent/Hunyuan-7B-Instruct](https://huggingface.co/bartowski/tencent_Hunyuan-7B-Instruct-GGUF) +- [mistralai/Mistral-7B-Instruct-v0.3](https://huggingface.co/bartowski/Mistral-7B-Instruct-v0.3-GGUF) +- [bartowski/DeepSeek-R1-Distill-Llama-8B-GGUF](https://huggingface.co/bartowski/DeepSeek-R1-Distill-Llama-8B-GGUF) + +## Build Instructions + +### Prerequisites + +- Linux or Windows system with Intel hardware (CPU, GPU, or NPU) +- **For Intel GPU or NPU Usage**: Install the appropriate hardware drivers for your Intel GPU or NPU. For detailed instructions, see: [Additional Configurations for Hardware Acceleration](https://docs.openvino.ai/2025/get-started/install-openvino/configurations.html). + +- **Linux:** + - Git, CMake, and Ninja software tools are needed for building. + ```bash + sudo apt-get update + sudo apt-get install -y build-essential libcurl4-openssl-dev libtbb12 cmake ninja-build python3-pip curl wget tar + ``` + - OpenCL + ```bash + sudo apt install ocl-icd-opencl-dev opencl-headers opencl-clhpp-headers intel-opencl-icd + ``` + +- **Windows:** + - Download and install [Microsoft Visual Studio 2022 Build Tools](https://aka.ms/vs/17/release/vs_BuildTools.exe). During installation, select the **"Desktop development with C++"** workload. + + - Install required tools: + ```powershell + # Windows PowerShell + winget install Git.Git + winget install GNU.Wget + winget install Ninja-build.Ninja + ``` + + - Install **OpenCL** using **vcpkg**: + ```powershell + # Windows PowerShell + cd C:\ + git clone https://github.com/microsoft/vcpkg + cd vcpkg + .\bootstrap-vcpkg.bat + .\vcpkg install opencl + # Optional but recommended: Integrate vcpkg with Visual Studio / CMake: + .\vcpkg integrate install + ``` + +### 1. Install OpenVINO Runtime + +- Follow the guide to install OpenVINO Runtime from an archive file: [Linux](https://docs.openvino.ai/2026/get-started/install-openvino/install-openvino-archive-linux.html) | [Windows](https://docs.openvino.ai/2026/get-started/install-openvino/install-openvino-archive-windows.html) + +- **Linux:** + +
+ 📦 Click to expand OpenVINO installation from an archive file on Ubuntu +
+ + ```bash + wget https://raw.githubusercontent.com/ravi9/misc-scripts/main/openvino/ov-archive-install/install-openvino-from-archive.sh + chmod +x install-openvino-from-archive.sh + ./install-openvino-from-archive.sh + ``` + + Verify OpenVINO is initialized properly: + ```bash + echo $OpenVINO_DIR + ``` +
+ + +### 2. Build llama.cpp with OpenVINO Backend + +Clone the OpenVINO-enabled llama.cpp fork and build it: + +```bash +git clone https://github.com/ggml-org/llama.cpp +cd llama.cpp +``` + +- **Linux:** + ```bash + source /opt/intel/openvino/setupvars.sh + cmake -B build/ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON + cmake --build build/ReleaseOV --parallel + ``` + +- **Windows:** + ```cmd + # x64 Native Tools Command Prompt for VS 2022 + "C:\Program Files (x86)\Intel\openvino_2026.0\setupvars.bat" + cmake -B build\ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON -DLLAMA_CURL=OFF -DCMAKE_TOOLCHAIN_FILE=C:\vcpkg\scripts\buildsystems\vcpkg.cmake + cmake --build build\ReleaseOV --parallel + ``` +> [!NOTE] +> Use `x64 Native Tools Command Prompt` for Windows build. After building, you could use either `cmd` or `PowerShell` to run the OpenVINO backend. + +### 3. Download Sample Model + +Download models for testing: + +```bash +# Linux +mkdir -p ~/models/ +wget https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf \ + -O ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf + +# Windows PowerShell +mkdir C:\models +Invoke-WebRequest -Uri https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf -OutFile C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf + +# Windows Command Line +mkdir C:\models +curl -L https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf -o C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf +``` + +### 4. Run Inference with OpenVINO Backend + +When using the OpenVINO backend, the first inference token may have slightly higher latency due to on-the-fly conversion to the OpenVINO graph. Subsequent tokens and runs will be faster. + +> [!NOTE] +> Default context size is set to the model training context, which may be very large. For example, 131072 for Llama 3.2 1B, which may result in lower performance, especially on edge/laptop devices. Use `-c` to limit context size in supported llama.cpp tools for better performance. For example, `-c 512`. + +```bash +# If device is unset or unavailable, defaults to CPU. +# If the system has multiple GPUs, use GPU.0 or GPU.1 to explicitly target a specific GPU. + +# Linux +export GGML_OPENVINO_DEVICE=GPU +# Enable stateful execution with GPU device to avoid known stateless execution failures. +export GGML_OPENVINO_STATEFUL_EXECUTION=1 +# To run llama-simple: +./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -n 50 "The story of AI is " +# To run in chat mode: +./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 1024 +# To run llama-bench, -fa 1 is needed +GGML_OPENVINO_STATEFUL_EXECUTION=1 GGML_OPENVINO_DEVICE=GPU ./build/ReleaseOV/bin/llama-bench -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -fa 1 + +# NPU: keep context small to avoid failures from very large model context windows. +export GGML_OPENVINO_DEVICE=NPU +./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 512 + +# Windows Command Line +set GGML_OPENVINO_DEVICE=GPU +# Enable stateful execution with GPU device to avoid known stateless execution failures. +set GGML_OPENVINO_STATEFUL_EXECUTION=1 +# Windows PowerShell +$env:GGML_OPENVINO_DEVICE = "GPU" +$env:GGML_OPENVINO_STATEFUL_EXECUTION = "1" + +# To run llama-simple +build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -n 50 "The story of AI is " +# To run in chat mode: +build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -c 1024 +# To run llama-bench, -fa 1 is needed +build\ReleaseOV\bin\llama-bench.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -fa 1 + +# NPU: keep context small to avoid failures from very large model context windows. +# Windows Command Line +set GGML_OPENVINO_DEVICE=NPU +# Windows PowerShell +$env:GGML_OPENVINO_DEVICE = "NPU" +build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -c 512 +``` +> [!NOTE] +> On systems with multiple GPUs, use `GPU.0` or `GPU.1` to explicitly target specific GPU. See [OpenVINO GPU Device](https://docs.openvino.ai/2026/openvino-workflow/running-inference/inference-devices-and-modes/gpu-device.html) for more details. + +### Known Issues and Current Workarounds + +- GPU stateless execution is currently affected by a known issue. + - Workaround: set `GGML_OPENVINO_STATEFUL_EXECUTION=1` when using GPU device. +- NPU failures can happen when context size is too large. Recent llama.cpp behavior may resolve context size to the model training context (for example, 131072 for Llama 3.2 1B), which is too large for current NPU usage and can also stress laptop CPU/GPU on larger models. To inspect the selected context size, run `llama-cli` or `llama-server` with `-lv 3`. + - Workaround: explicitly set context size, for ex. `-c 1024` for NPU runs. Performance will be better with lower context size. +- Additional NPU limitations: + - Model caching is not yet supported. + - `llama-server -np > 1` (multiple parallel sequences) is not supported. + - `llama-perplexity` is only supported with `-b 512` or smaller. +- `--context-shift` with `llama-cli` is currently not supported with OpenVINO backend across CPU, GPU, and NPU devices. +- Encoder models (embedding, reranking) are not supported with the current OpenVINO backend implementation. +- `-fa 1` is required when running llama-bench with the OpenVINO backend. + - `GGML_OPENVINO_STATEFUL_EXECUTION=1 GGML_OPENVINO_DEVICE=GPU ./llama-bench -fa 1` +- `llama-server` with OpenVINO backend supports only one chat session/thread, when `GGML_OPENVINO_STATEFUL_EXECUTION=1` is enabled. +- For Intel GPU, NPU detection in containers, GPU, NPU user-space drivers/libraries must be present inside the image. We will include in a future PR. Until then, you can use this reference Dockerfile: [openvino.Dockerfile](https://github.com/ravi9/llama.cpp/blob/ov-docker-update/.devops/openvino.Dockerfile) + +> [!NOTE] +> The OpenVINO backend is actively under development. Fixes are underway, and this document will continue to be updated as issues are resolved. + + +### Docker Build + +You can build and run llama.cpp with OpenVINO backend using Docker. + +```bash +# Build the base runtime image with compiled shared libraries and minimal dependencies. +docker build -t llama-openvino:base -f .devops/openvino.Dockerfile . + +# Build the complete image with all binaries, Python tools, gguf-py library, and model conversion utilities. +docker build --target=full -t llama-openvino:full -f .devops/openvino.Dockerfile . + +# Build a minimal CLI-only image containing just the llama-cli executable. +docker build --target=light -t llama-openvino:light -f .devops/openvino.Dockerfile . + +# Builds a server-only image with llama-server executable, health check endpoint, and REST API support. +docker build --target=server -t llama-openvino:server -f .devops/openvino.Dockerfile . + +# If you are behind a proxy: +docker build --build-arg http_proxy=$http_proxy --build-arg https_proxy=$https_proxy --target=light -t llama-openvino:light -f .devops/openvino.Dockerfile . +``` + +Run llama.cpp with OpenVINO backend Docker container. +Save sample models in `~/models` as [shown above](#3-download-sample-model). It will be mounted to the container in the examples below. + +> [!NOTE] +> Intel GPU, NPU detection in containers will be included in a future PR. Until then, you can use this reference Dockerfile: [openvino.Dockerfile](https://github.com/ravi9/llama.cpp/blob/ov-docker-update/.devops/openvino.Dockerfile). + +```bash +# Run Docker container +docker run --rm -it -v ~/models:/models llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf + +# With Intel GPU access (iGPU or dGPU) +docker run --rm -it -v ~/models:/models \ +--device=/dev/dri --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \ +--env=GGML_OPENVINO_DEVICE=GPU --env=GGML_OPENVINO_STATEFUL_EXECUTION=1 \ +llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf + +# With Intel NPU access +docker run --rm -it -v ~/models:/models \ +--device=/dev/accel --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \ +--env=GGML_OPENVINO_DEVICE=NPU \ +llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf +``` + +Run Llama.cpp Server with OpenVINO Backend. +> [!NOTE] +> `llama-server` with OpenVINO backend supports only one chat session/thread, when `GGML_OPENVINO_STATEFUL_EXECUTION=1` is enabled. + +```bash +# Run the Server Docker container +docker run --rm -it -p 8080:8080 -v ~/models:/models llama-openvino:server --no-warmup -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 1024 +# Or Using llama-server executable +./build/ReleaseOV/bin/llama-server -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf --port 8080 -c 1024 + +# If you are behind a proxy, make sure to set NO_PROXY to avoid proxy for localhost +export NO_PROXY=localhost,127.0.0.1 + +# Option 1: Open your browser to http://localhost:8080 to access the web UI for the llama.cpp server. +# Option 2: In a NEW terminal, test the server with curl + +# Test health endpoint +curl -f http://localhost:8080/health + +# Test with a simple prompt +curl -X POST "http://localhost:8080/v1/chat/completions" -H "Content-Type: application/json" \ + -d '{"messages":[{"role":"user","content":"Write a poem about OpenVINO"}],"max_tokens":100}' | jq . +``` + +## Runtime Configuration + +The OpenVINO backend can be configured using the following environment variables at runtime to control device selection, caching, debugging, and profiling behavior. + +### Configuration Options + +| Variable | Default | Description | +|-----------------------------------|------------|-------------------------------------------------------------------------------------------------------------| +| `GGML_OPENVINO_DEVICE` | `CPU` | Specify the target device (CPU, GPU, NPU). On systems with multiple GPUs, use `GPU.0` or `GPU.1` to explicitly target specific GPU. See [OpenVINO GPU Device](https://docs.openvino.ai/2026/openvino-workflow/running-inference/inference-devices-and-modes/gpu-device.html). When set to **NPU**, static compilation mode is enabled for optimal performance. | +| `GGML_OPENVINO_CACHE_DIR` | `not set` | Directory for OpenVINO model caching (recommended: `/tmp/ov_cache`). Enables model caching when set. **Not supported on NPU devices.** | +| `GGML_OPENVINO_PREFILL_CHUNK_SIZE`| `256` | Token chunk size for **NPU** prefill. | +| `GGML_OPENVINO_STATEFUL_EXECUTION`| `0` | Enable stateful KV cache on for better performance. Recommended on CPU, GPU. | +| `GGML_OPENVINO_PROFILING` | `0` | Enable execution-time profiling. | +| `GGML_OPENVINO_DUMP_CGRAPH` | `0` | Dump the GGML compute graph to `cgraph_ov.txt`. | +| `GGML_OPENVINO_DUMP_IR` | `0` | Serialize OpenVINO IR files with timestamps. | +| `GGML_OPENVINO_DEBUG_INPUT` | `0` | Enable input debugging and print input tensor info. | +| `GGML_OPENVINO_DEBUG_OUTPUT` | `0` | Enable output debugging and print output tensor info. | +| `GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS` | `0` | Print tensor address map once. | + +> [!NOTE] +>`GGML_OPENVINO_STATEFUL_EXECUTION` is an **Experimental** feature to allow stateful execution for managing the KV cache internally inside the OpenVINO model, improving performance on CPUs and GPUs. Stateful execution is not effective on NPUs, and not all models currently support this feature. This feature is experimental and has been validated only with the llama-simple, llama-cli, llama-bench, and llama-run applications and is recommended to enable for the best performance. Other applications, such as llama-server and llama-perplexity, are not yet supported. + +### Example Usage + +#### GPU Inference with Profiling + +```bash +# If the system has multiple GPUs, use GPU.0 or GPU.1 to explicitly target a specific GPU. + +# Linux +export GGML_OPENVINO_CACHE_DIR=/tmp/ov_cache +export GGML_OPENVINO_PROFILING=1 +export GGML_OPENVINO_DEVICE=GPU +export GGML_OPENVINO_STATEFUL_EXECUTION=1 + +./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -n 50 "The story of AI is " + +# Windows Command Line +set GGML_OPENVINO_CACHE_DIR=C:\tmp\ov_cache +set GGML_OPENVINO_PROFILING=1 +set GGML_OPENVINO_DEVICE=GPU +set GGML_OPENVINO_STATEFUL_EXECUTION=1 + +# Windows PowerShell +$env:GGML_OPENVINO_CACHE_DIR = "C:\tmp\ov_cache" +$env:GGML_OPENVINO_PROFILING = "1" +$env:GGML_OPENVINO_DEVICE = "GPU" +$env:GGML_OPENVINO_STATEFUL_EXECUTION = "1" + +build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -n 50 "The story of AI is " + +``` + +## Llama.cpp Tools + +The following tools work with the OpenVINO backend on CPU, GPU, NPU: +- llama-bench +- llama-cli +- llama-completion +- llama-perplexity +- llama-server +- llama-simple + +## Work in Progress + +- Performance and memory optimizations +- Accuracy validation +- Broader quantization coverage +- Support for additional model architectures diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md index 07c68be5cb..7fb78eae37 100644 --- a/docs/backend/SYCL.md +++ b/docs/backend/SYCL.md @@ -9,6 +9,7 @@ - [Linux](#linux) - [Windows](#windows) - [Environment Variable](#environment-variable) +- [Design Rule](#design-rule) - [Known Issue](#known-issues) - [Q&A](#qa) - [TODO](#todo) @@ -41,6 +42,9 @@ The following releases are verified and recommended: ## News +- 2026.03 + - Support Flash-Attention: less memory usage, performance impact depends on LLM. + - 2026.02 - Remove support for Nvidia & AMD GPU, because the oneAPI plugin for Nvidia & AMD GPU is unavailable: download/installation channels are out of work. User can't build up the software for Nvidia & AMD GPU. @@ -378,17 +382,27 @@ use 1 SYCL GPUs: [0] with Max compute units:512 ## Windows -### I. Setup Environment - -1. Install GPU driver +### Install GPU driver Intel GPU drivers instructions guide and download page can be found here: [Get Intel GPU Drivers](https://www.intel.com/content/www/us/en/products/docs/discrete-gpus/arc/software/drivers.html). -2. Install Visual Studio +### Option 1: download the binary package directly + +Download the binary package for Windows from: https://github.com/ggml-org/llama.cpp/releases. + +Extract the package to local folder, run the llama tools directly. Refer to [Run the inference](#iii-run-the-inference-1). + +Note, the package includes the SYCL running time and all depended dll files, no need to install oneAPI package and activte them. + +### Option 2: build locally from the source code. + +#### I. Setup environment + +1. Install Visual Studio If you already have a recent version of Microsoft Visual Studio, you can skip this step. Otherwise, please refer to the official download page for [Microsoft Visual Studio](https://visualstudio.microsoft.com/). -3. Install Intel® oneAPI Base toolkit +2. Install Intel® oneAPI Base toolkit SYCL backend depends on: - Intel® oneAPI DPC++/C++ compiler/running-time. @@ -439,25 +453,25 @@ Output (example): [ext_oneapi_level_zero:gpu:0] Intel(R) Level-Zero, Intel(R) Iris(R) Xe Graphics 1.3 [1.3.28044] ``` -4. Install build tools +3. Install build tools a. Download & install cmake for Windows: https://cmake.org/download/ (CMake can also be installed from Visual Studio Installer) b. The new Visual Studio will install Ninja as default. (If not, please install it manually: https://ninja-build.org/) -### II. Build llama.cpp +#### II. Build llama.cpp You could download the release package for Windows directly, which including binary files and depended oneAPI dll files. Choose one of following methods to build from source code. -#### 1. Script +##### Option 1: Script ```sh .\examples\sycl\win-build-sycl.bat ``` -#### 2. CMake +##### Option 2: CMake On the oneAPI command line window, step into the llama.cpp main directory and run the following: @@ -486,7 +500,7 @@ cmake --preset x64-windows-sycl-debug cmake --build build-x64-windows-sycl-debug -j --target llama-completion ``` -#### 3. Visual Studio +##### Option 3: Visual Studio You have two options to use Visual Studio to build llama.cpp: - As CMake Project using CMake presets. @@ -496,7 +510,7 @@ You have two options to use Visual Studio to build llama.cpp: All following commands are executed in PowerShell. -##### - Open as a CMake Project +###### - Open as a CMake Project You can use Visual Studio to open the `llama.cpp` folder directly as a CMake project. Before compiling, select one of the SYCL CMake presets: @@ -511,7 +525,7 @@ You can use Visual Studio to open the `llama.cpp` folder directly as a CMake pro cmake --build build --config Release -j --target llama-completion ``` -##### - Generating a Visual Studio Solution +###### - Generating a Visual Studio Solution You can use Visual Studio solution to build and work on llama.cpp on Windows. You need to convert the CMake Project into a `.sln` file. @@ -599,7 +613,7 @@ found 2 SYCL devices: ``` -#### Choose level-zero devices +##### Choose level-zero devices |Chosen Device ID|Setting| |-|-| @@ -607,7 +621,7 @@ found 2 SYCL devices: |1|`set ONEAPI_DEVICE_SELECTOR="level_zero:1"`| |0 & 1|`set ONEAPI_DEVICE_SELECTOR="level_zero:0;level_zero:1"` or `set ONEAPI_DEVICE_SELECTOR="level_zero:*"`| -#### Execute +##### Execute Choose one of following methods to run. @@ -665,7 +679,7 @@ use 1 SYCL GPUs: [0] with Max compute units:512 ## Environment Variable -#### Build +### Build | Name | Value | Function | |--------------------|---------------------------------------|---------------------------------------------| @@ -680,23 +694,50 @@ use 1 SYCL GPUs: [0] with Max compute units:512 1. FP32 or FP16 have different performance impact to LLM. Recommended to test them for better prompt processing performance on your models. You need to rebuild the code after change `GGML_SYCL_F16=OFF/ON`. -#### Runtime +### Runtime | Name | Value | Function | |-------------------|------------------|---------------------------------------------------------------------------------------------------------------------------| | GGML_SYCL_DEBUG | 0 (default) or 1 | Enable log function by macro: GGML_SYCL_DEBUG | +| GGML_SYCL_ENABLE_FLASH_ATTN | 1 (default) or 0| Enable Flash-Attention. It can reduce memory usage. The performance impact depends on the LLM.| | GGML_SYCL_DISABLE_OPT | 0 (default) or 1 | Disable optimize features for Intel GPUs. (Recommended to 1 for intel devices older than Gen 10) | | GGML_SYCL_DISABLE_GRAPH | 0 or 1 (default) | Disable running computations through SYCL Graphs feature. Disabled by default because SYCL Graph is still on development, no better performance. | | GGML_SYCL_DISABLE_DNN | 0 (default) or 1 | Disable running computations through oneDNN and always use oneMKL. | | ZES_ENABLE_SYSMAN | 0 (default) or 1 | Support to get free memory of GPU by sycl::aspect::ext_intel_free_memory.
Recommended to use when --split-mode = layer | | UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS | 0 (default) or 1 | Support malloc device memory more than 4GB.| +## Design Rule +- Open to all contributors. + +- All code change should be useful to user: + - Fix bug. + - Add new function. + - Improve the performance/usage. + - Make code be easy to maintain. + - ... + +- Don't accept the codes of following cases: + - Break legacy function. + - Reduce the performance of legacy case in default. + - Not completed work/the functionality cannot be demonstrated. + +- Encourage to use environment variable to control features to be opened/closed. + - User can evaluate the feature without rebuild the code. + - Recommend the best features to user by setting them be opened as default. + +- Design the code based on the published official releases of oneAPI packages: compiler, library, driver, OS kernel. + +- Developers need to maintain the code they submit. ## Known Issues - `Split-mode:[row]` is not supported. +- Missed the AOT (Ahead-of-Time) in buiding. + - Good: build quickly, smaller size of binary file. + - Bad: The startup is slow (JIT) in first time, but subsequent performance is unaffected. + ## Q&A - Error: `error while loading shared libraries: libsycl.so: cannot open shared object file: No such file or directory`. @@ -708,7 +749,7 @@ use 1 SYCL GPUs: [0] with Max compute units:512 - Remove **build** folder or try a clean-build. -- I can **not** see `[ext_oneapi_level_zero:gpu]` afer installing the GPU driver on Linux. +- I can **not** see `[ext_oneapi_level_zero:gpu]` after installing the GPU driver on Linux. Please double-check with `sudo sycl-ls`. @@ -746,7 +787,7 @@ use 1 SYCL GPUs: [0] with Max compute units:512 ``` ### **GitHub contribution**: -Please add the `SYCL :` prefix/tag in issues/PRs titles to help the SYCL contributors to check/address them without delay. +Please add the `[SYCL]` prefix/tag in issues/PRs titles to help the SYCL contributors to check/address them without delay. ## TODO diff --git a/docs/backend/VirtGPU/development.md b/docs/backend/VirtGPU/development.md index ca2e47772a..c5c85dfb49 100644 --- a/docs/backend/VirtGPU/development.md +++ b/docs/backend/VirtGPU/development.md @@ -55,7 +55,8 @@ LLAMA_MAC_BUILD=$PWD/build/ggml-virtgpu-backend cmake -S . -B $LLAMA_MAC_BUILD \ -DGGML_NATIVE=OFF \ -DLLAMA_CURL=ON \ - -DGGML_REMOTINGBACKEND=ONLY \ + -DGGML_VIRTGPU=ON \ + -DGGML_VIRTGPU_BACKEND=ONLY \ -DGGML_METAL=ON TARGETS="ggml-metal" @@ -71,6 +72,7 @@ cmake --build $LLAMA_MAC_BUILD --parallel 8 --target $EXTRA_TARGETS ```bash # Build virglrenderer with APIR support mkdir virglrenderer +cd virglrenderer git clone https://gitlab.freedesktop.org/kpouget/virglrenderer -b main-macos src cd src @@ -95,7 +97,7 @@ mkdir llama.cpp git clone https://github.com/ggml-org/llama.cpp.git src cd src -LLAMA_LINUX_BUILD=$PWD//build-virtgpu +LLAMA_LINUX_BUILD=$PWD/build-virtgpu cmake -S . -B $LLAMA_LINUX_BUILD \ -DGGML_VIRTGPU=ON diff --git a/docs/backend/ZenDNN.md b/docs/backend/ZenDNN.md index 3b1f8242ff..add5805331 100644 --- a/docs/backend/ZenDNN.md +++ b/docs/backend/ZenDNN.md @@ -57,13 +57,14 @@ ZenDNN is optimized for AMD EPYC™ processors and AMD Ryzen™ processors based ## Supported Operations -The ZenDNN backend currently accelerates **matrix multiplication (MUL_MAT)** operations only. Other operations are handled by the standard CPU backend. +The ZenDNN backend accelerates **matrix multiplication (MUL_MAT)** and **expert-based matrix multiplication (MUL_MAT_ID)** operations. Other operations are handled by the standard CPU backend. | Operation | Status | Notes | |:-------------|:-------:|:----------------------------------------------:| | MUL_MAT | Support | Accelerated via ZenDNN LowOHA MatMul | +| MUL_MAT_ID | Support | Accelerated via ZenDNN LowOHA MatMul (MoE) | -*Note:* Since only MUL_MAT is accelerated, models will benefit most from ZenDNN when matrix multiplications dominate the computational workload (which is typical for transformer-based LLMs). +*Note:* Since MUL_MAT and MUL_MAT_ID are accelerated, models will benefit most from ZenDNN when matrix multiplications dominate the computational workload (which is typical for transformer-based LLMs and Mixture-of-Experts models). ## DataType Supports @@ -181,7 +182,7 @@ For detailed profiling and logging options, refer to the [ZenDNN Logging Documen ## Known Issues -- **Limited operation support**: Currently only matrix multiplication (MUL_MAT) is accelerated via ZenDNN. Other operations fall back to the standard CPU backend. +- **Limited operation support**: Currently matrix multiplication (MUL_MAT) and expert-based matrix multiplication (MUL_MAT_ID) are accelerated via ZenDNN. Other operations fall back to the standard CPU backend. Future updates may expand supported operations. - **BF16 support**: BF16 operations require AMD Zen 4 or Zen 5 architecture (EPYC 9004/9005 series). On older CPUs, operations will use FP32. - **NUMA awareness**: For multi-socket systems, manual NUMA binding may be required for optimal performance. @@ -216,4 +217,4 @@ Please add the **[ZenDNN]** prefix/tag in issues/PRs titles to help the ZenDNN-t ## TODO -- Expand operation support beyond MUL_MAT (attention operations, activations, etc.) +- Expand operation support beyond MUL_MAT and MUL_MAT_ID (attention operations, activations, etc.) diff --git a/docs/backend/snapdragon/CMakeUserPresets.json b/docs/backend/snapdragon/CMakeUserPresets.json index 1faae2f3db..c07bf5ca0c 100644 --- a/docs/backend/snapdragon/CMakeUserPresets.json +++ b/docs/backend/snapdragon/CMakeUserPresets.json @@ -52,10 +52,39 @@ } }, + { + "name": "arm64-linux-snapdragon", + "hidden": true, + "architecture": { "value": "arm64", "strategy": "external" }, + "toolset": { "value": "host=x86_64", "strategy": "external" }, + "cacheVariables": { + "CMAKE_TOOLCHAIN_FILE": "cmake/arm64-linux-clang.cmake", + "CMAKE_C_FLAGS": "-march=armv8 -fno-finite-math-only -flto -D_GNU_SOURCE", + "CMAKE_CXX_FLAGS": "-march=armv8 -fno-finite-math-only -flto -D_GNU_SOURCE", + "CMAKE_C_FLAGS_RELEASE": "-O3 -DNDEBUG", + "CMAKE_CXX_FLAGS_RELEASE": "-O3 -DNDEBUG", + "CMAKE_C_FLAGS_RELWITHDEBINFO": "-O3 -DNDEBUG -g", + "CMAKE_CXX_FLAGS_RELWITHDEBINFO": "-O3 -DNDEBUG -g", + "CMAKE_PREFIX_PATH": "$env{OPENCL_SDK_ROOT}", + "HEXAGON_SDK_ROOT": "$env{HEXAGON_SDK_ROOT}", + "HEXAGON_TOOLS_ROOT": "$env{HEXAGON_TOOLS_ROOT}", + "PREBUILT_LIB_DIR": "linux_aarch64", + "GGML_OPENMP": "OFF", + "GGML_LLAMAFILE": "OFF", + "GGML_OPENCL": "OFF", + "GGML_HEXAGON": "ON", + "GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE": "128", + "LLAMA_OPENSSL": "OFF" + } + }, + { "name": "arm64-android-snapdragon-debug" , "inherits": [ "base", "arm64-android-snapdragon", "debug" ] }, { "name": "arm64-android-snapdragon-release", "inherits": [ "base", "arm64-android-snapdragon", "release" ] }, { "name": "arm64-windows-snapdragon-debug" , "inherits": [ "base", "arm64-windows-snapdragon", "debug" ] }, - { "name": "arm64-windows-snapdragon-release", "inherits": [ "base", "arm64-windows-snapdragon", "release" ] } + { "name": "arm64-windows-snapdragon-release", "inherits": [ "base", "arm64-windows-snapdragon", "release" ] }, + + { "name": "arm64-linux-snapdragon-debug" , "inherits": [ "base", "arm64-linux-snapdragon", "debug" ] }, + { "name": "arm64-linux-snapdragon-release", "inherits": [ "base", "arm64-linux-snapdragon", "release" ] } ] } diff --git a/docs/backend/snapdragon/README.md b/docs/backend/snapdragon/README.md index 2c3f88e91a..e13fdfd05e 100644 --- a/docs/backend/snapdragon/README.md +++ b/docs/backend/snapdragon/README.md @@ -116,7 +116,7 @@ Llama-3.2-1B-Instruct-Q4_0.gguf: 1 file pushed, 0 skipped. 38.3 MB/s (773025920 ### Windows All artifacts are already installed in the `pkg-snapdragon` folder. -To run, adapt below instructions to use Powershell scrits in `scripts/snapdragon/windows`. +To run, adapt below instructions to use Powershell scripts in `scripts/snapdragon/windows`. ## How to Run @@ -236,10 +236,6 @@ build: 6a8cf8914 (6733) Controls whether the Hexagon backend allocates host buffers. By default, all buffers except for REPACK are host buffers. This option is required for testing Ops that require REPACK buffers (MUL_MAT and MUL_MAT_ID). -- `GGML_HEXAGON_EXPERIMENTAL=1` - Controls whether the Hexagon backend enables experimental features. - This option is required for enabling/testing experimental Ops (FLASH_ATTN_EXT). - - `GGML_HEXAGON_VERBOSE=1` Enables verbose logging of Ops from the backend. Example output: @@ -259,11 +255,17 @@ build: 6a8cf8914 (6733) Allows enabling specific stages of the processing pipeline: - `0x1` Enable Op Queue (i.e., queuing Ops into NPU) - - `0x2` Enable Dynamic Quantizer (if needed for the Op) - - `0x4` Enable Op Compute (MUL_MAT, etc.) + - `0x2` Enable Op Compute (MUL_MAT, etc.) Examples: `GGML_HEXAGON_OPMASK=0x1 llama-completion ...` - Ops are enqueued but NPU-side processing is stubbed out - `GGML_HEXAGON_OPMASK=0x3 llama-completion ...` - NPU performs dynamic quantization and skips the rest - `GGML_HEXAGON_OPMASK=0x7 llama-completion ...` - Full queuing and processing of Ops (default) + `GGML_HEXAGON_OPMASK=0x3 llama-completion ...` - Full queuing and processing of Ops (default) + +- `GGML_HEXAGON_OPFILTER=regex` + Allows filtering (disabling) Ops that match the regex pattern: + + Examples: + + `GGML_HEXAGON_OPFILTER="FLASH_ATTN_EXT" llama-completion ...` - Disable Flash Attention on Hexagon (falls back to CPU or GPU) + `GGML_HEXAGON_OPFILTER="ADD\|SUB" llama-completion ...` - Disable ADD and SUB on Hexagon (fall back to CPU or GPU) diff --git a/docs/backend/snapdragon/linux.md b/docs/backend/snapdragon/linux.md new file mode 100644 index 0000000000..90fdadb6c9 --- /dev/null +++ b/docs/backend/snapdragon/linux.md @@ -0,0 +1,58 @@ +# Snapdragon-based Linux devices + +## Docker Setup + +The easiest way to build llama.cpp for a Snapdragon-based Linux device is using the toolchain Docker image (see [github.com/snapdragon-toolchain](https://github.com/snapdragon-toolchain)). +This image includes OpenCL SDK, Hexagon SDK, CMake, and the ARM64 Linux cross-compilation toolchain. + +Cross-compilation is supported on **Linux X86** hosts. The resulting binaries are deployed to and run on the target **Qualcomm Snapdragon ARM64 Linux** device. + +``` +~/src/llama.cpp$ docker run -it -u $(id -u):$(id -g) --volume $(pwd):/workspace --platform linux/amd64 ghcr.io/snapdragon-toolchain/arm64-linux:v0.1 +[d]/> cd /workspace +``` + +Note: The rest of the **Linux** build process assumes that you're running inside the toolchain container. + + +## How to Build + +Let's build llama.cpp with CPU, OpenCL, and Hexagon backends via CMake presets: + +``` +[d]/workspace> cp docs/backend/snapdragon/CMakeUserPresets.json . + +[d]/workspace> cmake --preset arm64-linux-snapdragon-release -B build-snapdragon + +[d]/workspace> cmake --build build-snapdragon -j $(nproc) +``` + +To generate an installable "package" simply use cmake --install, then zip it: + +``` +[d]/workspace> cmake --install build-snapdragon --prefix pkg-snapdragon +[d]/workspace> zip -r pkg-snapdragon.zip pkg-snapdragon +``` + +## How to Install + +For this step, you will deploy the built binaries and libraries to the target Linux device. Transfer `pkg-snapdragon.zip` to the target device, then unzip it and set up the environment variables: + +``` +$ unzip pkg-snapdragon.zip +$ cd pkg-snapdragon +$ export LD_LIBRARY_PATH=./lib +$ export ADSP_LIBRARY_PATH=./lib +``` + +At this point, you should also download some models onto the device: + +``` +$ wget https://huggingface.co/bartowski/Llama-3.2-3B-Instruct-GGUF/resolve/main/Llama-3.2-3B-Instruct-Q4_0.gguf +``` + +## How to Run +Next, since we have setup the environment variables, we can run the llama-cli with the Hexagon backends: +``` +$ ./bin/llama-cli -m Llama-3.2-3B-Instruct-Q4_0.gguf --device HTP0 -ngl 99 -p "what is the most popular cookie in the world?" +``` diff --git a/docs/backend/snapdragon/windows.md b/docs/backend/snapdragon/windows.md index e9346ccadf..6307e1b69f 100644 --- a/docs/backend/snapdragon/windows.md +++ b/docs/backend/snapdragon/windows.md @@ -144,7 +144,7 @@ Once the build is complete HTP ops libraries will be installed like this -a---- 1/22/2026 6:01 PM 4139 libggml-htp.cat ``` -The .cat file, the signature and proper certicate installation can be verified with +The .cat file, the signature and proper certificate installation can be verified with ``` > signtool.exe verify /v /pa .\pkg-snapdragon\lib\libggml-htp.cat diff --git a/docs/build.md b/docs/build.md index fd447424c7..c2f321dfd2 100644 --- a/docs/build.md +++ b/docs/build.md @@ -13,6 +13,21 @@ cd llama.cpp The following sections describe how to build with different backends and options. +* [CPU Build](#cpu-build) +* [BLAS Build](#blas-build) +* [Metal Build](#metal-build) +* [SYCL](#sycl) +* [CUDA](#cuda) +* [MUSA](#musa) +* [HIP](#hip) +* [Vulkan](#vulkan) +* [CANN](#cann) +* [Arm® KleidiAI™](#arm-kleidiai) +* [OpenCL](#opencl) +* [Android](#android-1) +* [OpenVINO](#openvino) +* [Notes about GPU-accelerated backends](#notes-about-gpu-accelerated-backends) + ## CPU Build Build llama.cpp using `CMake`: @@ -108,7 +123,7 @@ Building through oneAPI compilers will make avx_vnni instruction set available f - Using oneAPI docker image: If you do not want to source the environment vars and install oneAPI manually, you can also build the code using intel docker container: [oneAPI-basekit](https://hub.docker.com/r/intel/oneapi-basekit). Then, you can use the commands given above. -Check [Optimizing and Running LLaMA2 on Intel® CPU](https://www.intel.com/content/www/us/en/content-details/791610/optimizing-and-running-llama2-on-intel-cpu.html) for more information. +Check [Optimizing and Running LLaMA2 on Intel® CPU](https://builders.intel.com/solutionslibrary/optimizing-and-running-llama2-on-intel-cpu) for more information. ### Other BLAS libraries @@ -254,6 +269,14 @@ The environment variable [`CUDA_SCALE_LAUNCH_QUEUES`](https://docs.nvidia.com/cu Consider setting `CUDA_SCALE_LAUNCH_QUEUES=4x`, which increases the CUDA command buffer to 4 times its default size. This optimization is particularly beneficial for **Multi-GPU setups with pipeline parallelism**, where it significantly improves prompt processing throughput by allowing more operations to be enqueued across GPUs. +#### GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F + +Use `GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F` environment variable to use FP32 compute type on all GPUs in FP16 cuBLAS for preventing possible numerical overflows in exchange for slower prompt processing (small impact on RTX PRO/Datacenter products and significant on GeForce products). + +#### GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F + +Use `GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F` environment variable to force use FP16 compute type (instead of default FP32) in FP16 cuBLAS for V100, CDNA and RDNA4. + ### Unified Memory The environment variable `GGML_CUDA_ENABLE_UNIFIED_MEMORY=1` can be used to enable unified memory in Linux. This allows swapping to system RAM instead of crashing when the GPU VRAM is exhausted. In Windows this setting is available in the NVIDIA control panel as `System Memory Fallback`. @@ -265,7 +288,7 @@ The following compilation options are also available to tweak performance: | Option | Legal values | Default | Description | |-------------------------------|------------------------|---------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | GGML_CUDA_FORCE_MMQ | Boolean | false | Force the use of custom matrix multiplication kernels for quantized models instead of FP16 cuBLAS even if there is no int8 tensor core implementation available (affects V100, CDNA and RDNA3+). MMQ kernels are enabled by default on GPUs with int8 tensor core support. With MMQ force enabled, speed for large batch sizes will be worse but VRAM consumption will be lower. | -| GGML_CUDA_FORCE_CUBLAS | Boolean | false | Force the use of FP16 cuBLAS instead of custom matrix multiplication kernels for quantized models. There may be issues with numerical overflows (except for CDNA and RDNA4) and memory use will be higher. Prompt processing may become faster on recent datacenter GPUs (the custom kernels were tuned primarily for RTX 3000/4000). | +| GGML_CUDA_FORCE_CUBLAS | Boolean | false | Force the use of FP16 cuBLAS instead of custom matrix multiplication kernels for quantized models. There may be issues with numerical overflows (except for V100, CDNA and RDNA4 which use FP32 compute type by default) and memory use will be higher. Prompt processing may become faster on recent datacenter GPUs (the custom kernels were tuned primarily for RTX 3000/4000). | | GGML_CUDA_PEER_MAX_BATCH_SIZE | Positive integer | 128 | Maximum batch size for which to enable peer access between multiple GPUs. Peer access requires either Linux or NVLink. When using NVLink enabling peer access for larger batch sizes is potentially beneficial. | | GGML_CUDA_FA_ALL_QUANTS | Boolean | false | Compile support for all KV cache quantization type (combinations) for the FlashAttention CUDA kernels. More fine-grained control over KV cache size but compilation takes much longer. | @@ -366,7 +389,7 @@ You can download it from your Linux distro's package manager or from here: [ROCm The environment variable [`HIP_VISIBLE_DEVICES`](https://rocm.docs.amd.com/en/latest/understand/gpu_isolation.html#hip-visible-devices) can be used to specify which GPU(s) will be used. -If your GPU is not officially supported you can use the environment variable [`HSA_OVERRIDE_GFX_VERSION`] set to a similar GPU, for example 10.3.0 on RDNA2 (e.g. gfx1030, gfx1031, or gfx1035) or 11.0.0 on RDNA3. +If your GPU is not officially supported you can use the environment variable [`HSA_OVERRIDE_GFX_VERSION`] set to a similar GPU, for example 10.3.0 on RDNA2 (e.g. gfx1030, gfx1031, or gfx1035) or 11.0.0 on RDNA3. Note that [`HSA_OVERRIDE_GFX_VERSION`] is [not supported on Windows](https://github.com/ROCm/ROCm/issues/2654) ### Unified Memory @@ -595,11 +618,17 @@ You can verify that KleidiAI is being used by running ```bash ./build/bin/llama-cli -m PATH_TO_MODEL -p "What is a car?" ``` -If KleidiAI is enabled, the ouput will contain a line similar to: +If KleidiAI is enabled, the output will contain a line similar to: ``` load_tensors: CPU_KLEIDIAI model buffer size = 3474.00 MiB ``` -KleidiAI's microkernels implement optimized tensor operations using Arm CPU features such as dotprod, int8mm and SME. llama.cpp selects the most efficient kernel based on runtime CPU feature detection. However, on platforms that support SME, you must manually enable SME microkernels by setting the environment variable `GGML_KLEIDIAI_SME=1`. +KleidiAI’s microkernels implement optimized tensor operations using Arm CPU features such as dotprod, int8mm, SVE, and SME. Llama.cpp selects the most efficient kernels at runtime based on detected CPU capabilities. +On CPUs that support SME, SME microkernels are enabled automatically using runtime detection. +The environment variable GGML_KLEIDIAI_SME can be used to control SME behavior: +- Not set: enable SME automatically if supported and detected. +- 0: disable SME. +- > 0: enable SME and assume available SME units (override auto detection). +If SME is not supported by the CPU, SME microkernels are always disabled. Depending on your build target, other higher priority backends may be enabled by default. To ensure the CPU backend is used, you must disable the higher priority backends either at compile time, e.g. -DGGML_METAL=OFF, or during run-time using the command line option `--device none`. @@ -699,7 +728,7 @@ To read documentation for how to build on Android, [click here](./android.md) ## WebGPU [In Progress] -The WebGPU backend relies on [Dawn](https://dawn.googlesource.com/dawn). Follow the instructions [here](https://dawn.googlesource.com/dawn/+/refs/heads/main/docs/quickstart-cmake.md) to install Dawn locally so that llama.cpp can find it using CMake. The currrent implementation is up-to-date with Dawn commit `bed1a61`. +The WebGPU backend relies on [Dawn](https://dawn.googlesource.com/dawn). Follow the instructions [here](https://dawn.googlesource.com/dawn/+/refs/heads/main/docs/quickstart-cmake.md) to install Dawn locally so that llama.cpp can find it using CMake. The current implementation is up-to-date with Dawn commit `18eb229`. In the llama.cpp directory, build with CMake: @@ -712,12 +741,20 @@ cmake --build build --config Release WebGPU allows cross-platform access to the GPU from supported browsers. We utilize [Emscripten](https://emscripten.org/) to compile ggml's WebGPU backend to WebAssembly. Emscripten does not officially support WebGPU bindings yet, but Dawn currently maintains its own WebGPU bindings called emdawnwebgpu. -Follow the instructions [here](https://dawn.googlesource.com/dawn/+/refs/heads/main/src/emdawnwebgpu/) to download or build the emdawnwebgpu package (Note that it might be safer to build the emdawbwebgpu package locally, so that it stays in sync with the version of Dawn you have installed above). When building using CMake, the path to the emdawnwebgpu port file needs to be set with the flag `EMDAWNWEBGPU_DIR`. +Follow the instructions [here](https://dawn.googlesource.com/dawn/+/refs/heads/main/src/emdawnwebgpu/) to download or build the emdawnwebgpu package (Note that it might be safer to build the emdawnwebgpu package locally, so that it stays in sync with the version of Dawn you have installed above). When building using CMake, the path to the emdawnwebgpu port file needs to be set with the flag `EMDAWNWEBGPU_DIR`. ## IBM Z & LinuxONE To read documentation for how to build on IBM Z & LinuxONE, [click here](./build-s390x.md) +## OpenVINO + +[OpenVINO](https://docs.openvino.ai/) is an open-source toolkit for optimizing and deploying high-performance AI inference, specifically designed for Intel hardware (CPUs, GPUs, and NPUs). + +For build instructions and usage examples, refer to [OPENVINO.md](backend/OPENVINO.md). + + +--- ## Notes about GPU-accelerated backends The GPU may still be used to accelerate some parts of the computation even when using the `-ngl 0` option. You can fully disable GPU acceleration by using `--device none`. diff --git a/docs/development/HOWTO-add-model.md b/docs/development/HOWTO-add-model.md index b6870f6e25..11248a0c04 100644 --- a/docs/development/HOWTO-add-model.md +++ b/docs/development/HOWTO-add-model.md @@ -5,6 +5,7 @@ Adding a model requires few steps: 1. Convert the model to GGUF 2. Define the model architecture in `llama.cpp` 3. Build the GGML graph implementation +4. Optional: Add multimodal encoder implementation After following these steps, you can open PR. @@ -114,6 +115,21 @@ Some `ggml` backends do not support all operations. Backend implementations can Note: to debug the inference graph: you can use [llama-eval-callback](/examples/eval-callback/). +### 4. Optional: Add multimodal encoder implementation + +If the new model supports multimodal inputs, you will need to add a new encoder definition in `libmtmd`. You can find more information about llama.cpp's multimodal support in [the docs](../multimodal.md) and in the `tools/mtmd` source directory. + +1. In the conversion script, make sure you add a subclass that extends `MmprojModel` or another class that inherits from the same base class. +2. Add the encoder definition in `clip.cpp`. +3. Implement the preprocessor in `mtmd.cpp`. In most cases, you can reuse an existing preprocessor. +4. Implement the encoder GGML graph, either in a dedicated file if the model is truly different from existing ones, or by reusing an existing implementation (for example: siglip, pixtral, or qwen) and adding a model-specific projector. + +Note: +- Many multimodal encoders are based on models that are already supported. Make sure to read the existing encoder definitions in `tools/mtmd/models` before adding a new one. In `libmtmd`, it is generally better to extend an existing model than to duplicate code. +- To debug the multimodal preprocessor and encoder, you can use [llama-mtmd-debug](tools/mtmd/debug/mtmd-debug.cpp). +- Adding a model-specific API or CLI is an anti-pattern in `libmtmd`. The goal of `libmtmd` is to provide an easy-to-use, model-agnostic library for multimodal pipeline. +- In most cases, `llama-mtmd-cli` should not be modified. If a model requires a specific prompt, either let the user provide it or bake it into the Jinja chat template. + ## GGUF specification https://github.com/ggml-org/ggml/blob/master/docs/gguf.md diff --git a/docs/development/parsing.md b/docs/development/parsing.md index dbb989bf08..a41057db2b 100644 --- a/docs/development/parsing.md +++ b/docs/development/parsing.md @@ -22,7 +22,7 @@ Below is a contrived example demonstrating how to use the PEG parser to parse output from a model that emits arguments as JSON. ```cpp -auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { +auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { // Build a choice of all available tools auto tool_choice = p.choice(); for (const auto & tool : tools) { @@ -212,7 +212,7 @@ mapper.from_ast(ctx.ast, result); ### Native -The `common_chat_peg_native_builder` builds a `native` parser suitable for +The `common_chat_peg_builder` builds a `native` parser suitable for models that emit tool arguments as a direct JSON object. - **`reasoning(p)`** - Tag node for `reasoning_content` @@ -225,7 +225,7 @@ models that emit tool arguments as a direct JSON object. - **`tool_args(p)`** - Tag the tool arguments ```cpp -build_chat_peg_native_parser([&](common_chat_peg_native_parser & p) { +build_chat_peg_parser([&](common_chat_peg_builder & p) { auto get_weather_tool = p.tool(p.sequence({ p.tool_open(p.literal("{")), p.json_member("name", "\"" + p.tool_name(p.literal("get_weather")) + "\""), @@ -246,7 +246,7 @@ build_chat_peg_native_parser([&](common_chat_peg_native_parser & p) { ### Constructed -The `common_chat_peg_constructed_builder` builds a `constructed` parser +The `common_chat_peg_builder` builds a `constructed` parser suitable for models that emit tool arguments as separate entities, such as XML tags. @@ -264,7 +264,7 @@ tags. - **`tool_arg_json_value(p)`** - Tag JSON value for the argument ```cpp -build_chat_peg_constructed_parser([&](common_chat_peg_constructed_builder & p) { +build_chat_peg_parser([&](common_chat_peg_builder & p) { auto location_arg = p.tool_arg( p.tool_arg_open(""), p.tool_arg_string_value(p.until("")), diff --git a/docs/docker.md b/docs/docker.md index a3b263497c..7f99bfaad6 100644 --- a/docs/docker.md +++ b/docs/docker.md @@ -13,21 +13,30 @@ We have three Docker images available for this project: Additionally, there the following images, similar to the above: -- `ghcr.io/ggml-org/llama.cpp:full-cuda`: Same as `full` but compiled with CUDA support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:light-cuda`: Same as `light` but compiled with CUDA support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:server-cuda`: Same as `server` but compiled with CUDA support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:full-rocm`: Same as `full` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`) -- `ghcr.io/ggml-org/llama.cpp:light-rocm`: Same as `light` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`) -- `ghcr.io/ggml-org/llama.cpp:server-rocm`: Same as `server` but compiled with ROCm support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:full-cuda`: Same as `full` but compiled with CUDA 12 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:full-cuda13`: Same as `full` but compiled with CUDA 13 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:light-cuda`: Same as `light` but compiled with CUDA 12 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:light-cuda13`: Same as `light` but compiled with CUDA 13 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:server-cuda`: Same as `server` but compiled with CUDA 12 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:server-cuda13`: Same as `server` but compiled with CUDA 13 support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:full-rocm`: Same as `full` but compiled with ROCm support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:light-rocm`: Same as `light` but compiled with ROCm support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:server-rocm`: Same as `server` but compiled with ROCm support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:full-musa`: Same as `full` but compiled with MUSA support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:light-musa`: Same as `light` but compiled with MUSA support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:server-musa`: Same as `server` but compiled with MUSA support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:full-intel`: Same as `full` but compiled with SYCL support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:light-intel`: Same as `light` but compiled with SYCL support. (platforms: `linux/amd64`) - `ghcr.io/ggml-org/llama.cpp:server-intel`: Same as `server` but compiled with SYCL support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:full-vulkan`: Same as `full` but compiled with Vulkan support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:light-vulkan`: Same as `light` but compiled with Vulkan support. (platforms: `linux/amd64`) -- `ghcr.io/ggml-org/llama.cpp:server-vulkan`: Same as `server` but compiled with Vulkan support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:full-vulkan`: Same as `full` but compiled with Vulkan support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:light-vulkan`: Same as `light` but compiled with Vulkan support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:server-vulkan`: Same as `server` but compiled with Vulkan support. (platforms: `linux/amd64`, `linux/arm64`) +- `ghcr.io/ggml-org/llama.cpp:full-openvino`: Same as `full` but compiled with OpenVino support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:light-openvino`: Same as `light` but compiled with OpenVino support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:server-openvino`: Same as `server` but compiled with OpenVino support. (platforms: `linux/amd64`) +- `ghcr.io/ggml-org/llama.cpp:full-s390x`: Identical to `full`, an alias for the `s390x` platform. (platforms: `linux/s390x`) +- `ghcr.io/ggml-org/llama.cpp:light-s390x`: Identical to `light`, an alias for the `s390x` platform. (platforms: `linux/s390x`) +- `ghcr.io/ggml-org/llama.cpp:server-s390x`: Identical to `server`, an alias for the `s390x` platform. (platforms: `linux/s390x`) The GPU enabled images are not currently tested by CI beyond being built. They are not built with any variation from the ones in the Dockerfiles defined in [.devops/](../.devops/) and the GitHub Action defined in [.github/workflows/docker.yml](../.github/workflows/docker.yml). If you need different settings (for example, a different CUDA, ROCm or MUSA library, you'll need to build the images locally for now). @@ -79,7 +88,7 @@ You may want to pass in some different `ARGS`, depending on the CUDA environment The defaults are: -- `CUDA_VERSION` set to `12.4.0` +- `CUDA_VERSION` set to `12.8.1` - `CUDA_DOCKER_ARCH` set to the cmake build default, which includes all the supported architectures The resulting images, are essentially the same as the non-CUDA images: diff --git a/docs/multimodal.md b/docs/multimodal.md index e2e12d07df..89b9574f0a 100644 --- a/docs/multimodal.md +++ b/docs/multimodal.md @@ -31,6 +31,15 @@ llama-server -m gemma-3-4b-it-Q4_K_M.gguf --mmproj mmproj-gemma-3-4b-it-Q4_K_M.g llama-server -hf ggml-org/gemma-3-4b-it-GGUF --no-mmproj-offload ``` +> [!IMPORTANT] +> +> OCR models are trained with specific prompt and input structure, please refer to these discussions for more info: +> - PaddleOCR-VL: https://github.com/ggml-org/llama.cpp/pull/18825 +> - GLM-OCR: https://github.com/ggml-org/llama.cpp/pull/19677 +> - Deepseek-OCR: https://github.com/ggml-org/llama.cpp/pull/17400 +> - Dots.OCR: https://github.com/ggml-org/llama.cpp/pull/17575 +> - HunyuanOCR: https://github.com/ggml-org/llama.cpp/pull/21395 + ## Pre-quantized models These are ready-to-use models, most of them come with `Q4_K_M` quantization by default. They can be found at the Hugging Face page of the ggml-org: https://huggingface.co/collections/ggml-org/multimodal-ggufs-68244e01ff1f39e5bebeeedc @@ -85,6 +94,11 @@ NOTE: some models may require large context window, for example: `-c 8192` # Moondream2 20250414 version (tool_name) -hf ggml-org/moondream2-20250414-GGUF +# Gemma 4 +(tool_name) -hf ggml-org/gemma-4-E2B-it-GGUF +(tool_name) -hf ggml-org/gemma-4-E4B-it-GGUF +(tool_name) -hf ggml-org/gemma-4-26B-A4B-it-GGUF +(tool_name) -hf ggml-org/gemma-4-31B-it-GGUF ``` **Audio models**: @@ -109,6 +123,11 @@ NOTE: some models may require large context window, for example: `-c 8192` # Capabilities: audio input, vision input (tool_name) -hf ggml-org/Qwen2.5-Omni-3B-GGUF (tool_name) -hf ggml-org/Qwen2.5-Omni-7B-GGUF + +# Gemma 4 +# Capabilities: audio input, vision input +(tool_name) -hf ggml-org/gemma-4-E2B-it-GGUF +(tool_name) -hf ggml-org/gemma-4-E4B-it-GGUF ``` ## Finding more models: diff --git a/docs/multimodal/MobileVLM.md b/docs/multimodal/MobileVLM.md index 3bfab9f3d2..6c17dbf902 100644 --- a/docs/multimodal/MobileVLM.md +++ b/docs/multimodal/MobileVLM.md @@ -281,7 +281,7 @@ llama_print_timings: total time = 5990.25 ms / 202 tokens Just the same as above. -**ouput** +**output** ```sh encode_image_with_clip: image embedding created: 144 tokens @@ -305,7 +305,7 @@ llama_print_timings: total time = 15513.95 ms / 412 tokens ## Run on Intel(R) Core(TM) Ultra7 115H ### operation system Windows11 -### comiple +### compile ```sh make -j32 ``` diff --git a/docs/ops.md b/docs/ops.md index 296c0ba1d4..cecc1d5289 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -12,10 +12,10 @@ Legend: - 🟡 Partially supported by this backend - ❌ Not supported by this backend -| Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN | +| Operation | BLAS | CANN | CPU | CUDA | MTL | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN | |-----------|------|------|------|------|------|------|------|------|------|------|------| -| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ABS | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | | ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | @@ -23,98 +23,99 @@ Legend: | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | | CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | -| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | +| CLAMP | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| CONT | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | | CONV_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | | CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | -| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| COS | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | | COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | | CROSS_ENTROPY_LOSS | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CUMSUM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | -| DIAG | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| DIAG | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | | DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | | DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | -| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | -| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| EXPM1 | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | +| ELU | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| EXP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| EXPM1 | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | | FILL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | -| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | +| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | | FLOOR | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | | GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | | GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | +| GELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | | GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | -| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | -| L2_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| L2_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | -| LOG | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| LOG | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | | MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | -| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | -| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | -| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | +| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ | +| NEG | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | ❌ | ❌ | | OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | OUT_PROD | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | 🟡 | | PAD | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | | PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | -| POOL_1D | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| POOL_1D | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ | ❌ | ❌ | +| RELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | | REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | RMS_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROPE | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | -| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROUND | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | | RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | -| SET | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | ❌ | +| SET | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | | SET_ROWS | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | -| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | -| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SGN | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SILU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | | SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | -| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SIN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | -| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | -| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | +| SQR | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| SQRT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | -| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| STEP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SUM | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ❌ | ❌ | | SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | | SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| TANH | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | -| XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | +| UPSCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | +| XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | diff --git a/docs/ops/CPU.csv b/docs/ops/CPU.csv index fef3bbce70..3838502e16 100644 --- a/docs/ops/CPU.csv +++ b/docs/ops/CPU.csv @@ -878,6 +878,54 @@ "CPU","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","CPU" "CPU","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","CPU" "CPU","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","CPU" +"CPU","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","CPU" "CPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","CPU" "CPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","CPU" "CPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","CPU" @@ -965,6 +1013,7 @@ "CPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","CPU" "CPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","CPU" "CPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","CPU" +"CPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","CPU" "CPU","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","CPU" "CPU","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","CPU" "CPU","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","CPU" @@ -5008,12 +5057,18 @@ "CPU","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","CPU" "CPU","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","CPU" "CPU","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","CPU" -"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","1","yes","CPU" -"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","1","yes","CPU" -"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","1","yes","CPU" -"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","1","yes","CPU" -"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","1","yes","CPU" -"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","CPU" +"CPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","CPU" @@ -5459,230 +5514,366 @@ "CPU","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CPU" "CPU","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CPU" "CPU","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CPU" -"CPU","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","CPU" -"CPU","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","CPU" -"CPU","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","CPU" -"CPU","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","CPU" -"CPU","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","CPU" -"CPU","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" 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+"CPU","MUL_MAT","type_a=iq1_m,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","CPU" +"CPU","MUL_MAT","type_a=iq4_nl,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","CPU" +"CPU","MUL_MAT","type_a=iq3_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","CPU" +"CPU","MUL_MAT","type_a=iq4_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","CPU" +"CPU","MUL_MAT","type_a=q8_0,type_b=f32,m=6,n=4096,k=5120,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","CPU" "CPU","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","CPU" "CPU","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","CPU" "CPU","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","CPU" @@ -8667,12 +8945,19 @@ "CPU","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","CPU" "CPU","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","CPU" "CPU","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SQR","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SQRT","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SIN","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","COS","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","COS","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CPU" +"CPU","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","CPU" "CPU","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CPU" +"CPU","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","CPU" "CPU","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" "CPU","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","CPU" @@ -8693,12 +8978,19 @@ "CPU","ROUND","type=f32,ne=[10,2,2,2]","support","1","yes","CPU" "CPU","TRUNC","type=f32,ne=[10,2,2,2]","support","1","yes","CPU" "CPU","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SQR","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SQRT","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","LOG","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","SIN","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","COS","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" +"CPU","COS","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CPU" +"CPU","CLAMP","type=f32,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","CPU" "CPU","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CPU" +"CPU","LEAKY_RELU","type=f32,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","CPU" "CPU","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" "CPU","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" "CPU","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","CPU" @@ -8917,6 +9209,11 @@ "CPU","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","CPU" "CPU","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","CPU" "CPU","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","CPU" +"CPU","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","CPU" +"CPU","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","CPU" +"CPU","SOFT_MAX","type=f32,ne=[200000,1,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","CPU" +"CPU","SOFT_MAX","type=f32,ne=[200000,4,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","CPU" +"CPU","SOFT_MAX","type=f32,ne=[643251,3,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","CPU" "CPU","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","CPU" "CPU","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","CPU" "CPU","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","CPU" @@ -8969,6 +9266,7 @@ "CPU","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -8978,6 +9276,7 @@ "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -8988,11 +9287,13 @@ "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" @@ -9002,6 +9303,7 @@ "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" @@ -9012,11 +9314,13 @@ "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" @@ -9026,6 +9330,7 @@ "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" @@ -9036,11 +9341,13 @@ "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" @@ -9050,6 +9357,7 @@ "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" @@ -9060,6 +9368,7 @@ "CPU","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -9185,6 +9494,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -9194,6 +9504,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -9204,11 +9515,13 @@ "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" @@ -9218,6 +9531,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" @@ -9228,11 +9542,13 @@ "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" @@ -9242,6 +9558,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" @@ -9252,11 +9569,13 @@ "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" @@ -9266,6 +9585,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" @@ -9276,6 +9596,7 @@ "CPU","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" +"CPU","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","CPU" @@ -9398,25 +9719,65 @@ "CPU","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","CPU" "CPU","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","CPU" 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"CPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","CPU" +"CPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","CPU" +"CPU","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","CPU" "CPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","CPU" +"CPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","CPU" +"CPU","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","CPU" "CPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","CPU" "CPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","CPU" "CPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","CPU" @@ -9850,51 +10211,62 @@ "CPU","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","CPU" -"CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","CPU" -"CPU","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest,flags=none","support","1","yes","CPU" +"CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11140,11 +10636,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11175,16 +10671,16 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11200,11 +10696,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11295,16 +10791,16 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11320,11 +10816,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11340,11 +10836,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11360,11 +10856,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11380,11 +10876,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11400,11 +10896,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11420,11 +10916,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11440,11 +10936,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11460,11 +10956,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11515,16 +11011,16 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11540,11 +11036,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11660,11 +11156,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11695,16 +11191,16 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11720,11 +11216,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11740,11 +11236,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11760,11 +11256,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11780,11 +11276,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11800,11 +11296,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11820,11 +11316,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11840,11 +11336,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11860,11 +11356,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11880,11 +11376,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11900,11 +11396,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11920,11 +11416,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11940,11 +11436,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11960,11 +11456,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -11980,11 +11476,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12000,11 +11496,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12020,11 +11516,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12040,11 +11536,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12080,11 +11576,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12100,11 +11596,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12120,11 +11616,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12140,11 +11636,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12160,11 +11656,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12180,11 +11676,11 @@ "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12200,11 +11696,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12235,16 +11731,16 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12320,11 +11816,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12340,11 +11836,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12360,11 +11856,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12380,11 +11876,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12400,11 +11896,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12435,16 +11931,16 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12460,11 +11956,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12495,16 +11991,16 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12520,11 +12016,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12540,11 +12036,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12560,11 +12056,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12580,11 +12076,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12600,11 +12096,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12620,11 +12116,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12640,11 +12136,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12660,11 +12156,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" +"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12680,11 +12176,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" -"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","CPU" 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"CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" @@ -12700,11 +12196,11 @@ "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","CPU" 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+"CPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" "CPU","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","1","yes","CPU" "CPU","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" "CPU","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","1","yes","CPU" "CPU","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" "CPU","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","1","yes","CPU" +"CPU","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","CPU" diff --git a/docs/ops/Metal.csv b/docs/ops/Metal.csv index 02fd75fdbf..a7ed228f7a 100644 --- a/docs/ops/Metal.csv +++ b/docs/ops/Metal.csv @@ -1,18780 +1,13877 @@ "backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name" -"Metal","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","SILU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","SILU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","TANH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","RELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","RELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","SIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","SIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","GELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","GELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","SILU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","SILU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" -"Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" -"Metal","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" -"Metal","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,split","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,split","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Metal" -"Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Metal" -"Metal","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Metal" -"Metal","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Metal" -"Metal","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Metal" -"Metal","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" -"Metal","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" -"Metal","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" -"Metal","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" -"Metal","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" -"Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","Metal" -"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","Metal" 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-"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" 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-"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" 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-"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" -"Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,32],ne_kernel=[3,3,1,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,32],ne_kernel=[3,3,2,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,1024],ne_kernel=[3,3,1,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,1024],ne_kernel=[3,3,2,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2048],ne_kernel=[3,3,1,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2048],ne_kernel=[3,3,2,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","0","no","Metal" -"Metal","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Metal" -"Metal","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","0","no","Metal" -"Metal","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[197,32,1,1],ne_kernel=[16,32,32,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=3,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=2,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Metal" -"Metal","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","Metal" -"Metal","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[32,513,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[100,10,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[1024,10,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[2000,10,1,1]","support","1","yes","Metal" -"Metal","ARGMAX","type=f32,ne=[5438,3,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Metal" -"Metal","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","Metal" -"Metal","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Metal" -"Metal","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Metal" -"Metal","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=0","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=0","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=1","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=1","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=1","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=1","support","0","no","Metal" -"Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=1","support","0","no","Metal" -"Metal","DUP","type=f32,ne=[10,10,20,1]","support","1","yes","Metal" -"Metal","DUP","type=f16,ne=[10,10,20,1]","support","1","yes","Metal" -"Metal","DUP","type=i32,ne=[10,10,20,1]","support","1","yes","Metal" -"Metal","DUP","type=i16,ne=[10,10,20,1]","support","0","no","Metal" -"Metal","DUP","type=f32,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","DUP","type=f32,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Metal" -"Metal","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Metal" -"Metal","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","Metal" -"Metal","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" 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-"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" 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-"Metal","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=mxfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q5_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q6_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=q6_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" -"Metal","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" -"Metal","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" -"Metal","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","0","no","Metal" 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-"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" -"Metal","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD1","type=f32,ne=[10,5,4,3]","support","0","no","Metal" -"Metal","ADD1","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Metal" -"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Metal" -"Metal","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Metal" -"Metal","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Metal" -"Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","0","no","Metal" -"Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Metal" -"Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","Metal" -"Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Metal" -"Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","0","no","Metal" -"Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Metal" -"Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","0","no","Metal" -"Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Metal" -"Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[6,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[6,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[3,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,1024,4,1],ne_b=[4,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[8,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,1536,4,1],ne_b=[4,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[18,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[18,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[18,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Metal" -"Metal","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","1","yes","Metal" -"Metal","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Metal" -"Metal","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Metal" -"Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Metal" -"Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Metal" -"Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Metal" -"Metal","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Metal" -"Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Metal" -"Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Metal" -"Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Metal" -"Metal","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Metal" -"Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","0","no","Metal" -"Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Metal" -"Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Metal" -"Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" 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-"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" 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-"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=0,m=32,n=8192,k=64","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=50,n=200,k=64","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=32,n=1024,k=16","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=1,m=32,n=8192,k=64","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Metal" -"Metal","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Metal" 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-"Metal","COS","type=f16,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","Metal" -"Metal","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","CEIL","type=f16,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","SQR","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","LOG","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","SIN","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","COS","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Metal" -"Metal","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","FLOOR","type=f16,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","CEIL","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","CEIL","type=f16,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","ROUND","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","ROUND","type=f16,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","TRUNC","type=f16,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" -"Metal","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","Metal" -"Metal","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" -"Metal","SIN","type=f32,ne=[10,2,2,2]","support","1","yes","Metal" -"Metal","COS","type=f32,ne=[10,2,2,2]","support","1","yes","Metal" -"Metal","CLAMP","type=f32,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","Metal" -"Metal","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Metal" -"Metal","FLOOR","type=f32,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","CEIL","type=f32,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","ROUND","type=f32,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne=[10,2,2,2]","support","0","no","Metal" -"Metal","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","Metal" -"Metal","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","Metal" -"Metal","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","Metal" -"Metal","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","Metal" -"Metal","COS","type=f32,ne=[7,1,5,3]","support","1","yes","Metal" -"Metal","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Metal" -"Metal","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Metal" -"Metal","FLOOR","type=f32,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","FLOOR","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","CEIL","type=f32,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","CEIL","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","ROUND","type=f32,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","ROUND","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne=[7,1,5,3]","support","0","no","Metal" -"Metal","TRUNC","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" -"Metal","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","0","no","Metal" -"Metal","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","0","no","Metal" -"Metal","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","0","no","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f32,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f16,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Metal" 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-"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" -"Metal","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Metal" 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-"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=1.000000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" 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-"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Metal" -"Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[13,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[13,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[15,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[15,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[15,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[19,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[19,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[19,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[19,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[27,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[27,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[27,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[27,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[27,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[43,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[43,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[43,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[43,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[43,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[64,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[75,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[64,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[75,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[64,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[75,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[64,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[75,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[64,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[75,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[128,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[139,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[256,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[267,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[512,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[523,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1035,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2059,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4096,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[4107,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8192,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[8203,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16395,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32768,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[32779,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65536,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[65547,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131072,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[131083,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262144,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[262155,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=100,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=500,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=1023,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524288,1,1,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[524299,1,2,1],k=9999,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,10,10,10],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[60,10,10,10],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1023,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1025,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2047,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2049,2,1,3],k=1,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,10,10,10],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[60,10,10,10],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1023,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1025,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2047,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2049,2,1,3],k=2,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,10,10,10],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[60,10,10,10],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1023,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1025,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","1","yes","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","Metal" -"Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest,flags=none","support","1","yes","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=align_corners","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic,flags=align_corners","support","0","no","Metal" -"Metal","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic,flags=align_corners","support","0","no","Metal" -"Metal","SUM","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" -"Metal","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","Metal" -"Metal","SUM","type=f32,ne=[11,5,6,3],permute=[0,2,1,3]","support","0","no","Metal" -"Metal","SUM","type=f32,ne=[11,5,6,3],permute=[0,3,2,1]","support","0","no","Metal" -"Metal","SUM","type=f32,ne=[11,5,6,3],permute=[0,1,3,2]","support","0","no","Metal" -"Metal","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","1","yes","Metal" -"Metal","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","1","yes","Metal" -"Metal","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","1","yes","Metal" -"Metal","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" -"Metal","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","Metal" -"Metal","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","Metal" -"Metal","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","Metal" -"Metal","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","Metal" -"Metal","SUM_ROWS","type=f32,ne=[33,1024,1,1],permute=0,slice=0","support","1","yes","Metal" -"Metal","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","Metal" -"Metal","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","Metal" -"Metal","SUM_ROWS","type=f32,ne=[33,256,1,1],permute=0,slice=0","support","1","yes","Metal" -"Metal","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","Metal" -"Metal","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","Metal" -"Metal","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","Metal" -"Metal","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","Metal" -"Metal","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","Metal" -"Metal","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","0","no","Metal" -"Metal","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","Metal" -"Metal","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","Metal" -"Metal","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","0","no","Metal" -"Metal","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","Metal" -"Metal","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","Metal" -"Metal","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","Metal" -"Metal","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","Metal" -"Metal","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Metal" -"Metal","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","Metal" -"Metal","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Metal" -"Metal","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Metal" -"Metal","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Metal" -"Metal","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","Metal" -"Metal","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","Metal" -"Metal","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","Metal" -"Metal","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","Metal" -"Metal","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","Metal" -"Metal","DIAG","type=f32,ne=[10,1,4,3]","support","0","no","Metal" -"Metal","DIAG","type=f32,ne=[79,1,19,13]","support","0","no","Metal" -"Metal","DIAG","type=f32,ne=[256,1,8,16]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[64,64,2,2]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[79,79,5,3],ne_rhs=[417,79,5,3]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,2],ne_rhs=[32,128,4,2]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[80,80,2,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[79,80,2,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[81,80,2,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[80,80,8,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[79,80,8,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[81,80,8,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[84,84,4,4],ne_rhs=[32,84,4,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[95,95,8,8],ne_rhs=[40,95,8,8]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[32,128,4,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[128,128,3,4],ne_rhs=[32,128,3,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,1],ne_rhs=[32,128,4,1]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[200,64,4,4]","support","0","no","Metal" -"Metal","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[384,64,4,4]","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","Metal" -"Metal","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","1","yes","Metal" -"Metal","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","0","no","Metal" -"Metal","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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+"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","MTL" +"MTL0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","MTL" +"MTL0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","MTL" +"MTL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","MTL" +"MTL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","MTL" +"MTL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","MTL" +"MTL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1","support","0","no","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","MTL" +"MTL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","0","no","MTL" diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv index c1622cc6f0..afcb7e4b8e 100644 --- a/docs/ops/SYCL.csv +++ b/docs/ops/SYCL.csv @@ -33,14 +33,14 @@ "SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" "SYCL0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" "SYCL0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" @@ -5057,12 +5057,18 @@ "SYCL0","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","SYCL" "SYCL0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","SYCL" "SYCL0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","SYCL" -"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","1","yes","SYCL" -"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","1","yes","SYCL" -"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","1","yes","SYCL" -"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","SYCL" -"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","SYCL" -"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","SYCL" +"SYCL0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","0","no","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","0","no","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","0","no","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","0","no","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","0","no","SYCL" +"SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","0","no","SYCL" "SYCL0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" "SYCL0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" "SYCL0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" @@ -5508,230 +5514,366 @@ "SYCL0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","0","no","SYCL" "SYCL0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","0","no","SYCL" "SYCL0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","0","no","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","SYCL" 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-"SYCL0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","SYCL" 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"SYCL0","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[67,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[67,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[18,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[18,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[18,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL" +"SYCL0","SSM_CONV","type=f32,ne_a=[72,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL" "SYCL0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","0","no","SYCL" "SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","0","no","SYCL" "SYCL0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","0","no","SYCL" @@ -6698,6 +6880,7 @@ "SYCL0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq3_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=6,n=4096,k=5120,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" @@ -8760,32 +8943,39 @@ "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL" "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL" "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL" -"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","SYCL" -"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" +"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","SYCL" +"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" "SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","LOG","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","SYCL" +"SYCL0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" +"SYCL0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" "SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" "SYCL0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL" "SYCL0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" "SYCL0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","SYCL" "SYCL0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" @@ -8798,12 +8988,19 @@ "SYCL0","ROUND","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL" "SYCL0","TRUNC","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL" "SYCL0","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","SQR","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","SQRT","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","LOG","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","SIN","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","COS","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","COS","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" +"SYCL0","CLAMP","type=f32,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL" +"SYCL0","LEAKY_RELU","type=f32,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","SYCL" "SYCL0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" "SYCL0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" @@ -9303,254 +9500,294 @@ "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" 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-"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","SYCL" 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-"SYCL0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" -"SYCL0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","SYCL" 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+"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL" "SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL" "SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL" @@ -9986,49 +10223,60 @@ "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest","support","1","yes","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear|antialias","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|align_corners","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear|align_corners","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear|align_corners","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic|align_corners","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic|align_corners","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic|align_corners","support","0","no","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear|antialias","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic|align_corners","support","1","yes","SYCL" "SYCL0","SUM","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","SYCL" "SYCL0","SUM","type=f32,ne=[11,5,6,3],permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","SUM","type=f32,ne=[11,5,6,3],permute=[0,3,2,1]","support","0","no","SYCL" "SYCL0","SUM","type=f32,ne=[11,5,6,3],permute=[0,1,3,2]","support","0","no","SYCL" +"SYCL0","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[32,1,1,1]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[32,256,1,1]","support","1","yes","SYCL" +"SYCL0","MEAN","type=f32,ne=[32768,1,1,1]","support","1","yes","SYCL" +"SYCL0","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL" +"SYCL0","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","SYCL" +"SYCL0","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL" +"SYCL0","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","SYCL" +"SYCL0","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","0","no","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","0","no","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","0","no","SYCL" -"SYCL0","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL" +"SYCL0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=0","support","0","no","SYCL" +"SYCL0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=0,slice=1","support","0","no","SYCL" +"SYCL0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=1","support","0","no","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","SYCL" -"SYCL0","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL" -"SYCL0","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[33,1024,1,1],permute=0,slice=0","support","1","yes","SYCL" -"SYCL0","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL" -"SYCL0","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","SYCL" "SYCL0","SUM_ROWS","type=f32,ne=[33,256,1,1],permute=0,slice=0","support","1","yes","SYCL" -"SYCL0","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL" -"SYCL0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","SYCL" "SYCL0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","SYCL" "SYCL0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","SYCL" -"SYCL0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","1","yes","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","1","yes","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","1","yes","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","0","no","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","0","no","SYCL" +"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","SYCL" "SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","SYCL" "SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","SYCL" "SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","SYCL" @@ -10087,8817 +10335,3543 @@ "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,1],ne_rhs=[32,128,4,1]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[200,64,4,4]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[384,64,4,4]","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","SYCL" -"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","1","yes","SYCL" -"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","0","no","SYCL" -"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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-"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" -"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL" "SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL" "SYCL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" 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+"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","SYCL" diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index d284fcb0f8..e693154968 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -1,16 +1,16 @@ "backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name" "Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -85,16 +85,16 @@ "Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","TANH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","RELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","RELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -394,10 +394,10 @@ "Vulkan0","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","Vulkan" -"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","Vulkan" -"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","Vulkan" -"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","Vulkan" +"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" @@ -878,6 +878,54 @@ "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Vulkan" "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Vulkan" "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan" +"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan" @@ -965,6 +1013,7 @@ "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" +"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" @@ -4964,6 +5013,7 @@ "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Vulkan" @@ -5007,12 +5057,18 @@ "Vulkan0","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","Vulkan" -"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","Vulkan" -"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","Vulkan" -"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","Vulkan" -"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","Vulkan" -"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","Vulkan" -"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" @@ -5458,230 +5514,366 @@ "Vulkan0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" 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+"Vulkan0","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" "Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan" @@ -5694,45 +5886,103 @@ "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","Vulkan" -"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan" -"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000001","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","Vulkan" -"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000100","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","Vulkan" -"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Vulkan" -"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[8,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[6,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[6,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[3,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[66,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,1024,4,1],ne_b=[4,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,1024,4,1],ne_b=[4,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[8,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,1536,4,1],ne_b=[4,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,1536,4,1],ne_b=[4,1536,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[67,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[18,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[18,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[18,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" +"Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan" "Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" "Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" @@ -6591,7 +6841,36 @@ "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=3,k=4,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,1,2,3],k_v=64,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=2048,k=8192,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=6,n=4096,k=5120,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -8666,12 +8945,19 @@ "Vulkan0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan" "Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan" "Vulkan0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan" "Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan" "Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan" +"Vulkan0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","Vulkan" "Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Vulkan" +"Vulkan0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","0","no","Vulkan" "Vulkan0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" @@ -8692,12 +8978,19 @@ "Vulkan0","ROUND","type=f32,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f32,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","SQR","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","SQRT","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","LOG","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","SIN","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","COS","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","COS","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan" +"Vulkan0","CLAMP","type=f32,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Vulkan" +"Vulkan0","LEAKY_RELU","type=f32,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","Vulkan" "Vulkan0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" @@ -8916,6 +9209,11 @@ "Vulkan0","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX","type=f32,ne=[200000,1,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX","type=f32,ne=[200000,4,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX","type=f32,ne=[643251,3,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","Vulkan" "Vulkan0","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","Vulkan" "Vulkan0","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","Vulkan" @@ -8968,6 +9266,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -8977,6 +9276,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -8987,11 +9287,13 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" @@ -9001,6 +9303,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" @@ -9011,11 +9314,13 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9025,6 +9330,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9035,11 +9341,13 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" @@ -9049,6 +9357,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" @@ -9059,6 +9368,7 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -9184,6 +9494,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -9193,6 +9504,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -9203,11 +9515,13 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" @@ -9217,6 +9531,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" @@ -9227,11 +9542,13 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9241,6 +9558,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9251,11 +9569,13 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" @@ -9265,6 +9585,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" @@ -9275,6 +9596,7 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -9397,25 +9719,65 @@ "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan" @@ -9542,357 +9904,369 @@ "Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[12,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[13,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[13,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[15,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[15,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[15,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[19,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[19,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[19,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[19,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[16,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[27,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[16,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[27,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[16,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[27,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[16,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[27,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[16,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[27,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[32,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[43,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[32,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[43,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[32,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[43,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[32,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[43,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[32,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[43,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[64,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[75,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[64,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[75,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[64,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[75,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[64,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[75,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[64,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[75,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[128,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[139,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[256,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[267,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[512,1,1,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[523,1,2,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1024,1,1,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[1035,1,2,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2048,1,1,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[2059,1,2,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=100","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=500","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4096,1,1,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[4107,1,2,1],k=1023","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8203,1,2,1],k=1","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8203,1,2,1],k=2","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8203,1,2,1],k=3","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8203,1,2,1],k=7","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8203,1,2,1],k=15","support","1","yes","Vulkan" -"Vulkan0","TOP_K","type=f32,ne=[8192,1,1,1],k=100","support","1","yes","Vulkan" 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-"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","0","no","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","0","no","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear|antialias","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear|align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear|align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic|align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic|align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic|align_corners","support","1","yes","Vulkan" "Vulkan0","SUM","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","Vulkan" "Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,3,2,1]","support","1","yes","Vulkan" "Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,1,3,2]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[32,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[32,256,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[32768,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","1","yes","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","1","yes","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","1","yes","Vulkan" -"Vulkan0","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=0","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=0,slice=1","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=1","support","1","yes","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","Vulkan" -"Vulkan0","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[33,1024,1,1],permute=0,slice=0","support","1","yes","Vulkan" -"Vulkan0","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" -"Vulkan0","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","Vulkan" "Vulkan0","SUM_ROWS","type=f32,ne=[33,256,1,1],permute=0,slice=0","support","1","yes","Vulkan" -"Vulkan0","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" -"Vulkan0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","Vulkan" "Vulkan0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","Vulkan" "Vulkan0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","Vulkan" -"Vulkan0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","1","yes","Vulkan" +"Vulkan0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","Vulkan" "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan" @@ -9903,6 +10277,7 @@ "Vulkan0","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","Vulkan" @@ -9913,7 +10288,8 @@ "Vulkan0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","Vulkan" +"Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Vulkan" @@ -9922,1137 +10298,269 @@ "Vulkan0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","Vulkan" +"Vulkan0","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","Vulkan" +"Vulkan0","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","Vulkan" +"Vulkan0","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","1","yes","Vulkan" -"Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[64,64,2,2]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[79,79,5,3],ne_rhs=[417,79,5,3]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,2],ne_rhs=[32,128,4,2]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[80,80,2,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[79,80,2,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[81,80,2,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[80,80,8,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[79,80,8,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[81,80,8,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[84,84,4,4],ne_rhs=[32,84,4,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[95,95,8,8],ne_rhs=[40,95,8,8]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[32,128,4,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[128,128,3,4],ne_rhs=[32,128,3,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,1],ne_rhs=[32,128,4,1]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[200,64,4,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[384,64,4,4]","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=0,circular=0","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11068,11 +10576,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11103,16 +10611,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11128,11 +10636,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11163,16 +10671,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11188,11 +10696,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11223,16 +10731,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11248,11 +10756,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11283,16 +10791,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11308,11 +10816,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11328,11 +10836,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11348,11 +10856,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11368,11 +10876,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11388,11 +10896,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11408,11 +10916,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11428,11 +10936,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11448,11 +10956,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11468,11 +10976,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11503,16 +11011,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11528,11 +11036,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11563,16 +11071,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11588,11 +11096,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11623,16 +11131,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11648,11 +11156,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -11683,16 +11191,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11708,11 +11216,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11728,11 +11236,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11748,11 +11256,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11768,11 +11276,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11788,11 +11296,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11808,11 +11316,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11828,11 +11336,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11848,11 +11356,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11868,11 +11376,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11888,11 +11396,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11908,11 +11416,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11928,11 +11436,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11948,11 +11456,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11968,11 +11476,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -11988,11 +11496,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12008,11 +11516,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12028,11 +11536,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12048,11 +11556,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12068,11 +11576,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12088,11 +11596,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12108,11 +11616,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12128,11 +11636,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12148,11 +11656,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12168,11 +11676,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12188,11 +11696,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -12223,16 +11731,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12248,11 +11756,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -12283,16 +11791,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12308,11 +11816,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12328,11 +11836,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12348,11 +11856,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12368,11 +11876,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12388,11 +11896,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -12423,16 +11931,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12448,11 +11956,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" @@ -12483,16 +11991,16 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12508,11 +12016,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12528,11 +12036,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12548,11 +12056,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12568,11 +12076,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12588,11 +12096,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12608,11 +12116,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12628,11 +12136,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12648,11 +12156,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12668,11 +12176,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12688,11 +12196,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12708,11 +12216,11 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" @@ -12728,6014 +12236,1371 @@ "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" 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-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan" "Vulkan0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","0","no","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","0","no","Vulkan" diff --git a/docs/ops/WebGPU.csv b/docs/ops/WebGPU.csv index e2ed3e2cfa..f11a3fa372 100644 --- a/docs/ops/WebGPU.csv +++ b/docs/ops/WebGPU.csv @@ -5023,20 +5023,20 @@ "WebGPU: WebGPU","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","yes","WebGPU" "WebGPU: WebGPU","ARGMAX","type=f32,ne=[2000,10,1,1]","support","1","yes","WebGPU" "WebGPU: WebGPU","ARGMAX","type=f32,ne=[5438,3,1,1]","support","1","yes","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[2,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","no","WebGPU" -"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","no","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","WebGPU" "WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","0","no","WebGPU" "WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","0","no","WebGPU" "WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","0","no","WebGPU" @@ -5057,12 +5057,18 @@ "WebGPU: WebGPU","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","WebGPU" "WebGPU: WebGPU","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","WebGPU" -"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","WebGPU" "WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU" "WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU" "WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU" @@ -5508,230 +5514,366 @@ "WebGPU: WebGPU","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","0","no","WebGPU" "WebGPU: WebGPU","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","0","no","WebGPU" "WebGPU: WebGPU","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","0","no","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1","support","1","yes","WebGPU" -"WebGPU: 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WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","0","no","WebGPU" -"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","0","no","WebGPU" -"WebGPU: 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WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","0","no","WebGPU" +"WebGPU: WebGPU","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","WebGPU" +"WebGPU: 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WebGPU","MEAN","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[33,1,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[33,256,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[32769,1,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[32,1,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[32,256,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","MEAN","type=f32,ne=[32768,1,1,1]","support","0","no","WebGPU" +"WebGPU: WebGPU","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","WebGPU" "WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","1","yes","WebGPU" "WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","1","yes","WebGPU" "WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","MEAN","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=0,slice=1","support","1","yes","WebGPU" +"WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=1","support","1","yes","WebGPU" "WebGPU: WebGPU","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","WebGPU" -"WebGPU: WebGPU","MEAN","type=f32,ne=[33,1,1,1]","support","0","no","WebGPU" -"WebGPU: 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WebGPU","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","0","no","WebGPU" +"WebGPU: WebGPU","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","0","no","WebGPU" +"WebGPU: WebGPU","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","0","no","WebGPU" +"WebGPU: WebGPU","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","0","no","WebGPU" +"WebGPU: WebGPU","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","0","no","WebGPU" +"WebGPU: WebGPU","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","0","no","WebGPU" "WebGPU: WebGPU","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","WebGPU" "WebGPU: WebGPU","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","WebGPU" -"WebGPU: WebGPU","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","WebGPU" "WebGPU: WebGPU","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","0","no","WebGPU" "WebGPU: WebGPU","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","WebGPU" "WebGPU: WebGPU","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","0","no","WebGPU" @@ -10036,1169 +10209,277 @@ "WebGPU: WebGPU","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","WebGPU" "WebGPU: WebGPU","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","WebGPU" "WebGPU: WebGPU","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","WebGPU" -"WebGPU: 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WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11249,16 +10530,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11274,11 +10555,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11309,16 +10590,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: 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WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11334,11 +10615,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11369,16 +10650,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11394,11 +10675,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11429,16 +10710,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11454,11 +10735,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11474,11 +10755,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11494,11 +10775,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11514,11 +10795,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11534,11 +10815,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11554,11 +10835,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11574,11 +10855,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11594,11 +10875,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11614,11 +10895,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11649,16 +10930,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11674,11 +10955,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11709,16 +10990,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11734,11 +11015,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11769,16 +11050,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: 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WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11794,11 +11075,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -11829,16 +11110,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11854,11 +11135,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11874,11 +11155,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11894,11 +11175,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11914,11 +11195,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11934,11 +11215,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11954,11 +11235,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11974,11 +11255,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -11994,11 +11275,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12014,11 +11295,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12034,11 +11315,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12054,11 +11335,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12074,11 +11355,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12094,11 +11375,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12114,11 +11395,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12134,11 +11415,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12154,11 +11435,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12174,11 +11455,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12194,11 +11475,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12214,11 +11495,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12234,11 +11515,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12254,11 +11535,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12274,11 +11555,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12294,11 +11575,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12314,11 +11595,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12334,11 +11615,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -12369,16 +11650,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12394,11 +11675,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -12429,16 +11710,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12454,11 +11735,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12474,11 +11755,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12494,11 +11775,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12514,11 +11795,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12534,11 +11815,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -12569,16 +11850,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12594,11 +11875,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" @@ -12629,16 +11910,16 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12654,11 +11935,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12674,11 +11955,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12694,11 +11975,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12714,11 +11995,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12734,11 +12015,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12754,11 +12035,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12774,11 +12055,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12794,11 +12075,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12814,11 +12095,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12834,11 +12115,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12854,11 +12135,11 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" +"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" @@ -12874,6038 +12155,1632 @@ "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU" "WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","WebGPU" -"WebGPU: 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"ZenDNN","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","ZenDNN" "ZenDNN","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","ZenDNN" "ZenDNN","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","ZenDNN" @@ -417,6 +421,8 @@ "ZenDNN","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","ZenDNN" "ZenDNN","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","ZenDNN" +"ZenDNN","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","0","no","ZenDNN" "ZenDNN","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","0","no","ZenDNN" "ZenDNN","GET_ROWS_BACK","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","0","no","ZenDNN" @@ -582,6 +588,18 @@ "ZenDNN","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","ZenDNN" "ZenDNN","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","ZenDNN" "ZenDNN","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","ZenDNN" +"ZenDNN","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","ZenDNN" "ZenDNN","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","ZenDNN" "ZenDNN","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","ZenDNN" "ZenDNN","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","ZenDNN" @@ -878,6 +896,54 @@ "ZenDNN","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","0","no","ZenDNN" "ZenDNN","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","0","no","ZenDNN" "ZenDNN","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","ZenDNN" 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+"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","ZenDNN" +"ZenDNN","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","ZenDNN" "ZenDNN","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","0","no","ZenDNN" "ZenDNN","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","0","no","ZenDNN" "ZenDNN","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","0","no","ZenDNN" @@ -965,6 +1031,7 @@ "ZenDNN","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","0","no","ZenDNN" "ZenDNN","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","0","no","ZenDNN" "ZenDNN","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","no","ZenDNN" +"ZenDNN","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","no","ZenDNN" "ZenDNN","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","ZenDNN" "ZenDNN","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","ZenDNN" "ZenDNN","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","ZenDNN" @@ -4962,8 +5029,12 @@ "ZenDNN","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","0","no","ZenDNN" "ZenDNN","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","0","no","ZenDNN" "ZenDNN","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","0","no","ZenDNN" -"ZenDNN","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","ZenDNN" -"ZenDNN","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","ZenDNN" +"ZenDNN","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","ZenDNN" "ZenDNN","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","0","no","ZenDNN" "ZenDNN","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","0","no","ZenDNN" "ZenDNN","ARGMAX","type=f32,ne=[32,1,1,1]","support","0","no","ZenDNN" @@ -5007,12 +5078,18 @@ "ZenDNN","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","0","no","ZenDNN" "ZenDNN","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","ZenDNN" -"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","0","no","ZenDNN" +"ZenDNN","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","ZenDNN" @@ -5094,6 +5171,15 @@ "ZenDNN","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" 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"ZenDNN","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","ZenDNN" @@ -5238,6 +5324,8 @@ "ZenDNN","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=f16,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=f16,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" @@ -5284,6 +5372,8 @@ "ZenDNN","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=bf16,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=bf16,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" @@ -5330,6 +5420,8 @@ "ZenDNN","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=f32,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=f32,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" @@ -5376,6 +5468,8 @@ "ZenDNN","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=mxfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=mxfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" +"ZenDNN","CPY","type_src=nvfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" "ZenDNN","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","ZenDNN" @@ -5458,230 +5552,366 @@ "ZenDNN","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","0","no","ZenDNN" "ZenDNN","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","0","no","ZenDNN" "ZenDNN","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","0","no","ZenDNN" -"ZenDNN","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","ZenDNN" -"ZenDNN","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","ZenDNN" -"ZenDNN","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","ZenDNN" 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"ZenDNN","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","ZenDNN" "ZenDNN","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","ZenDNN" "ZenDNN","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","ZenDNN" @@ -8666,12 +9265,19 @@ "ZenDNN","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","ZenDNN" "ZenDNN","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","ZenDNN" "ZenDNN","SQR","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","LOG","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","LOG","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","SIN","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","COS","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","ZenDNN" +"ZenDNN","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","ZenDNN" "ZenDNN","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","ZenDNN" +"ZenDNN","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","0","no","ZenDNN" "ZenDNN","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" "ZenDNN","FLOOR","type=f16,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","CEIL","type=f16,ne=[7,1,5,3]","support","0","no","ZenDNN" @@ -8692,12 +9298,19 @@ "ZenDNN","ROUND","type=f32,ne=[10,2,2,2]","support","0","no","ZenDNN" "ZenDNN","TRUNC","type=f32,ne=[10,2,2,2]","support","0","no","ZenDNN" "ZenDNN","SQR","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SQR","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","SQRT","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SQRT","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","LOG","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","LOG","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","SIN","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","SIN","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","COS","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" +"ZenDNN","COS","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","ZenDNN" +"ZenDNN","CLAMP","type=f32,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","ZenDNN" "ZenDNN","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","ZenDNN" +"ZenDNN","LEAKY_RELU","type=f32,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","0","no","ZenDNN" "ZenDNN","FLOOR","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" "ZenDNN","FLOOR","type=f32,ne=[1024,1024,1,1]","support","0","no","ZenDNN" "ZenDNN","CEIL","type=f32,ne=[7,1,5,3]","support","0","no","ZenDNN" @@ -8916,6 +9529,11 @@ "ZenDNN","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","0","no","ZenDNN" "ZenDNN","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","0","no","ZenDNN" "ZenDNN","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","0","no","ZenDNN" 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"ZenDNN","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=0.000000","support","0","no","ZenDNN" "ZenDNN","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=0.000000","support","0","no","ZenDNN" @@ -8968,6 +9586,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -8977,6 +9596,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -8987,11 +9607,13 @@ "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" 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"ZenDNN","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" @@ -9001,6 +9623,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" @@ -9011,11 +9634,13 @@ "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" @@ -9025,6 +9650,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" @@ -9035,11 +9661,13 @@ "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" @@ -9049,6 +9677,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" @@ -9059,6 +9688,7 @@ "ZenDNN","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -9184,6 +9814,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -9193,6 +9824,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -9203,11 +9835,13 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" @@ -9217,6 +9851,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" @@ -9227,11 +9862,13 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","0","no","ZenDNN" 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+"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" @@ -9241,6 +9878,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" @@ -9251,11 +9889,13 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","0","no","ZenDNN" 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"ZenDNN","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" @@ -9265,6 +9905,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" @@ -9275,6 +9916,7 @@ "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" +"ZenDNN","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","0","no","ZenDNN" @@ -9397,25 +10039,65 @@ "ZenDNN","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","ZenDNN" "ZenDNN","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","0","no","ZenDNN" +"ZenDNN","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11068,11 +10898,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" 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"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11103,16 +10933,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" 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"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11128,11 +10958,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11163,16 +10993,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11188,11 +11018,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11223,16 +11053,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11248,11 +11078,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11283,16 +11113,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11308,11 +11138,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11328,11 +11158,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11348,11 +11178,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11368,11 +11198,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11388,11 +11218,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11408,11 +11238,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11428,11 +11258,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11448,11 +11278,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11468,11 +11298,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11503,16 +11333,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" 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"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11528,11 +11358,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11563,16 +11393,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11588,11 +11418,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11623,16 +11453,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11648,11 +11478,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11683,16 +11513,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11708,11 +11538,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11728,11 +11558,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11748,11 +11578,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11768,11 +11598,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11788,11 +11618,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11808,11 +11638,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11828,11 +11658,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11848,11 +11678,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11868,11 +11698,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11888,11 +11718,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11908,11 +11738,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11928,11 +11758,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11948,11 +11778,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11968,11 +11798,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -11988,11 +11818,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12008,11 +11838,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12028,11 +11858,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12048,11 +11878,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12068,11 +11898,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12088,11 +11918,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12108,11 +11938,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12128,11 +11958,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12148,11 +11978,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12168,11 +11998,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12188,11 +12018,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12223,16 +12053,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12248,11 +12078,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12283,16 +12113,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12308,11 +12138,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12328,11 +12158,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12348,11 +12178,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12368,11 +12198,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12388,11 +12218,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12423,16 +12253,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12448,11 +12278,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12483,16 +12313,16 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12508,11 +12338,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12528,11 +12358,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12548,11 +12378,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12568,11 +12398,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12588,11 +12418,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12608,11 +12438,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12628,11 +12458,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12648,11 +12478,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12668,11 +12498,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12688,11 +12518,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" 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"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12708,11 +12538,11 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" 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+"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" @@ -12728,6014 +12558,1744 @@ "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" 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-"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","ZenDNN" -"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","ZenDNN" +"ZenDNN","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","ZenDNN" "ZenDNN","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" "ZenDNN","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","ZenDNN" "ZenDNN","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" "ZenDNN","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","ZenDNN" "ZenDNN","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" "ZenDNN","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" 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+"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","0","no","ZenDNN" +"ZenDNN","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","0","no","ZenDNN" diff --git a/examples/batched/batched.cpp b/examples/batched/batched.cpp index a8c19a6aba..830e45f5af 100644 --- a/examples/batched/batched.cpp +++ b/examples/batched/batched.cpp @@ -5,6 +5,7 @@ #include "sampling.h" #include +#include #include #include #include @@ -16,17 +17,19 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.prompt = "Hello my name is"; params.n_predict = 32; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_BATCHED, print_usage)) { return 1; } - common_init(); - // number of parallel batches int n_parallel = params.n_parallel; diff --git a/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp b/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp index 767198aafa..702bc74bee 100644 --- a/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp +++ b/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp @@ -5,14 +5,16 @@ #include "common.h" #include "log.h" +#include +#include +#include +#include +#include +#include +#include +#include #include #include -#include -#include -#include -#include -#include -#include #include #include #include @@ -874,6 +876,8 @@ static std::string basename(const std::string &path) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_init(); struct train_params params = get_default_train_params(); diff --git a/examples/debug/README.md b/examples/debug/README.md index 28e00c9342..2ea716eb54 100644 --- a/examples/debug/README.md +++ b/examples/debug/README.md @@ -2,7 +2,7 @@ This is a utility intended to help debug a model by registering a callback that logs GGML operations and tensor data. It can also store the generated logits or -embeddings as well as the prompt and token ids for comparision with the original +embeddings as well as the prompt and token ids for comparison with the original model. ### Usage diff --git a/examples/debug/debug.cpp b/examples/debug/debug.cpp index 88947acbd3..7ba63b4ff6 100644 --- a/examples/debug/debug.cpp +++ b/examples/debug/debug.cpp @@ -9,6 +9,7 @@ #include #include #include +#include #include static void print_usage(int /*argc*/, char ** argv) { @@ -213,16 +214,19 @@ static bool run(llama_context * ctx, const common_params & params) { int main(int argc, char ** argv) { common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_DEBUG, print_usage)) { return 1; } - common_init(); - llama_backend_init(); llama_numa_init(params.numa); - base_callback_data cb_data(params, params.tensor_filter); + std::optional cb_data; + if (!params.save_logits) { + cb_data.emplace(params, params.tensor_filter); + } auto llama_init = common_init_from_params(params); diff --git a/examples/deprecation-warning/deprecation-warning.cpp b/examples/deprecation-warning/deprecation-warning.cpp index 11f5147328..0cde17f6e9 100644 --- a/examples/deprecation-warning/deprecation-warning.cpp +++ b/examples/deprecation-warning/deprecation-warning.cpp @@ -1,11 +1,14 @@ // Warns users that this filename was deprecated, and provides a link for more information. +#include #include #include #include // Main int main(int argc, char** argv) { + std::setlocale(LC_NUMERIC, "C"); + std::string filename = "main"; if (argc >= 1) { filename = argv[0]; diff --git a/examples/diffusion/README.md b/examples/diffusion/README.md index f71d241319..b394200214 100644 --- a/examples/diffusion/README.md +++ b/examples/diffusion/README.md @@ -43,12 +43,12 @@ Choose one of the following scheduling methods: - `-b`: Batch size ### Examples -#### Dream architechture: +#### Dream architecture: ``` llama-diffusion-cli -m dream7b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-eps 0.001 --diffusion-algorithm 3 --diffusion-steps 256 --diffusion-visual ``` -#### LLaDA architechture: +#### LLaDA architecture: ``` llama-diffusion-cli -m llada-8b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-block-length 32 --diffusion-steps 256 --diffusion-visual ``` diff --git a/examples/diffusion/diffusion-cli.cpp b/examples/diffusion/diffusion-cli.cpp index d50f754092..e9780407da 100644 --- a/examples/diffusion/diffusion-cli.cpp +++ b/examples/diffusion/diffusion-cli.cpp @@ -7,6 +7,7 @@ #include #include +#include #include #include #include @@ -538,15 +539,18 @@ static std::string format_input_text(const std::string & prompt, const std::stri } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + ggml_time_init(); common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_DIFFUSION)) { return 1; } - common_init(); llama_backend_init(); llama_model_params model_params = llama_model_default_params(); diff --git a/examples/embedding/embedding.cpp b/examples/embedding/embedding.cpp index d8eaaa2691..f6a20ef9d0 100644 --- a/examples/embedding/embedding.cpp +++ b/examples/embedding/embedding.cpp @@ -3,6 +3,7 @@ #include "log.h" #include "llama.h" +#include #include #include @@ -94,14 +95,16 @@ static void print_raw_embeddings(const float * emb, } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_EMBEDDING)) { return 1; } - common_init(); - params.embedding = true; // get max number of sequences per batch diff --git a/examples/eval-callback/eval-callback.cpp b/examples/eval-callback/eval-callback.cpp index bd58734979..8832468451 100644 --- a/examples/eval-callback/eval-callback.cpp +++ b/examples/eval-callback/eval-callback.cpp @@ -4,6 +4,8 @@ #include "log.h" #include "llama.h" #include "llama-cpp.h" + +#include #include #include @@ -13,13 +15,18 @@ static bool run(llama_context * ctx, const common_params & params) { const bool add_bos = llama_vocab_get_add_bos(vocab); - std::vector tokens = common_tokenize(ctx, params.prompt, add_bos); + std::vector tokens = common_tokenize(ctx, params.prompt, add_bos, true); if (tokens.empty()) { LOG_ERR("%s : there are not input tokens to process - (try to provide a prompt with '-p')\n", __func__); return false; } + LOG_INF("number of input tokens = %zu\n", tokens.size()); + for (size_t i = 0; i < tokens.size(); ++i) { + LOG_INF(" %d\n", tokens[i]); + } + if (llama_decode(ctx, llama_batch_get_one(tokens.data(), tokens.size()))) { LOG_ERR("%s : failed to eval\n", __func__); return false; @@ -29,16 +36,18 @@ static bool run(llama_context * ctx, const common_params & params) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + base_callback_data cb_data; common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } - common_init(); - llama_backend_init(); llama_numa_init(params.numa); diff --git a/examples/gen-docs/gen-docs.cpp b/examples/gen-docs/gen-docs.cpp index 0aa33e8245..7ba7d79f72 100644 --- a/examples/gen-docs/gen-docs.cpp +++ b/examples/gen-docs/gen-docs.cpp @@ -1,6 +1,7 @@ #include "arg.h" #include "common.h" +#include #include #include #include @@ -100,6 +101,8 @@ static void write_help(std::ostringstream & ss, const md_file & md) { } int main(int, char **) { + std::setlocale(LC_NUMERIC, "C"); + for (const auto & md : md_files) { std::ifstream infile(md.fname); if (!infile.is_open()) { diff --git a/examples/gguf-hash/gguf-hash.cpp b/examples/gguf-hash/gguf-hash.cpp index 9523ec122f..331de301ff 100644 --- a/examples/gguf-hash/gguf-hash.cpp +++ b/examples/gguf-hash/gguf-hash.cpp @@ -1,13 +1,14 @@ #include "ggml.h" #include "gguf.h" -#include /* abort() */ +#include +#include #include #include -#include -#include -#include +#include /* abort() */ #include +#include +#include #include #include @@ -626,6 +627,8 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { } int main(int argc, const char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + hash_params params; manifest_check_params manifest_check; hash_params_parse(argc, argv, params); diff --git a/examples/gguf/gguf.cpp b/examples/gguf/gguf.cpp index 499cfacc92..79ad38711e 100644 --- a/examples/gguf/gguf.cpp +++ b/examples/gguf/gguf.cpp @@ -1,6 +1,7 @@ #include "ggml.h" #include "gguf.h" +#include #include #include #include @@ -240,6 +241,8 @@ static bool gguf_ex_read_1(const std::string & fname, bool check_data) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + if (argc < 3) { printf("usage: %s data.gguf r|w [n]\n", argv[0]); printf("r: read data.gguf file\n"); diff --git a/examples/idle/idle.cpp b/examples/idle/idle.cpp index 000427143d..409fd25c18 100644 --- a/examples/idle/idle.cpp +++ b/examples/idle/idle.cpp @@ -19,12 +19,12 @@ static void print_usage(int /*argc*/, char ** argv) { int main(int argc, char ** argv) { common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON, print_usage)) { return 1; } - common_init(); - // init LLM llama_backend_init(); diff --git a/examples/json_schema_to_grammar.py b/examples/json_schema_to_grammar.py index 9fc90a3c98..077fcfacac 100755 --- a/examples/json_schema_to_grammar.py +++ b/examples/json_schema_to_grammar.py @@ -28,9 +28,6 @@ def _build_repetition(item_rule, min_items, max_items, separator_rule=None): return f'({result})?' if min_items == 0 else result def _generate_min_max_int(min_value: Optional[int], max_value: Optional[int], out: list, decimals_left: int = 16, top_level: bool = True): - has_min = min_value != None - has_max = max_value != None - def digit_range(from_char: str, to_char: str): out.append("[") if from_char == to_char: @@ -106,7 +103,7 @@ def _generate_min_max_int(min_value: Optional[int], max_value: Optional[int], ou out.append(to_str[i]) out.append("]") - if has_min and has_max: + if min_value is not None and max_value is not None: if min_value < 0 and max_value < 0: out.append("\"-\" (") _generate_min_max_int(-max_value, -min_value, out, decimals_left, top_level=True) @@ -133,7 +130,7 @@ def _generate_min_max_int(min_value: Optional[int], max_value: Optional[int], ou less_decimals = max(decimals_left - 1, 1) - if has_min: + if min_value is not None: if min_value < 0: out.append("\"-\" (") _generate_min_max_int(None, -min_value, out, decimals_left, top_level=False) @@ -177,7 +174,7 @@ def _generate_min_max_int(min_value: Optional[int], max_value: Optional[int], ou more_digits(length - 1, less_decimals) return - if has_max: + if max_value is not None: if max_value >= 0: if top_level: out.append("\"-\" [1-9] ") @@ -633,7 +630,7 @@ class SchemaConverter: return self._add_rule(rule_name, self._build_object_rule(properties, required, hybrid_name, additional_properties=None)) elif schema_type in (None, 'array') and ('items' in schema or 'prefixItems' in schema): - items = schema.get('items') or schema['prefixItems'] + items = schema.get('items', schema.get('prefixItems')) if isinstance(items, list): return self._add_rule( rule_name, @@ -689,6 +686,11 @@ class SchemaConverter: elif (schema_type == 'object') or (len(schema) == 0): return self._add_rule(rule_name, self._add_primitive('object', PRIMITIVE_RULES['object'])) + elif schema_type is None and isinstance(schema, dict): + # No type constraint and no recognized structural keywords (e.g. {"description": "..."}). + # Per JSON Schema semantics this is equivalent to {} and accepts any value. + return self._add_rule(rule_name, self._add_primitive('value', PRIMITIVE_RULES['value'])) + else: assert schema_type in PRIMITIVE_RULES, f'Unrecognized schema: {schema}' # TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero diff --git a/examples/llama.android/lib/src/main/cpp/ai_chat.cpp b/examples/llama.android/lib/src/main/cpp/ai_chat.cpp index 9e460ac198..03ab96cfd8 100644 --- a/examples/llama.android/lib/src/main/cpp/ai_chat.cpp +++ b/examples/llama.android/lib/src/main/cpp/ai_chat.cpp @@ -365,13 +365,13 @@ Java_com_arm_aichat_internal_InferenceEngineImpl_processSystemPrompt( const auto *system_prompt = env->GetStringUTFChars(jsystem_prompt, nullptr); LOGd("%s: System prompt received: \n%s", __func__, system_prompt); std::string formatted_system_prompt(system_prompt); - env->ReleaseStringUTFChars(jsystem_prompt, system_prompt); // Format system prompt if applicable const bool has_chat_template = common_chat_templates_was_explicit(g_chat_templates.get()); if (has_chat_template) { formatted_system_prompt = chat_add_and_format(ROLE_SYSTEM, system_prompt); } + env->ReleaseStringUTFChars(jsystem_prompt, system_prompt); // Tokenize system prompt const auto system_tokens = common_tokenize(g_context, formatted_system_prompt, @@ -414,13 +414,13 @@ Java_com_arm_aichat_internal_InferenceEngineImpl_processUserPrompt( const auto *const user_prompt = env->GetStringUTFChars(juser_prompt, nullptr); LOGd("%s: User prompt received: \n%s", __func__, user_prompt); std::string formatted_user_prompt(user_prompt); - env->ReleaseStringUTFChars(juser_prompt, user_prompt); // Format user prompt if applicable const bool has_chat_template = common_chat_templates_was_explicit(g_chat_templates.get()); if (has_chat_template) { formatted_user_prompt = chat_add_and_format(ROLE_USER, user_prompt); } + env->ReleaseStringUTFChars(juser_prompt, user_prompt); // Decode formatted user prompts auto user_tokens = common_tokenize(g_context, formatted_user_prompt, has_chat_template, has_chat_template); diff --git a/examples/llama.vim b/examples/llama.vim index 736802d365..23a281fc33 100644 --- a/examples/llama.vim +++ b/examples/llama.vim @@ -52,8 +52,8 @@ highlight llama_hl_info guifg=#77ff2f ctermfg=119 " n_prefix: number of lines before the cursor location to include in the local prefix " n_suffix: number of lines after the cursor location to include in the local suffix " n_predict: max number of tokens to predict -" t_max_prompt_ms: max alloted time for the prompt processing (TODO: not yet supported) -" t_max_predict_ms: max alloted time for the prediction +" t_max_prompt_ms: max allotted time for the prompt processing (TODO: not yet supported) +" t_max_predict_ms: max allotted time for the prediction " show_info: show extra info about the inference (0 - disabled, 1 - statusline, 2 - inline) " auto_fim: trigger FIM completion automatically on cursor movement " max_line_suffix: do not auto-trigger FIM completion if there are more than this number of characters to the right of the cursor diff --git a/examples/lookahead/lookahead.cpp b/examples/lookahead/lookahead.cpp index aa6efa62b3..b7f5c6de86 100644 --- a/examples/lookahead/lookahead.cpp +++ b/examples/lookahead/lookahead.cpp @@ -4,10 +4,11 @@ #include "log.h" #include "llama.h" +#include +#include #include #include #include -#include struct ngram_data { bool active = false; @@ -38,14 +39,16 @@ struct ngram_container { }; int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } - common_init(); - const int W = 15; // lookahead window const int N = 5; // n-gram size const int G = 15; // max verification n-grams diff --git a/examples/lookup/lookup-create.cpp b/examples/lookup/lookup-create.cpp index f7b6ea1b19..6b8f258a4a 100644 --- a/examples/lookup/lookup-create.cpp +++ b/examples/lookup/lookup-create.cpp @@ -3,12 +3,17 @@ #include "ngram-cache.h" #include "llama.h" +#include #include #include int main(int argc, char ** argv){ + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_LOOKUP)) { return 1; } diff --git a/examples/lookup/lookup-merge.cpp b/examples/lookup/lookup-merge.cpp index 6871c0f5fd..ee3c7249cf 100644 --- a/examples/lookup/lookup-merge.cpp +++ b/examples/lookup/lookup-merge.cpp @@ -3,6 +3,7 @@ #include "common.h" #include "ngram-cache.h" +#include #include #include #include @@ -17,6 +18,8 @@ static void print_usage(char* argv0) { } int main(int argc, char ** argv){ + std::setlocale(LC_NUMERIC, "C"); + if (argc < 3) { print_usage(argv[0]); exit(1); diff --git a/examples/lookup/lookup-stats.cpp b/examples/lookup/lookup-stats.cpp index ae28b2e6e8..847976ddc7 100644 --- a/examples/lookup/lookup-stats.cpp +++ b/examples/lookup/lookup-stats.cpp @@ -5,22 +5,25 @@ #include "llama.h" #include "ggml.h" +#include +#include #include #include -#include #include #include #include int main(int argc, char ** argv){ + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_LOOKUP)) { return 1; } - common_init(); - const int n_draft = params.speculative.n_max; // init llama.cpp diff --git a/examples/lookup/lookup.cpp b/examples/lookup/lookup.cpp index c7552ddde1..74272f17e7 100644 --- a/examples/lookup/lookup.cpp +++ b/examples/lookup/lookup.cpp @@ -6,6 +6,7 @@ #include "log.h" #include "llama.h" +#include #include #include #include @@ -13,14 +14,16 @@ #include int main(int argc, char ** argv){ + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_LOOKUP)) { return 1; } - common_init(); - // max. number of additional tokens to draft if match is found const int n_draft = params.speculative.n_max; diff --git a/examples/model-conversion/README.md b/examples/model-conversion/README.md index 637870a5c1..c43e642fee 100644 --- a/examples/model-conversion/README.md +++ b/examples/model-conversion/README.md @@ -69,7 +69,7 @@ Command line arguments take precedence over environment variables when both are In cases where the transformer implementation for the model has not been released yet it is possible to set the environment variable `UNRELEASED_MODEL_NAME` which -will then cause the transformer implementation to be loaded explicitely and not +will then cause the transformer implementation to be loaded explicitly and not use AutoModelForCausalLM: ``` export UNRELEASED_MODEL_NAME=SomeNewModel @@ -120,7 +120,7 @@ The converted model can be inspected using the following command: (venv) $ make causal-run-converted-model ``` -### Model logits verfication +### Model logits verification The following target will run the original model and the converted model and compare the logits: ```console @@ -235,7 +235,7 @@ new model the model can be converted to GGUF format using the following command: (venv) $ make embedding-run-converted-model ``` -### Model logits verfication +### Model logits verification The following target will run the original model and the converted model (which was done manually in the previous steps) and compare the logits: ```console @@ -335,7 +335,7 @@ $ make perplexity-run-full QUANTIZED_MODEL=~/path/to/quantized/model-Qxx.gguf LO ## HuggingFace utilities The following targets are useful for creating collections and model repositories -on Hugging Face in the the ggml-org. These can be used when preparing a relase +on Hugging Face in the the ggml-org. These can be used when preparing a release to script the process for new model releases. For the following targets a `HF_TOKEN` environment variable is required. @@ -347,7 +347,7 @@ For the following targets a `HF_TOKEN` environment variable is required. > $ unset HF_TOKEN ### Create a new Hugging Face Model (model repository) -This will create a new model repsository on Hugging Face with the specified +This will create a new model repository on Hugging Face with the specified model name. ```console (venv) $ make hf-create-model MODEL_NAME='TestModel' NAMESPACE="danbev" ORIGINAL_BASE_MODEL="some-base-model" diff --git a/examples/model-conversion/scripts/causal/compare-logits.py b/examples/model-conversion/scripts/causal/compare-logits.py index 83bd14c659..181c048630 100755 --- a/examples/model-conversion/scripts/causal/compare-logits.py +++ b/examples/model-conversion/scripts/causal/compare-logits.py @@ -7,7 +7,7 @@ import os # Add utils directory to path for direct script execution sys.path.insert(0, str(Path(__file__).parent.parent / "utils")) -from common import get_model_name_from_env_path, compare_tokens, exit_with_warning # type: ignore[import-not-found] +from common import get_model_name_from_env_path, compare_tokens, exit_with_warning # type: ignore[import-not-found, ty:unresolved-import] def quick_logits_check(pytorch_file, llamacpp_file): """Lightweight sanity check before NMSE""" diff --git a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py index 4ab778fbc7..b94bec4e76 100755 --- a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py +++ b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py @@ -53,10 +53,10 @@ model_name = os.path.basename(model_path) print(f"Model name: {model_name}") prompt = "Hello world today" -input_ids = tokenizer(prompt, return_tensors="pt").input_ids +input_ids = tokenizer(prompt, return_tensors="pt").input_ids # ty: ignore[call-non-callable] print(f"Input tokens: {input_ids}") print(f"Input text: {repr(prompt)}") -print(f"Tokenized: {tokenizer.convert_ids_to_tokens(input_ids[0])}") +print(f"Tokenized: {tokenizer.convert_ids_to_tokens(input_ids[0])}") # ty: ignore[unresolved-attribute] with torch.no_grad(): outputs = model(input_ids, output_hidden_states=True) @@ -92,7 +92,7 @@ with torch.no_grad(): # Print embeddings per token in the requested format print("\nToken embeddings:") - tokens = tokenizer.convert_ids_to_tokens(input_ids[0]) + tokens = tokenizer.convert_ids_to_tokens(input_ids[0]) # ty: ignore[unresolved-attribute] for i, embedding in enumerate(token_embeddings): # Format: show first few values, ..., then last few values if len(embedding) > 10: diff --git a/examples/model-conversion/scripts/embedding/run-original-model.py b/examples/model-conversion/scripts/embedding/run-original-model.py index 0802cbcf4a..614c1a86b9 100755 --- a/examples/model-conversion/scripts/embedding/run-original-model.py +++ b/examples/model-conversion/scripts/embedding/run-original-model.py @@ -64,7 +64,7 @@ def load_model_and_tokenizer(model_path, use_sentence_transformers=False, device print("Using SentenceTransformer to apply all numbered layers") model = SentenceTransformer(model_path) tokenizer = model.tokenizer - config = model[0].auto_model.config # type: ignore + config = model[0].auto_model.config else: tokenizer = AutoTokenizer.from_pretrained(model_path) config = AutoConfig.from_pretrained(model_path, trust_remote_code=True) @@ -108,8 +108,8 @@ def load_model_and_tokenizer(model_path, use_sentence_transformers=False, device print(f"Model file: {type(model).__module__}") # Verify the model is using the correct sliding window - if hasattr(model.config, 'sliding_window'): # type: ignore - print(f"Model's sliding_window: {model.config.sliding_window}") # type: ignore + if hasattr(model.config, 'sliding_window'): + print(f"Model's sliding_window: {model.config.sliding_window}") else: print("Model config does not have sliding_window attribute") @@ -152,7 +152,7 @@ def main(): device = next(model.parameters()).device else: # For SentenceTransformer, get device from the underlying model - device = next(model[0].auto_model.parameters()).device # type: ignore + device = next(model[0].auto_model.parameters()).device model_name = os.path.basename(model_path) @@ -177,7 +177,7 @@ def main(): print(f"{token_id:6d} -> '{token_str}'") print(f"Embeddings shape (after all SentenceTransformer layers): {all_embeddings.shape}") - print(f"Embedding dimension: {all_embeddings.shape[1] if len(all_embeddings.shape) > 1 else all_embeddings.shape[0]}") # type: ignore + print(f"Embedding dimension: {all_embeddings.shape[1] if len(all_embeddings.shape) > 1 else all_embeddings.shape[0]}") else: # Standard approach: use base model output only encoded = tokenizer( @@ -205,12 +205,12 @@ def main(): print(f"Embedding dimension: {all_embeddings.shape[1]}") if len(all_embeddings.shape) == 1: - n_embd = all_embeddings.shape[0] # type: ignore + n_embd = all_embeddings.shape[0] n_embd_count = 1 all_embeddings = all_embeddings.reshape(1, -1) else: - n_embd = all_embeddings.shape[1] # type: ignore - n_embd_count = all_embeddings.shape[0] # type: ignore + n_embd = all_embeddings.shape[1] + n_embd_count = all_embeddings.shape[0] print() diff --git a/examples/model-conversion/scripts/utils/check-nmse.py b/examples/model-conversion/scripts/utils/check-nmse.py index 83f63f9ff3..324e3858e3 100755 --- a/examples/model-conversion/scripts/utils/check-nmse.py +++ b/examples/model-conversion/scripts/utils/check-nmse.py @@ -5,7 +5,7 @@ import sys import os import argparse from pathlib import Path -from common import get_model_name_from_env_path # type: ignore[import-not-found] +from common import get_model_name_from_env_path # type: ignore[import-not-found, ty:unresolved-import] def calculate_nmse(reference, test): mse = np.mean((test - reference) ** 2) diff --git a/examples/model-conversion/scripts/utils/compare_tokens.py b/examples/model-conversion/scripts/utils/compare_tokens.py index a286cb5683..55e3f26ab4 100755 --- a/examples/model-conversion/scripts/utils/compare_tokens.py +++ b/examples/model-conversion/scripts/utils/compare_tokens.py @@ -2,7 +2,7 @@ import argparse import sys -from common import compare_tokens # type: ignore +from common import compare_tokens # type: ignore[import-not-found, ty:unresolved-import] def parse_arguments(): diff --git a/examples/model-conversion/scripts/utils/semantic_check.py b/examples/model-conversion/scripts/utils/semantic_check.py index 73e20ea489..754ae733da 100644 --- a/examples/model-conversion/scripts/utils/semantic_check.py +++ b/examples/model-conversion/scripts/utils/semantic_check.py @@ -7,7 +7,7 @@ import importlib from pathlib import Path from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM, AutoModel -from common import compare_tokens, exit_with_warning # type: ignore[import-not-found] +from common import compare_tokens, exit_with_warning # type: ignore[import-not-found, ty:unresolved-import] unreleased_model_name = os.getenv('UNRELEASED_MODEL_NAME') @@ -207,8 +207,8 @@ def main(): else: model = AutoModel.from_pretrained(args.model_path, trust_remote_code=True) - encoded = tokenizer(prompt, return_tensors="pt") - tokens = tokenizer.convert_ids_to_tokens(encoded['input_ids'][0]) + encoded = tokenizer(prompt, return_tensors="pt") # ty: ignore[call-non-callable] + tokens = tokenizer.convert_ids_to_tokens(encoded['input_ids'][0]) # ty: ignore[unresolved-attribute] n_tokens = len(tokens) print(f"n_tokens: {n_tokens}"); print(f"hidden_size: {model.config.hidden_size}") diff --git a/examples/parallel/parallel.cpp b/examples/parallel/parallel.cpp index c92173ae29..a46400c5b9 100644 --- a/examples/parallel/parallel.cpp +++ b/examples/parallel/parallel.cpp @@ -7,12 +7,13 @@ #include "log.h" #include "llama.h" +#include +#include #include #include #include #include #include -#include // trim whitespace from the beginning and end of a string static std::string trim(const std::string & str) { @@ -153,6 +154,8 @@ static std::vector split_string(const std::string& input, char deli } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + srand(1234); common_params params; @@ -160,12 +163,12 @@ int main(int argc, char ** argv) { params.n_predict = 128; params.n_junk = 1; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_PARALLEL)) { return 1; } - common_init(); - // number of simultaneous "clients" to simulate const int32_t n_clients = params.n_parallel; diff --git a/examples/passkey/passkey.cpp b/examples/passkey/passkey.cpp index 8a4faa383b..8440a2bf77 100644 --- a/examples/passkey/passkey.cpp +++ b/examples/passkey/passkey.cpp @@ -3,6 +3,7 @@ #include "log.h" #include "llama.h" +#include #include #include #include @@ -16,18 +17,20 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.n_junk = 250; params.n_keep = 32; params.i_pos = -1; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_PASSKEY, print_usage)) { return 1; } - common_init(); - int n_junk = params.n_junk; int n_keep = params.n_keep; int n_grp = params.grp_attn_n; diff --git a/examples/pydantic_models_to_grammar.py b/examples/pydantic_models_to_grammar.py index 93e5dcb6c3..0cdd0b5709 100644 --- a/examples/pydantic_models_to_grammar.py +++ b/examples/pydantic_models_to_grammar.py @@ -6,7 +6,7 @@ import re from copy import copy from enum import Enum from inspect import getdoc, isclass -from typing import TYPE_CHECKING, Any, Callable, List, Optional, Union, get_args, get_origin, get_type_hints +from typing import TYPE_CHECKING, Any, Callable, Optional, Union, get_args, get_origin, get_type_hints from docstring_parser import parse from pydantic import BaseModel, create_model @@ -1158,7 +1158,7 @@ def create_dynamic_model_from_function(func: Callable[..., Any]): # Assert that the parameter has a type annotation if param.annotation == inspect.Parameter.empty: - raise TypeError(f"Parameter '{param.name}' in function '{func.__name__}' lacks a type annotation") + raise TypeError(f"""Parameter '{param.name}' in function '{getattr(func, "__name__", "")}' lacks a type annotation""") # Find the parameter's description in the docstring param_doc = next((d for d in docstring.params if d.arg_name == param.name), None) @@ -1166,7 +1166,7 @@ def create_dynamic_model_from_function(func: Callable[..., Any]): # Assert that the parameter has a description if not param_doc or not param_doc.description: raise ValueError( - f"Parameter '{param.name}' in function '{func.__name__}' lacks a description in the docstring") + f"""Parameter '{param.name}' in function '{getattr(func, "__name__", "")}' lacks a description in the docstring""") # Add parameter details to the schema param_docs.append((param.name, param_doc)) @@ -1177,7 +1177,7 @@ def create_dynamic_model_from_function(func: Callable[..., Any]): dynamic_fields[param.name] = ( param.annotation if param.annotation != inspect.Parameter.empty else str, default_value) # Creating the dynamic model - dynamic_model = create_model(f"{func.__name__}", **dynamic_fields) + dynamic_model = create_model(f"{getattr(func, '__name__')}", **dynamic_fields) for name, param_doc in param_docs: dynamic_model.model_fields[name].description = param_doc.description @@ -1285,7 +1285,7 @@ def convert_dictionary_to_pydantic_model(dictionary: dict[str, Any], model_name: if items != {}: array = {"properties": items} array_type = convert_dictionary_to_pydantic_model(array, f"{model_name}_{field_name}_items") - fields[field_name] = (List[array_type], ...) + fields[field_name] = (list[array_type], ...) # ty: ignore[invalid-type-form] else: fields[field_name] = (list, ...) elif field_type == "object": diff --git a/examples/retrieval/retrieval.cpp b/examples/retrieval/retrieval.cpp index 3f2afd4346..7d93ab1172 100644 --- a/examples/retrieval/retrieval.cpp +++ b/examples/retrieval/retrieval.cpp @@ -4,6 +4,7 @@ #include "llama.h" #include +#include #include #include // TODO: remove me @@ -112,14 +113,16 @@ static void batch_process(llama_context * ctx, llama_batch & batch, float * outp } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_RETRIEVAL, print_usage)) { return 1; } - common_init(); - // For BERT models, batch size must be equal to ubatch size params.n_ubatch = params.n_batch; params.embedding = true; diff --git a/examples/save-load-state/save-load-state.cpp b/examples/save-load-state/save-load-state.cpp index 5e35dcd603..a26fd73cb3 100644 --- a/examples/save-load-state/save-load-state.cpp +++ b/examples/save-load-state/save-load-state.cpp @@ -2,11 +2,14 @@ #include "common.h" #include "llama.h" +#include #include #include int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.prompt = "The quick brown fox"; @@ -14,6 +17,8 @@ int main(int argc, char ** argv) { const std::string_view state_file = "dump_state.bin"; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } @@ -24,8 +29,6 @@ int main(int argc, char ** argv) { params.kv_unified = true; } - common_init(); - if (params.n_predict < 0) { params.n_predict = 16; } diff --git a/examples/simple-chat/simple-chat.cpp b/examples/simple-chat/simple-chat.cpp index 57195df331..97e9dc9842 100644 --- a/examples/simple-chat/simple-chat.cpp +++ b/examples/simple-chat/simple-chat.cpp @@ -1,4 +1,5 @@ #include "llama.h" +#include #include #include #include @@ -12,6 +13,8 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + std::string model_path; int ngl = 99; int n_ctx = 2048; diff --git a/examples/simple/simple.cpp b/examples/simple/simple.cpp index d09771d104..9f0a25d713 100644 --- a/examples/simple/simple.cpp +++ b/examples/simple/simple.cpp @@ -1,4 +1,5 @@ #include "llama.h" +#include #include #include #include @@ -11,6 +12,8 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + // path to the model gguf file std::string model_path; // prompt to generate text from diff --git a/examples/speculative-simple/speculative-simple.cpp b/examples/speculative-simple/speculative-simple.cpp index d8b1f5a480..a03dbce887 100644 --- a/examples/speculative-simple/speculative-simple.cpp +++ b/examples/speculative-simple/speculative-simple.cpp @@ -5,14 +5,19 @@ #include "log.h" #include "llama.h" +#include #include #include #include #include int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_SPECULATIVE)) { return 1; } @@ -22,8 +27,6 @@ int main(int argc, char ** argv) { return 1; } - common_init(); - if (params.speculative.mparams_dft.path.empty()) { LOG_ERR("%s: --model-draft is required\n", __func__); return 1; diff --git a/examples/speculative/speculative.cpp b/examples/speculative/speculative.cpp index 3e5cf5f46b..8f56a659b3 100644 --- a/examples/speculative/speculative.cpp +++ b/examples/speculative/speculative.cpp @@ -5,6 +5,7 @@ #include "llama.h" #include +#include #include #include #include @@ -30,11 +31,15 @@ struct seq_draft { }; int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; // needed to get candidate probs even for temp <= 0.0 params.sampling.n_probs = 128; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_SPECULATIVE)) { return 1; } @@ -44,8 +49,6 @@ int main(int argc, char ** argv) { return 1; } - common_init(); - if (params.speculative.mparams_dft.path.empty()) { LOG_ERR("%s: --model-draft is required\n", __func__); return 1; diff --git a/examples/sycl/README.md b/examples/sycl/README.md index 8819d87f56..29143dd617 100644 --- a/examples/sycl/README.md +++ b/examples/sycl/README.md @@ -6,11 +6,11 @@ This example program provides the tools for llama.cpp for SYCL on Intel GPU. |Tool Name| Function|Status| |-|-|-| -|llama-ls-sycl-device| List all SYCL devices with ID, compute capability, max work group size, ect.|Support| +|llama-ls-sycl-device| List all SYCL devices with ID, compute capability, max work group size, etc.|Support| ### llama-ls-sycl-device -List all SYCL devices with ID, compute capability, max work group size, ect. +List all SYCL devices with ID, compute capability, max work group size, etc. 1. Build the llama.cpp for SYCL for the specified target *(using GGML_SYCL_TARGET)*. diff --git a/examples/sycl/build.sh b/examples/sycl/build.sh index 635e74fe64..bf7d6b53bf 100755 --- a/examples/sycl/build.sh +++ b/examples/sycl/build.sh @@ -20,4 +20,4 @@ cmake .. -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA #cmake --build . --config Release --target llama-bench #build all binary -cmake --build . --config Release -j -v +cmake --build . --config Release -j$((($(nproc)+1)/2)) -v diff --git a/examples/sycl/ls-sycl-device.cpp b/examples/sycl/ls-sycl-device.cpp index 74a8b7fd81..3bdc405982 100644 --- a/examples/sycl/ls-sycl-device.cpp +++ b/examples/sycl/ls-sycl-device.cpp @@ -6,8 +6,10 @@ #include "ggml-sycl.h" +#include int main() { + std::setlocale(LC_NUMERIC, "C"); ggml_backend_sycl_print_sycl_devices(); return 0; } diff --git a/examples/sycl/run-llama2.sh b/examples/sycl/run-llama2.sh index d33f82f339..6ed2535bbb 100755 --- a/examples/sycl/run-llama2.sh +++ b/examples/sycl/run-llama2.sh @@ -23,9 +23,9 @@ if [ $# -gt 0 ]; then GGML_SYCL_DEVICE=$1 echo "use $GGML_SYCL_DEVICE as main GPU" #use signle GPU only - ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -s 0 -c ${CONTEXT} -mg $GGML_SYCL_DEVICE -sm none ${LOAD_MODE} + ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s 0 -c ${CONTEXT} -mg $GGML_SYCL_DEVICE -sm none ${LOAD_MODE} else #use multiple GPUs with same max compute units - ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -s 0 -c ${CONTEXT} ${LOAD_MODE} + ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s 0 -c ${CONTEXT} ${LOAD_MODE} fi diff --git a/examples/training/finetune.cpp b/examples/training/finetune.cpp index c82de8d35d..0a75ac110c 100644 --- a/examples/training/finetune.cpp +++ b/examples/training/finetune.cpp @@ -3,6 +3,7 @@ #include "log.h" #include "llama.h" +#include #include #include #include @@ -14,9 +15,13 @@ #endif int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.escape = false; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_FINETUNE)) { return 1; } @@ -35,7 +40,6 @@ int main(int argc, char ** argv) { params.cache_type_v = GGML_TYPE_F32; } - common_init(); llama_backend_init(); llama_numa_init(params.numa); // load the model and apply lora adapter, if any diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index 4323afe57b..6bf15723b3 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -4,9 +4,11 @@ project("ggml" C CXX ASM) ### GGML Version set(GGML_VERSION_MAJOR 0) set(GGML_VERSION_MINOR 9) -set(GGML_VERSION_PATCH 7) +set(GGML_VERSION_PATCH 11) set(GGML_VERSION_BASE "${GGML_VERSION_MAJOR}.${GGML_VERSION_MINOR}.${GGML_VERSION_PATCH}") +list(APPEND CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/") + find_program(GIT_EXE NAMES git git.exe NO_CMAKE_FIND_ROOT_PATH) if(GIT_EXE) # Get current git commit hash @@ -166,15 +168,16 @@ if (NOT MSVC) option(GGML_AMX_INT8 "ggml: enable AMX-INT8" OFF) option(GGML_AMX_BF16 "ggml: enable AMX-BF16" OFF) endif() -option(GGML_LASX "ggml: enable lasx" ON) -option(GGML_LSX "ggml: enable lsx" ON) -option(GGML_RVV "ggml: enable rvv" ON) -option(GGML_RV_ZFH "ggml: enable riscv zfh" ON) -option(GGML_RV_ZVFH "ggml: enable riscv zvfh" ON) -option(GGML_RV_ZICBOP "ggml: enable riscv zicbop" ON) -option(GGML_RV_ZIHINTPAUSE "ggml: enable riscv zihintpause " ON) -option(GGML_XTHEADVECTOR "ggml: enable xtheadvector" OFF) -option(GGML_VXE "ggml: enable vxe" ${GGML_NATIVE}) +option(GGML_LASX "ggml: enable lasx" ON) +option(GGML_LSX "ggml: enable lsx" ON) +option(GGML_RVV "ggml: enable rvv" ON) +option(GGML_RV_ZFH "ggml: enable riscv zfh" ON) +option(GGML_RV_ZVFH "ggml: enable riscv zvfh" ON) +option(GGML_RV_ZICBOP "ggml: enable riscv zicbop" ON) +option(GGML_RV_ZIHINTPAUSE "ggml: enable riscv zihintpause" ON) +option(GGML_RV_ZVFBFWMA "ggml: enable riscv zvfbfwma" OFF) +option(GGML_XTHEADVECTOR "ggml: enable xtheadvector" OFF) +option(GGML_VXE "ggml: enable vxe" ${GGML_NATIVE}) option(GGML_CPU_ALL_VARIANTS "ggml: build all variants of the CPU backend (requires GGML_BACKEND_DL)" OFF) set(GGML_CPU_ARM_ARCH "" CACHE STRING "ggml: CPU architecture for ARM") @@ -203,12 +206,14 @@ option(GGML_CUDA_NO_VMM "ggml: do not try to use CUDA VMM" option(GGML_CUDA_FA "ggml: compile ggml FlashAttention CUDA kernels" ON) option(GGML_CUDA_FA_ALL_QUANTS "ggml: compile all quants for FlashAttention" OFF) option(GGML_CUDA_GRAPHS "ggml: use CUDA graphs (llama.cpp only)" ${GGML_CUDA_GRAPHS_DEFAULT}) +option(GGML_CUDA_NCCL "ggml: use NVIDIA Collective Comm. Library" ON) set (GGML_CUDA_COMPRESSION_MODE "size" CACHE STRING "ggml: cuda link binary compression mode; requires cuda 12.8+") set_property(CACHE GGML_CUDA_COMPRESSION_MODE PROPERTY STRINGS "none;speed;balance;size") option(GGML_HIP "ggml: use HIP" OFF) option(GGML_HIP_GRAPHS "ggml: use HIP graph, experimental, slow" OFF) +option(GGML_HIP_RCCL "ggml: use ROCm Collective Comm. Library" OFF) option(GGML_HIP_NO_VMM "ggml: do not try to use HIP VMM" ON) option(GGML_HIP_ROCWMMA_FATTN "ggml: enable rocWMMA for FlashAttention" OFF) option(GGML_HIP_MMQ_MFMA "ggml: enable MFMA MMA for CDNA in MMQ" ON) @@ -248,12 +253,14 @@ set (GGML_SYCL_TARGET "INTEL" CACHE STRING set (GGML_SYCL_DEVICE_ARCH "" CACHE STRING "ggml: sycl device architecture") +option(GGML_OPENVINO "ggml: use OPENVINO" OFF) + option(GGML_OPENCL "ggml: use OpenCL" OFF) option(GGML_OPENCL_PROFILING "ggml: use OpenCL profiling (increases overhead)" OFF) option(GGML_OPENCL_EMBED_KERNELS "ggml: embed kernels" ON) option(GGML_OPENCL_USE_ADRENO_KERNELS "ggml: use optimized kernels for Adreno" ON) set (GGML_OPENCL_TARGET_VERSION "300" CACHE STRING - "gmml: OpenCL API version to target") + "ggml: OpenCL API version to target") option(GGML_HEXAGON "ggml: enable Hexagon backend" OFF) set(GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE 128 CACHE STRING "ggml: quantize group size (32, 64, or 128)") @@ -327,6 +334,7 @@ set(GGML_PUBLIC_HEADERS include/ggml-vulkan.h include/ggml-webgpu.h include/ggml-zendnn.h + include/ggml-openvino.h include/gguf.h) set_target_properties(ggml PROPERTIES PUBLIC_HEADER "${GGML_PUBLIC_HEADERS}") diff --git a/ggml/cmake/FindNCCL.cmake b/ggml/cmake/FindNCCL.cmake new file mode 100644 index 0000000000..67511e2d56 --- /dev/null +++ b/ggml/cmake/FindNCCL.cmake @@ -0,0 +1,36 @@ +# cmake/FindNCCL.cmake + +# NVIDIA does not distribute CMake files with NCCl, therefore use this file to find it instead. + +find_path(NCCL_INCLUDE_DIR + NAMES nccl.h + HINTS ${NCCL_ROOT} $ENV{NCCL_ROOT} $ENV{CUDA_HOME} /usr/local/cuda + PATH_SUFFIXES include +) + +find_library(NCCL_LIBRARY + NAMES nccl + HINTS ${NCCL_ROOT} $ENV{NCCL_ROOT} $ENV{CUDA_HOME} /usr/local/cuda + PATH_SUFFIXES lib lib64 +) + +include(FindPackageHandleStandardArgs) +find_package_handle_standard_args(NCCL + DEFAULT_MSG + NCCL_LIBRARY NCCL_INCLUDE_DIR +) + +if(NCCL_FOUND) + set(NCCL_LIBRARIES ${NCCL_LIBRARY}) + set(NCCL_INCLUDE_DIRS ${NCCL_INCLUDE_DIR}) + + if(NOT TARGET NCCL::NCCL) + add_library(NCCL::NCCL UNKNOWN IMPORTED) + set_target_properties(NCCL::NCCL PROPERTIES + IMPORTED_LOCATION "${NCCL_LIBRARY}" + INTERFACE_INCLUDE_DIRECTORIES "${NCCL_INCLUDE_DIR}" + ) + endif() +endif() + +mark_as_advanced(NCCL_INCLUDE_DIR NCCL_LIBRARY) diff --git a/ggml/include/ggml-backend.h b/ggml/include/ggml-backend.h index a9d1778641..3c06aeaffb 100644 --- a/ggml/include/ggml-backend.h +++ b/ggml/include/ggml-backend.h @@ -68,7 +68,7 @@ extern "C" { GGML_API void ggml_backend_buffer_reset (ggml_backend_buffer_t buffer); // tensor copy between different backends - GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst); + GGML_API void ggml_backend_tensor_copy(const struct ggml_tensor * src, struct ggml_tensor * dst); // // Backend (stream) @@ -83,13 +83,17 @@ extern "C" { GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend); GGML_API size_t ggml_backend_get_max_size(ggml_backend_t backend); - GGML_API void ggml_backend_tensor_set_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); - GGML_API void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_set_async (ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_get_async (ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_set_2d_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + GGML_API void ggml_backend_tensor_get_2d_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); // "offset" refers to the offset in tensor->data for setting/getting data - GGML_API void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); - GGML_API void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); - GGML_API void ggml_backend_tensor_memset( struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_set ( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_get (const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + GGML_API void ggml_backend_tensor_set_2d( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + GGML_API void ggml_backend_tensor_get_2d(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + GGML_API void ggml_backend_tensor_memset( struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size); GGML_API void ggml_backend_synchronize(ggml_backend_t backend); @@ -109,7 +113,7 @@ extern "C" { // the copy is performed after all the currently queued operations in backend_src // backend_dst will wait for the copy to complete before performing other operations // automatic fallback to sync copy if async is not supported - GGML_API void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, struct ggml_tensor * src, struct ggml_tensor * dst); + GGML_API void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const struct ggml_tensor * src, struct ggml_tensor * dst); GGML_API ggml_backend_dev_t ggml_backend_get_device(ggml_backend_t backend); @@ -135,7 +139,9 @@ extern "C" { // integrated GPU device using host memory GGML_BACKEND_DEVICE_TYPE_IGPU, // accelerator devices intended to be used together with the CPU backend (e.g. BLAS or AMX) - GGML_BACKEND_DEVICE_TYPE_ACCEL + GGML_BACKEND_DEVICE_TYPE_ACCEL, + // "meta" device wrapping multiple other devices for tensor parallelism + GGML_BACKEND_DEVICE_TYPE_META, }; // functionality supported by the device @@ -196,7 +202,9 @@ extern "C" { // Common functions that may be obtained using ggml_backend_reg_get_proc_address - // Split buffer type for tensor parallelism + // AllReduce operation for tensor parallelism (meta backend) + typedef bool (*ggml_backend_allreduce_tensor_t)(ggml_backend_t * backends, struct ggml_tensor ** tensors, size_t n_backends); + // Split buffer type for tensor parallelism (old) typedef ggml_backend_buffer_type_t (*ggml_backend_split_buffer_type_t)(int main_device, const float * tensor_split); // Set the number of threads for the backend typedef void (*ggml_backend_set_n_threads_t)(ggml_backend_t backend, int n_threads); @@ -259,7 +267,7 @@ extern "C" { Example usage: // operations that use tensors allocated in a buffer with USAGE_WEIGHTS will be assigned - // preferrably to run on the same backend as the buffer + // preferably to run on the same backend as the buffer ggml_backend_buffer_set_usage(buf_weights, GGML_BACKEND_BUFFER_USAGE_WEIGHTS); sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, NULL, num_backends, GGML_DEFAULT_GRAPH_SIZE, false, true); diff --git a/ggml/include/ggml-cuda.h b/ggml/include/ggml-cuda.h index 22ad2c0096..5436c7ef57 100644 --- a/ggml/include/ggml-cuda.h +++ b/ggml/include/ggml-cuda.h @@ -27,6 +27,9 @@ GGML_BACKEND_API bool ggml_backend_is_cuda(ggml_backend_t backend); // device buffer GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_buffer_type(int device); +// conduct allreduce operation between devices +GGML_BACKEND_API bool ggml_backend_cuda_allreduce_tensor(ggml_backend_t * backends, struct ggml_tensor ** tensors, size_t n_backends); + // split tensor buffer that splits matrices by rows across multiple devices GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_split_buffer_type(int main_device, const float * tensor_split); diff --git a/ggml/include/ggml-openvino.h b/ggml/include/ggml-openvino.h new file mode 100644 index 0000000000..c43beb07b6 --- /dev/null +++ b/ggml/include/ggml-openvino.h @@ -0,0 +1,37 @@ +#pragma once + +#include "ggml-backend.h" + +#include + +#ifdef __cplusplus +extern "C" { +#endif + +#define GGML_OPENVINO_NAME "OPENVINO" + +// backend API +GGML_BACKEND_API ggml_backend_t ggml_backend_openvino_init(int device); + +GGML_BACKEND_API bool ggml_backend_is_openvino(ggml_backend_t backend); + +GGML_BACKEND_API bool ggml_backend_buffer_is_openvino(ggml_backend_buffer_t buffer); + +GGML_BACKEND_API bool ggml_backend_buft_is_openvino(ggml_backend_buffer_type_t buft); + +GGML_BACKEND_API bool ggml_backend_buft_is_openvino_host(ggml_backend_buffer_type_t buft); + +GGML_BACKEND_API size_t ggml_backend_openvino_buffer_get_ctx_id(ggml_backend_buffer_t buffer); + +// device buffer +GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_openvino_buffer_type(int device); + +GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_openvino_host_buffer_type(int device); + +GGML_BACKEND_API int ggml_backend_openvino_get_device_count(void); + +GGML_BACKEND_API ggml_backend_reg_t ggml_backend_openvino_reg(void); + +#ifdef __cplusplus +} +#endif diff --git a/ggml/include/ggml-opt.h b/ggml/include/ggml-opt.h index 4703a05afe..1c2ed79b77 100644 --- a/ggml/include/ggml-opt.h +++ b/ggml/include/ggml-opt.h @@ -138,7 +138,7 @@ extern "C" { GGML_API ggml_opt_context_t ggml_opt_init(struct ggml_opt_params params); GGML_API void ggml_opt_free(ggml_opt_context_t opt_ctx); - // set gradients to zero, initilize loss, and optionally reset the optimizer + // set gradients to zero, initialize loss, and optionally reset the optimizer GGML_API void ggml_opt_reset(ggml_opt_context_t opt_ctx, bool optimizer); GGML_API bool ggml_opt_static_graphs(ggml_opt_context_t opt_ctx); // whether the graphs are allocated_statically diff --git a/ggml/include/ggml-rpc.h b/ggml/include/ggml-rpc.h index df1ad2a516..1c11495b66 100644 --- a/ggml/include/ggml-rpc.h +++ b/ggml/include/ggml-rpc.h @@ -8,7 +8,12 @@ extern "C" { #define RPC_PROTO_MAJOR_VERSION 3 #define RPC_PROTO_MINOR_VERSION 6 -#define RPC_PROTO_PATCH_VERSION 0 +#define RPC_PROTO_PATCH_VERSION 1 + +#ifdef __cplusplus +static_assert(GGML_OP_COUNT == 96, "GGML_OP_COUNT has changed - update RPC_PROTO_PATCH_VERSION"); +#endif + #define GGML_RPC_MAX_SERVERS 16 // backend API diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index fcc51f1f71..11d3e8a816 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -427,7 +427,9 @@ extern "C" { // GGML_TYPE_IQ4_NL_4_8 = 37, // GGML_TYPE_IQ4_NL_8_8 = 38, GGML_TYPE_MXFP4 = 39, // MXFP4 (1 block) - GGML_TYPE_COUNT = 40, + GGML_TYPE_NVFP4 = 40, // NVFP4 (4 blocks, E4M3 scale) + GGML_TYPE_Q1_0 = 41, + GGML_TYPE_COUNT = 42, }; // precision @@ -463,6 +465,8 @@ extern "C" { GGML_FTYPE_MOSTLY_IQ1_M = 23, // except 1d tensors GGML_FTYPE_MOSTLY_BF16 = 24, // except 1d tensors GGML_FTYPE_MOSTLY_MXFP4 = 25, // except 1d tensors + GGML_FTYPE_MOSTLY_NVFP4 = 26, // except 1d tensors + GGML_FTYPE_MOSTLY_Q1_0 = 27, // except 1d tensors }; // available tensor operations: @@ -556,6 +560,7 @@ extern "C" { GGML_OP_GATED_LINEAR_ATTN, GGML_OP_RWKV_WKV7, GGML_OP_SOLVE_TRI, + GGML_OP_GATED_DELTA_NET, GGML_OP_UNARY, @@ -730,6 +735,10 @@ extern "C" { GGML_API size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block GGML_API size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row + GGML_DEPRECATED( + GGML_API double ggml_type_sizef(enum ggml_type type), // ggml_type_size()/ggml_blck_size() as float + "use ggml_row_size() instead"); + GGML_API const char * ggml_type_name(enum ggml_type type); GGML_API const char * ggml_op_name (enum ggml_op op); GGML_API const char * ggml_op_symbol(enum ggml_op op); @@ -893,15 +902,17 @@ extern "C" { struct ggml_tensor * b, struct ggml_tensor * ids); - GGML_API struct ggml_tensor * ggml_add1( + GGML_DEPRECATED(GGML_API struct ggml_tensor * ggml_add1( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b); + struct ggml_tensor * b), + "use ggml_add instead"); - GGML_API struct ggml_tensor * ggml_add1_inplace( + GGML_DEPRECATED(GGML_API struct ggml_tensor * ggml_add1_inplace( struct ggml_context * ctx, struct ggml_tensor * a, - struct ggml_tensor * b); + struct ggml_tensor * b), + "use ggml_add_inplace instead"); // dst = a // view(dst, nb1, nb2, nb3, offset) += b @@ -2463,6 +2474,17 @@ extern "C" { bool lower, bool uni); + // TODO: add ggml_gated_delta_net_set_bcast() to be able to configure Q, K broadcast type: tiled vs interleaved [TAG_GGML_GDN_BCAST] + // ref: https://github.com/ggml-org/llama.cpp/pull/19468#discussion_r2786394306 + GGML_API struct ggml_tensor * ggml_gated_delta_net( + struct ggml_context * ctx, + struct ggml_tensor * q, + struct ggml_tensor * k, + struct ggml_tensor * v, + struct ggml_tensor * g, + struct ggml_tensor * beta, + struct ggml_tensor * state); + // custom operators typedef void (*ggml_custom1_op_t)(struct ggml_tensor * dst , const struct ggml_tensor * a, int ith, int nth, void * userdata); @@ -2575,7 +2597,7 @@ extern "C" { struct ggml_tensor * grad, struct ggml_tensor * sgd_params); // alpha, weight decay - // build forward mutiple tensors and select one of them for computing + // build forward multiple tensors and select one of them for computing // this is useful for creating graphs that have constant topology but compute different things based on the input // ref: https://github.com/ggml-org/llama.cpp/pull/18550 // diff --git a/ggml/include/gguf.h b/ggml/include/gguf.h index 79ee202062..02d5f221c0 100644 --- a/ggml/include/gguf.h +++ b/ggml/include/gguf.h @@ -77,6 +77,7 @@ extern "C" { }; GGML_API struct gguf_context * gguf_init_empty(void); + GGML_API struct gguf_context * gguf_init_from_file_ptr(FILE * file, struct gguf_init_params params); GGML_API struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_params params); //GGML_API struct gguf_context * gguf_init_from_buffer(..); @@ -189,6 +190,7 @@ extern "C" { // // write the entire context to a binary file + GGML_API bool gguf_write_to_file_ptr(const struct gguf_context * ctx, FILE * file, bool only_meta); GGML_API bool gguf_write_to_file(const struct gguf_context * ctx, const char * fname, bool only_meta); // get the size in bytes of the meta data (header, kv pairs, tensor info) including padding diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index 265023733e..48fbe208d9 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -200,6 +200,7 @@ add_library(ggml-base ggml.cpp ggml-alloc.c ggml-backend.cpp + ggml-backend-meta.cpp ggml-opt.cpp ggml-threading.cpp ggml-threading.h @@ -460,6 +461,7 @@ ggml_add_backend(zDNN) ggml_add_backend(OpenCL) ggml_add_backend(Hexagon) ggml_add_backend(ZenDNN) +ggml_add_backend(OPENVINO) foreach (target ggml-base ggml) target_include_directories(${target} PUBLIC $ $) diff --git a/ggml/src/ggml-alloc.c b/ggml/src/ggml-alloc.c index 7f414b2311..e9b70398ff 100644 --- a/ggml/src/ggml-alloc.c +++ b/ggml/src/ggml-alloc.c @@ -1236,6 +1236,9 @@ size_t ggml_backend_alloc_ctx_tensors_from_buft_size(struct ggml_context * ctx, ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) { size_t nbytes_total = 0; + if (ggml_backend_buft_is_meta(buft)) { + return ggml_backend_meta_alloc_ctx_tensors_from_buft(ctx, buft); + } return ggml_backend_alloc_ctx_tensors_from_buft_impl(ctx, buft, &nbytes_total, /*no_alloc =*/ false); } diff --git a/ggml/src/ggml-backend-impl.h b/ggml/src/ggml-backend-impl.h index 59190b7c46..9c56ec30c5 100644 --- a/ggml/src/ggml-backend-impl.h +++ b/ggml/src/ggml-backend-impl.h @@ -49,6 +49,10 @@ extern "C" { void (*memset_tensor)(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size); void (*set_tensor) (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); void (*get_tensor) (ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + // (optional) 2d data copies + void (*set_tensor_2d)(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + void (*get_tensor_2d)(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + // (optional) tensor copy: dst is in the buffer, src may be in any buffer, including buffers from a different backend (return false if not supported) bool (*cpy_tensor) (ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst); // clear the entire buffer @@ -80,6 +84,20 @@ extern "C" { GGML_API bool ggml_backend_buffer_is_multi_buffer(ggml_backend_buffer_t buffer); GGML_API void ggml_backend_multi_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage); + // + // Backend (meta) + // + + GGML_API bool ggml_backend_is_meta (ggml_backend_t backend); + GGML_API bool ggml_backend_buffer_is_meta(ggml_backend_buffer_t buf); + GGML_API bool ggml_backend_buft_is_meta (ggml_backend_buffer_type_t buft); + + GGML_API size_t ggml_backend_meta_n_backends (ggml_backend_t meta_backend); + GGML_API ggml_backend_t ggml_backend_meta_simple_backend(ggml_backend_t meta_backend, size_t index); + + // temporary workaround to statically allocate tensors from a context in a deduplicated way: + GGML_API struct ggml_backend_buffer * ggml_backend_meta_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft); + // // Backend (stream) // @@ -90,8 +108,10 @@ extern "C" { void (*free)(ggml_backend_t backend); // (optional) asynchronous tensor data access - void (*set_tensor_async)(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); - void (*get_tensor_async)(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + void (*set_tensor_async) (ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); + void (*get_tensor_async) (ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + void (*set_tensor_2d_async)(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); + void (*get_tensor_2d_async)(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data); bool (*cpy_tensor_async)(ggml_backend_t backend_src, ggml_backend_t backend_dst, const struct ggml_tensor * src, struct ggml_tensor * dst); // (optional) complete all pending operations (required if the backend supports async operations) diff --git a/ggml/src/ggml-backend-meta.cpp b/ggml/src/ggml-backend-meta.cpp new file mode 100644 index 0000000000..a2ab8872c4 --- /dev/null +++ b/ggml/src/ggml-backend-meta.cpp @@ -0,0 +1,1923 @@ +#include "ggml.h" +#include "ggml-impl.h" +#include "ggml-backend.h" +#include "ggml-backend-impl.h" +#include "ggml-alloc.h" +#include "ggml-cpp.h" + +// TODO: tmp +#include "ggml-ext.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +struct ggml_backend_meta_device; +struct ggml_backend_meta_buffer_type; +struct ggml_backend_meta_buffer; +struct ggml_backend_meta; + +const char * ggml_backend_meta_split_axis_name(enum ggml_backend_meta_split_axis split_axis) { + switch (split_axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + return "0"; + case GGML_BACKEND_SPLIT_AXIS_1: + return "1"; + case GGML_BACKEND_SPLIT_AXIS_2: + return "2"; + case GGML_BACKEND_SPLIT_AXIS_3: + return "3"; + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: + return "MIRRORED"; + case GGML_BACKEND_SPLIT_AXIS_PARTIAL: + return "PARTIAL"; + case GGML_BACKEND_SPLIT_AXIS_NONE: + return "NONE"; + case GGML_BACKEND_SPLIT_AXIS_UNKNOWN: + return "UNKNOWN"; + default: + GGML_ABORT("fatal error"); + } +} + +// +// meta backend device +// + +struct ggml_backend_meta_device_context { + std::vector simple_devs; + ggml_backend_meta_get_split_state_t get_split_state; + void * get_split_state_ud; + + std::string name; + std::string description; + + ggml_backend_meta_device_context( + std::vector simple_devs, ggml_backend_meta_get_split_state_t get_split_state, void * get_split_state_ud) : + simple_devs(std::move(simple_devs)), get_split_state(get_split_state), get_split_state_ud(get_split_state_ud) { + name = std::string("Meta("); + description = std::string("Meta("); + for (size_t i = 0; i < simple_devs.size(); i++) { + if (i > 0) { + name += ","; + description += ","; + } + name += ggml_backend_dev_name (simple_devs[i]); + description += ggml_backend_dev_description(simple_devs[i]); + } + name += ")"; + description += ")"; + } + + bool operator<(const ggml_backend_meta_device_context & other) const { + return std::tie(simple_devs, get_split_state, get_split_state_ud) + < std::tie(other.simple_devs, other.get_split_state, other.get_split_state_ud); + } +}; + +static bool ggml_backend_dev_is_meta(ggml_backend_dev_t dev); + +static const char * ggml_backend_meta_device_get_name(ggml_backend_dev_t dev) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + return meta_dev_ctx->name.c_str(); +} + +static const char * ggml_backend_meta_device_get_description(ggml_backend_dev_t dev) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + return meta_dev_ctx->description.c_str(); +} + +static void ggml_backend_meta_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + *free = 0; + *total = 0; + for (ggml_backend_dev_t dev : meta_dev_ctx->simple_devs) { + size_t tmp_free, tmp_total; + ggml_backend_dev_memory(dev, &tmp_free, &tmp_total); + *free += tmp_free; + *total += tmp_total; + } +} + +static enum ggml_backend_dev_type ggml_backend_meta_device_get_type(ggml_backend_dev_t dev) { + return GGML_BACKEND_DEVICE_TYPE_META; + + GGML_UNUSED(dev); +} + +static void ggml_backend_meta_device_get_props(ggml_backend_dev_t dev, ggml_backend_dev_props * props) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + + // TODO replace placeholders + props->name = ggml_backend_meta_device_get_name(dev); + props->description = ggml_backend_meta_device_get_description(dev); + props->type = ggml_backend_meta_device_get_type(dev); + props->device_id = 0; + + ggml_backend_meta_device_get_memory(dev, &props->memory_free, &props->memory_total); + + props->caps = { + /* .async = */ true, + /* .host_buffer = */ false, // Not implemented. + /* .buffer_from_host_ptr = */ false, // Not implemented. + /* .events = */ false, // Not implemented. + }; + for (ggml_backend_dev_t simple_dev : meta_dev_ctx->simple_devs) { + ggml_backend_dev_props tmp_props; + ggml_backend_dev_get_props(simple_dev, &tmp_props); + props->caps.async = props->caps.async && tmp_props.caps.async; + props->caps.host_buffer = props->caps.host_buffer && tmp_props.caps.host_buffer; + props->caps.buffer_from_host_ptr = props->caps.buffer_from_host_ptr && tmp_props.caps.buffer_from_host_ptr; + props->caps.events = props->caps.events && tmp_props.caps.events; + } +} + +static ggml_backend_t ggml_backend_meta_device_init_backend(ggml_backend_dev_t dev, const char * params); + +static ggml_backend_buffer_type_t ggml_backend_meta_device_get_buffer_type(ggml_backend_dev_t dev); + +static ggml_backend_buffer_type_t ggml_backend_meta_device_get_host_buffer_type(ggml_backend_dev_t dev); + +static bool ggml_backend_meta_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + return std::all_of(meta_dev_ctx->simple_devs.begin(), meta_dev_ctx->simple_devs.end(), + [op](ggml_backend_dev_t simple_dev) { return ggml_backend_dev_supports_op(simple_dev, op); }); +} + +static bool ggml_backend_meta_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + ggml_backend_dev_t dev_buft = ggml_backend_buft_get_device(buft); + if (!ggml_backend_dev_is_meta(dev_buft)) { + return false; + } + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + const ggml_backend_meta_device_context * meta_buft_dev_ctx = (const ggml_backend_meta_device_context *) dev_buft->context; + if (meta_dev_ctx->simple_devs.size() != meta_buft_dev_ctx->simple_devs.size()) { + return false; + } + for (size_t i = 0; i < meta_dev_ctx->simple_devs.size(); i++) { + if (meta_dev_ctx->simple_devs[i] != meta_buft_dev_ctx->simple_devs[i]) { + return false; + } + } + return true; +} + +static const ggml_backend_device_i ggml_backend_meta_device_iface = { + /* .get_name = */ ggml_backend_meta_device_get_name, + /* .get_description = */ ggml_backend_meta_device_get_description, + /* .get_memory = */ ggml_backend_meta_device_get_memory, + /* .get_type = */ ggml_backend_meta_device_get_type, + /* .get_props = */ ggml_backend_meta_device_get_props, + /* .init_backend = */ ggml_backend_meta_device_init_backend, + /* .get_buffer_type = */ ggml_backend_meta_device_get_buffer_type, + /* .get_host_buffer_type = */ ggml_backend_meta_device_get_host_buffer_type, + /* .buffer_from_host_ptr = */ nullptr, + /* .supports_op = */ ggml_backend_meta_device_supports_op, + /* .supports_buft = */ ggml_backend_meta_device_supports_buft, + /* .offload_op = */ nullptr, + /* .event_new = */ nullptr, + /* .event_free = */ nullptr, + /* .event_synchronize = */ nullptr, +}; + +static bool ggml_backend_dev_is_meta(ggml_backend_dev_t dev) { + return dev != nullptr && dev->iface.get_name == ggml_backend_meta_device_iface.get_name; +} + +static size_t ggml_backend_meta_dev_n_devs(ggml_backend_dev_t meta_dev) { + GGML_ASSERT(ggml_backend_dev_is_meta(meta_dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) meta_dev->context; + return meta_dev_ctx->simple_devs.size(); +} + +static ggml_backend_dev_t ggml_backend_meta_dev_simple_dev(ggml_backend_dev_t meta_dev, size_t index) { + GGML_ASSERT(ggml_backend_dev_is_meta(meta_dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) meta_dev->context; + GGML_ASSERT(index < meta_dev_ctx->simple_devs.size()); + return meta_dev_ctx->simple_devs[index]; +} + +ggml_backend_dev_t ggml_backend_meta_device( + ggml_backend_dev_t * devs, size_t n_devs, ggml_backend_meta_get_split_state_t get_split_state, void * get_split_state_ud) { + GGML_ASSERT(n_devs <= GGML_BACKEND_META_MAX_DEVICES); + // TODO: this is not thread-safe - needs to be fixed + static std::vector> ctxs; + static std::map meta_devs; + + std::vector simple_devs; + simple_devs.reserve(n_devs); + for (size_t i = 0; i < n_devs; i++) { + simple_devs.push_back(devs[i]); + } + ggml_backend_meta_device_context ctx(simple_devs, get_split_state, get_split_state_ud); + + { + auto it = meta_devs.find(ctx); + if (it != meta_devs.end()) { + return &it->second; + } + } + ctxs.push_back(std::make_unique(ctx)); + + struct ggml_backend_device meta_dev = { + /*iface =*/ ggml_backend_meta_device_iface, + /*reg =*/ nullptr, + /*ctx =*/ ctxs.back().get(), + }; + + auto result = meta_devs.emplace(*ctxs.back(), meta_dev); + return &result.first->second; +} + +// +// meta backend buffer type +// + +struct ggml_backend_meta_buffer_type_context { + std::vector simple_bufts; + + std::string name; + + ggml_backend_meta_buffer_type_context(std::vector simple_bufts) : simple_bufts(std::move(simple_bufts)) { + name = "Meta("; + for (size_t i = 0; i < simple_bufts.size(); i++) { + if (i > 0) { + name += ","; + } + name += ggml_backend_buft_name(simple_bufts[i]); + } + name += ")"; + } + + bool operator<(const ggml_backend_meta_buffer_type_context & other) const { + return simple_bufts < other.simple_bufts; + } +}; + +static size_t ggml_backend_meta_buft_n_bufts(ggml_backend_buffer_type_t meta_buft) { + GGML_ASSERT(ggml_backend_buft_is_meta(meta_buft)); + const ggml_backend_meta_buffer_type_context * meta_buft_ctx = (const ggml_backend_meta_buffer_type_context *) meta_buft->context; + return meta_buft_ctx->simple_bufts.size(); +} + +static const char * ggml_backend_meta_buffer_type_get_name(ggml_backend_buffer_type_t buft) { + GGML_ASSERT(ggml_backend_buft_is_meta(buft)); + const ggml_backend_meta_buffer_type_context * meta_buft_ctx = (const ggml_backend_meta_buffer_type_context *) buft->context; + return meta_buft_ctx->name.c_str(); +} + +static ggml_backend_buffer_type_t ggml_backend_meta_buft_simple_buft(ggml_backend_buffer_type_t meta_buft, size_t index) { + GGML_ASSERT(ggml_backend_buft_is_meta(meta_buft)); + const ggml_backend_meta_buffer_type_context * meta_buft_ctx = (const ggml_backend_meta_buffer_type_context *) meta_buft->context; + GGML_ASSERT(index < meta_buft_ctx->simple_bufts.size()); + return meta_buft_ctx->simple_bufts[index]; +} + +static ggml_backend_buffer_t ggml_backend_meta_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size); + +static size_t ggml_backend_meta_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + size_t max_alignment = 1; + for (size_t i = 0; i < n_simple_bufts; i++) { + const size_t alignment = ggml_backend_buft_get_alignment(ggml_backend_meta_buft_simple_buft(buft, i)); + max_alignment = std::max(max_alignment, alignment); + GGML_ASSERT(max_alignment % alignment == 0); + } + return max_alignment; +} + +static size_t ggml_backend_meta_buffer_type_get_max_size(ggml_backend_buffer_type_t buft) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + size_t max_size = SIZE_MAX; + for (size_t i = 0; i < n_simple_bufts; i++) { + max_size = std::min(max_size, ggml_backend_buft_get_max_size(ggml_backend_meta_buft_simple_buft(buft, i))); + } + return max_size; +} + +static size_t ggml_backend_meta_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + size_t max_alloc_size = 0; + for (size_t i = 0; i < n_simple_bufts; i++) { + const size_t alloc_size = ggml_backend_buft_get_alloc_size(ggml_backend_meta_buft_simple_buft(buft, i), tensor); + max_alloc_size = std::max(max_alloc_size, alloc_size); + } + return max_alloc_size; +} + +static bool ggml_backend_meta_buffer_type_is_host(ggml_backend_buffer_type_t buft) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + for (size_t i = 0; i < n_simple_bufts; i++) { + if (!ggml_backend_buft_is_host(ggml_backend_meta_buft_simple_buft(buft, i))) { + return false; + } + } + return true; +} + +static const struct ggml_backend_buffer_type_i ggml_backend_meta_buffer_type_iface = { + /* .get_name = */ ggml_backend_meta_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_meta_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_meta_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_meta_buffer_type_get_max_size, + /* .get_alloc_size = */ ggml_backend_meta_buffer_type_get_alloc_size, + /* .is_host = */ ggml_backend_meta_buffer_type_is_host, +}; + +bool ggml_backend_buft_is_meta(ggml_backend_buffer_type_t buft) { + return buft != nullptr && buft->iface.get_name == ggml_backend_meta_buffer_type_iface.get_name; +} + +static ggml_backend_buffer_type_t ggml_backend_meta_device_get_buffer_type(ggml_backend_dev_t dev) { + static std::map meta_bufts; + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + { + auto it = meta_bufts.find(dev); + if (it != meta_bufts.end()) { + return &it->second; + } + } + + const size_t n_devs = ggml_backend_meta_dev_n_devs(dev); + std::vector simple_bufts; + simple_bufts.reserve(n_devs); + for (size_t i = 0; i < n_devs; i++) { + simple_bufts.push_back(ggml_backend_dev_buffer_type(ggml_backend_meta_dev_simple_dev(dev, i))); + } + ggml_backend_meta_buffer_type_context * buft_ctx = new ggml_backend_meta_buffer_type_context(simple_bufts); + + struct ggml_backend_buffer_type meta_buft = { + /*iface =*/ ggml_backend_meta_buffer_type_iface, + /*device =*/ dev, + /*ctx =*/ buft_ctx, + }; + auto result = meta_bufts.emplace(dev, meta_buft); + return &result.first->second; +} + +static ggml_backend_buffer_type_t ggml_backend_meta_device_get_host_buffer_type(ggml_backend_dev_t dev) { + GGML_ASSERT(ggml_backend_dev_is_meta(dev)); + const ggml_backend_meta_device_context * meta_dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + + ggml_backend_buffer_type_t host_buft = nullptr; + for (ggml_backend_dev_t simple_dev : meta_dev_ctx->simple_devs) { + ggml_backend_buffer_type_t simple_host_buft = ggml_backend_dev_host_buffer_type(simple_dev); + if (simple_host_buft == nullptr) { + return nullptr; + } + if (host_buft == nullptr) { + host_buft = simple_host_buft; + } else if (host_buft != simple_host_buft) { + // if different simple devices have different host buffer types, + // we cannot provide a single host buffer type for the meta device + return nullptr; + } + } + return host_buft; +} + +// +// meta backend buffer +// + +struct ggml_backend_meta_buffer_context { + static constexpr size_t nbtc = GGML_TENSOR_SIZE - sizeof(ggml_tensor::padding); + + std::map, std::pair> split_state_cache; + std::map< const ggml_tensor *, std::vector> simple_tensors; + + struct buffer_config { + ggml_context * ctx; + ggml_backend_buffer_t buf; + + buffer_config(ggml_context * ctx, ggml_backend_buffer_t buf) : ctx(ctx), buf(buf) {} + }; + std::vector buf_configs; + + int debug; + + ggml_backend_meta_buffer_context() { + const char * GGML_META_DEBUG = getenv("GGML_META_DEBUG"); + debug = GGML_META_DEBUG ? atoi(GGML_META_DEBUG) : 0; + } +}; + +static void ggml_backend_meta_buffer_free_buffer(ggml_backend_buffer_t buffer) { + GGML_ASSERT(ggml_backend_buffer_is_meta(buffer)); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) buffer->context; + for (auto & [ctx, buf] : buf_ctx->buf_configs) { + ggml_backend_buffer_free(buf); + ggml_free(ctx); + } + delete buf_ctx; +} + +static size_t ggml_backend_meta_buffer_n_bufs(ggml_backend_buffer_t meta_buf) { + GGML_ASSERT(ggml_backend_buffer_is_meta(meta_buf)); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) meta_buf->context; + return buf_ctx->buf_configs.size(); +} + +static ggml_backend_buffer_t ggml_backend_meta_buffer_simple_buffer(ggml_backend_buffer_t meta_buf, size_t index) { + GGML_ASSERT(ggml_backend_buffer_is_meta(meta_buf)); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) meta_buf->context; + GGML_ASSERT(index < buf_ctx->buf_configs.size()); + return buf_ctx->buf_configs[index].buf; +} + +static struct ggml_tensor * ggml_backend_meta_buffer_simple_tensor(const struct ggml_tensor * tensor, size_t index) { + GGML_ASSERT(ggml_backend_buffer_is_meta(tensor->buffer)); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) tensor->buffer->context; + GGML_ASSERT(index < buf_ctx->buf_configs.size()); + + auto it = buf_ctx->simple_tensors.find(tensor); + if (it == buf_ctx->simple_tensors.end()) { + return nullptr; + } + return it->second[index]; +} + +static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(const struct ggml_tensor * tensor, bool assume_sync) { + const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(tensor->buffer); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) tensor->buffer->context; + + auto split_states_equal = [&](const ggml_backend_meta_split_state & a, const ggml_backend_meta_split_state & b) -> bool { + if (a.axis != b.axis) { + return false; + } + for (size_t j = 0; j < n_bufs; j++) { + int64_t sum_a = 0; + for (size_t s = 0; s < a.n_segments; s++) { + sum_a += a.ne[s*n_bufs + j]; + } + int64_t sum_b = 0; + for (size_t s = 0; s < b.n_segments; s++) { + sum_b += b.ne[s*n_bufs + j]; + } + if (sum_a != sum_b) { + return false; + } + } + return true; + }; + + auto handle_generic = [&](const std::vector & src_ss, bool scalar_only) -> ggml_backend_meta_split_state { + ggml_backend_meta_split_state ret = {GGML_BACKEND_SPLIT_AXIS_NONE, {0}, 1}; + for (size_t i = 0; i < GGML_MAX_SRC; i++) { + if (tensor->src[i] == nullptr || tensor->src[i] == tensor) { + continue; + } + if (ret.axis == GGML_BACKEND_SPLIT_AXIS_NONE) { + ret = src_ss[i]; + } else if (!split_states_equal(src_ss[i], ret)) { + ret = {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + break; + } + } + if (ret.axis == GGML_BACKEND_SPLIT_AXIS_NONE) { + ret = {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + if (scalar_only && ret.axis >= 0 && ret.axis < GGML_MAX_DIMS) { + ret = {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + GGML_ASSERT(ret.axis != GGML_BACKEND_SPLIT_AXIS_UNKNOWN); + return ret; + }; + + // Some ops process data on a per-row bases: + auto handle_per_row = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + GGML_ASSERT(src_ss[0].axis != GGML_BACKEND_SPLIT_AXIS_0); + return src_ss[0]; + }; + + // Some ops broadcast the src1 data across src0: + auto handle_bin_bcast = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis >= 0 && src_ss[0].axis < GGML_MAX_DIMS && + tensor->src[1]->ne[src_ss[0].axis] == 1 && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + return src_ss[0]; + } + if (src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && (src_ss[0].axis == src_ss[1].axis || + (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && (src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL)))) { + return src_ss[0]; // GGML_OP_ADD_ID + } + GGML_ASSERT(tensor->src[2] == nullptr || src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED); + return handle_generic(src_ss, /*scalar_only =*/ false); + }; + + auto handle_concat = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + const ggml_backend_meta_split_axis concat_axis = ggml_backend_meta_split_axis(ggml_get_op_params_i32(tensor, 0)); + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[1].axis >= 0 && src_ss[1].axis < GGML_MAX_DIMS) { + GGML_ASSERT(concat_axis != src_ss[1].axis); + return src_ss[1]; + } + if (src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[0].axis >= 0 && src_ss[0].axis < GGML_MAX_DIMS) { + GGML_ASSERT(concat_axis != src_ss[0].axis); + return src_ss[0]; + } + if (src_ss[0].axis == src_ss[1].axis && src_ss[0].axis != concat_axis) { + return src_ss[0]; + } + return handle_generic(src_ss, /*scalar_only =*/ true); + }; + + auto handle_mul_mat = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + return {GGML_BACKEND_SPLIT_AXIS_MIRRORED, {0}, 1}; + } + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_1 && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + ggml_backend_meta_split_state ret = src_ss[0]; + ret.axis = GGML_BACKEND_SPLIT_AXIS_0; + ret.n_segments = 1; + return ret; + } + if (src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_1 && src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + ggml_backend_meta_split_state ret = src_ss[1]; + ret.n_segments = 1; + return ret; + } + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_0 && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_0) { + GGML_ASSERT(split_states_equal(src_ss[0], src_ss[1])); + return {assume_sync ? GGML_BACKEND_SPLIT_AXIS_MIRRORED : GGML_BACKEND_SPLIT_AXIS_PARTIAL, {0}, 1}; + } + GGML_ABORT("fatal error"); + //return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + }; + + auto handle_cpy = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis >= 0 && src_ss[0].axis < GGML_MAX_DIMS) { + int64_t ne_split_src = tensor->src[0]->ne[0]; + for (int dim = 1; dim <= src_ss[0].axis; dim++) { + ne_split_src *= tensor->src[0]->ne[dim]; + } + int64_t ne_split_dst = 1; + for (int dim = 0; dim < GGML_MAX_DIMS; dim++) { + ne_split_dst *= tensor->ne[dim]; + if (ne_split_dst == ne_split_src) { + return {ggml_backend_meta_split_axis(dim), {0}, 1}; + } + } + } + return handle_generic(src_ss, /*scalar_only =*/ false); + }; + + auto handle_reshape = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + switch (src_ss[0].axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: + case GGML_BACKEND_SPLIT_AXIS_3: { + GGML_ASSERT(!ggml_is_permuted(tensor) && !ggml_is_permuted(tensor->src[0])); + if (src_ss[0].axis == ggml_n_dims(tensor->src[0]) - 1) { + return {ggml_backend_meta_split_axis(ggml_n_dims(tensor) - 1), {0}, 1}; + } + std::vector base_ne_in; + base_ne_in.reserve(GGML_MAX_DIMS - src_ss[0].axis); + { + base_ne_in.push_back(1); + int dim = 0; + for (; dim <= src_ss[0].axis; dim++) { + base_ne_in[0] *= tensor->src[0]->ne[dim]; + } + for (; dim <= GGML_MAX_DIMS; dim++) { + base_ne_in.push_back(base_ne_in.back() * tensor->src[0]->ne[dim]); + } + } + int64_t base_ne_out = 1; + for (int dim = 0; dim < GGML_MAX_DIMS; dim++) { + const int64_t base_ne_out_next = base_ne_out *= tensor->ne[dim]; + for (const int64_t & bni : base_ne_in) { + if (bni == base_ne_out_next) { + return {ggml_backend_meta_split_axis(dim), {0}, 1}; + } + } + if (base_ne_out_next > base_ne_in[0]) { + GGML_ASSERT(dim + 1 < GGML_MAX_DIMS); + return {ggml_backend_meta_split_axis(dim + 1), {0}, 1}; + } + base_ne_out = base_ne_out_next; + } + GGML_ABORT("shape mismatch for %s", ggml_op_name(tensor->op)); + } + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: + case GGML_BACKEND_SPLIT_AXIS_PARTIAL: { + return src_ss[0]; + } + default: { + GGML_ABORT("fatal error"); + //return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + } + }; + + auto handle_view = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (ggml_is_contiguous(tensor) && ggml_is_contiguous(tensor->src[0])) { + return handle_reshape(src_ss); + } + const int axis = src_ss[0].axis; + { + bool all_strides_the_same = true; + for (int dim = 0; dim < GGML_MAX_DIMS; dim++) { + if (tensor->ne[dim] == 1 && tensor->src[0]->ne[dim] == 1) { + continue; + } + if (tensor->nb[dim] != tensor->src[0]->nb[dim]) { + all_strides_the_same = false; + break; + } + } + if (all_strides_the_same) { + return src_ss[0]; + } + } + if (!ggml_is_permuted(tensor) && !ggml_is_permuted(tensor->src[0]) && axis >= 0 && axis < GGML_MAX_DIMS-1) { + for (int dim = 0; dim < GGML_MAX_DIMS-1; dim++) { + if (tensor->nb[dim+1] == tensor->src[0]->nb[axis+1]) { + return {ggml_backend_meta_split_axis(dim), {0}, 1}; + } + } + GGML_ABORT("fatal error"); + } + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED || src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL) { + return src_ss[0]; + } + GGML_ABORT("view of permuted tensor not implemented"); + //return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + }; + + auto handle_permute = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + switch (src_ss[0].axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: + case GGML_BACKEND_SPLIT_AXIS_3: { + return {ggml_backend_meta_split_axis(tensor->op_params[src_ss[0].axis]), {0}, 1}; + } + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: + case GGML_BACKEND_SPLIT_AXIS_PARTIAL: { + return src_ss[0]; + } + default: { + GGML_ABORT("fatal error"); + //return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + } + }; + + auto handle_transpose = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + switch (src_ss[0].axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: { + return {ggml_backend_meta_split_axis(int(src_ss[0].axis) ^ 1), {0}, 1}; + } + case GGML_BACKEND_SPLIT_AXIS_2: + case GGML_BACKEND_SPLIT_AXIS_3: + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: + case GGML_BACKEND_SPLIT_AXIS_PARTIAL: { + return src_ss[0]; + } + default: { + GGML_ABORT("fatal error"); + //return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + } + }; + + auto handle_get_rows = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_0 && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + return src_ss[0]; + } + return handle_generic(src_ss, /*scalar_only =*/ true); + }; + + auto handle_set_rows = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + GGML_ASSERT(src_ss[0].axis != GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED); + GGML_ASSERT(split_states_equal(src_ss[0], src_ss[2])); + return src_ss[0]; + }; + + auto handle_rope = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + GGML_ASSERT(src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED); + return src_ss[0]; + }; + + auto handle_pad = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis >= 0 && src_ss[0].axis < GGML_MAX_DIMS) { + GGML_ASSERT(tensor->op_params[2*src_ss[0].axis + 0] == 0); + GGML_ASSERT(tensor->op_params[2*src_ss[0].axis + 1] == 0); + } + return src_ss[0]; + }; + + auto handle_flash_attn_ext = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + GGML_ASSERT( src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_2); + GGML_ASSERT( src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_2); + GGML_ASSERT( src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_2); + GGML_ASSERT(tensor->src[4] == nullptr || src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED); + GGML_ASSERT(tensor->src[4] == nullptr || src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_0); + return {GGML_BACKEND_SPLIT_AXIS_1, {0}, 1}; + }; + + auto handle_ssm_conv = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis == src_ss[1].axis) { + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_0) { + return {GGML_BACKEND_SPLIT_AXIS_1, {0}, 1}; + } + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_1) { + return {GGML_BACKEND_SPLIT_AXIS_0, {0}, 1}; + } + } + return handle_generic(src_ss, /*scalar_only =*/ false); + }; + + auto handle_gated_delta_net = [&](const std::vector & src_ss) -> ggml_backend_meta_split_state { + if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && + src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && + src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED && src_ss[5].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + return src_ss[0]; + } + GGML_ASSERT(src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_1); + GGML_ASSERT(src_ss[5].axis == GGML_BACKEND_SPLIT_AXIS_2); + return {GGML_BACKEND_SPLIT_AXIS_0, {0}, 1}; + }; + + auto calculate_split_state = [&]() -> ggml_backend_meta_split_state { + if (ggml_nelements(tensor) == 0) { + return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } + if (ggml_backend_buffer_get_usage(tensor->buffer) != GGML_BACKEND_BUFFER_USAGE_COMPUTE && tensor->view_src == nullptr) { + ggml_backend_dev_t dev = ggml_backend_buft_get_device(ggml_backend_buffer_get_type(tensor->buffer)); + const ggml_backend_meta_device_context * dev_ctx = (const ggml_backend_meta_device_context *) dev->context; + ggml_backend_meta_split_state ret = dev_ctx->get_split_state(tensor, dev_ctx->get_split_state_ud); + if (ret.axis >= 0 && ret.axis <= GGML_MAX_DIMS) { + const int64_t granularity = ret.axis == GGML_BACKEND_SPLIT_AXIS_0 ? ggml_blck_size(tensor->type) : 1; + int64_t ne_sum = 0; + for (size_t sj = 0; sj < ret.n_segments*n_bufs; sj++) { + GGML_ASSERT(ret.ne[sj] % granularity == 0); + ne_sum += ret.ne[sj]; + } + GGML_ASSERT(ne_sum == tensor->ne[ret.axis]); + } + return ret; + } + + std::vector src_ss(GGML_MAX_SRC, {GGML_BACKEND_SPLIT_AXIS_NONE, {0}, 1}); + for (size_t i = 0; i < GGML_MAX_SRC; i++) { + if (tensor->src[i] == nullptr || tensor->src[i] == tensor) { + src_ss[i] = {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + continue; + } + src_ss[i] = ggml_backend_meta_get_split_state(tensor->src[i], /*assume_sync =*/ true); + GGML_ASSERT(src_ss[i].axis != GGML_BACKEND_SPLIT_AXIS_UNKNOWN); + } + + ggml_backend_meta_split_state split_state; + switch (tensor->op) { + case GGML_OP_NONE: { + split_state = {GGML_BACKEND_SPLIT_AXIS_MIRRORED, {0}, 1}; + } break; + case GGML_OP_DUP: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_ADD: + case GGML_OP_ADD_ID: { + split_state = handle_bin_bcast(src_ss); + } break; + case GGML_OP_ADD1: + case GGML_OP_ACC: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SUB: + case GGML_OP_MUL: + case GGML_OP_DIV: { + split_state = handle_bin_bcast(src_ss); + } break; + case GGML_OP_SQR: + case GGML_OP_SQRT: + case GGML_OP_LOG: + case GGML_OP_SIN: + case GGML_OP_COS: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_SUM: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SUM_ROWS: + case GGML_OP_CUMSUM: + case GGML_OP_MEAN: + case GGML_OP_ARGMAX: + case GGML_OP_COUNT_EQUAL: { + split_state = handle_per_row(src_ss); + } break; + case GGML_OP_REPEAT: + case GGML_OP_REPEAT_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_CONCAT: { + split_state = handle_concat(src_ss); + } break; + case GGML_OP_SILU_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_NORM: + case GGML_OP_RMS_NORM: + case GGML_OP_RMS_NORM_BACK: + case GGML_OP_GROUP_NORM: + case GGML_OP_L2_NORM: { + split_state = handle_per_row(src_ss); + } break; + case GGML_OP_MUL_MAT: + case GGML_OP_MUL_MAT_ID: { + split_state = handle_mul_mat(src_ss); + } break; + case GGML_OP_OUT_PROD: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SCALE: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_SET: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_CPY: { + split_state = handle_cpy(src_ss); + } break; + case GGML_OP_CONT: + case GGML_OP_RESHAPE: { + split_state = handle_reshape(src_ss); + } break; + case GGML_OP_VIEW: { + split_state = handle_view(src_ss); + } break; + case GGML_OP_PERMUTE: { + split_state = handle_permute(src_ss); + } break; + case GGML_OP_TRANSPOSE: { + split_state = handle_transpose(src_ss); + } break; + case GGML_OP_GET_ROWS: { + split_state = handle_get_rows(src_ss); + } break; + case GGML_OP_GET_ROWS_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SET_ROWS: { + split_state = handle_set_rows(src_ss); + } break; + case GGML_OP_DIAG: + case GGML_OP_DIAG_MASK_INF: + case GGML_OP_DIAG_MASK_ZERO: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SOFT_MAX: + case GGML_OP_SOFT_MAX_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_ROPE: { + split_state = handle_rope(src_ss); + } break; + case GGML_OP_ROPE_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_CLAMP: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_CONV_TRANSPOSE_1D: + case GGML_OP_IM2COL: + case GGML_OP_IM2COL_BACK: + case GGML_OP_IM2COL_3D: + case GGML_OP_CONV_2D: + case GGML_OP_CONV_3D: + case GGML_OP_CONV_2D_DW: + case GGML_OP_CONV_TRANSPOSE_2D: + case GGML_OP_POOL_1D: + case GGML_OP_POOL_2D: + case GGML_OP_POOL_2D_BACK: + case GGML_OP_UPSCALE: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_PAD: { + split_state = handle_pad(src_ss); + } break; + case GGML_OP_PAD_REFLECT_1D: + case GGML_OP_ROLL: + case GGML_OP_ARANGE: + case GGML_OP_TIMESTEP_EMBEDDING: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_ARGSORT: + case GGML_OP_TOP_K: { + split_state = handle_per_row(src_ss); + } break; + case GGML_OP_LEAKY_RELU: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_TRI: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_FILL: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_FLASH_ATTN_EXT: { + split_state = handle_flash_attn_ext(src_ss); + } break; + case GGML_OP_FLASH_ATTN_BACK: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_SSM_CONV: { + split_state = handle_ssm_conv(src_ss); + } break; + case GGML_OP_SSM_SCAN: + case GGML_OP_WIN_PART: + case GGML_OP_WIN_UNPART: + case GGML_OP_GET_REL_POS: + case GGML_OP_ADD_REL_POS: + case GGML_OP_RWKV_WKV6: + case GGML_OP_GATED_LINEAR_ATTN: + case GGML_OP_RWKV_WKV7: + case GGML_OP_SOLVE_TRI: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_GATED_DELTA_NET: { + split_state = handle_gated_delta_net(src_ss); + } break; + case GGML_OP_UNARY: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + case GGML_OP_MAP_CUSTOM1: + case GGML_OP_MAP_CUSTOM2: + case GGML_OP_MAP_CUSTOM3: + case GGML_OP_CUSTOM: { + split_state = handle_generic(src_ss, /*scalar_only =*/ true); + } break; + case GGML_OP_CROSS_ENTROPY_LOSS: + case GGML_OP_CROSS_ENTROPY_LOSS_BACK: { + split_state = handle_per_row(src_ss); + } break; + case GGML_OP_OPT_STEP_ADAMW: + case GGML_OP_OPT_STEP_SGD: + case GGML_OP_GLU: { + split_state = handle_generic(src_ss, /*scalar_only =*/ false); + } break; + default: { + GGML_ABORT("ggml op not implemented: %s", ggml_op_name(tensor->op)); + split_state = {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, 1}; + } break; + } + if (split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS) { + bool first_src_split_by_axis = true; + const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(tensor->buffer); + + for (size_t i = 0; i < GGML_MAX_SRC; i++) { + if (tensor->src[i] == nullptr || src_ss[i].axis < 0 || src_ss[i].axis >= GGML_MAX_DIMS) { + continue; + } + if (first_src_split_by_axis) { + for (size_t j = 0; j < n_bufs; j++) { + // Take over ratio from src: + for (size_t s = 0; s < src_ss[i].n_segments; s++) { + split_state.ne[s*n_bufs + j] = 0; + } + for (size_t s = 0; s < src_ss[i].n_segments; s++) { + split_state.ne[j] += src_ss[i].ne[s*n_bufs + j]; + } + split_state.ne[j] *= tensor->ne[split_state.axis]; + if (split_state.ne[j] != 0 || tensor->src[i]->ne[src_ss[i].axis] != 0) { + GGML_ASSERT(split_state.ne[j] % tensor->src[i]->ne[src_ss[i].axis] == 0); + split_state.ne[j] /= tensor->src[i]->ne[src_ss[i].axis]; + } + } + } else { + for (size_t j = 0; j < n_bufs; j++) { + int64_t sum = 0; + for (size_t s = 0; s < src_ss[i].n_segments; s++) { + sum += src_ss[i].ne[s*n_bufs + j]; + } + // Assert that ratio is consistent: + GGML_ASSERT(split_state.ne[j] * tensor->src[i]->ne[src_ss[i].axis] + == sum * tensor->ne[split_state.axis]); + } + } + first_src_split_by_axis = false; + } + GGML_ASSERT(!first_src_split_by_axis); + } + return split_state; + }; + + const std::pair key = std::make_pair(tensor, assume_sync); + auto it = buf_ctx->split_state_cache.find(key); + if (it != buf_ctx->split_state_cache.end() && memcmp(it->second.second, (const char *) tensor, sizeof(it->second.second)) != 0) { + buf_ctx->split_state_cache.clear(); + it = buf_ctx->split_state_cache.end(); + } + + if (it == buf_ctx->split_state_cache.end()) { + buf_ctx->split_state_cache[key].first = calculate_split_state(); + memcpy(buf_ctx->split_state_cache[key].second, tensor, sizeof(buf_ctx->split_state_cache[key].second)); + if (buf_ctx->debug > 0) { + std::string srcs_info; + for (size_t i = 0; i < GGML_MAX_SRC; i++) { + if (tensor->src[i] == nullptr) { + continue; + } + if (!srcs_info.empty()) { + srcs_info += ", "; + } + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor->src[0], true); + const char * axis_name = ggml_backend_meta_split_axis_name(split_state.axis); + std::string ne_info; + for (size_t j = 0; j < n_bufs; j++) { + if (!ne_info.empty()) { + ne_info += ", "; + } + ne_info += std::to_string(split_state.ne[j]); + } + srcs_info += std::string(tensor->src[i]->name) + "[" + ggml_op_name(tensor->src[i]->op) + ", " + axis_name + ", {" + ne_info + "}]"; + } + std::string ne_info; + for (size_t j = 0; j < n_bufs; j++) { + if (!ne_info.empty()) { + ne_info += ", "; + } + ne_info += std::to_string(buf_ctx->split_state_cache[key].first.ne[j]); + } + GGML_LOG_DEBUG("SPLIT_STATE: {%s} -> %s[%s, %s, {%s}]\n", srcs_info.c_str(), tensor->name, ggml_op_name(tensor->op), + ggml_backend_meta_split_axis_name(buf_ctx->split_state_cache[key].first.axis), ne_info.c_str()); + } + } + + ggml_backend_meta_split_state ret = buf_ctx->split_state_cache[key].first; + GGML_ASSERT(ret.axis != GGML_BACKEND_SPLIT_AXIS_NONE); +#ifndef NDEBUG + if (ret.axis >= 0 && ret.axis < GGML_MAX_DIMS) { + int64_t ne_ret = 0; + for (size_t sj = 0; sj < ret.n_segments*n_bufs; sj++) { + ne_ret += ret.ne[sj]; + } + assert(ne_ret == tensor->ne[int(ret.axis)]); + } +#endif // NDEBUG + return ret; +} + +static void * ggml_backend_meta_buffer_get_base(ggml_backend_buffer_t buffer) { + GGML_UNUSED(buffer); + return (void *) 0x1000000000000000; // FIXME +} + +static enum ggml_status ggml_backend_meta_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) { + GGML_ASSERT(ggml_backend_buffer_is_meta(buffer)); + ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) buffer->context; + const size_t n_simple_bufs = ggml_backend_meta_buffer_n_bufs(buffer); + + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ true); + GGML_ASSERT(ggml_nelements(tensor) == 0 || split_state.axis != GGML_BACKEND_SPLIT_AXIS_UNKNOWN); + GGML_ASSERT(split_state.n_segments <= 16); + + int split_dim = split_state.axis; + int64_t ne[GGML_MAX_DIMS]; + size_t nb[GGML_MAX_DIMS]; + for (size_t k = 0; k < GGML_MAX_DIMS; k++) { + ne[k] = tensor->ne[k]; + nb[k] = tensor->nb[k]; + } + + std::vector simple_tensors; + simple_tensors.reserve(n_simple_bufs); + for (size_t j = 0; j < n_simple_bufs; j++) { + ggml_context * simple_ctx = buf_ctx->buf_configs[j].ctx; + ggml_backend_buffer_t simple_buf = buf_ctx->buf_configs[j].buf; + + if (split_dim >= 0 && split_dim < GGML_MAX_DIMS) { + // TODO: the following assert fails for llama-parallel even though the results are correct: + // GGML_ASSERT(ggml_is_contiguously_allocated(tensor)); + ne[split_dim] = 0; + for (size_t s = 0; s < split_state.n_segments; s++) { + ne[split_dim] += split_state.ne[s*n_simple_bufs + j]; + } + for (int i = 0; i < GGML_MAX_DIMS; i++) { + if (tensor->nb[i] > tensor->nb[split_dim]) { + nb[i] = tensor->nb[i] * ne[split_dim]/tensor->ne[split_dim]; + } + } + } + + ggml_tensor * t_ij = ggml_new_tensor(simple_ctx, tensor->type, GGML_MAX_DIMS, ne); + t_ij->op = tensor->op; + for (int i = 0; i < GGML_MAX_DIMS; i++) { + t_ij->nb[i] = nb[i]; + } + t_ij->flags = tensor->flags; + memcpy(t_ij->op_params, tensor->op_params, sizeof(tensor->op_params)); + ggml_set_name(t_ij, tensor->name); + t_ij->buffer = simple_buf; + t_ij->view_src = tensor->view_src; + t_ij->view_offs = tensor->view_offs; + if (t_ij->view_src != nullptr && ggml_backend_buffer_is_meta(t_ij->view_src->buffer)) { + t_ij->view_src = ggml_backend_meta_buffer_simple_tensor(tensor->view_src, j); + if (t_ij->view_offs > 0 && split_dim >= 0 && split_dim < GGML_MAX_DIMS) { + GGML_ASSERT(ne[split_dim] != 0 && tensor->ne[split_dim] != 0); + const int split_dim_view_src = ggml_backend_meta_get_split_state(tensor->view_src, /*assume_sync =*/ true).axis; + GGML_ASSERT(split_dim_view_src >= 0 && split_dim_view_src < GGML_MAX_DIMS); + + // The offset can be internal to the data split, in those cases the view offset should not be scaled. + // If however, the offset is larger than the data split then it needs to be scaled proportionally. + bool split_internal_offset = t_ij->view_offs <= tensor->view_src->nb[split_dim_view_src]; + for (int i = 0; i < GGML_MAX_DIMS; i++) { + const size_t dim_size = tensor->ne[i] * tensor->nb[i]; + if (tensor->view_offs <= dim_size && dim_size < tensor->nb[split_dim]) { + split_internal_offset = true; + break; + } + } + if (!split_internal_offset) { + t_ij->view_offs = t_ij->view_offs * ne[split_dim]/tensor->ne[split_dim]; + } + } + } + if (t_ij->view_src != nullptr) { + t_ij->data = (char *) t_ij->view_src->data + t_ij->view_offs; + } else if (simple_buf != nullptr) { + t_ij->data = (char *) ggml_backend_buffer_get_base(simple_buf) + + size_t(tensor->data) - size_t(ggml_backend_buffer_get_base(buffer)); + } + t_ij->extra = tensor->extra; + for (int i = 0; i < GGML_MAX_SRC; i++) { + t_ij->src[i] = tensor->src[i]; + if (tensor->src[i] == tensor) { + t_ij->src[i] = t_ij; + } else if (t_ij->src[i] != nullptr && ggml_backend_buffer_is_meta(t_ij->src[i]->buffer)) { + t_ij->src[i] = ggml_backend_meta_buffer_simple_tensor(tensor->src[i], j); + } + } + + simple_tensors.push_back(t_ij); + } + buf_ctx->simple_tensors[tensor] = simple_tensors; + + return GGML_STATUS_SUCCESS; +} + +static void ggml_backend_meta_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { + const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(buffer); + GGML_ASSERT(ggml_is_contiguous(tensor)); + + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false); + + if (split_state.n_segments != 1) { + GGML_ASSERT(split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS); + GGML_ASSERT(offset == 0); + GGML_ASSERT(size == ggml_nbytes(tensor)); + GGML_ASSERT(tensor->ne[3] == 1); + size_t offset_data = 0; + std::vector simple_offsets(n_bufs, 0); + if (split_state.axis == GGML_BACKEND_SPLIT_AXIS_0) { + GGML_ASSERT(tensor->ne[2] == 1); + const int64_t blck_size = ggml_blck_size(tensor->type); + for (size_t s = 0; s < split_state.n_segments; s++) { + for (size_t j = 0; j < n_bufs; j++) { + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + GGML_ASSERT(split_state.ne[s*n_bufs + j] % blck_size == 0); + const size_t nbytes = split_state.ne[s*n_bufs + j]/blck_size * tensor->nb[0]; + ggml_backend_tensor_set_2d(simple_tensor, (const char *) data + offset_data, simple_offsets[j], nbytes, + tensor->ne[1], simple_tensor->nb[1], tensor->nb[1]); + offset_data += nbytes; + simple_offsets[j] += nbytes; + } + } + GGML_ASSERT(offset_data*tensor->ne[1] == size); + return; + } + GGML_ASSERT(split_state.axis == GGML_BACKEND_SPLIT_AXIS_1); + for (size_t s = 0; s < split_state.n_segments; s++) { + for (size_t j = 0; j < n_bufs; j++) { + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + const size_t nbytes = split_state.ne[s*n_bufs + j] * tensor->nb[1]; + ggml_backend_tensor_set_2d(simple_tensor, (const char *) data + offset_data, simple_offsets[j], nbytes, + tensor->ne[2], simple_tensor->nb[2], tensor->nb[2]); + offset_data += nbytes; + simple_offsets[j] += nbytes; + } + } + GGML_ASSERT(offset_data*tensor->ne[2] == size); + return; + } + + switch (split_state.axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: { + // Exploit that tensors are contiguous to splice it with simple tensors as "chunks". + const size_t chunk_size_full = tensor->nb[split_state.axis + 1]; + GGML_ASSERT(offset % chunk_size_full == 0); + GGML_ASSERT(size % chunk_size_full == 0); + const int64_t i_start = offset /chunk_size_full; + const int64_t i_stop = (offset + size)/chunk_size_full; + size_t offset_j = 0; + for (size_t j = 0; j < n_bufs; j++) { + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + const size_t chunk_size_j = simple_tensor->nb[split_state.axis + 1]; + const size_t simple_offset = i_start * chunk_size_j; + ggml_backend_tensor_set_2d(simple_tensor, (const char *) data + offset_j, simple_offset, chunk_size_j, i_stop - i_start, chunk_size_j, chunk_size_full); + offset_j += chunk_size_j; + } + GGML_ASSERT(offset_j == chunk_size_full); + } break; + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: { + for (size_t j = 0; j < n_bufs; j++) { + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + ggml_backend_tensor_set(simple_tensor, data, offset, size); + } + } break; + case GGML_BACKEND_SPLIT_AXIS_PARTIAL: { + GGML_ASSERT(tensor->type == GGML_TYPE_F32); + const int64_t ne = ggml_nelements(tensor); + std::vector tmp; + tmp.reserve(ne); + for (int64_t i = 0; i < ne; i++) { + tmp.push_back(((const float *) data)[i] / n_bufs); + } + for (size_t j = 0; j < n_bufs; j++) { + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + ggml_backend_tensor_set(simple_tensor, tmp.data(), offset, size); + } + } break; + default: { + GGML_ABORT("fatal error"); + } + } +} + +static void ggml_backend_meta_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { + const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(buffer); + GGML_ASSERT(ggml_is_contiguous(tensor)); + + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false); + GGML_ASSERT(split_state.n_segments == 1); + + switch (split_state.axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: { + // Exploit that tensors are contiguous to splice it with simple tensors as "chunks". + const size_t chunk_size_full = tensor->nb[split_state.axis + 1]; + GGML_ASSERT(offset % chunk_size_full == 0); + GGML_ASSERT(size % chunk_size_full == 0); + const int64_t i_start = offset /chunk_size_full; + const int64_t i_stop = (offset + size)/chunk_size_full; + size_t offset_j = 0; + for (size_t j = 0; j < n_bufs; j++){ + const ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + const size_t chunk_size_j = simple_tensor->nb[split_state.axis + 1]; + const size_t simple_offset = i_start * chunk_size_j; + ggml_backend_tensor_get_2d(simple_tensor, (char *) data + offset_j, simple_offset, chunk_size_j, i_stop - i_start, chunk_size_j, chunk_size_full); + offset_j += chunk_size_j; + } + GGML_ASSERT(offset_j == chunk_size_full); + } break; + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: { + // TODO other simple backend may be better + const ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, 0); + ggml_backend_tensor_get(simple_tensor, data, offset, size); + } break; + default: { + GGML_ABORT("fatal error"); + } + } +} + +static void ggml_backend_meta_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) { + const size_t n_buffers = ggml_backend_meta_buffer_n_bufs(buffer); + for (size_t i = 0; i < n_buffers; i++) { + ggml_backend_buffer_clear(ggml_backend_meta_buffer_simple_buffer(buffer, i), value); + } +} + +static void ggml_backend_meta_buffer_reset(ggml_backend_buffer_t buffer) { + const size_t n_buffers = ggml_backend_meta_buffer_n_bufs(buffer); + for (size_t i = 0; i < n_buffers; i++) { + ggml_backend_buffer_reset(ggml_backend_meta_buffer_simple_buffer(buffer, i)); + } +} + +static const ggml_backend_buffer_i ggml_backend_meta_buffer_iface = { + /* .free_buffer = */ ggml_backend_meta_buffer_free_buffer, + /* .get_base = */ ggml_backend_meta_buffer_get_base, + /* .init_tensor = */ ggml_backend_meta_buffer_init_tensor, + /* .memset_tensor = */ nullptr, // TODO implement + /* .set_tensor = */ ggml_backend_meta_buffer_set_tensor, + /* .get_tensor = */ ggml_backend_meta_buffer_get_tensor, + /* .set_tensor_2d = */ nullptr, + /* .get_tensor_2d = */ nullptr, + /* .cpy_tensor = */ nullptr, + /* .clear = */ ggml_backend_meta_buffer_clear, + /* .reset = */ ggml_backend_meta_buffer_reset, +}; + +bool ggml_backend_buffer_is_meta(ggml_backend_buffer_t buf) { + return buf != nullptr && buf->iface.free_buffer == ggml_backend_meta_buffer_iface.free_buffer; +} + +static ggml_backend_buffer_t ggml_backend_meta_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + + ggml_init_params params = { + /*.mem_size =*/ 1024*1024*1024, // FIXME + /*.mem_buffer =*/ nullptr, + /*.no_alloc =*/ true, + }; + + ggml_backend_meta_buffer_context * buf_ctx = new ggml_backend_meta_buffer_context(); + size_t max_size = 0; + buf_ctx->buf_configs.reserve(n_simple_bufts); + for (size_t i = 0; i < n_simple_bufts; i++) { + ggml_backend_buffer_t simple_buf = ggml_backend_buft_alloc_buffer(ggml_backend_meta_buft_simple_buft(buft, i), size); + max_size = std::max(max_size, ggml_backend_buffer_get_size(simple_buf)); + buf_ctx->buf_configs.emplace_back(ggml_init(params), simple_buf); + } + + return ggml_backend_buffer_init(buft, ggml_backend_meta_buffer_iface, buf_ctx, max_size); +} + +struct ggml_backend_buffer * ggml_backend_meta_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) { + const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft); + + ggml_init_params params = { + /*.mem_size =*/ 1024*1024*1024, // FIXME + /*.mem_buffer =*/ nullptr, + /*.no_alloc =*/ true, + }; + + ggml_backend_meta_buffer_context * meta_buf_ctx = new ggml_backend_meta_buffer_context(); + meta_buf_ctx->buf_configs.reserve(n_simple_bufts); + for (size_t i = 0; i < n_simple_bufts; i++) { + meta_buf_ctx->buf_configs.emplace_back(ggml_init(params), nullptr); + } + + ggml_backend_buffer_t meta_buf = ggml_backend_buffer_init(buft, ggml_backend_meta_buffer_iface, meta_buf_ctx, 0); + for (ggml_tensor * t = ggml_get_first_tensor(ctx); t != nullptr; t = ggml_get_next_tensor(ctx, t)) { + t->buffer = meta_buf; + ggml_backend_meta_buffer_init_tensor(meta_buf, t); + t->data = (void *) 0x2000000000000000; // FIXME + } + for (size_t i = 0; i < n_simple_bufts; i++) { + meta_buf_ctx->buf_configs[i].buf = ggml_backend_alloc_ctx_tensors_from_buft( + meta_buf_ctx->buf_configs[i].ctx, ggml_backend_meta_buft_simple_buft(buft, i)); + meta_buf->size = std::max(meta_buf->size, ggml_backend_buffer_get_size(meta_buf_ctx->buf_configs[i].buf)); + } + return meta_buf; +} + +// +// meta backend +// + +static ggml_guid_t ggml_backend_meta_guid() { + static ggml_guid guid = {0xf1, 0x0e, 0x34, 0xcf, 0x9c, 0x6f, 0x43, 0xcb, 0x96, 0x92, 0xbe, 0x8e, 0xbb, 0x71, 0x3f, 0xda}; + return &guid; +} + +struct ggml_backend_meta_context { + struct cgraph_config { + ggml_cgraph * cgraph_main = nullptr; + int offset = 0; // Node offset vs. original graph + + std::vector cgraphs_aux; + }; + struct backend_config { + ggml_backend_t backend; + + std::vector cgraphs; + std::vector nodes; + ggml_backend_buffer_ptr buf; + + backend_config(ggml_backend_t backend) : backend(backend) {} + }; + std::string name; + std::vector backend_configs; + ggml_context_ptr ctx; + std::vector cgraphs_aux; + std::vector nodes_aux; + int max_nnodes = 0; + size_t max_tmp_size = 0; + size_t max_subgraphs = 0; + + ggml_backend_meta_context(ggml_backend_dev_t meta_dev, const char * params) { + const size_t n_devs = ggml_backend_meta_dev_n_devs(meta_dev); + name = "Meta("; + backend_configs.reserve(n_devs); + for (size_t i = 0; i < n_devs; i++) { + ggml_backend_dev_t simple_dev = ggml_backend_meta_dev_simple_dev(meta_dev, i); + if (i > 0) { + name += ","; + } + name += ggml_backend_dev_name(simple_dev); + backend_configs.emplace_back(ggml_backend_dev_init(simple_dev, params)); + } + name += ")"; + } + + ~ggml_backend_meta_context() { + for (auto & bc : backend_configs) { + ggml_backend_free(bc.backend); + } + } + + size_t n_reduce_steps() const { + return std::ceil(std::log2(backend_configs.size())); + } +}; + +static const char * ggml_backend_meta_get_name(ggml_backend_t backend) { + GGML_ASSERT(ggml_backend_is_meta(backend)); + const ggml_backend_meta_context * backend_ctx = (const ggml_backend_meta_context *) backend->context; + return backend_ctx->name.c_str(); +} + +static void ggml_backend_meta_free(ggml_backend_t backend) { + GGML_ASSERT(ggml_backend_is_meta(backend)); + ggml_backend_meta_context * backend_ctx = (ggml_backend_meta_context *) backend->context; + delete backend_ctx; + delete backend; +} + +static void ggml_backend_meta_set_tensor_async(ggml_backend_t backend, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { + const size_t n_backends = ggml_backend_meta_n_backends(backend); + GGML_ASSERT(offset == 0); + GGML_ASSERT(ggml_is_contiguous(tensor)); + + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false); + GGML_ASSERT(split_state.n_segments == 1); + + switch (split_state.axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: { + // Exploit that tensors are contiguous to splice it with simple tensors as "chunks". + const size_t chunk_size_full = tensor->nb[split_state.axis + 1]; + GGML_ASSERT(offset % chunk_size_full == 0); + GGML_ASSERT(size % chunk_size_full == 0); + const int64_t i_start = offset /chunk_size_full; + const int64_t i_stop = (offset + size)/chunk_size_full; + size_t offset_j = 0; + for (size_t j = 0; j < n_backends; j++){ + ggml_backend_t simple_backend = ggml_backend_meta_simple_backend(backend, j); + ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + const size_t chunk_size_j = simple_tensor->nb[split_state.axis + 1]; + ggml_backend_tensor_set_2d_async(simple_backend, simple_tensor, (const char *) data + offset_j, offset, chunk_size_j, + i_stop - i_start, chunk_size_j, chunk_size_full); + offset_j += chunk_size_j; + } + GGML_ASSERT(offset_j == chunk_size_full); + } break; + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: { + for (size_t j = 0; j < n_backends; j++) { + ggml_backend_tensor_set_async( + ggml_backend_meta_simple_backend(backend, j), ggml_backend_meta_buffer_simple_tensor(tensor, j), data, offset, size); + } + } break; + default: { + GGML_ABORT("fatal error"); + } + } +} + +static void ggml_backend_meta_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { + const size_t n_backends = ggml_backend_meta_n_backends(backend); + GGML_ASSERT(offset == 0); + GGML_ASSERT(ggml_is_contiguous(tensor)); + + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false); + GGML_ASSERT(split_state.n_segments == 1); + + switch (split_state.axis) { + case GGML_BACKEND_SPLIT_AXIS_0: + case GGML_BACKEND_SPLIT_AXIS_1: + case GGML_BACKEND_SPLIT_AXIS_2: { + // Exploit that tensors are contiguous to splice it with simple tensors as "chunks". + const size_t chunk_size_full = tensor->nb[split_state.axis + 1]; + GGML_ASSERT(offset % chunk_size_full == 0); + GGML_ASSERT(size % chunk_size_full == 0); + const int64_t i_start = offset /chunk_size_full; + const int64_t i_stop = (offset + size)/chunk_size_full; + size_t offset_j = 0; + for (size_t j = 0; j < n_backends; j++){ + ggml_backend_t simple_backend = ggml_backend_meta_simple_backend(backend, j); + const ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j); + const size_t chunk_size_j = simple_tensor->nb[split_state.axis + 1]; + ggml_backend_tensor_get_2d_async(simple_backend, simple_tensor, (char *) data + offset_j, offset, chunk_size_j, + i_stop - i_start, chunk_size_j, chunk_size_full); + offset_j += chunk_size_j; + } + GGML_ASSERT(offset_j == chunk_size_full); + } break; + case GGML_BACKEND_SPLIT_AXIS_MIRRORED: { + // TODO other simple backend may be better + ggml_backend_t simple_backend = ggml_backend_meta_simple_backend(backend, 0); + const ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, 0); + ggml_backend_tensor_get_async(simple_backend, simple_tensor, data, offset, size); + } break; + default: { + GGML_ABORT("fatal error"); + } + } +} + +static void ggml_backend_meta_synchronize(ggml_backend_t backend) { + const size_t n_backends = ggml_backend_meta_n_backends(backend); + for (size_t i = 0; i < n_backends; i++) { + ggml_backend_synchronize(ggml_backend_meta_simple_backend(backend, i)); + } +} + +static enum ggml_status ggml_backend_meta_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) { + GGML_ASSERT(cgraph->grads == nullptr); + const size_t n_backends = ggml_backend_meta_n_backends(backend); + ggml_backend_meta_context * backend_ctx = (ggml_backend_meta_context *) backend->context; + + bool max_nnodes_raised = false; + if (cgraph->n_nodes > backend_ctx->max_nnodes) { + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + bcj.nodes.resize(cgraph->n_nodes); + bcj.cgraphs.resize(cgraph->n_nodes); + } + backend_ctx->max_nnodes = cgraph->n_nodes; + max_nnodes_raised = true; + } + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + if (node->view_src != nullptr && node->view_src->op == GGML_OP_NONE && ggml_backend_buffer_is_host(node->view_src->buffer)) { + // FIXME s_copy_main is on the CPU and its view seems to be incorrectly added to the graph nodes. + // For regular usage this doesn't matter since it's a noop but trying to call ggml_backend_meta_buffer_simple_tensor results in a crash. + bcj.nodes[i] = node; + continue; + } + bcj.nodes[i] = ggml_backend_meta_buffer_simple_tensor(node, j); + GGML_ASSERT(bcj.nodes[i]); + } + } + + size_t n_subgraphs = 0; + size_t max_tmp_size = 0; + { + // For MoE models it may make sense to delay the AllReduce in order to reduce I/O: + auto get_i_delayed = [&](const int i) -> int { + int id = i; // i_delayed + int idr = i; // i_delayed return, last safe return value + + ggml_tensor * node = cgraph->nodes[id]; + int32_t n_used = ggml_node_get_use_count(cgraph, id); + if (id + 1 >= cgraph->n_nodes) { + return idr; + } + { + ggml_tensor * next = cgraph->nodes[id+1]; + if (next->op == GGML_OP_ADD_ID && next->src[0] == node && + ggml_backend_meta_get_split_state(next->src[1], false).axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL && + ggml_backend_meta_get_split_state(next->src[2], false).axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + node = next; + id++; + idr = id; + n_used = ggml_node_get_use_count(cgraph, id); + } + } + if (id + 1 >= cgraph->n_nodes) { + return idr; + } + { + ggml_tensor * next = cgraph->nodes[id+1]; + if (next->op == GGML_OP_MUL && next->src[0] == node && + ggml_backend_meta_get_split_state(next->src[1], false).axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) { + node = next; + id++; + idr = id; + n_used = ggml_node_get_use_count(cgraph, id); + } + } + + if (n_used != node->ne[1] || id + 2*n_used-1 >= cgraph->n_nodes) { + return idr; + } + for (int32_t k = 0; k < n_used; k++) { + ggml_tensor * next = cgraph->nodes[id+1]; + if (next->op != GGML_OP_VIEW || next->view_src != node || next->view_offs != k*node->nb[1] || + next->ne[0] != node->ne[0] || next->ne[1] != node->ne[2] || next->nb[1] != node->nb[2] || + ggml_node_get_use_count(cgraph, id+1) != 1) { + return idr; + } + id++; + } + { + ggml_tensor * next = cgraph->nodes[id+1]; + if (next->op != GGML_OP_ADD || next->src[0] != cgraph->nodes[id - (n_used-1)] || + next->src[1] != cgraph->nodes[id - (n_used-2)] || ggml_node_get_use_count(cgraph, id+1) != 1) { + return idr; + } + id++; + } + for (int32_t k = 0; k < n_used - 2; k++) { + ggml_tensor * next = cgraph->nodes[id+1]; + if (next->op != GGML_OP_ADD || next->src[0] != cgraph->nodes[id] || + next->src[1] != cgraph->nodes[id - (n_used-2)] || ggml_node_get_use_count(cgraph, id+1) != 1) { + return idr; + } + id++; + } + idr = id; + return idr; + }; + + int i_start = 0; + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + if (node->view_src != nullptr && node->view_src->op == GGML_OP_NONE && ggml_backend_buffer_is_host(node->view_src->buffer)) { + continue; + } + const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(node, /*assume_sync =*/ false); + if (split_state.axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL) { + max_tmp_size = std::max(max_tmp_size, ggml_nbytes(node)); + } + const bool new_subgraph = i + 1 == cgraph->n_nodes || split_state.axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL; + if (!new_subgraph) { + continue; + } + + i = get_i_delayed(i); + + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + bcj.cgraphs[n_subgraphs].offset = i_start; + } + n_subgraphs++; + i_start = i + 1; + } + GGML_ASSERT(i_start == cgraph->n_nodes); + } + + if (max_tmp_size > backend_ctx->max_tmp_size) { + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + bcj.buf.reset(ggml_backend_alloc_buffer(bcj.backend, max_tmp_size)); + } + backend_ctx->max_tmp_size = max_tmp_size; + } + + + if (max_nnodes_raised || n_subgraphs > backend_ctx->max_subgraphs) { + backend_ctx->max_subgraphs = std::max(backend_ctx->max_subgraphs, n_subgraphs); + const size_t n_reduce_steps = backend_ctx->n_reduce_steps(); + const size_t n_nodes_per_device = 2 * n_reduce_steps; // tmp + ADD per step + const size_t n_cgraphs_per_device = n_reduce_steps; // 1 ADD graph per step + const size_t mem_per_device_graphs_main = backend_ctx->max_subgraphs*ggml_graph_overhead_custom(backend_ctx->max_nnodes, cgraph->grads); + const size_t mem_per_device_graphs_aux = n_cgraphs_per_device*backend_ctx->max_subgraphs*ggml_graph_overhead_custom(1, cgraph->grads); + const size_t mem_per_device_nodes_aux = n_nodes_per_device*backend_ctx->max_subgraphs*ggml_tensor_overhead(); + ggml_init_params params = { + /*.mem_size =*/ n_backends * (mem_per_device_graphs_main + mem_per_device_graphs_aux + mem_per_device_nodes_aux), + /*.mem_buffer =*/ nullptr, + /*.no_alloc =*/ true, + }; + backend_ctx->ctx.reset(ggml_init(params)); + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + for (size_t i = 0; i < n_subgraphs; i++) { + bcj.cgraphs[i].cgraph_main = ggml_new_graph_custom(backend_ctx->ctx.get(), cgraph->n_nodes, /*grads =*/ false); + } + } + backend_ctx->cgraphs_aux.resize(n_backends*n_cgraphs_per_device*backend_ctx->max_subgraphs); + for (size_t k = 0; k < backend_ctx->cgraphs_aux.size(); k++) { + backend_ctx->cgraphs_aux[k] = ggml_new_graph_custom(backend_ctx->ctx.get(), 1, cgraph->grads); + } + backend_ctx->nodes_aux.resize(n_backends*n_nodes_per_device*backend_ctx->max_subgraphs); + for (size_t k = 0; k < backend_ctx->nodes_aux.size(); k++) { + backend_ctx->nodes_aux[k] = ggml_new_tensor_1d(backend_ctx->ctx.get(), GGML_TYPE_F32, 1); + } + } + + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + for (size_t i_graph = 0; i_graph < n_subgraphs; i_graph++) { + ggml_cgraph * cgraph_ij = bcj.cgraphs[i_graph].cgraph_main; + const size_t i_node_start = bcj.cgraphs[i_graph].offset; + const size_t i_node_stop = i_graph + 1 < n_subgraphs ? bcj.cgraphs[i_graph + 1].offset : cgraph->n_nodes; + cgraph_ij->n_nodes = i_node_stop - i_node_start; + ggml_hash_set_reset(&cgraph_ij->visited_hash_set); + for (size_t i_node = i_node_start; i_node < i_node_stop; i_node++) { + ggml_tensor * node_ij = bcj.nodes[i_node]; + cgraph_ij->nodes[i_node - i_node_start] = node_ij; + const size_t hash_pos_orig = ggml_hash_find(&cgraph->visited_hash_set, cgraph->nodes[i_node]); + const size_t hash_pos_ij = ggml_hash_insert(&cgraph_ij->visited_hash_set, node_ij); + cgraph_ij->use_counts[hash_pos_ij] = cgraph->use_counts[hash_pos_orig]; + } + } + } + + size_t iga = 0; // i graph aux + size_t ina = 0; // i node aux + + // FIXME usage_counts + auto get_cgraph_aux = [&]() -> ggml_cgraph * { + ggml_cgraph * ret = backend_ctx->cgraphs_aux[iga++]; + return ret; + }; + auto get_node_aux = [&](ggml_tensor * t) -> ggml_tensor * { + ggml_tensor * ret = backend_ctx->nodes_aux[ina++]; + memset(ret, 0, sizeof(ggml_tensor)); + ret->op = GGML_OP_NONE; + ret->type = t->type; + for (size_t k = 0; k < GGML_MAX_DIMS; k++) { + ret->ne[k] = t->ne[k]; + ret->nb[k] = t->nb[k]; + } + return ret; + }; + + // Preferentially use backend-specific allreduce_tensor_async (e.g. NCCL for CUDA), use a generic fallback if unavailable: + auto allreduce_fallback = [&](size_t i) -> ggml_status { + std::vector step_cgraphs(n_backends, nullptr); + + for (size_t offset_j = 1; offset_j < n_backends; offset_j *= 2) { + std::fill(step_cgraphs.begin(), step_cgraphs.end(), nullptr); + + for (size_t j = 0; j < n_backends; j++) { + const size_t j_other = j ^ offset_j; + if (j_other > j) { + continue; + } + + auto & bcj1 = backend_ctx->backend_configs[j]; + auto & bcj2 = backend_ctx->backend_configs[j_other]; + + ggml_tensor * node1 = bcj1.cgraphs[i].cgraph_main->nodes[bcj1.cgraphs[i].cgraph_main->n_nodes - 1]; + ggml_tensor * node2 = bcj2.cgraphs[i].cgraph_main->nodes[bcj2.cgraphs[i].cgraph_main->n_nodes - 1]; + GGML_ASSERT(ggml_is_contiguous(node1)); + GGML_ASSERT(ggml_is_contiguous(node2)); + + // Tmp tensors to receive P2P copies + ggml_tensor * node_tmp_1 = get_node_aux(node1); + node_tmp_1->buffer = bcj1.buf.get(); + node_tmp_1->data = ggml_backend_buffer_get_base(bcj1.buf.get()); + + ggml_tensor * node_tmp_2 = get_node_aux(node2); + node_tmp_2->buffer = bcj2.buf.get(); + node_tmp_2->data = ggml_backend_buffer_get_base(bcj2.buf.get()); + + // 2 P2P copies: exchange full buffers + ggml_backend_tensor_copy_async(bcj1.backend, bcj2.backend, node1, node_tmp_2); + ggml_backend_tensor_copy_async(bcj2.backend, bcj1.backend, node2, node_tmp_1); + + // Local ADD: node1 += tmp1 (in-place via view) + ggml_tensor * node_red_1 = get_node_aux(node1); + node_red_1->view_src = node1->view_src == nullptr ? node1 : node1->view_src; + node_red_1->view_offs = node1->view_offs; + node_red_1->op = GGML_OP_ADD; + node_red_1->src[0] = node1; + node_red_1->src[1] = node_tmp_1; + node_red_1->flags |= GGML_TENSOR_FLAG_COMPUTE; + ggml_backend_view_init(node_red_1); + + // Local ADD: node2 += tmp2 (in-place via view) + ggml_tensor * node_red_2 = get_node_aux(node2); + node_red_2->view_src = node2->view_src == nullptr ? node2 : node2->view_src; + node_red_2->view_offs = node2->view_offs; + node_red_2->op = GGML_OP_ADD; + node_red_2->src[0] = node2; + node_red_2->src[1] = node_tmp_2; + node_red_2->flags |= GGML_TENSOR_FLAG_COMPUTE; + ggml_backend_view_init(node_red_2); + + // Build 1-node cgraphs for the ADD ops + ggml_cgraph * cgraph_aux_1 = get_cgraph_aux(); + cgraph_aux_1->nodes[0] = node_red_1; + cgraph_aux_1->n_nodes = 1; + step_cgraphs[j] = cgraph_aux_1; + + ggml_cgraph * cgraph_aux_2 = get_cgraph_aux(); + cgraph_aux_2->nodes[0] = node_red_2; + cgraph_aux_2->n_nodes = 1; + step_cgraphs[j_other] = cgraph_aux_2; + } + + // Execute local ADDs for this step + for (size_t j = 0; j < n_backends; j++) { + if (step_cgraphs[j] == nullptr) { + continue; + } + auto & bcj = backend_ctx->backend_configs[j]; + const ggml_status status = ggml_backend_graph_compute_async(bcj.backend, step_cgraphs[j]); + if (status != GGML_STATUS_SUCCESS) { + return status; + } + } + } + return GGML_STATUS_SUCCESS; + }; + + + for (size_t i = 0; i < n_subgraphs; i++) { + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + const ggml_status status = ggml_backend_graph_compute_async(bcj.backend, bcj.cgraphs[i].cgraph_main); + if (status != GGML_STATUS_SUCCESS) { + return status; + } + } + + if (n_backends > 1 && i < n_subgraphs - 1) { + bool backend_allreduce_success = false; + ggml_backend_allreduce_tensor_t allreduce_tensor = (ggml_backend_allreduce_tensor_t) ggml_backend_reg_get_proc_address( + ggml_backend_dev_backend_reg(ggml_backend_get_device(backend_ctx->backend_configs[0].backend)), "ggml_backend_allreduce_tensor"); + if (allreduce_tensor) { + std::vector backends; + backends.reserve(n_backends); + std::vector nodes; + nodes.reserve(n_backends); + for (size_t j = 0; j < n_backends; j++) { + auto & bcj = backend_ctx->backend_configs[j]; + backends.push_back(bcj.backend); + ggml_cgraph * cgraph_ij = bcj.cgraphs[i].cgraph_main; + nodes.push_back(cgraph_ij->nodes[cgraph_ij->n_nodes-1]); + } + backend_allreduce_success = allreduce_tensor(backends.data(), nodes.data(), n_backends); + } + + if (!backend_allreduce_success) { + const ggml_status status = allreduce_fallback(i); + if (status != GGML_STATUS_SUCCESS) { + return status; + } + } + } + } + return GGML_STATUS_SUCCESS; +} + +static const ggml_backend_i ggml_backend_meta_i = { + /* .get_name = */ ggml_backend_meta_get_name, + /* .free = */ ggml_backend_meta_free, + /* .set_tensor_async = */ ggml_backend_meta_set_tensor_async, + /* .get_tensor_async = */ ggml_backend_meta_get_tensor_async, + /* .get_tensor_2d_async = */ nullptr, + /* .set_tensor_2d_async = */ nullptr, + /* .cpy_tensor_async = */ nullptr, + /* .synchronize = */ ggml_backend_meta_synchronize, + /* .graph_plan_create = */ nullptr, + /* .graph_plan_free = */ nullptr, + /* .graph_plan_update = */ nullptr, + /* .graph_plan_compute = */ nullptr, + /* .graph_compute = */ ggml_backend_meta_graph_compute, + /* .event_record = */ nullptr, + /* .event_wait = */ nullptr, + /* .graph_optimize = */ nullptr, +}; + +bool ggml_backend_is_meta(ggml_backend_t backend) { + return backend != nullptr && backend->iface.get_name == ggml_backend_meta_i.get_name; +} + +static ggml_backend_t ggml_backend_meta_device_init_backend(ggml_backend_dev_t dev, const char * params) { + ggml_backend_meta_context * backend_ctx = new ggml_backend_meta_context(dev, params); + + ggml_backend_t backend = new struct ggml_backend; + backend->guid = ggml_backend_meta_guid(); + backend->iface = ggml_backend_meta_i; + backend->device = dev; + backend->context = backend_ctx; + return backend; +} + +size_t ggml_backend_meta_n_backends(ggml_backend_t meta_backend) { + GGML_ASSERT(ggml_backend_is_meta(meta_backend)); + const ggml_backend_meta_context * backend_ctx = (const ggml_backend_meta_context *) meta_backend->context; + return backend_ctx->backend_configs.size(); +} + +ggml_backend_t ggml_backend_meta_simple_backend(ggml_backend_t meta_backend, size_t index) { + GGML_ASSERT(ggml_backend_is_meta(meta_backend)); + const ggml_backend_meta_context * backend_ctx = (const ggml_backend_meta_context *) meta_backend->context; + return backend_ctx->backend_configs[index].backend; +} + diff --git a/ggml/src/ggml-backend-reg.cpp b/ggml/src/ggml-backend-reg.cpp index 311fa5fe36..0587109212 100644 --- a/ggml/src/ggml-backend-reg.cpp +++ b/ggml/src/ggml-backend-reg.cpp @@ -82,6 +82,10 @@ #include "ggml-zendnn.h" #endif +#ifdef GGML_USE_OPENVINO +#include "ggml-openvino.h" +#endif + namespace fs = std::filesystem; static std::string path_str(const fs::path & path) { @@ -154,6 +158,9 @@ struct ggml_backend_registry { #ifdef GGML_USE_RPC register_backend(ggml_backend_rpc_reg()); #endif +#ifdef GGML_USE_OPENVINO + register_backend(ggml_backend_openvino_reg()); +#endif #ifdef GGML_USE_CPU register_backend(ggml_backend_cpu_reg()); #endif @@ -557,6 +564,7 @@ void ggml_backend_load_all_from_path(const char * dir_path) { ggml_backend_load_best("opencl", silent, dir_path); ggml_backend_load_best("hexagon", silent, dir_path); ggml_backend_load_best("musa", silent, dir_path); + ggml_backend_load_best("openvino", silent, dir_path); ggml_backend_load_best("cpu", silent, dir_path); // check the environment variable GGML_BACKEND_PATH to load an out-of-tree backend const char * backend_path = std::getenv("GGML_BACKEND_PATH"); diff --git a/ggml/src/ggml-backend.cpp b/ggml/src/ggml-backend.cpp index 22c656996c..1a555bf2a4 100644 --- a/ggml/src/ggml-backend.cpp +++ b/ggml/src/ggml-backend.cpp @@ -123,7 +123,7 @@ size_t ggml_backend_buffer_get_size(ggml_backend_buffer_t buffer) { void * ggml_backend_buffer_get_base(ggml_backend_buffer_t buffer) { GGML_ASSERT(buffer); // get_base is optional if the buffer is zero-sized - if (buffer->size == 0) { + if (!ggml_backend_buffer_is_meta(buffer) && buffer->size == 0) { return NULL; } @@ -279,15 +279,57 @@ void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_ten } } +void ggml_backend_tensor_set_2d_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, + size_t n_copies, size_t stride_tensor, size_t stride_data) { + GGML_ASSERT(backend); + GGML_ASSERT(tensor); + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + + if (n_copies <= 1 || backend->iface.set_tensor_2d_async == NULL) { + for (size_t i = 0; i < n_copies; i++) { + ggml_backend_tensor_set_async(backend, tensor, (const char *) data + i*stride_data, offset + i*stride_tensor, size); + } + return; + } + if (size == 0) { + return; + } + + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + GGML_ASSERT(offset + (n_copies-1)*stride_tensor + size <= ggml_nbytes(tensor) && "tensor write out of bounds"); + backend->iface.set_tensor_2d_async(backend, tensor, data, offset, size, n_copies, stride_tensor, stride_data); +} + +void ggml_backend_tensor_get_2d_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, + size_t n_copies, size_t stride_tensor, size_t stride_data) { + GGML_ASSERT(backend); + GGML_ASSERT(tensor); + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + + if (n_copies <= 1 || backend->iface.set_tensor_2d_async == NULL) { + for (size_t i = 0; i < n_copies; i++) { + ggml_backend_tensor_get_async(backend, tensor, (char *) data + i*stride_data, offset + i*stride_tensor, size); + } + return; + } + if (size == 0) { + return; + } + + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + GGML_ASSERT(offset + (n_copies-1)*stride_tensor + size <= ggml_nbytes(tensor) && "tensor write out of bounds"); + backend->iface.get_tensor_2d_async(backend, tensor, data, offset, size, n_copies, stride_tensor, stride_data); +} + void ggml_backend_tensor_set(struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) { GGML_ASSERT(tensor); ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + GGML_ASSERT(buf != NULL && "tensor buffer not set"); if (size == 0) { return; } - GGML_ASSERT(buf != NULL && "tensor buffer not set"); GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor write out of bounds"); @@ -297,18 +339,62 @@ void ggml_backend_tensor_set(struct ggml_tensor * tensor, const void * data, siz void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) { GGML_ASSERT(tensor); ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + GGML_ASSERT(buf != NULL && "tensor buffer not set"); if (size == 0) { return; } - GGML_ASSERT(buf != NULL && "tensor buffer not set"); GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); GGML_ASSERT(offset + size <= ggml_nbytes(tensor) && "tensor read out of bounds"); buf->iface.get_tensor(buf, tensor, data, offset, size); } +void ggml_backend_tensor_set_2d(struct ggml_tensor * tensor, const void * data, size_t offset, size_t size, + size_t n_copies, size_t stride_tensor, size_t stride_data) { + GGML_ASSERT(tensor); + ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + GGML_ASSERT(buf != NULL && "tensor buffer not set"); + + if (n_copies <= 1 || buf->iface.set_tensor_2d == NULL) { + for (size_t i = 0; i < n_copies; i++) { + ggml_backend_tensor_set(tensor, (const char *) data + i*stride_data, offset + i*stride_tensor, size); + } + return; + } + if (size == 0) { + return; + } + + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + GGML_ASSERT(offset + (n_copies-1)*stride_tensor + size <= ggml_nbytes(tensor) && "tensor write out of bounds"); + + buf->iface.set_tensor_2d(buf, tensor, data, offset, size, n_copies, stride_tensor, stride_data); +} + +void ggml_backend_tensor_get_2d(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size, + size_t n_copies, size_t stride_tensor, size_t stride_data) { + GGML_ASSERT(tensor); + ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + GGML_ASSERT(buf != NULL && "tensor buffer not set"); + + if (n_copies <= 1 || buf->iface.set_tensor_2d == NULL) { + for (size_t i = 0; i < n_copies; i++) { + ggml_backend_tensor_get(tensor, (char *) data + i*stride_data, offset + i*stride_tensor, size); + } + return; + } + if (size == 0) { + return; + } + + GGML_ASSERT(tensor->data != NULL && "tensor not allocated"); + GGML_ASSERT(offset + (n_copies-1)*stride_tensor + size <= ggml_nbytes(tensor) && "tensor read out of bounds"); + + buf->iface.get_tensor_2d(buf, tensor, data, offset, size, n_copies, stride_tensor, stride_data); +} + void ggml_backend_tensor_memset(struct ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) { GGML_ASSERT(tensor); ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; @@ -388,7 +474,7 @@ ggml_backend_dev_t ggml_backend_get_device(ggml_backend_t backend) { // backend copy -void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst) { +void ggml_backend_tensor_copy(const struct ggml_tensor * src, struct ggml_tensor * dst) { GGML_ASSERT(ggml_are_same_layout(src, dst) && "cannot copy tensors with different layouts"); if (src == dst) { @@ -402,7 +488,7 @@ void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst } else if (!ggml_backend_buffer_copy_tensor(src, dst)) { #ifndef NDEBUG GGML_LOG_DEBUG("%s: warning: slow copy from %s to %s\n", __func__, ggml_backend_buffer_name(src->buffer), ggml_backend_buffer_name(dst->buffer)); -#endif +#endif // NDEBUG size_t nbytes = ggml_nbytes(src); void * data = malloc(nbytes); ggml_backend_tensor_get(src, data, 0, nbytes); @@ -411,7 +497,7 @@ void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst } } -void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, struct ggml_tensor * src, struct ggml_tensor * dst) { +void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const struct ggml_tensor * src, struct ggml_tensor * dst) { GGML_ASSERT(ggml_are_same_layout(src, dst) && "cannot copy tensors with different layouts"); if (src == dst) { @@ -500,6 +586,7 @@ enum ggml_backend_dev_type ggml_backend_dev_type(ggml_backend_dev_t device) { } void ggml_backend_dev_get_props(ggml_backend_dev_t device, struct ggml_backend_dev_props * props) { + GGML_ASSERT(device); memset(props, 0, sizeof(*props)); device->iface.get_props(device, props); } @@ -610,6 +697,8 @@ static const struct ggml_backend_buffer_i ggml_backend_multi_buffer_i = { /* .memset_tensor = */ NULL, /* .set_tensor = */ NULL, /* .get_tensor = */ NULL, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, /* .clear = */ ggml_backend_multi_buffer_clear, /* .reset = */ NULL, @@ -1899,8 +1988,9 @@ enum ggml_status ggml_backend_tensor_alloc(ggml_backend_buffer_t buffer, struct GGML_ASSERT(tensor->data == NULL); GGML_ASSERT(tensor->view_src == NULL); GGML_ASSERT(addr >= ggml_backend_buffer_get_base(buffer)); - GGML_ASSERT((char *)addr + ggml_backend_buffer_get_alloc_size(buffer, tensor) <= - (char *)ggml_backend_buffer_get_base(buffer) + ggml_backend_buffer_get_size(buffer)); + GGML_ASSERT(ggml_backend_buffer_is_meta(buffer) || + (char *) addr + ggml_backend_buffer_get_alloc_size(buffer, tensor) <= + (char *) ggml_backend_buffer_get_base(buffer) + ggml_backend_buffer_get_size(buffer)); tensor->buffer = buffer; tensor->data = addr; @@ -2174,6 +2264,8 @@ static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_i = { /* .memset_tensor = */ ggml_backend_cpu_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_cpu_buffer_set_tensor, /* .get_tensor = */ ggml_backend_cpu_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_cpu_buffer_cpy_tensor, /* .clear = */ ggml_backend_cpu_buffer_clear, /* .reset = */ NULL, @@ -2186,6 +2278,8 @@ static const struct ggml_backend_buffer_i ggml_backend_cpu_buffer_from_ptr_i = { /* .memset_tensor = */ ggml_backend_cpu_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_cpu_buffer_set_tensor, /* .get_tensor = */ ggml_backend_cpu_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_cpu_buffer_cpy_tensor, /* .clear = */ ggml_backend_cpu_buffer_clear, /* .reset = */ NULL, diff --git a/ggml/src/ggml-blas/ggml-blas.cpp b/ggml/src/ggml-blas/ggml-blas.cpp index 2e9ddf2240..05245b6980 100644 --- a/ggml/src/ggml-blas/ggml-blas.cpp +++ b/ggml/src/ggml-blas/ggml-blas.cpp @@ -121,6 +121,8 @@ static void ggml_backend_blas_mul_mat(ggml_backend_blas_context * ctx, struct gg bli_thread_set_num_threads(ctx->n_threads); #elif defined(GGML_BLAS_USE_NVPL) nvpl_blas_set_num_threads(ctx->n_threads); +#elif defined(GGML_BLAS_USE_MKL) + mkl_set_num_threads(ctx->n_threads); #endif for (int64_t i13 = 0; i13 < ne13; i13++) { @@ -260,6 +262,8 @@ static struct ggml_backend_i blas_backend_i = { /* .get_name = */ ggml_backend_blas_get_name, /* .free = */ ggml_backend_blas_free, /* .set_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .get_tensor_async = */ NULL, /* .cpy_tensor_async = */ NULL, /* .synchronize = */ NULL, @@ -339,8 +343,8 @@ static const char * ggml_backend_blas_device_get_description(ggml_backend_dev_t } static void ggml_backend_blas_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { - // TODO - *free = 0; + // no memory to report + *free = 0; *total = 0; GGML_UNUSED(dev); diff --git a/ggml/src/ggml-cann/aclnn_ops.cpp b/ggml/src/ggml-cann/aclnn_ops.cpp index fc7c3e3b72..a950475fc3 100644 --- a/ggml/src/ggml-cann/aclnn_ops.cpp +++ b/ggml/src/ggml-cann/aclnn_ops.cpp @@ -434,6 +434,9 @@ void ggml_cann_norm(ggml_backend_cann_context & ctx, ggml_tensor * dst) { void ggml_cann_l2_norm(ggml_backend_cann_context & ctx, ggml_tensor * dst) { ggml_tensor * src = dst->src[0]; + float eps; + memcpy(&eps, dst->op_params, sizeof(float)); + acl_tensor_ptr acl_src = ggml_cann_create_tensor(src); acl_tensor_ptr acl_dst = ggml_cann_create_tensor(dst); @@ -456,6 +459,13 @@ void ggml_cann_l2_norm(ggml_backend_cann_context & ctx, ggml_tensor * dst) { float p_value = 2.0f; acl_scalar_ptr p_scalar = ggml_cann_create_scalar(&p_value, aclDataType::ACL_FLOAT); GGML_CANN_CALL_ACLNN_OP(ctx, Norm, acl_src.get(), p_scalar.get(), dims_array.get(), true, acl_div.get()); + + // Clamp norm to at least eps: scale = 1/fmaxf(norm, eps) + acl_scalar_ptr acl_min = ggml_cann_create_scalar(&eps, aclDataType::ACL_FLOAT); + float flt_max = FLT_MAX; + acl_scalar_ptr acl_max = ggml_cann_create_scalar(&flt_max, aclDataType::ACL_FLOAT); + GGML_CANN_CALL_ACLNN_OP(ctx, Clamp, acl_div.get(), acl_min.get(), acl_max.get(), acl_div.get()); + GGML_CANN_CALL_ACLNN_OP(ctx, Div, acl_src.get(), acl_div.get(), acl_dst.get()); } @@ -1544,8 +1554,8 @@ static void aclnn_get_slope(ggml_backend_cann_context & ctx, end = 2 * ((n_head - 1) - n_head_log2) + 1; step = 2; count = n_head - n_head_log2; - aclnn_get_slope_inner(ctx, (char *) slope_buffer + n_head_log2 * sizeof(float), m1, count, start, end + 1, step, - dtype); + aclnn_get_slope_inner(ctx, (char *) slope_buffer + n_head_log2 * ggml_type_size(dtype), m1, count, start, end + 1, + step, dtype); } } @@ -1788,9 +1798,11 @@ void ggml_cann_get_rows(ggml_backend_cann_context & ctx, ggml_tensor * dst) { ggml_tensor * src0 = dst->src[0]; // src ggml_tensor * src1 = dst->src[1]; // index - GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); + GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16 + || dst->type == GGML_TYPE_BF16); switch (src0->type) { + case GGML_TYPE_BF16: case GGML_TYPE_F16: case GGML_TYPE_F32: if (src0->type == dst->type) { @@ -1881,6 +1893,7 @@ void ggml_cann_set_rows(ggml_backend_cann_context & ctx, ggml_tensor * dst) { break; } case GGML_TYPE_F16: + case GGML_TYPE_BF16: { acl_tensor_ptr acl_src0 = ggml_cann_create_tensor(src0); ggml_cann_pool_alloc src_buffer_allocator(ctx.pool(), ggml_nelements(src0) * sizeof(uint16_t)); @@ -1891,7 +1904,7 @@ void ggml_cann_set_rows(ggml_backend_cann_context & ctx, ggml_tensor * dst) { src_trans_nb[i] = src_trans_nb[i - 1] * src0->ne[i - 1]; } acl_tensor_ptr src_trans_tensor = ggml_cann_create_tensor( - src_trans_buffer, ACL_FLOAT16, ggml_type_size(dst->type), src0->ne, src_trans_nb, GGML_MAX_DIMS); + src_trans_buffer, ggml_cann_type_mapping(dst->type), ggml_type_size(dst->type), src0->ne, src_trans_nb, GGML_MAX_DIMS); aclnn_cast(ctx, acl_src0.get(), src_trans_tensor.get(), ggml_cann_type_mapping(dst->type)); aclnn_index_copy_4d(ctx, src_trans_buffer, src0->ne, src_trans_nb, dst->data, dst->ne, dst->nb, src1, dst->type); @@ -1965,7 +1978,7 @@ static void ggml_cann_mat_mul_fp(ggml_backend_cann_context & ctx, ggml_tensor * // Only check env once. static bool weight_to_nz = parse_bool(get_env_as_lowercase("GGML_CANN_WEIGHT_NZ").value_or("on")); - if (weight_to_nz && is_matmul_weight(weight)) { + if (weight_to_nz && weight->type != GGML_TYPE_BF16 && is_matmul_weight(weight)) { acl_weight_tensor = ggml_cann_create_tensor(weight, transpose_ne, transpose_nb, n_dims, ACL_FORMAT_FRACTAL_NZ); } else { acl_weight_tensor = ggml_cann_create_tensor(weight, transpose_ne, transpose_nb, n_dims, ACL_FORMAT_ND); @@ -2146,6 +2159,9 @@ void ggml_cann_mul_mat(ggml_backend_cann_context & ctx, ggml_tensor * dst) { switch (type) { case GGML_TYPE_F32: case GGML_TYPE_F16: +#ifndef ASCEND_310P + case GGML_TYPE_BF16: +#endif ggml_cann_mat_mul_fp(ctx, dst); break; case GGML_TYPE_Q4_0: @@ -2943,6 +2959,27 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { // Rotate full tensor (no tail), using trans tensors GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), acl_cos_reshape_tensor.get(), acl_sin_reshape_tensor.get(), acl_mode, acl_dst_trans_tensor.get()); + } else if (src0->data == dst->data && !ggml_is_contiguous(src0)) { + // In-place on non-contiguous tensor: RotaryPositionEmbedding cannot safely + // read and write the same non-contiguous buffer. Use contiguous temporaries. + size_t contiguous_nb[GGML_MAX_DIMS]; + contiguous_nb[0] = sizeof(float); + for (int i = 1; i < GGML_MAX_DIMS; i++) { + contiguous_nb[i] = contiguous_nb[i - 1] * src0->ne[i - 1]; + } + int64_t total_elements = ggml_nelements(src0); + ggml_cann_pool_alloc inplace_src_alloc(ctx.pool(), total_elements * sizeof(float)); + ggml_cann_pool_alloc inplace_dst_alloc(ctx.pool(), total_elements * sizeof(float)); + + acl_tensor_ptr acl_src_contig = ggml_cann_create_tensor(inplace_src_alloc.get(), ACL_FLOAT, sizeof(float), + src0->ne, contiguous_nb, GGML_MAX_DIMS); + acl_tensor_ptr acl_dst_contig = ggml_cann_create_tensor(inplace_dst_alloc.get(), ACL_FLOAT, sizeof(float), + dst->ne, contiguous_nb, GGML_MAX_DIMS); + + cann_copy(ctx, acl_src.get(), acl_src_contig.get()); + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_contig.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst_contig.get()); + cann_copy(ctx, acl_dst_contig.get(), acl_dst.get()); } else { // Rotate full tensor (no tail), using original tensors GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(), @@ -2984,6 +3021,58 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { } } +void ggml_cann_rope_cache_preload(ggml_backend_cann_context & ctx, ggml_tensor * dst) { + ggml_tensor * src0 = dst->src[0]; + + float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow; + int sections[4]; + const int n_dims = ((int32_t *) dst->op_params)[1]; + const int mode = ((int32_t *) dst->op_params)[2]; + const int n_ctx_orig = ((int32_t *) dst->op_params)[4]; + + GGML_TENSOR_UNARY_OP_LOCALS + + memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); + memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); + memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); + memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); + memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); + memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); + memcpy(§ions, (int32_t *) dst->op_params + 11, sizeof(int) * 4); + + const float theta_scale = powf(freq_base, -2.0f / n_dims); + + float corr_dims[2]; + ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims); + + bool is_neox = mode & GGML_ROPE_TYPE_NEOX; + const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; + const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; + const bool is_vision = mode == GGML_ROPE_TYPE_VISION; + + if (is_imrope || mrope_used) { + is_neox = true; + } + + int64_t rope_dims = n_dims; + if (is_vision) { + rope_dims = src0->ne[0]; + } + + // Run the full cache init on the non-captured stream. This performs all + // host-to-device memcpy, aclrtMalloc/Free, and on-device computations + // so that the memory pool is warmed up and cache metadata is populated. + aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, + mrope_used, is_imrope, is_vision, rope_dims); + + // Reset `cached` so that during graph capture the on-device computations + // (sin/cos, position multiply, repeat, etc.) still execute and get recorded + // into the captured graph. The cache metadata (theta_scale_length, + // theta_scale, sections, position_length, etc.) remains set, which causes + // all host-to-device copy and malloc/free branches to be skipped. + ctx.rope_cache.cached = false; +} + void ggml_cann_argmax(ggml_backend_cann_context & ctx, ggml_tensor * dst) { ggml_tensor * src0 = dst->src[0]; @@ -3599,6 +3688,44 @@ void ggml_cann_flash_attn_ext(ggml_backend_cann_context & ctx, ggml_tensor * dst acl_k_tensor = ggml_cann_create_tensor(src1, src1_bsnd_ne, src1_bsnd_nb, GGML_MAX_DIMS); acl_v_tensor = ggml_cann_create_tensor(src2, src2_bsnd_ne, src2_bsnd_nb, GGML_MAX_DIMS); + // Step 2.5: Pad Q, K, V along head dimension if D is not a multiple of 16 + // (required by FusedInferAttentionScoreV2) + const int64_t D = src0->ne[0]; + const int64_t D_padded = GGML_PAD(D, 16); + const bool needs_padding = (D != D_padded); + + ggml_cann_pool_alloc q_pad_allocator(ctx.pool()); + ggml_cann_pool_alloc k_pad_allocator(ctx.pool()); + ggml_cann_pool_alloc v_pad_allocator(ctx.pool()); + + if (needs_padding) { + int64_t paddings[] = { 0, D_padded - D, 0, 0, 0, 0, 0, 0 }; + + auto pad_fa_tensor = [&](acl_tensor_ptr & tensor, const int64_t * bsnd_ne, + ggml_cann_pool_alloc & allocator) { + int64_t pad_ne[GGML_MAX_DIMS] = { D_padded, bsnd_ne[1], bsnd_ne[2], bsnd_ne[3] }; + size_t pad_nb[GGML_MAX_DIMS]; + pad_nb[0] = faElemSize; + for (int i = 1; i < GGML_MAX_DIMS; ++i) { + pad_nb[i] = pad_nb[i - 1] * pad_ne[i - 1]; + } + int64_t nelements = pad_ne[0] * pad_ne[1] * pad_ne[2] * pad_ne[3]; + void * buffer = allocator.alloc(nelements * faElemSize); + acl_tensor_ptr padded = + ggml_cann_create_tensor(buffer, faDataType, faElemSize, pad_ne, pad_nb, GGML_MAX_DIMS); + aclnn_pad(ctx, tensor.get(), padded.get(), paddings); + tensor = std::move(padded); + }; + + pad_fa_tensor(acl_q_tensor, src0_bsnd_ne, q_pad_allocator); + pad_fa_tensor(acl_k_tensor, src1_bsnd_ne, k_pad_allocator); + pad_fa_tensor(acl_v_tensor, src2_bsnd_ne, v_pad_allocator); + + src0_bsnd_ne[0] = D_padded; + src1_bsnd_ne[0] = D_padded; + src2_bsnd_ne[0] = D_padded; + } + // Step 3: create the PSEShift tensor if needed // this tensor is considered as mask (f16) in the llama.cpp acl_tensor_ptr bcast_pse_tensor; @@ -3688,17 +3815,16 @@ void ggml_cann_flash_attn_ext(ggml_backend_cann_context & ctx, ggml_tensor * dst GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); acl_tensor_ptr fa_dst_tensor; - acl_tensor_ptr acl_dst_tensor; ggml_cann_pool_alloc out_f16_allocator(ctx.pool()); - if (dst->type == GGML_TYPE_F32) { - void * out_f16_buffer = out_f16_allocator.alloc(ggml_nelements(dst) * faElemSize); - + if (dst->type == GGML_TYPE_F32 || needs_padding) { int64_t * out_f16_ne = src0_bsnd_ne; size_t out_f16_nb[GGML_MAX_DIMS]; out_f16_nb[0] = faElemSize; for (int i = 1; i < GGML_MAX_DIMS; ++i) { out_f16_nb[i] = out_f16_nb[i - 1] * out_f16_ne[i - 1]; } + int64_t out_nelements = out_f16_ne[0] * out_f16_ne[1] * out_f16_ne[2] * out_f16_ne[3]; + void * out_f16_buffer = out_f16_allocator.alloc(out_nelements * faElemSize); fa_dst_tensor = ggml_cann_create_tensor(out_f16_buffer, faDataType, faElemSize, out_f16_ne, out_f16_nb, GGML_MAX_DIMS); @@ -3730,8 +3856,33 @@ void ggml_cann_flash_attn_ext(ggml_backend_cann_context & ctx, ggml_tensor * dst nullptr // softmaxLse ); - if (dst->type == GGML_TYPE_F32) { - // Step 6: post-processing, permute and cast to f32 + // Step 6: post-processing — slice padded output and/or cast to f32 + if (needs_padding) { + ggml_cann_pool_alloc sliced_f16_allocator(ctx.pool()); + + if (dst->type == GGML_TYPE_F32) { + int64_t sliced_ne[GGML_MAX_DIMS] = { D, src0_bsnd_ne[1], src0_bsnd_ne[2], src0_bsnd_ne[3] }; + size_t sliced_nb[GGML_MAX_DIMS]; + sliced_nb[0] = faElemSize; + for (int i = 1; i < GGML_MAX_DIMS; ++i) { + sliced_nb[i] = sliced_nb[i - 1] * sliced_ne[i - 1]; + } + int64_t sliced_nelements = sliced_ne[0] * sliced_ne[1] * sliced_ne[2] * sliced_ne[3]; + void * sliced_buffer = sliced_f16_allocator.alloc(sliced_nelements * faElemSize); + acl_tensor_ptr sliced_f16_tensor = ggml_cann_create_tensor(sliced_buffer, faDataType, faElemSize, + sliced_ne, sliced_nb, GGML_MAX_DIMS); + + GGML_CANN_CALL_ACLNN_OP(ctx, Slice, fa_dst_tensor.get(), + (int64_t) -1, (int64_t) 0, D, (int64_t) 1, sliced_f16_tensor.get()); + + acl_tensor_ptr acl_dst_tensor = ggml_cann_create_tensor(dst); + aclnn_cast(ctx, sliced_f16_tensor.get(), acl_dst_tensor.get(), ggml_cann_type_mapping(dst->type)); + } else { + acl_tensor_ptr acl_dst_tensor = ggml_cann_create_tensor(dst); + GGML_CANN_CALL_ACLNN_OP(ctx, Slice, fa_dst_tensor.get(), + (int64_t) -1, (int64_t) 0, D, (int64_t) 1, acl_dst_tensor.get()); + } + } else if (dst->type == GGML_TYPE_F32) { acl_tensor_ptr acl_dst_tensor = ggml_cann_create_tensor(dst); aclnn_cast(ctx, fa_dst_tensor.get(), acl_dst_tensor.get(), ggml_cann_type_mapping(dst->type)); } diff --git a/ggml/src/ggml-cann/aclnn_ops.h b/ggml/src/ggml-cann/aclnn_ops.h index 3effa1c289..7f5ba4d330 100644 --- a/ggml/src/ggml-cann/aclnn_ops.h +++ b/ggml/src/ggml-cann/aclnn_ops.h @@ -543,6 +543,21 @@ void ggml_cann_mul_mat(ggml_backend_cann_context & ctx, ggml_tensor * dst); */ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst); +/** + * @brief Pre-load the RoPE cache before ACL graph capture. + * + * This function must be called outside of graph capture to perform + * host-to-device memory copies and device memory allocations that are + * not allowed on a captured stream. After pre-loading, the rope cache + * metadata is updated so that the subsequent call to + * aclnn_rope_cache_init (inside graph capture) skips these operations + * and only records the on-device computations into the captured graph. + * + * @param ctx CANN backend context. + * @param dst A ROPE destination tensor from the computation graph. + */ +void ggml_cann_rope_cache_preload(ggml_backend_cann_context & ctx, ggml_tensor * dst); + /** * @brief Computes the index of the maximum value along the specified dimension * of a ggml tensor using the CANN backend. diff --git a/ggml/src/ggml-cann/common.h b/ggml/src/ggml-cann/common.h index 0120f0dfd1..1c6e685c38 100644 --- a/ggml/src/ggml-cann/common.h +++ b/ggml/src/ggml-cann/common.h @@ -216,14 +216,16 @@ struct ggml_cann_pool_alloc { #ifdef USE_ACL_GRAPH struct ggml_graph_node_properties { // dst tensor - void * node_address; - int64_t ne[GGML_MAX_DIMS]; - size_t nb[GGML_MAX_DIMS]; + void * node_address; + ggml_type node_type; + int64_t ne[GGML_MAX_DIMS]; + size_t nb[GGML_MAX_DIMS]; // src tensor - void * src_address[GGML_MAX_SRC]; - int64_t src_ne[GGML_MAX_SRC][GGML_MAX_DIMS]; - size_t src_nb[GGML_MAX_SRC][GGML_MAX_DIMS]; + void * src_address[GGML_MAX_SRC]; + ggml_type src_type[GGML_MAX_SRC]; + int64_t src_ne[GGML_MAX_SRC][GGML_MAX_DIMS]; + size_t src_nb[GGML_MAX_SRC][GGML_MAX_DIMS]; // op ggml_op node_op; @@ -247,6 +249,10 @@ struct ggml_graph_node_properties { return false; } + if (node->type != this->node_type) { + return false; + } + for (int i = 0; i < GGML_MAX_DIMS; i++) { if (node->ne[i] != this->ne[i]) { return false; @@ -262,6 +268,10 @@ struct ggml_graph_node_properties { return false; } + if (node->src[i]->type != this->src_type[i]) { + return false; + } + for (int d = 0; d < GGML_MAX_DIMS; d++) { if (node->src[i]->ne[d] != this->src_ne[i][d]) { return false; @@ -277,10 +287,7 @@ struct ggml_graph_node_properties { } } - if (node->op == GGML_OP_SCALE || node->op == GGML_OP_UNARY || node->op == GGML_OP_GLU) { - return memcmp(this->op_params, node->op_params, GGML_MAX_OP_PARAMS) == 0; - } - return true; + return memcmp(this->op_params, node->op_params, GGML_MAX_OP_PARAMS) == 0; } }; @@ -322,6 +329,7 @@ struct ggml_cann_graph { prop.node_address = node->data; prop.node_op = node->op; + prop.node_type = node->type; std::copy_n(node->ne, GGML_MAX_DIMS, prop.ne); std::copy_n(node->nb, GGML_MAX_DIMS, prop.nb); @@ -329,10 +337,12 @@ struct ggml_cann_graph { for (int src = 0; src < GGML_MAX_SRC; ++src) { if (node->src[src]) { prop.src_address[src] = node->src[src]->data; + prop.src_type[src] = node->src[src]->type; std::copy_n(node->src[src]->ne, GGML_MAX_DIMS, prop.src_ne[src]); std::copy_n(node->src[src]->nb, GGML_MAX_DIMS, prop.src_nb[src]); } else { prop.src_address[src] = nullptr; + prop.src_type[src] = GGML_TYPE_COUNT; std::fill_n(prop.src_ne[src], GGML_MAX_DIMS, 0); std::fill_n(prop.src_nb[src], GGML_MAX_DIMS, 0); } diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index 3f3de9f0bc..5fc484b342 100644 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -36,10 +36,13 @@ #include #include #include +#include #include #include #include +#include #include +#include #define GGML_COMMON_DECL_C @@ -770,6 +773,21 @@ std::unique_ptr ggml_backend_cann_context::new_pool_for_device(i } // cann buffer + +/** + * @brief Tracks multi-threaded write progress for a single tensor. + * + * When multiple threads call set_tensor on different chunks of the same tensor, + * this tracker accumulates progress and defers post-processing (quantized format + * transform or ND-to-NZ conversion) until all data has been written. + */ +struct TensorSetTracker { + std::mutex mtx; ///< Protects concurrent access to this tracker + size_t bytes_written = 0; ///< Accumulated bytes written so far + size_t total_bytes = 0; ///< Target size (full tensor) + std::vector host_buffer; ///< Host staging buffer for quantized tensors +}; + /** * @brief Context for managing a CANN buffer associated with a specific device. * @@ -780,6 +798,9 @@ struct ggml_backend_cann_buffer_context { int32_t device; ///< The device ID associated with this buffer context. void * dev_ptr = nullptr; ///< Pointer to the device memory allocated for the buffer. + std::mutex tracker_mutex; ///< Protects the trackers map + std::unordered_map> trackers; + /** * @brief Constructor to initialize the CANN buffer context. * @@ -792,6 +813,31 @@ struct ggml_backend_cann_buffer_context { * @brief Destructor to free the device memory allocated for the buffer. */ ~ggml_backend_cann_buffer_context() { ACL_CHECK(aclrtFree(dev_ptr)); } + + /** + * @brief Get or create a tracker for the given tensor. + */ + TensorSetTracker * get_or_create_tracker(ggml_tensor * tensor) { + std::lock_guard lock(tracker_mutex); + auto key = tensor->data; + auto it = trackers.find(key); + if (it == trackers.end()) { + auto tracker = std::make_unique(); + tracker->total_bytes = ggml_nbytes(tensor); + auto * ptr = tracker.get(); + trackers[key] = std::move(tracker); + return ptr; + } + return it->second.get(); + } + + /** + * @brief Remove the tracker for the given tensor. + */ + void remove_tracker(ggml_tensor * tensor) { + std::lock_guard lock(tracker_mutex); + trackers.erase(tensor->data); + } }; // cann buffer type @@ -1124,6 +1170,7 @@ static enum ggml_status ggml_backend_cann_buffer_init_tensor(ggml_backend_buffer * designed to be used with a global array, one per device. */ struct ggml_cann_nz_workspace { + std::mutex mtx; // Protects ptr/allocated from concurrent access void * ptr; // Pointer to allocated device buffer size_t allocated; // Size of currently allocated buffer in bytes @@ -1190,13 +1237,15 @@ static ggml_cann_nz_workspace g_nz_workspaces[GGML_CANN_MAX_DEVICES]; * @note The workspace buffer used in this function is managed globally and reused * across calls. This reduces overhead from repeated memory allocation and deallocation. */ -static void weight_format_to_nz(ggml_tensor * tensor, size_t offset, int device) { - acl_tensor_ptr weightTransposed = ggml_cann_create_tensor(tensor, tensor->ne, tensor->nb, 2, ACL_FORMAT_ND, offset); +static void weight_format_to_nz(ggml_tensor * tensor, int device) { + acl_tensor_ptr weightTransposed = ggml_cann_create_tensor(tensor, tensor->ne, tensor->nb, 2, ACL_FORMAT_ND, 0); uint64_t workspaceSize = 0; aclOpExecutor * executor; // TransMatmulWeight ACL_CHECK(aclnnTransMatmulWeightGetWorkspaceSize(weightTransposed.get(), &workspaceSize, &executor)); + + std::lock_guard lock(g_nz_workspaces[device].mtx); // Avoid frequent malloc/free of the workspace. g_nz_workspaces[device].realloc(workspaceSize); @@ -1210,7 +1259,13 @@ static void weight_format_to_nz(ggml_tensor * tensor, size_t offset, int device) * @brief Set tensor data in a CANN buffer. * * This function sets tensor data in a CANN buffer, handling transformations - * if needed based on the tensor's type. + * if needed based on the tensor's type. It supports multi-threaded calls + * where different threads write different chunks of the same tensor. + * + * For quantized tensors (Q4_0/Q8_0), data is staged in a host buffer and + * the format transform is deferred until all chunks are written. + * For NZ weight tensors, chunks are uploaded directly but the ND-to-NZ + * conversion is deferred until all chunks are written. * * @param buffer The CANN buffer where the tensor data will be set. * @param tensor Pointer to the tensor whose data will be set. @@ -1226,25 +1281,72 @@ static void ggml_backend_cann_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_backend_cann_buffer_context * ctx = (ggml_backend_cann_buffer_context *) buffer->context; ggml_cann_set_device(ctx->device); - // TODO: refer to cann(#6017), it use thread's default stream. - // For acl, synchronous functions use this default stream. - // Why aclrtSynchronizeDevice? // Only check env once. static bool weight_to_nz = parse_bool(get_env_as_lowercase("GGML_CANN_WEIGHT_NZ").value_or("on")); - if (!need_transform(tensor->type)) { + + bool is_quantized = need_transform(tensor->type); + bool is_nz = !is_quantized && tensor->type != GGML_TYPE_BF16 && weight_to_nz && + is_matmul_weight((const ggml_tensor *) tensor); + + // Plain tensor (not quantized, not NZ): direct copy, no tracking needed + if (!is_quantized && !is_nz) { ACL_CHECK(aclrtMemcpy((char *) tensor->data + offset, size, data, size, ACL_MEMCPY_HOST_TO_DEVICE)); - if (weight_to_nz && is_matmul_weight((const ggml_tensor *) tensor)) { + return; + } + + // Single-shot write (full tensor at once): handle directly without tracking overhead + if (offset == 0 && size == ggml_nbytes(tensor)) { + if (is_quantized) { + void * transform_buffer = malloc(size); + ggml_backend_cann_transform(tensor, data, transform_buffer); + ACL_CHECK(aclrtMemcpy(tensor->data, size, transform_buffer, size, ACL_MEMCPY_HOST_TO_DEVICE)); + free(transform_buffer); + } else { + // NZ weight GGML_ASSERT(tensor->ne[2] == 1); GGML_ASSERT(tensor->ne[3] == 1); - weight_format_to_nz(tensor, offset, ctx->device); + ACL_CHECK(aclrtMemcpy(tensor->data, size, data, size, ACL_MEMCPY_HOST_TO_DEVICE)); + weight_format_to_nz(tensor, ctx->device); } - } else { - void * transform_buffer = malloc(size); - ggml_backend_cann_transform(tensor, data, transform_buffer); + return; + } - ACL_CHECK(aclrtMemcpy((char *) tensor->data + offset, size, transform_buffer, size, ACL_MEMCPY_HOST_TO_DEVICE)); - free(transform_buffer); + // Chunked write: use tracker to accumulate progress and defer transform/conversion + TensorSetTracker * tracker = ctx->get_or_create_tracker(tensor); + std::unique_lock lock(tracker->mtx); + + if (is_quantized) { + // Stage data in host buffer; transform requires full tensor data + if (tracker->host_buffer.empty()) { + tracker->host_buffer.resize(tracker->total_bytes); + } + memcpy(tracker->host_buffer.data() + offset, data, size); + } else { + // NZ weight: upload chunk to device immediately, defer conversion + ACL_CHECK(aclrtMemcpy((char *) tensor->data + offset, size, data, size, ACL_MEMCPY_HOST_TO_DEVICE)); + } + + tracker->bytes_written += size; + + // All chunks received: perform deferred transform/conversion + if (tracker->bytes_written >= tracker->total_bytes) { + if (is_quantized) { + void * transform_buffer = malloc(tracker->total_bytes); + ggml_backend_cann_transform(tensor, tracker->host_buffer.data(), transform_buffer); + ACL_CHECK(aclrtMemcpy(tensor->data, tracker->total_bytes, transform_buffer, tracker->total_bytes, ACL_MEMCPY_HOST_TO_DEVICE)); + free(transform_buffer); + } + + if (is_nz) { + GGML_ASSERT(tensor->ne[2] == 1); + GGML_ASSERT(tensor->ne[3] == 1); + weight_format_to_nz(tensor, ctx->device); + } + + // Unlock before removing tracker, as remove_tracker destroys the mutex + lock.unlock(); + ctx->remove_tracker(tensor); } } @@ -1355,6 +1457,8 @@ static const ggml_backend_buffer_i ggml_backend_cann_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_cann_buffer_set_tensor, /* .get_tensor = */ ggml_backend_cann_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_cann_buffer_cpy_tensor, /* .clear = */ ggml_backend_cann_buffer_clear, /* .reset = */ NULL, @@ -1443,7 +1547,8 @@ static size_t ggml_backend_cann_buffer_type_get_alloc_size(ggml_backend_buffer_t if (ne0 % MATRIX_ROW_PADDING != 0) { size += ggml_row_size(tensor->type, MATRIX_ROW_PADDING - ne0 % MATRIX_ROW_PADDING); } - } else if (weight_to_nz && is_matmul_weight((const ggml_tensor *) tensor)) { + } else if (weight_to_nz && tensor->type != GGML_TYPE_BF16 + && is_matmul_weight((const ggml_tensor *) tensor)) { // NZ format weight are not support quantized yet. // If ND tensor transform to NZ, size may changed. int64_t shape[] = { tensor->ne[1], tensor->ne[0] }; @@ -2223,6 +2328,19 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, // If no matching graph is found, add a new ACL graph. ggml_cann_graph * new_graph = ggml_cann_graph::create_from_cgraph(cgraph); cann_ctx->graph_lru_cache.push(new_graph); + + // Pre-load rope cache before graph capture. During capture the + // stream cannot perform host-to-device memcpy or device memory + // malloc/free. Running the full cache init now populates the + // cache metadata so these branches are skipped during capture, + // while also warming up the memory pool. + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + if (node->op == GGML_OP_ROPE) { + ggml_cann_rope_cache_preload(*cann_ctx, node); + break; + } + } } } #else @@ -2283,6 +2401,9 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten case GGML_OP_MUL_MAT: { switch (op->src[0]->type) { +#ifndef ASCEND_310P + case GGML_TYPE_BF16: +#endif case GGML_TYPE_F16: case GGML_TYPE_F32: return true; @@ -2320,6 +2441,9 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten switch (op->src[0]->type) { case GGML_TYPE_F32: case GGML_TYPE_F16: +#ifndef ASCEND_310P + case GGML_TYPE_BF16: +#endif case GGML_TYPE_Q8_0: return true; default: @@ -2332,6 +2456,9 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten switch (op->type) { case GGML_TYPE_F32: case GGML_TYPE_F16: +#ifndef ASCEND_310P + case GGML_TYPE_BF16: +#endif return true; default: return false; @@ -2341,20 +2468,30 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten case GGML_OP_CPY: { ggml_tensor * src = op->src[0]; +#ifdef ASCEND_310P if ((op->type != GGML_TYPE_F32 && op->type != GGML_TYPE_F16) || (src->type != GGML_TYPE_F32 && src->type != GGML_TYPE_F16)) { - // only support F32 and F16. + // only support F32 and F16 on 310P. return false; } +#else + if ((op->type != GGML_TYPE_F32 && op->type != GGML_TYPE_F16 && op->type != GGML_TYPE_BF16) || + (src->type != GGML_TYPE_F32 && src->type != GGML_TYPE_F16 && src->type != GGML_TYPE_BF16)) { + // only support F32, F16 and BF16. + return false; + } +#endif return true; } break; case GGML_OP_CONT: { - // TODO: support GGML_TYPE_BF16 switch (op->src[0]->type) { case GGML_TYPE_F32: case GGML_TYPE_F16: +#ifndef ASCEND_310P + case GGML_TYPE_BF16: +#endif return true; default: return false; @@ -2503,10 +2640,6 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten // different head sizes of K and V are not supported yet return false; } - if (op->src[0]->ne[0] % 16 != 0) { - // TODO: padding to support - return false; - } float logitSoftcap = 0.0f; memcpy(&logitSoftcap, (const float *) (op->op_params) + 2, sizeof(float)); if (logitSoftcap != 0.0f) { @@ -2567,6 +2700,8 @@ static const ggml_backend_i ggml_backend_cann_interface = { /* .free = */ ggml_backend_cann_free, /* .set_tensor_async = */ ggml_backend_cann_set_tensor_async, /* .get_tensor_async = */ ggml_backend_cann_get_tensor_async, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ ggml_backend_cann_cpy_tensor_async, /* .synchronize = */ ggml_backend_cann_synchronize, /* .graph_plan_create = */ NULL, diff --git a/ggml/src/ggml-common.h b/ggml/src/ggml-common.h index 93ab7ea446..f05683b44c 100644 --- a/ggml/src/ggml-common.h +++ b/ggml/src/ggml-common.h @@ -93,6 +93,10 @@ typedef sycl::half2 ggml_half2; // QR = QK / number of values before dequantization // QI = number of 32 bit integers before dequantization +#define QI1_0 (QK1_0 / 32) +#define QR1_0 1 + + #define QI4_0 (QK4_0 / (4 * QR4_0)) #define QR4_0 2 @@ -102,6 +106,9 @@ typedef sycl::half2 ggml_half2; #define QI_MXFP4 (QK_MXFP4 / (4 * QR_MXFP4)) #define QR_MXFP4 2 +#define QI_NVFP4 (QK_NVFP4 / (4 * QR_NVFP4)) +#define QR_NVFP4 2 + #define QI5_0 (QK5_0 / (4 * QR5_0)) #define QR5_0 2 @@ -167,6 +174,13 @@ typedef sycl::half2 ggml_half2; #define GGML_EXTENSION __extension__ #endif // _MSC_VER +#define QK1_0 128 +typedef struct { + ggml_half d; // delta + uint8_t qs[QK1_0 / 8]; // bits / quants +} block_q1_0; +static_assert(sizeof(block_q1_0) == sizeof(ggml_half) + QK1_0 / 8, "wrong q1_0 block size/padding"); + #define QK4_0 32 typedef struct { ggml_half d; // delta @@ -194,6 +208,14 @@ typedef struct { } block_mxfp4; static_assert(sizeof(block_mxfp4) == sizeof(uint8_t) + QK_MXFP4/2, "wrong mxfp4 block size/padding"); +#define QK_NVFP4 64 +#define QK_NVFP4_SUB 16 // sub-block size for per-group scales +typedef struct { + uint8_t d[QK_NVFP4/QK_NVFP4_SUB]; // UE4M3 scales (4 bytes, one per 16-element sub-block) + uint8_t qs[QK_NVFP4/2]; // packed 4-bit E2M1 values (32 bytes) +} block_nvfp4; +static_assert(sizeof(block_nvfp4) == sizeof(uint8_t)*(QK_NVFP4/QK_NVFP4_SUB) + QK_NVFP4/2, "wrong nvfp4 block size/padding"); + #define QK5_0 32 typedef struct { ggml_half d; // delta diff --git a/ggml/src/ggml-cpu/CMakeLists.txt b/ggml/src/ggml-cpu/CMakeLists.txt index 3dc948e4d8..beebc4760d 100644 --- a/ggml/src/ggml-cpu/CMakeLists.txt +++ b/ggml/src/ggml-cpu/CMakeLists.txt @@ -460,6 +460,10 @@ function(ggml_add_cpu_backend_variant_impl tag_name) endif() if(NOT GGML_CPU_ALL_VARIANTS) set(MARCH_STR "rv64gc") + if (GGML_RVV) + string(APPEND MARCH_STR "v") + endif() + if (GGML_RV_ZFH) string(APPEND MARCH_STR "_zfh") endif() @@ -467,7 +471,6 @@ function(ggml_add_cpu_backend_variant_impl tag_name) if (GGML_XTHEADVECTOR) string(APPEND MARCH_STR "_xtheadvector") elseif (GGML_RVV) - string(APPEND MARCH_STR "_v") if (GGML_RV_ZVFH) string(APPEND MARCH_STR "_zvfh") endif() @@ -475,12 +478,14 @@ function(ggml_add_cpu_backend_variant_impl tag_name) string(APPEND MARCH_STR "_zvfbfwma") endif() endif() + if (GGML_RV_ZICBOP) string(APPEND MARCH_STR "_zicbop") endif() if (GGML_RV_ZIHINTPAUSE) string(APPEND MARCH_STR "_zihintpause") endif() + list(APPEND ARCH_FLAGS "-march=${MARCH_STR}" -mabi=lp64d) else() # Begin with the lowest baseline @@ -566,28 +571,40 @@ function(ggml_add_cpu_backend_variant_impl tag_name) # Fetch KleidiAI sources: include(FetchContent) - set(KLEIDIAI_COMMIT_TAG "v1.16.0") + set(KLEIDIAI_COMMIT_TAG "v1.22.0") set(KLEIDIAI_DOWNLOAD_URL "https://github.com/ARM-software/kleidiai/archive/refs/tags/${KLEIDIAI_COMMIT_TAG}.tar.gz") - set(KLEIDIAI_ARCHIVE_MD5 "0a9e9008adb6031f9e8cf70dff4a3321") + set(KLEIDIAI_ARCHIVE_MD5 "54049037570ab0ee0a0d126b2ba5ece1") - if (POLICY CMP0135) - cmake_policy(SET CMP0135 NEW) + set(KLEIDIAI_FETCH_ARGS + URL ${KLEIDIAI_DOWNLOAD_URL} + URL_HASH MD5=${KLEIDIAI_ARCHIVE_MD5} + ) + if (CMAKE_VERSION VERSION_GREATER_EQUAL "3.24") + list(APPEND KLEIDIAI_FETCH_ARGS DOWNLOAD_EXTRACT_TIMESTAMP NEW) endif() - # TODO: Use FetchContent_MakeAvailable with EXCLUDE_FROM_ALL after bumping minimum CMake version to 3.28+ - # Using FetchContent_Populate instead to avoid EXCLUDE_FROM_ALL which requires CMake 3.28 - FetchContent_Declare(KleidiAI_Download - URL ${KLEIDIAI_DOWNLOAD_URL} - DOWNLOAD_EXTRACT_TIMESTAMP NEW - URL_HASH MD5=${KLEIDIAI_ARCHIVE_MD5}) + if (CMAKE_VERSION VERSION_GREATER_EQUAL "3.28") + FetchContent_Declare(KleidiAI_Download + ${KLEIDIAI_FETCH_ARGS} + EXCLUDE_FROM_ALL + ) - FetchContent_GetProperties(KleidiAI_Download - SOURCE_DIR KLEIDIAI_SRC - POPULATED KLEIDIAI_POPULATED) - - if (NOT KLEIDIAI_POPULATED) - FetchContent_Populate(KleidiAI_Download) + FetchContent_MakeAvailable(KleidiAI_Download) FetchContent_GetProperties(KleidiAI_Download SOURCE_DIR KLEIDIAI_SRC) + else() + FetchContent_Declare(KleidiAI_Download + ${KLEIDIAI_FETCH_ARGS} + ) + + FetchContent_GetProperties(KleidiAI_Download + SOURCE_DIR KLEIDIAI_SRC + POPULATED KLEIDIAI_POPULATED + ) + + if (NOT KLEIDIAI_POPULATED) + FetchContent_Populate(KleidiAI_Download) + FetchContent_GetProperties(KleidiAI_Download SOURCE_DIR KLEIDIAI_SRC) + endif() endif() add_compile_definitions(GGML_USE_CPU_KLEIDIAI) @@ -608,6 +625,7 @@ function(ggml_add_cpu_backend_variant_impl tag_name) ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/ ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/ ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/ + ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/ ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/) set(ARCH_FLAGS_TEMP "${ARCH_FLAGS}") @@ -648,7 +666,6 @@ function(ggml_add_cpu_backend_variant_impl tag_name) if (NOT SME_ENABLED MATCHES -1) list(APPEND GGML_KLEIDIAI_SOURCES - ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa.c ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.c ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa.c ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa_asm.S @@ -656,10 +673,13 @@ function(ggml_add_cpu_backend_variant_impl tag_name) ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot_asm.S ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.c ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa_asm.S + ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa.c + ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa_asm.S ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_pack_bf16p2vlx2_f32_sme.c ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme.c + ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_pack_f16pmrx2_f32_neon.c ${KLEIDIAI_SRC}/kai/kai_common_sme_asm.S) - set(PRIVATE_ARCH_FLAGS "-fno-tree-vectorize;${PRIVATE_ARCH_FLAGS}+sve+sve2") + set(PRIVATE_ARCH_FLAGS "-fno-tree-vectorize;${PRIVATE_ARCH_FLAGS}+sve+sve2+sme2+fp16") endif() if (NOT SVE_ENABLED MATCHES -1) diff --git a/ggml/src/ggml-cpu/amx/amx.cpp b/ggml/src/ggml-cpu/amx/amx.cpp index 9baf3e025e..1118f7169c 100644 --- a/ggml/src/ggml-cpu/amx/amx.cpp +++ b/ggml/src/ggml-cpu/amx/amx.cpp @@ -111,6 +111,8 @@ static ggml_backend_buffer_i ggml_backend_amx_buffer_interface = { /* .memset_tensor = */ ggml_backend_amx_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_amx_buffer_set_tensor, /* .get_tensor = */ nullptr, + /* .set_tensor_2d = */ nullptr, + /* .get_tensor_2d = */ nullptr, /* .cpy_tensor = */ nullptr, /* .clear = */ ggml_backend_amx_buffer_clear, /* .reset = */ nullptr, diff --git a/ggml/src/ggml-cpu/amx/common.h b/ggml/src/ggml-cpu/amx/common.h index f392e89851..26a6ec1a2d 100644 --- a/ggml/src/ggml-cpu/amx/common.h +++ b/ggml/src/ggml-cpu/amx/common.h @@ -9,6 +9,8 @@ #if defined(GGML_USE_OPENMP) #include +#else +#include #endif #define TILE_M 16 @@ -56,18 +58,40 @@ inline void balance211(T n, T nth, T ith, T& n_start, T& n_end) { } template -inline void parallel_for(int n, const func_t& f) { +inline void parallel_for(int n, const func_t & f) { + if (n <= 0) { + return; + } #if defined(GGML_USE_OPENMP) -#pragma omp parallel -{ - int nth = omp_get_num_threads(); - int ith = omp_get_thread_num(); - int tbegin, tend; - balance211(n, nth, ith, tbegin, tend); - f(tbegin, tend); -} + #pragma omp parallel + { + int nth = omp_get_num_threads(); + int ith = omp_get_thread_num(); + int tbegin, tend; + balance211(n, nth, ith, tbegin, tend); + f(tbegin, tend); + } #else - f(0, n); + int nth = std::thread::hardware_concurrency(); + if (nth <= 1) { + f(0, n); + return; + } + if (nth > n) { + nth = n; + } + std::vector threads; + threads.reserve(nth); + for (int ith = 0; ith < nth; ++ith) { + threads.emplace_back([&f, n, ith, nth] { + int tbegin, tend; + balance211(n, nth, ith, tbegin, tend); + f(tbegin, tend); + }); + } + for (auto & t : threads) { + t.join(); + } #endif } diff --git a/ggml/src/ggml-cpu/amx/mmq.cpp b/ggml/src/ggml-cpu/amx/mmq.cpp index b5aca76633..93a6d397f7 100644 --- a/ggml/src/ggml-cpu/amx/mmq.cpp +++ b/ggml/src/ggml-cpu/amx/mmq.cpp @@ -195,7 +195,7 @@ struct tile_config_t{ // will be needed. // // Here another commonly used pattern 1-3-3 is skipped, as it is mostly used when m <=16; -// and the sinlge batch gemm (m=1) has a special fast path with `avx512-vnni`. +// and the single batch gemm (m=1) has a special fast path with `avx512-vnni`. // // ref: https://www.intel.com/content/www/us/en/developer/articles/code-sample/ // advanced-matrix-extensions-intrinsics-functions.html @@ -1379,8 +1379,8 @@ struct tinygemm_kernel_vnnid); + + // Get the 4 bytes of bits for this Q8_0 block (32 bits = 4 bytes) + // Bits are at offset k*4 bytes in x[i].qs + const uint8_t * bits = &x[i].qs[k * 4]; + + // Load 32 int8 values from y + const int8x16_t y0 = vld1q_s8(yb->qs); + const int8x16_t y1 = vld1q_s8(yb->qs + 16); + + // Byte 0-1: bits for y0[0..15] + const uint64_t expand0 = table_b2b_0[bits[0]]; + const uint64_t expand1 = table_b2b_0[bits[1]]; + // Byte 2-3: bits for y1[0..15] + const uint64_t expand2 = table_b2b_0[bits[2]]; + const uint64_t expand3 = table_b2b_0[bits[3]]; + + // Build the sign vectors by reinterpreting the table values + uint8x8_t e0 = vcreate_u8(expand0); + uint8x8_t e1 = vcreate_u8(expand1); + uint8x8_t e2 = vcreate_u8(expand2); + uint8x8_t e3 = vcreate_u8(expand3); + + // Shift right by 4 to get 0 or 1 + int8x8_t s0 = vreinterpret_s8_u8(vshr_n_u8(e0, 4)); + int8x8_t s1 = vreinterpret_s8_u8(vshr_n_u8(e1, 4)); + int8x8_t s2 = vreinterpret_s8_u8(vshr_n_u8(e2, 4)); + int8x8_t s3 = vreinterpret_s8_u8(vshr_n_u8(e3, 4)); + + // Convert 0/1 to -1/+1: sign = 2*val - 1 + int8x8_t one = vdup_n_s8(1); + s0 = vsub_s8(vadd_s8(s0, s0), one); // 2*s0 - 1 + s1 = vsub_s8(vadd_s8(s1, s1), one); + s2 = vsub_s8(vadd_s8(s2, s2), one); + s3 = vsub_s8(vadd_s8(s3, s3), one); + + // Combine into 16-element vectors + int8x16_t signs0 = vcombine_s8(s0, s1); + int8x16_t signs1 = vcombine_s8(s2, s3); + + // Multiply signs with y values and accumulate + // dot(signs, y) where signs are +1/-1 + int32x4_t p0 = ggml_vdotq_s32(vdupq_n_s32(0), signs0, y0); + int32x4_t p1 = ggml_vdotq_s32(p0, signs1, y1); + + // Scale by d1 and accumulate + sumv = vmlaq_n_f32(sumv, vcvtq_f32_s32(p1), d0 * d1); + } + } + + sumf = vaddvq_f32(sumv); +#else + // Scalar fallback + for (int i = 0; i < nb; i++) { + const float d0 = GGML_FP16_TO_FP32(x[i].d); + + // Process 4 Q8_0 blocks + for (int k = 0; k < 4; k++) { + const float d1 = GGML_FP16_TO_FP32(y[i*4 + k].d); + + int sumi = 0; + for (int j = 0; j < QK8_0; j++) { + const int bit_index = k * QK8_0 + j; + const int byte_index = bit_index / 8; + const int bit_offset = bit_index % 8; + + const int xi = ((x[i].qs[byte_index] >> bit_offset) & 1) ? 1 : -1; + sumi += xi * y[i*4 + k].qs[j]; + } + sumf += d0 * d1 * sumi; + } + } +#endif + + *s = sumf; +} + + void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; @@ -650,6 +753,90 @@ void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo *s = sumf; } +void ggml_vec_dot_nvfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK_NVFP4 == 0); + + const block_nvfp4 * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + // Each NVFP4 super-block (64 elements) spans 2 q8_0 blocks + const int nb = n / QK_NVFP4; + + float sumf = 0; + +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_FMA) + const int8x16_t values = vld1q_s8(kvalues_mxfp4); + const uint8x16_t m4b = vdupq_n_u8(0x0f); + float32x4_t acc = vdupq_n_f32(0.0f); + + for (int ib = 0; ib < nb; ++ib) { + const uint8x16_t q4bits_0 = vld1q_u8(x[ib].qs); + const uint8x16_t q4bits_1 = vld1q_u8(x[ib].qs + 16); + + const int8x16_t q4_lo_0 = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits_0, m4b)); + const int8x16_t q4_hi_0 = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits_0, 4)); + const int8x16_t q4_lo_1 = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits_1, m4b)); + const int8x16_t q4_hi_1 = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits_1, 4)); + + const int8x16_t q8_0a = vld1q_s8(y[2*ib].qs); + const int8x16_t q8_0b = vld1q_s8(y[2*ib].qs + 16); + const int8x16_t q8_lo_0 = vcombine_s8(vget_low_s8(q8_0a), vget_low_s8(q8_0b)); + const int8x16_t q8_hi_0 = vcombine_s8(vget_high_s8(q8_0a), vget_high_s8(q8_0b)); + + const int8x16_t q8_1a = vld1q_s8(y[2*ib+1].qs); + const int8x16_t q8_1b = vld1q_s8(y[2*ib+1].qs + 16); + const int8x16_t q8_lo_1 = vcombine_s8(vget_low_s8(q8_1a), vget_low_s8(q8_1b)); + const int8x16_t q8_hi_1 = vcombine_s8(vget_high_s8(q8_1a), vget_high_s8(q8_1b)); + + const int32x4_t p0 = vaddq_s32( + ggml_vdotq_s32(vdupq_n_s32(0), q4_lo_0, q8_lo_0), + ggml_vdotq_s32(vdupq_n_s32(0), q4_hi_0, q8_hi_0)); + const int32x4_t p1 = vaddq_s32( + ggml_vdotq_s32(vdupq_n_s32(0), q4_lo_1, q8_lo_1), + ggml_vdotq_s32(vdupq_n_s32(0), q4_hi_1, q8_hi_1)); + + const int32x4_t sums = vpaddq_s32(p0, p1); + + // Decode 4 UE4M3 scales to f32 and multiply with q8 scales + const float dy0 = GGML_CPU_FP16_TO_FP32(y[2*ib].d); + const float dy1 = GGML_CPU_FP16_TO_FP32(y[2*ib+1].d); + const float32x4_t nvsc = { + ggml_ue4m3_to_fp32(x[ib].d[0]), + ggml_ue4m3_to_fp32(x[ib].d[1]), + ggml_ue4m3_to_fp32(x[ib].d[2]), + ggml_ue4m3_to_fp32(x[ib].d[3]) + }; + const float32x4_t scales = vmulq_f32(nvsc, (float32x4_t){dy0, dy0, dy1, dy1}); + + acc = vfmaq_f32(acc, vcvtq_f32_s32(sums), scales); + } + sumf = vaddvq_f32(acc); +#else + for (int ib = 0; ib < nb; ++ib) { + for (int si = 0; si < 4; ++si) { + const float d = ggml_ue4m3_to_fp32(x[ib].d[si]); + const int q8b = si / 2; + const int q8o = (si % 2) * QK_NVFP4_SUB; + const float dy = GGML_CPU_FP16_TO_FP32(y[2*ib + q8b].d); + + int sumi_lo = 0, sumi_hi = 0; + for (int j = 0; j < QK_NVFP4_SUB/2; ++j) { + const uint8_t qv = x[ib].qs[si*(QK_NVFP4_SUB/2) + j]; + sumi_lo += y[2*ib + q8b].qs[q8o + j + 0] * kvalues_mxfp4[qv & 0xf]; + sumi_hi += y[2*ib + q8b].qs[q8o + j + QK_NVFP4_SUB/2] * kvalues_mxfp4[qv >> 4]; + } + sumf += dy * d * (sumi_lo + sumi_hi); + } + } +#endif + *s = sumf; +} + void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; @@ -968,7 +1155,7 @@ void ggml_vec_dot_q8_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const voi const int vector_length = ggml_cpu_get_sve_cnt()*8; - //VLA Implemenation for SVE + //VLA Implementation for SVE switch (vector_length) { case 128: { diff --git a/ggml/src/ggml-cpu/arch/arm/repack.cpp b/ggml/src/ggml-cpu/arch/arm/repack.cpp index 3eed0105bf..80ff5ce549 100644 --- a/ggml/src/ggml-cpu/arch/arm/repack.cpp +++ b/ggml/src/ggml-cpu/arch/arm/repack.cpp @@ -781,7 +781,7 @@ void ggml_gemv_q4_K_8x8_q8_K(int n, const uint8_t * q4_base = q4_ptr[b].qs + sb * QK_K; - // Load the 64 quants from q8K duplicated to use vecdots with the interelaved columns + // Load the 64 quants from q8K duplicated to use vecdots with the interleaved columns // but still need the qs to use the low and hi bits from q4 const int8_t * q8_base = q8_ptr[b].qs + sb * 64; int8x16_t q8_qs[8]; @@ -3796,7 +3796,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, for (int b = 0; b < nb; b++) { // bsums pairs belongs to the same q8_k subblock - // 64 elemnts loaded and made sum of 0-7 and 8-15 sum || 16-23 and 24 - 31 sum + // 64 elements loaded and made sum of 0-7 and 8-15 sum || 16-23 and 24 - 31 sum const int16x8_t bsums[4]{ vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 0), vld1q_s16(q8_ptr[b].bsums + 16 * 0 + 8)), vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 1), vld1q_s16(q8_ptr[b].bsums + 16 * 1 + 8)), diff --git a/ggml/src/ggml-cpu/arch/loongarch/quants.c b/ggml/src/ggml-cpu/arch/loongarch/quants.c index f531e916b9..74e0c086c6 100644 --- a/ggml/src/ggml-cpu/arch/loongarch/quants.c +++ b/ggml/src/ggml-cpu/arch/loongarch/quants.c @@ -2156,4 +2156,3 @@ void ggml_vec_dot_iq4_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const v ggml_vec_dot_iq4_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); #endif } - diff --git a/ggml/src/ggml-cpu/arch/powerpc/quants.c b/ggml/src/ggml-cpu/arch/powerpc/quants.c index d3dfd049ea..644c380c73 100644 --- a/ggml/src/ggml-cpu/arch/powerpc/quants.c +++ b/ggml/src/ggml-cpu/arch/powerpc/quants.c @@ -2302,4 +2302,3 @@ void ggml_vec_dot_iq4_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const v ggml_vec_dot_iq4_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); #endif } - diff --git a/ggml/src/ggml-cpu/arch/riscv/quants.c b/ggml/src/ggml-cpu/arch/riscv/quants.c index bf9f4df118..d7e9ba4634 100644 --- a/ggml/src/ggml-cpu/arch/riscv/quants.c +++ b/ggml/src/ggml-cpu/arch/riscv/quants.c @@ -113,6 +113,104 @@ void quantize_row_q8_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, i #endif } +void quantize_row_q8_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) { + assert(k % QK_K == 0); + size_t nb = k / QK_K; + +#if defined(__riscv_v_intrinsic) + block_q8_K * y_blocks = (block_q8_K *)y; + const size_t vlmax_f32m8 = __riscv_vsetvlmax_e32m8(); + + for (size_t i = 0; i < nb; i++) { + const float* x_block = x + i * QK_K; + block_q8_K* y_block = &y_blocks[i]; + + // 1. Calculate Min/Max + vfloat32m8_t max_v = __riscv_vfmv_v_f_f32m8(-__builtin_inff(), vlmax_f32m8); + vfloat32m8_t min_v = __riscv_vfmv_v_f_f32m8(__builtin_inff(), vlmax_f32m8); + + size_t rem = QK_K; + size_t offset = 0; + while (rem > 0) { + size_t vl = __riscv_vsetvl_e32m8(rem); + vfloat32m8_t v_curr = __riscv_vle32_v_f32m8(x_block + offset, vl); + max_v = __riscv_vfmax_vv_f32m8(max_v, v_curr, vl); + min_v = __riscv_vfmin_vv_f32m8(min_v, v_curr, vl); + rem -= vl; + offset += vl; + } + + vfloat32m1_t v_init_max = __riscv_vfmv_s_f_f32m1(-__builtin_inff(), 1); + vfloat32m1_t v_init_min = __riscv_vfmv_s_f_f32m1(__builtin_inff(), 1); + + vfloat32m1_t v_scalar_max = __riscv_vfredmax_vs_f32m8_f32m1(max_v, v_init_max, vlmax_f32m8); + vfloat32m1_t v_scalar_min = __riscv_vfredmin_vs_f32m8_f32m1(min_v, v_init_min, vlmax_f32m8); + + float max_val = __riscv_vfmv_f_s_f32m1_f32(v_scalar_max); + float min_val = __riscv_vfmv_f_s_f32m1_f32(v_scalar_min); + + float amax = fabsf(max_val) > fabsf(min_val) ? fabsf(max_val) : fabsf(min_val); + + if (amax == 0.0f) { + y_block->d = 0.0f; + memset(y_block->qs, 0, QK_K); + memset(y_block->bsums, 0, sizeof(y_block->bsums)); + continue; + } + + const float iscale = -127.f / (fabsf(max_val) > fabsf(min_val) ? max_val : min_val); + y_block->d = 1.0f / iscale; + + // 2. Quantize and Calculate Sums + offset = 0; + rem = QK_K; + vint16m1_t v_zero_sum = __riscv_vmv_v_x_i16m1(0, 1); + + while (rem > 0) { + size_t vl = __riscv_vsetvl_e32m8(rem); + vfloat32m8_t v_f = __riscv_vle32_v_f32m8(x_block + offset, vl); + + v_f = __riscv_vfmul_vf_f32m8(v_f, iscale, vl); + + vint32m8_t v_i32 = __riscv_vfcvt_x_f_v_i32m8_rm(v_f, __RISCV_FRM_RNE, vl); + vint16m4_t v_i16 = __riscv_vnclip_wx_i16m4(v_i32, 0, __RISCV_VXRM_RNE, vl); + vint8m2_t v_q = __riscv_vnclip_wx_i8m2(v_i16, 0, __RISCV_VXRM_RNE, vl); + + __riscv_vse8_v_i8m2(y_block->qs + offset, v_q, vl); + + // first iteration clear + + int sum_idx; + vint8m1_t chunk_m1; + vint16m1_t v_sum; + sum_idx = offset / 16; + chunk_m1 = __riscv_vget_v_i8m2_i8m1(v_q, 0); + v_sum = __riscv_vwredsum_vs_i8m1_i16m1(chunk_m1, v_zero_sum, 16); + y_block->bsums[sum_idx] = (int16_t)__riscv_vmv_x_s_i16m1_i16(v_sum); + + // remaining iterations + vint8m2_t slid_q = v_q; + for (size_t k = 16; k < vl; k += 16) { + slid_q = __riscv_vslidedown_vx_i8m2(slid_q, 16, vl); + + sum_idx = (offset + k) / 16; + chunk_m1 = __riscv_vget_v_i8m2_i8m1(slid_q, 0); + + v_sum = __riscv_vwredsum_vs_i8m1_i16m1(chunk_m1, v_zero_sum, 16); + y_block->bsums[sum_idx] =(int16_t)__riscv_vmv_x_s_i16m1_i16(v_sum); + } + + rem -= vl; + offset += vl; + } + } +#else + GGML_UNUSED(nb); + // scalar + quantize_row_q8_K_ref(x, y, k); +#endif +} + //===================================== Dot products ================================= void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { @@ -1954,544 +2052,7 @@ void ggml_vec_dot_q6_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const voi #endif } -static const uint8_t sign_gather_indices_arr[64] = { - 0,0,0,0,0,0,0,0, 1,1,1,1,1,1,1,1, 2,2,2,2,2,2,2,2, 3,3,3,3,3,3,3,3, - 4,4,4,4,4,4,4,4, 5,5,5,5,5,5,5,5, 6,6,6,6,6,6,6,6, 7,7,7,7,7,7,7,7 -}; - -static const uint8_t sign_bit_masks_arr[64] = { - 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, - 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128 -}; - -static void ggml_vec_dot_iq2_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { - assert(n % QK_K == 0); - UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); - - const block_iq2_s * GGML_RESTRICT x = vx; - const block_q8_K * GGML_RESTRICT y = vy; - - const int nb = n / QK_K; - const uint64_t * grid64 = (const uint64_t *)iq2s_grid; - - // --- Pre-load Constants --- - uint16_t gather_qh_arr[8] = {0, 0, 0, 0, 1, 1, 1, 1}; - vuint16mf2_t v_gather_qh = __riscv_vle16_v_u16mf2(gather_qh_arr, 8); - uint16_t shift_qh_arr[8] = {11, 9, 7, 5, 11, 9, 7, 5}; - vuint16mf2_t v_shift_qh = __riscv_vle16_v_u16mf2(shift_qh_arr, 8); - - // Constants for sign extraction - vuint8m2_t v_sign_gather_indices = __riscv_vle8_v_u8m2(sign_gather_indices_arr, 64); - vuint8m2_t v_sign_masks = __riscv_vle8_v_u8m2(sign_bit_masks_arr, 64); - - float sumf = 0.0f; - - for (int i = 0; i < nb; ++i) { - const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; - - const uint8_t * GGML_RESTRICT qs = x[i].qs; - const uint8_t * GGML_RESTRICT qh = x[i].qh; - const uint8_t * GGML_RESTRICT scales = x[i].scales; - const int8_t * GGML_RESTRICT q8 = y[i].qs; - - const uint8_t * signs_ptr = qs + 32; - - float sum_block = 0.0f; - - for (int ib = 0; ib < 4; ++ib) { - // Combine low + high bits - vuint8mf4_t v_qs_u8 = __riscv_vle8_v_u8mf4(qs, 8); - qs += 8; - uint16_t qh_val; - memcpy(&qh_val, qh, 2); - qh += 2; - vuint8mf8_t v_qh_raw = __riscv_vle8_v_u8mf8((const uint8_t*)&qh_val, 2); - vuint16mf4_t v_qh_u16 = __riscv_vwcvtu_x_x_v_u16mf4(v_qh_raw, 2); - vuint16mf2_t v_qh_u16_ext = __riscv_vlmul_ext_v_u16mf4_u16mf2(v_qh_u16); - vuint16mf2_t v_qh_expanded = __riscv_vrgather_vv_u16mf2(v_qh_u16_ext, v_gather_qh, 8); - v_qh_expanded = __riscv_vsll_vv_u16mf2(v_qh_expanded, v_shift_qh, 8); - - // Mask: We want bits 11-12. 0x1800 = 0001 1000 0000 0000 - v_qh_expanded = __riscv_vand_vx_u16mf2(v_qh_expanded, 0x1800, 8); - vuint16mf2_t v_qs_u16 = __riscv_vwcvtu_x_x_v_u16mf2(v_qs_u8, 8); - - // Multiply by 8 to get byte offset, instead of element offset - v_qs_u16 = __riscv_vsll_vx_u16mf2(v_qs_u16, 3, 8); - vuint16mf2_t v_grid_offsets = __riscv_vor_vv_u16mf2(v_qs_u16, v_qh_expanded, 8); - - // Lookup Grid using Byte Offsets - vuint64m2_t v_grid_vals = __riscv_vluxei16_v_u64m2(grid64, v_grid_offsets, 8); - - vuint8m2_t v_grid_u8 = __riscv_vreinterpret_v_u64m2_u8m2(v_grid_vals); - vint8m2_t v_grid_i8 = __riscv_vreinterpret_v_u8m2_i8m2(v_grid_u8); - - // Load signs and generate sign mask - vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs_ptr, 8); - signs_ptr += 8; - - vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); - vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 64); - - vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 64); - vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 64); - - vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 64); - q8 += 64; - - vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative, v_q8, v_q8, 0, 64); - vint16m4_t v_dot = __riscv_vwmul_vv_i16m4(v_grid_i8, v_q8_signed, 64); - - vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); - - int32_t s0 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( - __riscv_vget_v_i16m4_i16m1(v_dot, 0), v_zero, 16)); - int32_t s1 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( - __riscv_vget_v_i16m4_i16m1(v_dot, 1), v_zero, 16)); - int32_t s2 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( - __riscv_vget_v_i16m4_i16m1(v_dot, 2), v_zero, 16)); - int32_t s3 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( - __riscv_vget_v_i16m4_i16m1(v_dot, 3), v_zero, 16)); - - uint8_t sc0 = scales[0]; - uint8_t sc1 = scales[1]; - scales += 2; - - sum_block += s0 * (2 * (sc0 & 0xF) + 1); - sum_block += s1 * (2 * (sc0 >> 4) + 1); - sum_block += s2 * (2 * (sc1 & 0xF) + 1); - sum_block += s3 * (2 * (sc1 >> 4) + 1); - } - sumf += sum_block * combined_scale; - } - *s = 0.125f * sumf; -} - -static void ggml_vec_dot_iq2_s_q8_K_vl128(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { - assert(n % QK_K == 0); - UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); - - const block_iq2_s * GGML_RESTRICT x = vx; - const block_q8_K * GGML_RESTRICT y = vy; - - const int nb = n / QK_K; - const uint64_t * grid64 = (const uint64_t *)iq2s_grid; - - // Pre-load Constants - vuint8m2_t v_ids = __riscv_vid_v_u8m2(32); - vuint8m2_t v_sign_gather_indices = __riscv_vsrl_vx_u8m2(v_ids, 3, 32); - vuint8m2_t v_ones = __riscv_vmv_v_x_u8m2(1, 32); - vuint8m2_t v_shift_amts = __riscv_vand_vx_u8m2(v_ids, 7, 32); - vuint8m2_t v_sign_masks = __riscv_vsll_vv_u8m2(v_ones, v_shift_amts, 32); - uint16_t shift_qh_arr[4] = {11, 9, 7, 5}; - vuint16mf2_t v_shift_qh = __riscv_vle16_v_u16mf2(shift_qh_arr, 4); - - float sumf = 0.0f; - - for (int i = 0; i < nb; ++i) { - const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; - - const uint8_t * GGML_RESTRICT qs = x[i].qs; - const uint8_t * GGML_RESTRICT qh = x[i].qh; - const uint8_t * GGML_RESTRICT scales = x[i].scales; - const int8_t * GGML_RESTRICT q8 = y[i].qs; - - const uint8_t * signs_ptr = qs + 32; - float sum_block = 0.0f; - - for (int ib = 0; ib < 8; ++ib) { - - // Load Low Bits [4 bytes] - vuint8mf4_t v_qs_u8 = __riscv_vle8_v_u8mf4(qs, 4); - qs += 4; - - // Load 1 byte. It contains bits for 4 mini-blocks. - uint8_t qh_val = *qh++; - - // Combine Low + High bits of 10bit indices - vuint8mf4_t v_qh_raw = __riscv_vmv_v_x_u8mf4(qh_val, 4); - vuint16mf2_t v_qh_u16 = __riscv_vwcvtu_x_x_v_u16mf2(v_qh_raw, 4); - vuint16mf2_t v_qh_mf2 = __riscv_vsll_vv_u16mf2(v_qh_u16, v_shift_qh, 4); - v_qh_mf2 = __riscv_vand_vx_u16mf2(v_qh_mf2, 0x1800, 4); - vuint16mf2_t v_qs_u16_mf2 = __riscv_vwcvtu_x_x_v_u16mf2(v_qs_u8, 4); - vuint16mf2_t v_qs_u16 = __riscv_vsll_vx_u16mf2(v_qs_u16_mf2, 3, 4); - vuint16mf2_t v_grid_offsets = __riscv_vor_vv_u16mf2(v_qs_u16, v_qh_mf2, 4); - - // Lookup Grid - vint8m2_t v_grid_i8 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(__riscv_vluxei16_v_u64m2(grid64, v_grid_offsets, 4))); - - vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs_ptr, 4); - signs_ptr += 4; - vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); - vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 32); - - // generating sign mask - vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 32); - vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 32); - - vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 32); - q8 += 32; - - // apply signs - vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative,v_q8, v_q8, 0, 32); - vint16m4_t v_dot = __riscv_vwmul_vv_i16m4(v_grid_i8, v_q8_signed, 32); - - // Reduction - vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); - - // Reduce 0-15 (First Half) - int32_t s0 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1( - __riscv_vget_v_i16m4_i16m2(v_dot, 0), v_zero, 16)); - - // Reduce 16-31 (Second Half) - int32_t s1 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1( - __riscv_vget_v_i16m4_i16m2(v_dot, 1), v_zero, 16)); - - // Apply sub Scales - uint8_t sc = *scales++; - - sum_block += s0 * (2 * (sc & 0xF) + 1); - sum_block += s1 * (2 * (sc >> 4) + 1); - } - sumf += sum_block * combined_scale; - } - *s = 0.125f * sumf; -} - -void ggml_vec_dot_iq2_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { #if defined __riscv_v_intrinsic - switch (__riscv_vlenb() * 8) { - case 128: - ggml_vec_dot_iq2_s_q8_K_vl128(n, s, bs, vx, bx, vy, by, nrc); - break; - case 256: - ggml_vec_dot_iq2_s_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); - break; - default: - ggml_vec_dot_iq2_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); - break; - } -#else - ggml_vec_dot_iq2_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); -#endif -} - -static void ggml_vec_dot_iq3_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { - assert(n % QK_K == 0); - UNUSED(nrc); - UNUSED(bx); - UNUSED(by); - UNUSED(bs); - - const block_iq3_s * GGML_RESTRICT x = vx; - const block_q8_K * GGML_RESTRICT y = vy; - - const int nb = n / QK_K; - - const uint64_t * grid64 = (const uint64_t *)iq3s_grid; - - // --- Pre-load Constants --- - const uint16_t qh_bit_shifts_arr[16] = { - 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15 - }; - vuint8m2_t v_sign_gather_indices = __riscv_vle8_v_u8m2(sign_gather_indices_arr, 64); - vuint8m2_t v_sign_masks = __riscv_vle8_v_u8m2(sign_bit_masks_arr, 64); - vuint16m1_t v_qh_shifts = __riscv_vle16_v_u16m1(qh_bit_shifts_arr, 16); - - float sumf = 0.0f; - - for (int i = 0; i < nb; ++i) { - const float d = GGML_CPU_FP16_TO_FP32(x[i].d); - const float combined_scale = d * y[i].d; - - const uint8_t * GGML_RESTRICT qs = x[i].qs; - const uint8_t * GGML_RESTRICT qh = x[i].qh; - const uint8_t * GGML_RESTRICT scales = x[i].scales; - const uint8_t * GGML_RESTRICT signs = x[i].signs; - const int8_t * GGML_RESTRICT q8 = y[i].qs; - - float sum_block = 0.0f; - - // Loop: Process 64 weights (16 mini-blocks of 4) per iteration - for (int ib = 0; ib < 4; ++ib) { - - vuint8mf2_t v_qs_u8 = __riscv_vle8_v_u8mf2(qs, 16); - qs += 16; - - uint16_t qh_val; - memcpy(&qh_val, qh, 2); - qh += 2; - - vuint16m1_t v_qh_val = __riscv_vmv_v_x_u16m1(qh_val, 16); - // Extract bits: (qh >> i) & 1 - v_qh_val = __riscv_vsrl_vv_u16m1(v_qh_val, v_qh_shifts, 16); - v_qh_val = __riscv_vand_vx_u16m1(v_qh_val, 1, 16); - - vuint16m1_t v_qs_u16 = __riscv_vwcvtu_x_x_v_u16m1(v_qs_u8, 16); - v_qs_u16 = __riscv_vsll_vx_u16m1(v_qs_u16, 2, 16); - v_qh_val = __riscv_vsll_vx_u16m1(v_qh_val, 10, 16); - vuint16m1_t v_grid_offsets = __riscv_vor_vv_u16m1(v_qs_u16, v_qh_val, 16); - - // Grid value is 4xuint8 - vuint32m2_t v_grid_packed = __riscv_vluxei16_v_u32m2((const uint32_t *)grid64, v_grid_offsets, 16); - vuint8m2_t v_grid_u8 = __riscv_vreinterpret_v_u32m2_u8m2(v_grid_packed); - vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs, 8); - signs += 8; - - // Generate sign mask - vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); - vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 64); - vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 64); - vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 64); - - vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 64); - q8 += 64; - - // Apply Signs - vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative, v_q8, v_q8, 0, 64); - vint16m4_t v_dot = __riscv_vwmulsu_vv_i16m4(v_q8_signed, v_grid_u8, 64); - - // Reduction - vint16m2_t v_dot_lo = __riscv_vget_v_i16m4_i16m2(v_dot, 0); - vint16m2_t v_dot_hi = __riscv_vget_v_i16m4_i16m2(v_dot, 1); - vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); - - int32_t s_lo = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1(v_dot_lo, v_zero, 32)); - int32_t s_hi = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1(v_dot_hi, v_zero, 32)); - - // Apply sub-scales - uint8_t sc_byte = *scales++; - int sc_lo = (sc_byte & 0xF) * 2 + 1; - int sc_hi = (sc_byte >> 4) * 2 + 1; - - sum_block += s_lo * sc_lo + s_hi * sc_hi; - } - sumf += sum_block * combined_scale; - } - *s = 0.125f * sumf; -} - -void ggml_vec_dot_iq3_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { -#if defined __riscv_v_intrinsic - switch (__riscv_vlenb() * 8) { - case 256: - ggml_vec_dot_iq3_s_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); - break; - default: - ggml_vec_dot_iq3_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); - break; - } -#else - ggml_vec_dot_iq3_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); -#endif -} - -static void ggml_vec_dot_tq1_0_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { - assert(nrc == 1); - UNUSED(nrc); - UNUSED(bx); - UNUSED(by); - UNUSED(bs); - - const block_tq1_0 * GGML_RESTRICT x = vx; - const block_q8_K * GGML_RESTRICT y = vy; - - const int nb = n / QK_K; - - float sumf = 0.0f; - uint8_t pow[16] = {1, 1, 1, 1, 3, 3, 3, 3, 9, 9, 9, 9, 27, 27, 27, 27}; - - for (int i = 0; i < nb; i++) { - // First loop. - vint32m4_t suml1; - { - const int vl = 32; - vuint8m1_t tq = __riscv_vle8_v_u8m1(x[i].qs, vl); - - vuint16m2_t tq0 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(tq, 3, vl), 8, vl); - vuint16m2_t tq1 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 3, vl), 3, vl), 8, vl); - vuint16m2_t tq2 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 9, vl), 3, vl), 8, vl); - vuint16m2_t tq3 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 27, vl), 3, vl), 8, vl); - vuint16m2_t tq4 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 81, vl), 3, vl), 8, vl); - - vint16m2_t q80 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 0, vl), vl); - vint16m2_t q81 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 32, vl), vl); - vint16m2_t q82 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 64, vl), vl); - vint16m2_t q83 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 96, vl), vl); - vint16m2_t q84 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 128, vl), vl); - - vint16m2_t sum0 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq0, 1, vl)), q80, vl); - vint16m2_t sum1 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq1, 1, vl)), q81, vl); - vint16m2_t sum2 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq2, 1, vl)), q82, vl); - vint16m2_t sum3 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq3, 1, vl)), q83, vl); - vint16m2_t sum4 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq4, 1, vl)), q84, vl); - - vint32m4_t sumi0 = __riscv_vwadd_vv_i32m4(sum0, sum1, vl); - vint32m4_t sumi1 = __riscv_vwadd_vv_i32m4(sum2, sum3, vl); - suml1 = __riscv_vadd_vv_i32m4(__riscv_vwcvt_x_x_v_i32m4(sum4, vl), __riscv_vadd_vv_i32m4(sumi0, sumi1, vl), vl); - } - - // Second loop. - vint32m2_t suml2; - { - const int vl = 16; - vuint8mf2_t tq = __riscv_vle8_v_u8mf2(x[i].qs + 32, vl); - - vuint16m1_t tq0 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(tq, 3 * 1, vl), 8, vl); - vuint16m1_t tq1 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 3, vl), 3, vl), 8, vl); - vuint16m1_t tq2 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 9, vl), 3, vl), 8, vl); - vuint16m1_t tq3 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 27, vl), 3, vl), 8, vl); - vuint16m1_t tq4 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 81, vl), 3, vl), 8, vl); - - vint16m1_t q80 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 160, vl), vl); - vint16m1_t q81 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 176, vl), vl); - vint16m1_t q82 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 192, vl), vl); - vint16m1_t q83 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 208, vl), vl); - vint16m1_t q84 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 224, vl), vl); - - vint16m1_t sum0 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq0, 1, vl)), q80, vl); - vint16m1_t sum1 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq1, 1, vl)), q81, vl); - vint16m1_t sum2 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq2, 1, vl)), q82, vl); - vint16m1_t sum3 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq3, 1, vl)), q83, vl); - vint16m1_t sum4 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq4, 1, vl)), q84, vl); - - vint32m2_t sumi0 = __riscv_vwadd_vv_i32m2(sum0, sum1, vl); - vint32m2_t sumi1 = __riscv_vwadd_vv_i32m2(sum2, sum3, vl); - suml2 = __riscv_vadd_vv_i32m2(__riscv_vwcvt_x_x_v_i32m2(sum4, vl), __riscv_vadd_vv_i32m2(sumi0, sumi1, vl), vl); - } - - // Third loop. - vint32m2_t suml3; - { - const int vl = 16; - - uint32_t qh; - memcpy(&qh, &x[i].qh[0], 4); - // Prevent fusion with vmv. - __asm__ __volatile__("" : "+r"(qh)); - vuint8mf2_t tq = __riscv_vreinterpret_v_u32mf2_u8mf2(__riscv_vmv_v_x_u32mf2(qh, vl / 4)); - - vuint8mf2_t p = __riscv_vle8_v_u8mf2(pow, vl); - - vuint16m1_t tq0 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vv_u8mf2(tq, p, vl), 3, vl), 8, vl); - - vint16m1_t q80 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 240, vl), vl); - - vint16m1_t sum0 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq0, 1, vl)), q80, vl); - suml3 = __riscv_vwcvt_x_x_v_i32m2(sum0, vl); - } - - vint32m2_t sumb = __riscv_vadd_vv_i32m2(__riscv_vget_v_i32m4_i32m2(suml1, 0), __riscv_vget_v_i32m4_i32m2(suml1, 1), 16); - sumb = __riscv_vadd_vv_i32m2(sumb, suml2, 16); - sumb = __riscv_vadd_vv_i32m2(sumb, suml3, 16); - - vint32m1_t sum = __riscv_vredsum_vs_i32m2_i32m1(sumb, __riscv_vmv_v_x_i32m1(0, 1), 16); - sumf += __riscv_vmv_x_s_i32m1_i32(sum) * y[i].d * GGML_CPU_FP16_TO_FP32(x[i].d); - } - - *s = sumf; -} - -void ggml_vec_dot_tq1_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { -#if defined __riscv_v_intrinsic - switch (__riscv_vlenb() * 8) { - case 256: - ggml_vec_dot_tq1_0_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); - break; - default: - ggml_vec_dot_tq1_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); - break; - } -#else - ggml_vec_dot_tq1_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); -#endif -} - -static void ggml_vec_dot_tq2_0_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { - assert(n % QK_K == 0); - assert(nrc == 1); - UNUSED(nrc); - UNUSED(bx); - UNUSED(by); - UNUSED(bs); - - const block_tq2_0 * GGML_RESTRICT x = vx; - const block_q8_K * GGML_RESTRICT y = vy; - - const int nb = n / QK_K; - - float sumf = 0.0f; - for (int i = 0; i < nb; ++i) { - int32_t sumi = 0; - - for (size_t j = 0; j < sizeof(x[0].qs); j += 32) { - const int8_t * py0 = &y[i].qs[j * 4 + 0 * 32]; - const int8_t * py1 = &y[i].qs[j * 4 + 1 * 32]; - const int8_t * py2 = &y[i].qs[j * 4 + 2 * 32]; - const int8_t * py3 = &y[i].qs[j * 4 + 3 * 32]; - const uint8_t* px = &x[i].qs[j]; - - size_t vlmax_16m2 = __riscv_vsetvl_e16m2(32); - vint16m2_t vacc16 = __riscv_vmv_v_x_i16m2(0, vlmax_16m2); - - size_t vl = __riscv_vsetvl_e8m1(32); - - vuint8m1_t vx_u8 = __riscv_vle8_v_u8m1(px, vl); - - vint8m1_t vy0 = __riscv_vle8_v_i8m1(py0 , vl); - vint8m1_t vy1 = __riscv_vle8_v_i8m1(py1, vl); - vint8m1_t vy2 = __riscv_vle8_v_i8m1(py2, vl); - vint8m1_t vy3 = __riscv_vle8_v_i8m1(py3, vl); - - // l=0 (bits 1:0) - vuint8m1_t t0 = __riscv_vand_vx_u8m1(vx_u8, 0x03, vl); - vint8m1_t vq0 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t0), 1, vl); - - // l=1 (bits 3:2) - vuint8m1_t t1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(vx_u8, 2, vl), 0x03, vl); - vint8m1_t vq1 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t1), 1, vl); - - // l=2 (bits 5:4) - vuint8m1_t t2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(vx_u8, 4, vl), 0x03, vl); - vint8m1_t vq2 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t2), 1, vl); - - // l=3 (bits 7:6) - vuint8m1_t t3 = __riscv_vsrl_vx_u8m1(vx_u8, 6, vl); // No final AND needed as vsrl shifts in zeros - vint8m1_t vq3 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t3), 1, vl); - - // 4. Multiply and accumulate - vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq0, vy0, vl); - vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq1, vy1, vl); - vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq2, vy2, vl); - vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq3, vy3, vl); - - vlmax_16m2 = __riscv_vsetvl_e16m2(32); - vint32m1_t vzero32 = __riscv_vmv_v_x_i32m1(0, 1); - vint32m1_t vred32 = __riscv_vwredsum_vs_i16m2_i32m1(vacc16, vzero32, vlmax_16m2); - - sumi += __riscv_vmv_x_s_i32m1_i32(vred32); - } - const float d = y[i].d * GGML_CPU_FP16_TO_FP32(x[i].d); - sumf += (float)sumi * d; - } - - *s = sumf; -} - -void ggml_vec_dot_tq2_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { -#if defined __riscv_v_intrinsic - switch (__riscv_vlenb() * 8) { - case 256: - ggml_vec_dot_tq2_0_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); - break; - default: - ggml_vec_dot_tq2_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); - break; - } -#else - ggml_vec_dot_tq2_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); -#endif -} - static void ggml_vec_dot_iq1_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); @@ -2587,6 +2148,7 @@ static void ggml_vec_dot_iq1_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t *s = sumf; } +#endif void ggml_vec_dot_iq1_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { #if defined __riscv_v_intrinsic @@ -2603,6 +2165,7 @@ void ggml_vec_dot_iq1_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo #endif } +#if defined __riscv_v_intrinsic static void ggml_vec_dot_iq1_m_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); @@ -2709,6 +2272,7 @@ static void ggml_vec_dot_iq1_m_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t *s = sumf; } +#endif void ggml_vec_dot_iq1_m_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { #if defined __riscv_v_intrinsic @@ -2724,3 +2288,1336 @@ void ggml_vec_dot_iq1_m_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo ggml_vec_dot_iq1_m_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); #endif } + +#if defined __riscv_v_intrinsic +static const uint8_t sign_gather_indices_arr[64] = { + 0,0,0,0,0,0,0,0, 1,1,1,1,1,1,1,1, 2,2,2,2,2,2,2,2, 3,3,3,3,3,3,3,3, + 4,4,4,4,4,4,4,4, 5,5,5,5,5,5,5,5, 6,6,6,6,6,6,6,6, 7,7,7,7,7,7,7,7 +}; + +static const uint8_t sign_bit_masks_arr[64] = { + 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, + 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128, 1,2,4,8,16,32,64,128 +}; + + +static void ggml_vec_dot_iq2_s_q8_K_vl128(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); + + const block_iq2_s * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + const uint64_t * grid64 = (const uint64_t *)iq2s_grid; + + // Pre-load Constants + vuint8m2_t v_ids = __riscv_vid_v_u8m2(32); + vuint8m2_t v_sign_gather_indices = __riscv_vsrl_vx_u8m2(v_ids, 3, 32); + vuint8m2_t v_ones = __riscv_vmv_v_x_u8m2(1, 32); + vuint8m2_t v_shift_amts = __riscv_vand_vx_u8m2(v_ids, 7, 32); + vuint8m2_t v_sign_masks = __riscv_vsll_vv_u8m2(v_ones, v_shift_amts, 32); + uint16_t shift_qh_arr[4] = {11, 9, 7, 5}; + vuint16mf2_t v_shift_qh = __riscv_vle16_v_u16mf2(shift_qh_arr, 4); + + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + + const uint8_t * GGML_RESTRICT qs = x[i].qs; + const uint8_t * GGML_RESTRICT qh = x[i].qh; + const uint8_t * GGML_RESTRICT scales = x[i].scales; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + const uint8_t * signs_ptr = qs + 32; + float sum_block = 0.0f; + + for (int ib = 0; ib < 8; ++ib) { + + // Load Low Bits [4 bytes] + vuint8mf4_t v_qs_u8 = __riscv_vle8_v_u8mf4(qs, 4); + qs += 4; + + // Load 1 byte. It contains bits for 4 mini-blocks. + uint8_t qh_val = *qh++; + + // Combine Low + High bits of 10bit indices + vuint8mf4_t v_qh_raw = __riscv_vmv_v_x_u8mf4(qh_val, 4); + vuint16mf2_t v_qh_u16 = __riscv_vwcvtu_x_x_v_u16mf2(v_qh_raw, 4); + vuint16mf2_t v_qh_mf2 = __riscv_vsll_vv_u16mf2(v_qh_u16, v_shift_qh, 4); + v_qh_mf2 = __riscv_vand_vx_u16mf2(v_qh_mf2, 0x1800, 4); + vuint16mf2_t v_qs_u16_mf2 = __riscv_vwcvtu_x_x_v_u16mf2(v_qs_u8, 4); + vuint16mf2_t v_qs_u16 = __riscv_vsll_vx_u16mf2(v_qs_u16_mf2, 3, 4); + vuint16mf2_t v_grid_offsets = __riscv_vor_vv_u16mf2(v_qs_u16, v_qh_mf2, 4); + + // Lookup Grid + vint8m2_t v_grid_i8 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(__riscv_vluxei16_v_u64m2(grid64, v_grid_offsets, 4))); + + vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs_ptr, 4); + signs_ptr += 4; + vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); + vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 32); + + // generating sign mask + vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 32); + vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 32); + + vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 32); + q8 += 32; + + // apply signs + vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative,v_q8, v_q8, 0, 32); + vint16m4_t v_dot = __riscv_vwmul_vv_i16m4(v_grid_i8, v_q8_signed, 32); + + // Reduction + vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); + + // Reduce 0-15 (First Half) + int32_t s0 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1( + __riscv_vget_v_i16m4_i16m2(v_dot, 0), v_zero, 16)); + + // Reduce 16-31 (Second Half) + int32_t s1 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1( + __riscv_vget_v_i16m4_i16m2(v_dot, 1), v_zero, 16)); + + // Apply sub Scales + uint8_t sc = *scales++; + + sum_block += s0 * (2 * (sc & 0xF) + 1); + sum_block += s1 * (2 * (sc >> 4) + 1); + } + sumf += sum_block * combined_scale; + } + *s = 0.125f * sumf; +} + +static void ggml_vec_dot_iq2_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); + + const block_iq2_s * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + const uint64_t * grid64 = (const uint64_t *)iq2s_grid; + + // --- Pre-load Constants --- + uint16_t gather_qh_arr[8] = {0, 0, 0, 0, 1, 1, 1, 1}; + vuint16mf2_t v_gather_qh = __riscv_vle16_v_u16mf2(gather_qh_arr, 8); + uint16_t shift_qh_arr[8] = {11, 9, 7, 5, 11, 9, 7, 5}; + vuint16mf2_t v_shift_qh = __riscv_vle16_v_u16mf2(shift_qh_arr, 8); + + // Constants for sign extraction + vuint8m2_t v_sign_gather_indices = __riscv_vle8_v_u8m2(sign_gather_indices_arr, 64); + vuint8m2_t v_sign_masks = __riscv_vle8_v_u8m2(sign_bit_masks_arr, 64); + + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + + const uint8_t * GGML_RESTRICT qs = x[i].qs; + const uint8_t * GGML_RESTRICT qh = x[i].qh; + const uint8_t * GGML_RESTRICT scales = x[i].scales; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + const uint8_t * signs_ptr = qs + 32; + + float sum_block = 0.0f; + + for (int ib = 0; ib < 4; ++ib) { + // Combine low + high bits + vuint8mf4_t v_qs_u8 = __riscv_vle8_v_u8mf4(qs, 8); + qs += 8; + uint16_t qh_val; + memcpy(&qh_val, qh, 2); + qh += 2; + vuint8mf8_t v_qh_raw = __riscv_vle8_v_u8mf8((const uint8_t*)&qh_val, 2); + vuint16mf4_t v_qh_u16 = __riscv_vwcvtu_x_x_v_u16mf4(v_qh_raw, 2); + vuint16mf2_t v_qh_u16_ext = __riscv_vlmul_ext_v_u16mf4_u16mf2(v_qh_u16); + vuint16mf2_t v_qh_expanded = __riscv_vrgather_vv_u16mf2(v_qh_u16_ext, v_gather_qh, 8); + v_qh_expanded = __riscv_vsll_vv_u16mf2(v_qh_expanded, v_shift_qh, 8); + + // Mask: We want bits 11-12. 0x1800 = 0001 1000 0000 0000 + v_qh_expanded = __riscv_vand_vx_u16mf2(v_qh_expanded, 0x1800, 8); + vuint16mf2_t v_qs_u16 = __riscv_vwcvtu_x_x_v_u16mf2(v_qs_u8, 8); + + // Multiply by 8 to get byte offset, instead of element offset + v_qs_u16 = __riscv_vsll_vx_u16mf2(v_qs_u16, 3, 8); + vuint16mf2_t v_grid_offsets = __riscv_vor_vv_u16mf2(v_qs_u16, v_qh_expanded, 8); + + // Lookup Grid using Byte Offsets + vuint64m2_t v_grid_vals = __riscv_vluxei16_v_u64m2(grid64, v_grid_offsets, 8); + + vuint8m2_t v_grid_u8 = __riscv_vreinterpret_v_u64m2_u8m2(v_grid_vals); + vint8m2_t v_grid_i8 = __riscv_vreinterpret_v_u8m2_i8m2(v_grid_u8); + + // Load signs and generate sign mask + vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs_ptr, 8); + signs_ptr += 8; + + vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); + vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 64); + + vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 64); + vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 64); + + vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 64); + q8 += 64; + + vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative, v_q8, v_q8, 0, 64); + vint16m4_t v_dot = __riscv_vwmul_vv_i16m4(v_grid_i8, v_q8_signed, 64); + + vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); + + int32_t s0 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(v_dot, 0), v_zero, 16)); + int32_t s1 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(v_dot, 1), v_zero, 16)); + int32_t s2 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(v_dot, 2), v_zero, 16)); + int32_t s3 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(v_dot, 3), v_zero, 16)); + + uint8_t sc0 = scales[0]; + uint8_t sc1 = scales[1]; + scales += 2; + + sum_block += s0 * (2 * (sc0 & 0xF) + 1); + sum_block += s1 * (2 * (sc0 >> 4) + 1); + sum_block += s2 * (2 * (sc1 & 0xF) + 1); + sum_block += s3 * (2 * (sc1 >> 4) + 1); + } + sumf += sum_block * combined_scale; + } + *s = 0.125f * sumf; +} +#endif + +void ggml_vec_dot_iq2_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 128: + ggml_vec_dot_iq2_s_q8_K_vl128(n, s, bs, vx, bx, vy, by, nrc); + break; + case 256: + ggml_vec_dot_iq2_s_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq2_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq2_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined(__riscv_v_intrinsic) +static const int8_t keven_signs_q2xs[1024] = { + 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, 1, 1, 1, 1, 1, -1, 1, -1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, 1, 1, + 1, 1, -1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, 1, 1, 1, -1, -1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, -1, + 1, 1, 1, -1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, 1, 1, 1, -1, 1, -1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, -1, + 1, 1, -1, -1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, -1, 1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, 1, + 1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, 1, -1, 1, 1, 1, 1, -1, 1, 1, -1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, -1, + 1, 1, -1, 1, -1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, -1, 1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, 1, + 1, 1, 1, -1, -1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, 1, + 1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, 1, 1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, -1, + 1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, 1, -1, 1, 1, 1, -1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, 1, -1, 1, -1, + 1, 1, -1, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, 1, + 1, 1, 1, -1, 1, -1, 1, 1, -1, 1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, 1, + 1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, 1, 1, -1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, -1, + 1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, 1, -1, -1, 1, -1, 1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, 1, + 1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, 1, 1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, -1, + 1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, 1, 1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, -1, + 1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, -1, 1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, 1, + 1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, 1, -1, 1, 1, -1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, 1, -1, -1, + 1, 1, -1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, 1, -1, -1, 1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, 1, + 1, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, -1, 1, 1, -1, -1, 1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, 1, + 1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, 1, 1, -1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, -1, + 1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, 1, -1, 1, -1, -1, 1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, 1, + 1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, 1, 1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, -1, + 1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, 1, 1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, -1, + 1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, -1, 1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, 1, + 1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, 1, -1, -1, -1, 1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, -1, 1, + 1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, -1, 1, 1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, -1, + 1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, -1, + 1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, -1, 1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, 1, + 1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, 1, 1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, -1, + 1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, -1, 1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, 1, + 1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, -1, 1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, 1, + 1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, 1, 1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, +}; + +static void ggml_vec_dot_iq2_xs_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_iq2_xs * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; + const uint64_t * grid64 = (const uint64_t *)iq2xs_grid; + + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float d = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + const uint16_t * GGML_RESTRICT qs = x[i].qs; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + const uint8_t * GGML_RESTRICT scales = x[i].scales; + + int32_t sum_int = 0; + + // Loop over 4 subblocks of 64 elements (QK_K = 256) + for (int ib64 = 0; ib64 < QK_K / 64; ++ib64) { + // Load 8 uint16 indices (controls 64 values) + vuint16mf2_t v_qs = __riscv_vle16_v_u16mf2(qs, 8); + qs += 8; + + // Extract indices for grid (low 9 bits) and signs (high 7 bits) + // Multiply by 8 (<< 3) for byte offsets into the uint64 tables + vuint16mf2_t vidx_grid = __riscv_vsll_vx_u16mf2(__riscv_vand_vx_u16mf2(v_qs, 511, 8), 3, 8); + vuint16mf2_t vidx_sign = __riscv_vsll_vx_u16mf2(__riscv_vsrl_vx_u16mf2(v_qs, 9, 8), 3, 8); + + vuint64m2_t vq2_64 = __riscv_vluxei16_v_u64m2(grid64, vidx_grid, 8); + vuint64m2_t vs2_64 = __riscv_vluxei16_v_u64m2(signs64, vidx_sign, 8); + + vint8m2_t q2u = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vq2_64)); + vint8m2_t q2s = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vs2_64)); + + vint8m2_t q2_final = __riscv_vmul_vv_i8m2(q2u, q2s, 64); + + vint8m2_t q8v = __riscv_vle8_v_i8m2(q8, 64); + q8 += 64; + + vint16m4_t prod = __riscv_vwmul_vv_i16m4(q2_final, q8v, 64); + + vint32m1_t zero_vec = __riscv_vmv_v_x_i32m1(0, 1); + + int32_t sum0 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(prod, 0), zero_vec, 16)); + int32_t sum1 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(prod, 1), zero_vec, 16)); + int32_t sum2 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(prod, 2), zero_vec, 16)); + int32_t sum3 = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m1_i32m1( + __riscv_vget_v_i16m4_i16m1(prod, 3), zero_vec, 16)); + + const uint8_t scale_byte_1 = scales[0]; + const uint8_t scale_byte_2 = scales[1]; + scales += 2; + + sum_int += sum0 * ((scale_byte_1 & 0x0F) * 2 + 1); + sum_int += sum1 * ((scale_byte_1 >> 4) * 2 + 1); + sum_int += sum2 * ((scale_byte_2 & 0x0F) * 2 + 1); + sum_int += sum3 * ((scale_byte_2 >> 4) * 2 + 1); + } + + sumf += d * sum_int; + } + *s = 0.125f * sumf; +} +#endif + +void ggml_vec_dot_iq2_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_iq2_xs_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq2_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq2_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_iq2_xxs_q8_K_vl128(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_iq2_xxs * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; + const uint64_t * grid64 = (const uint64_t *)iq2xxs_grid; + + uint32_t shift_constants[4] = {0, 7, 14, 21}; + vuint32m1_t v_shifts = __riscv_vle32_v_u32m1(shift_constants, 4); + + float sumf = 0.0f; + for (int i = 0; i < nb; ++i) { + const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + + const uint8_t * GGML_RESTRICT q2_ptr = (const uint8_t *) x[i].qs; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + float sum = 0.0f; + + #pragma GCC unroll 1 + for (int ib32 = 0; ib32 < QK_K / 32; ib32 += 2) { + vint8m2_t q8_1 = __riscv_vle8_v_i8m2(q8, 32); q8 += 32; + vint8m2_t q8_2 = __riscv_vle8_v_i8m2(q8, 32); q8 += 32; + + vuint8mf4_t v_raw_q2_1 = __riscv_vle8_v_u8mf4(q2_ptr, 4); + vuint8mf4_t v_raw_q2_2 = __riscv_vle8_v_u8mf4(q2_ptr + 8, 4); + + vuint16mf2_t vidx_q2_1 = __riscv_vwcvtu_x_x_v_u16mf2(v_raw_q2_1, 4); + vuint16mf2_t vidx_q2_2 = __riscv_vwcvtu_x_x_v_u16mf2(v_raw_q2_2, 4); + + vidx_q2_1 = __riscv_vsll_vx_u16mf2(vidx_q2_1, 3, 4); + vidx_q2_2 = __riscv_vsll_vx_u16mf2(vidx_q2_2, 3, 4); + + uint32_t s_packed_1, s_packed_2; + memcpy(&s_packed_1, q2_ptr + 4, 4); + memcpy(&s_packed_2, q2_ptr + 12, 4); + + vuint32m1_t v_s_1 = __riscv_vmv_v_x_u32m1(s_packed_1, 4); + vuint32m1_t v_s_2 = __riscv_vmv_v_x_u32m1(s_packed_2, 4); + v_s_1 = __riscv_vsrl_vv_u32m1(v_s_1, v_shifts, 4); + v_s_2 = __riscv_vsrl_vv_u32m1(v_s_2, v_shifts, 4); + + v_s_1 = __riscv_vand_vx_u32m1(v_s_1, 127, 4); + v_s_2 = __riscv_vand_vx_u32m1(v_s_2, 127, 4); + + vuint16mf2_t vidx_s2_1 = __riscv_vsll_vx_u16mf2(__riscv_vncvt_x_x_w_u16mf2(v_s_1, 4), 3, 4); + vuint16mf2_t vidx_s2_2 = __riscv_vsll_vx_u16mf2(__riscv_vncvt_x_x_w_u16mf2(v_s_2, 4), 3, 4); + + vuint64m2_t vq2_64_1 = __riscv_vluxei16_v_u64m2(grid64, vidx_q2_1, 4); + vuint64m2_t vq2_64_2 = __riscv_vluxei16_v_u64m2(grid64, vidx_q2_2, 4); + + vint8m2_t q2_1 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vq2_64_1)); + vint8m2_t q2_2 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vq2_64_2)); + + vuint64m2_t vs2_64_1 = __riscv_vluxei16_v_u64m2(signs64, vidx_s2_1, 4); + vuint64m2_t vs2_64_2 = __riscv_vluxei16_v_u64m2(signs64, vidx_s2_2, 4); + vint8m2_t s2_1 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vs2_64_1)); + vint8m2_t s2_2 = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(vs2_64_2)); + + vint8m2_t q8s_1 = __riscv_vmul_vv_i8m2(q8_1, s2_1, 32); + vint8m2_t q8s_2 = __riscv_vmul_vv_i8m2(q8_2, s2_2, 32); + + vint16m4_t dot1 = __riscv_vwmul_vv_i16m4(q8s_1, q2_1, 32); + vint16m4_t dot2 = __riscv_vwmul_vv_i16m4(q8s_2, q2_2, 32); + + vint32m1_t zero_vec = __riscv_vmv_v_x_i32m1(0, 1); + vint32m1_t sumv1 = __riscv_vwredsum_vs_i16m4_i32m1(dot1, zero_vec, 32); + vint32m1_t sumv2 = __riscv_vwredsum_vs_i16m4_i32m1(dot2, zero_vec, 32); + + int32_t scalar_sum1 = __riscv_vmv_x_s_i32m1_i32(sumv1); + int32_t scalar_sum2 = __riscv_vmv_x_s_i32m1_i32(sumv2); + + int16_t scale1 = 2 * ((s_packed_1 >> 28) & 0xF) + 1; + int16_t scale2 = 2 * ((s_packed_2 >> 28) & 0xF) + 1; + + sum += scalar_sum1 * scale1 + scalar_sum2 * scale2; + q2_ptr += 16; + } + sumf += sum * combined_scale; + } + *s = 0.125f * sumf; +} + +static void ggml_vec_dot_iq2_xxs_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_iq2_xxs * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; + const uint64_t * grid64 = (const uint64_t *)iq2xxs_grid; + + uint32_t shift_constants[4] = {0, 7, 14, 21}; + vuint32mf2_t v_shifts = __riscv_vle32_v_u32mf2(shift_constants, 4); + + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float combined_scale = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + + const uint8_t * GGML_RESTRICT q2_ptr = (const uint8_t *) x[i].qs; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + float sum = 0.0f; + + for (int ib32 = 0; ib32 < QK_K / 32; ib32 += 2) { + vint8m1_t q8_1 = __riscv_vle8_v_i8m1(q8, 32); q8 += 32; + vint8m1_t q8_2 = __riscv_vle8_v_i8m1(q8, 32); q8 += 32; + + vuint8mf8_t v_raw_q2_1 = __riscv_vle8_v_u8mf8(q2_ptr, 4); + vuint8mf8_t v_raw_q2_2 = __riscv_vle8_v_u8mf8(q2_ptr + 8, 4); + + vuint16mf4_t vidx_q2_1 = __riscv_vwcvtu_x_x_v_u16mf4(v_raw_q2_1, 4); + vuint16mf4_t vidx_q2_2 = __riscv_vwcvtu_x_x_v_u16mf4(v_raw_q2_2, 4); + + vidx_q2_1 = __riscv_vsll_vx_u16mf4(vidx_q2_1, 3, 4); + vidx_q2_2 = __riscv_vsll_vx_u16mf4(vidx_q2_2, 3, 4); + + uint32_t s_packed_1, s_packed_2; + memcpy(&s_packed_1, q2_ptr + 4, 4); + memcpy(&s_packed_2, q2_ptr + 12, 4); + + vuint32mf2_t v_s_1 = __riscv_vmv_v_x_u32mf2(s_packed_1, 4); + vuint32mf2_t v_s_2 = __riscv_vmv_v_x_u32mf2(s_packed_2, 4); + + v_s_1 = __riscv_vsrl_vv_u32mf2(v_s_1, v_shifts, 4); + v_s_2 = __riscv_vsrl_vv_u32mf2(v_s_2, v_shifts, 4); + + v_s_1 = __riscv_vand_vx_u32mf2(v_s_1, 127, 4); + v_s_2 = __riscv_vand_vx_u32mf2(v_s_2, 127, 4); + + // Narrow u32 -> u16 (vncvt) and Scale by 8 to get byte offsets + vuint16mf4_t vidx_s2_1 = __riscv_vsll_vx_u16mf4(__riscv_vncvt_x_x_w_u16mf4(v_s_1, 4), 3, 4); + vuint16mf4_t vidx_s2_2 = __riscv_vsll_vx_u16mf4(__riscv_vncvt_x_x_w_u16mf4(v_s_2, 4), 3, 4); + + // Load q2 values from lookup grid + vuint64m1_t vq2_64_1 = __riscv_vluxei16_v_u64m1(grid64, vidx_q2_1, 4); + vuint64m1_t vq2_64_2 = __riscv_vluxei16_v_u64m1(grid64, vidx_q2_2, 4); + vint8m1_t q2_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vreinterpret_v_u64m1_u8m1(vq2_64_1)); + vint8m1_t q2_2 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vreinterpret_v_u64m1_u8m1(vq2_64_2)); + + // Load sign values + vuint64m1_t vs2_64_1 = __riscv_vluxei16_v_u64m1(signs64, vidx_s2_1, 4); + vuint64m1_t vs2_64_2 = __riscv_vluxei16_v_u64m1(signs64, vidx_s2_2, 4); + vint8m1_t s2_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vreinterpret_v_u64m1_u8m1(vs2_64_1)); + vint8m1_t s2_2 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vreinterpret_v_u64m1_u8m1(vs2_64_2)); + + // Apply signs to q8 + vint8m1_t q8s_1 = __riscv_vmul_vv_i8m1(q8_1, s2_1, 32); + vint8m1_t q8s_2 = __riscv_vmul_vv_i8m1(q8_2, s2_2, 32); + + // multiplying q2 with q8 + vint16m2_t dot1 = __riscv_vwmul_vv_i16m2(q8s_1, q2_1, 32); + vint16m2_t dot2 = __riscv_vwmul_vv_i16m2(q8s_2, q2_2, 32); + + vint32m1_t zero_vec = __riscv_vmv_v_x_i32m1(0, 1); + vint32m1_t sumv1 = __riscv_vwredsum_vs_i16m2_i32m1(dot1, zero_vec, 32); + vint32m1_t sumv2 = __riscv_vwredsum_vs_i16m2_i32m1(dot2, zero_vec, 32); + int32_t scalar_sum1 = __riscv_vmv_x_s_i32m1_i32(sumv1); + int32_t scalar_sum2 = __riscv_vmv_x_s_i32m1_i32(sumv2); + int16_t scale1 = 2 * ((s_packed_1 >> 28) & 0xF) + 1; + int16_t scale2 = 2 * ((s_packed_2 >> 28) & 0xF) + 1; + + sum += scalar_sum1 * scale1 + scalar_sum2 * scale2; + q2_ptr += 16; + } + sumf += sum * combined_scale; + } + *s = 0.125f * sumf; +} +#endif + +void ggml_vec_dot_iq2_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 128: + ggml_vec_dot_iq2_xxs_q8_K_vl128(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq2_xxs_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq2_xxs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_iq3_s_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_iq3_s * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + + const uint64_t * grid64 = (const uint64_t *)iq3s_grid; + + // --- Pre-load Constants --- + const uint16_t qh_bit_shifts_arr[16] = { + 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15 + }; + vuint8m2_t v_sign_gather_indices = __riscv_vle8_v_u8m2(sign_gather_indices_arr, 64); + vuint8m2_t v_sign_masks = __riscv_vle8_v_u8m2(sign_bit_masks_arr, 64); + vuint16m1_t v_qh_shifts = __riscv_vle16_v_u16m1(qh_bit_shifts_arr, 16); + + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float d = GGML_CPU_FP16_TO_FP32(x[i].d); + const float combined_scale = d * y[i].d; + + const uint8_t * GGML_RESTRICT qs = x[i].qs; + const uint8_t * GGML_RESTRICT qh = x[i].qh; + const uint8_t * GGML_RESTRICT scales = x[i].scales; + const uint8_t * GGML_RESTRICT signs = x[i].signs; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + float sum_block = 0.0f; + + // Loop: Process 64 weights (16 mini-blocks of 4) per iteration + for (int ib = 0; ib < 4; ++ib) { + + vuint8mf2_t v_qs_u8 = __riscv_vle8_v_u8mf2(qs, 16); + qs += 16; + + uint16_t qh_val; + memcpy(&qh_val, qh, 2); + qh += 2; + + vuint16m1_t v_qh_val = __riscv_vmv_v_x_u16m1(qh_val, 16); + // Extract bits: (qh >> i) & 1 + v_qh_val = __riscv_vsrl_vv_u16m1(v_qh_val, v_qh_shifts, 16); + v_qh_val = __riscv_vand_vx_u16m1(v_qh_val, 1, 16); + + vuint16m1_t v_qs_u16 = __riscv_vwcvtu_x_x_v_u16m1(v_qs_u8, 16); + v_qs_u16 = __riscv_vsll_vx_u16m1(v_qs_u16, 2, 16); + v_qh_val = __riscv_vsll_vx_u16m1(v_qh_val, 10, 16); + vuint16m1_t v_grid_offsets = __riscv_vor_vv_u16m1(v_qs_u16, v_qh_val, 16); + + // Grid value is 4xuint8 + vuint32m2_t v_grid_packed = __riscv_vluxei16_v_u32m2((const uint32_t *)grid64, v_grid_offsets, 16); + vuint8m2_t v_grid_u8 = __riscv_vreinterpret_v_u32m2_u8m2(v_grid_packed); + vuint8mf4_t v_signs_raw = __riscv_vle8_v_u8mf4(signs, 8); + signs += 8; + + // Generate sign mask + vuint8m2_t v_signs_source = __riscv_vlmul_ext_v_u8mf4_u8m2(v_signs_raw); + vuint8m2_t v_signs_bcast = __riscv_vrgather_vv_u8m2(v_signs_source, v_sign_gather_indices, 64); + vuint8m2_t v_sign_bits = __riscv_vand_vv_u8m2(v_signs_bcast, v_sign_masks, 64); + vbool4_t m_negative = __riscv_vmsne_vx_u8m2_b4(v_sign_bits, 0, 64); + + vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 64); + q8 += 64; + + // Apply Signs + vint8m2_t v_q8_signed = __riscv_vrsub_vx_i8m2_mu(m_negative, v_q8, v_q8, 0, 64); + vint16m4_t v_dot = __riscv_vwmulsu_vv_i16m4(v_q8_signed, v_grid_u8, 64); + + // Reduction + vint16m2_t v_dot_lo = __riscv_vget_v_i16m4_i16m2(v_dot, 0); + vint16m2_t v_dot_hi = __riscv_vget_v_i16m4_i16m2(v_dot, 1); + vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); + + int32_t s_lo = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1(v_dot_lo, v_zero, 32)); + int32_t s_hi = __riscv_vmv_x_s_i32m1_i32(__riscv_vwredsum_vs_i16m2_i32m1(v_dot_hi, v_zero, 32)); + + // Apply sub-scales + uint8_t sc_byte = *scales++; + int sc_lo = (sc_byte & 0xF) * 2 + 1; + int sc_hi = (sc_byte >> 4) * 2 + 1; + + sum_block += s_lo * sc_lo + s_hi * sc_hi; + } + sumf += sum_block * combined_scale; + } + *s = sumf; +} +#endif + +void ggml_vec_dot_iq3_s_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_iq3_s_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq3_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq3_s_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_iq3_xxs_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_iq3_xxs * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + const int nb = n / QK_K; + + const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; + const uint32_t * grid32 = (const uint32_t *)iq3xxs_grid; + + // constants for unpacking logic + const uint32_t shifts_val[8] = {0, 7, 14, 21, 0, 7, 14, 21}; + vuint32m1_t v_shifts = __riscv_vle32_v_u32m1(shifts_val, 8); + + const uint32_t gather_idx_val[8] = {0, 0, 0, 0, 1, 1, 1, 1}; + vuint32m1_t v_gather_idx = __riscv_vle32_v_u32m1(gather_idx_val, 8); + + uint32_t aux32[2]; + float sumf = 0.0f; + + for (int i = 0; i < nb; ++i) { + const float d = GGML_CPU_FP16_TO_FP32(x[i].d) * y[i].d; + + const uint8_t * GGML_RESTRICT q3_indices = x[i].qs; + const uint8_t * GGML_RESTRICT metadata = x[i].qs + QK_K/4; + const int8_t * GGML_RESTRICT q8 = y[i].qs; + + float block_sum = 0.0f; + + for (int ib = 0; ib < QK_K / 64; ++ib) { + // Load q8 (64 bytes) + vint8m2_t v_q8 = __riscv_vle8_v_i8m2(q8, 64); + q8 += 64; + + // load of metadata via memcpy + memcpy(aux32, metadata, 2 * sizeof(uint32_t)); + metadata += 2 * sizeof(uint32_t); + + // Load q3 indices and gather magnitudes + vuint8mf2_t v_q3_idx_u8 = __riscv_vle8_v_u8mf2(q3_indices, 16); + q3_indices += 16; + + vuint16m1_t v_q3_idx_u16 = __riscv_vwmulu_vx_u16m1(v_q3_idx_u8, 4, 16); + vuint32m2_t v_q3_magnitudes_u32 = __riscv_vluxei16_v_u32m2(grid32, v_q3_idx_u16, 16); + vint8m2_t v_q3_magnitudes = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u32m2_u8m2(v_q3_magnitudes_u32)); + + // --- Unpacking of Sign Indices --- + + // 1. Load the 2 auxiliary 32-bit integers into a vector + vuint32m1_t v_aux = __riscv_vle32_v_u32m1(aux32, 2); + + // 2. Broadcast/Gather: replicate aux[0] to first 4 lanes, aux[1] to next 4 lanes + vuint32m1_t v_aux_expanded = __riscv_vrgather_vv_u32m1(v_aux, v_gather_idx, 8); + + // 3. Apply Shifts and Mask: ((val >> shift) & 127) + vuint32m1_t v_s_vals_raw = __riscv_vand_vx_u32m1(__riscv_vsrl_vv_u32m1(v_aux_expanded, v_shifts, 8), 127, 8); + + // 4. Narrow to u16 (required for vluxei index) and multiply by 8 (byte offset for u64 table) + vuint16mf2_t sign_indices_byte_offset = __riscv_vsll_vx_u16mf2(__riscv_vncvt_x_x_w_u16mf2(v_s_vals_raw, 8), 3, 8); + + // 5. Gather Signs + vuint64m2_t v_s_vals_u64 = __riscv_vluxei16_v_u64m2(signs64, sign_indices_byte_offset, 8); + vint8m2_t v_s_vals = __riscv_vreinterpret_v_u8m2_i8m2(__riscv_vreinterpret_v_u64m2_u8m2(v_s_vals_u64)); + + vint8m2_t v_q3_signed = __riscv_vmul_vv_i8m2(v_q3_magnitudes, v_s_vals, 64); + vint16m4_t v_dot = __riscv_vwmul_vv_i16m4(v_q8, v_q3_signed, 64); + + vint16m2_t v_dot_1 = __riscv_vget_v_i16m4_i16m2(v_dot, 0); + vint16m2_t v_dot_2 = __riscv_vget_v_i16m4_i16m2(v_dot, 1); + + vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, 1); + vint32m1_t v_sum_1 = __riscv_vwredsum_vs_i16m2_i32m1(v_dot_1, v_zero, 32); + vint32m1_t v_sum_2 = __riscv_vwredsum_vs_i16m2_i32m1(v_dot_2, v_zero, 32); + + int32_t sum1_i = __riscv_vmv_x_s_i32m1_i32(v_sum_1); + int32_t sum2_i = __riscv_vmv_x_s_i32m1_i32(v_sum_2); + + const float scale1_f = (float)(2 * (aux32[0] >> 28) + 1); + const float scale2_f = (float)(2 * (aux32[1] >> 28) + 1); + + block_sum += sum1_i * scale1_f + sum2_i * scale2_f; + } + + sumf += d * block_sum; + } + *s = 0.25f * sumf; +} +#endif + +void ggml_vec_dot_iq3_xxs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_iq3_xxs_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq3_xxs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq3_xxs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_iq4_nl_q8_0_vl128(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK4_NL == 0); + static_assert(QK4_NL == QK8_0, "QK4_NL and QK8_0 must be the same"); + + const block_iq4_nl * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + const int nb = n / QK4_NL; + + int ib = 0; + float sumf = 0; + + // Load the lookup table once. + const vint8m2_t values = __riscv_vle8_v_i8m2(kvalues_iq4nl, 16); + int acc1, acc2; + + // We process 2 blocks at once. + for (; ib + 1 < nb; ib += 2) { + // Weights and activations. + vuint8m1_t iq4_packed1 = __riscv_vle8_v_u8m1(x[ib + 0].qs, 16); + vint8m2_t q8b1 = __riscv_vle8_v_i8m2(y[ib + 0].qs, 32); + vuint8m1_t iq4_packed2 = __riscv_vle8_v_u8m1(x[ib + 1].qs, 16); + vint8m2_t q8b2 = __riscv_vle8_v_i8m2(y[ib + 1].qs, 32); + + // Unpack the weight blocks. + vuint8m2_t iq4bits1; + iq4bits1 = __riscv_vset_v_u8m1_u8m2(iq4bits1, 0, __riscv_vand_vx_u8m1(iq4_packed1, 0xf, 16)); + iq4bits1 = __riscv_vset_v_u8m1_u8m2(iq4bits1, 1, __riscv_vsrl_vx_u8m1(iq4_packed1, 4, 16)); + vuint8m2_t iq4bits2; + iq4bits2 = __riscv_vset_v_u8m1_u8m2(iq4bits2, 0, __riscv_vand_vx_u8m1(iq4_packed2, 0xf, 16)); + iq4bits2 = __riscv_vset_v_u8m1_u8m2(iq4bits2, 1, __riscv_vsrl_vx_u8m1(iq4_packed2, 4, 16)); + + // Gather values from the lookup table. + vint8m2_t iq4b1 = __riscv_vrgather_vv_i8m2(values, iq4bits1, 32); + vint8m2_t iq4b2 = __riscv_vrgather_vv_i8m2(values, iq4bits2, 32); + + // Accumulation. + vint16m4_t sum1 = __riscv_vwmul_vv_i16m4(q8b1, iq4b1, 32); + vint16m4_t sum2 = __riscv_vwmul_vv_i16m4(q8b2, iq4b2, 32); + __riscv_vse32_v_i32m1(&acc1,__riscv_vwredsum_vs_i16m4_i32m1(sum1, __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + __riscv_vse32_v_i32m1(&acc2,__riscv_vwredsum_vs_i16m4_i32m1(sum2, __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + sumf += ((GGML_CPU_FP16_TO_FP32(x[ib + 0].d) * GGML_CPU_FP16_TO_FP32(y[ib + 0].d) * acc1)); + sumf += ((GGML_CPU_FP16_TO_FP32(x[ib + 1].d) * GGML_CPU_FP16_TO_FP32(y[ib + 1].d) * acc2)); + } + + *s = sumf; +} + +static void ggml_vec_dot_iq4_nl_q8_0_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK4_NL == 0); + static_assert(QK4_NL == QK8_0, "QK4_NL and QK8_0 must be the same"); + + const block_iq4_nl * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + const int nb = n / QK4_NL; + + int ib = 0; + float sumf = 0; + + // Load the lookup table once. + const vint8mf2_t values = __riscv_vle8_v_i8mf2(kvalues_iq4nl, 16); + int acc1, acc2; + + // We process 2 blocks at once. + for (; ib + 1 < nb; ib += 2) { + // Weights and activations. + vuint8mf2_t iq4_packed1 = __riscv_vle8_v_u8mf2(x[ib + 0].qs, 16); + vint8mf2_t q8b_lo1 = __riscv_vle8_v_i8mf2(y[ib + 0].qs, 16); + vint8mf2_t q8b_hi1 = __riscv_vle8_v_i8mf2(y[ib + 0].qs + 16, 16); + vuint8mf2_t iq4_packed2 = __riscv_vle8_v_u8mf2(x[ib + 1].qs, 16); + vint8mf2_t q8b_lo2 = __riscv_vle8_v_i8mf2(y[ib + 1].qs, 16); + vint8mf2_t q8b_hi2 = __riscv_vle8_v_i8mf2(y[ib + 1].qs + 16, 16); + + // Unpack the weight blocks. + vuint8mf2_t iq4bits_lo1 = __riscv_vand_vx_u8mf2(iq4_packed1, 0xf, 16); + vuint8mf2_t iq4bits_hi1 = __riscv_vsrl_vx_u8mf2(iq4_packed1, 4, 16); + vuint8mf2_t iq4bits_lo2 = __riscv_vand_vx_u8mf2(iq4_packed2, 0xf, 16); + vuint8mf2_t iq4bits_hi2 = __riscv_vsrl_vx_u8mf2(iq4_packed2, 4, 16); + + // Gather values from the lookup table. + vint8mf2_t iq4b_lo1 = __riscv_vrgather_vv_i8mf2(values, iq4bits_lo1, 16); + vint8mf2_t iq4b_hi1 = __riscv_vrgather_vv_i8mf2(values, iq4bits_hi1, 16); + vint8mf2_t iq4b_lo2 = __riscv_vrgather_vv_i8mf2(values, iq4bits_lo2, 16); + vint8mf2_t iq4b_hi2 = __riscv_vrgather_vv_i8mf2(values, iq4bits_hi2, 16); + + // Accumulation. + vint16m1_t sum1 = __riscv_vwmul_vv_i16m1(q8b_lo1, iq4b_lo1, 16); + sum1 = __riscv_vwmacc_vv_i16m1(sum1, q8b_hi1, iq4b_hi1, 16); + vint16m1_t sum2 = __riscv_vwmul_vv_i16m1(q8b_lo2, iq4b_lo2, 16); + sum2 = __riscv_vwmacc_vv_i16m1(sum2, q8b_hi2, iq4b_hi2, 16); + __riscv_vse32_v_i32m1(&acc1,__riscv_vwredsum_vs_i16m1_i32m1(sum1, __riscv_vmv_v_x_i32m1(0, 1), 16), 1); + __riscv_vse32_v_i32m1(&acc2,__riscv_vwredsum_vs_i16m1_i32m1(sum2, __riscv_vmv_v_x_i32m1(0, 1), 16), 1); + sumf += ((GGML_CPU_FP16_TO_FP32(x[ib + 0].d) * GGML_CPU_FP16_TO_FP32(y[ib + 0].d) * acc1)); + sumf += ((GGML_CPU_FP16_TO_FP32(x[ib + 1].d) * GGML_CPU_FP16_TO_FP32(y[ib + 1].d) * acc2)); + } + + *s = sumf; +} +#endif + +void ggml_vec_dot_iq4_nl_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 128: + ggml_vec_dot_iq4_nl_q8_0_vl128(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq4_nl_q8_0_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq4_nl_q8_0_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_iq4_xs_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK_K == 0); + + const block_iq4_xs * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + + const vint8m4_t values = __riscv_vle8_v_i8m4(kvalues_iq4nl, 16); + float sumf = 0; + int acc[4]; + + // Indices for re-ordering IQ4 data. + uint64_t index[16] = { + 0, 1, 8, 9, + 2, 3, 10, 11, + 4, 5,12, 13, + 6, 7, 14, 15, + }; + vuint64m4_t i_vec = __riscv_vle64_v_u64m4(index, 16); + + for (int ibl = 0; ibl < nb; ++ibl) { + const int8_t * q8 = y[ibl].qs; + const uint8_t * iq4 = x[ibl].qs; + uint16_t h = x[ibl].scales_h; + + int sumi1 = 0, sumi2 = 0, sumi3 = 0, sumi4 = 0; + + for (int ib = 0; ib < QK_K / 128; ++ib) { + // Weights and activations. + vuint8m2_t iq4_packed = __riscv_vle8_v_u8m2(iq4, 64); + vint8m4_t q8b = __riscv_vle8_v_i8m4(q8, 128); + iq4 += 64; + q8 += 128; + + // Unpack the weight blocks. + vuint8m2_t iq4bits_lo = __riscv_vand_vx_u8m2(iq4_packed, 0xf, 64); + vuint8m2_t iq4bits_hi = __riscv_vsrl_vx_u8m2(iq4_packed, 4, 64); + vuint8m4_t iq4bits; + iq4bits = __riscv_vset_v_u8m2_u8m4(iq4bits, 0, iq4bits_lo); + iq4bits = __riscv_vset_v_u8m2_u8m4(iq4bits, 1, iq4bits_hi); + vuint8m4_t iq4bits_reorder = __riscv_vreinterpret_v_u64m4_u8m4(__riscv_vrgather_vv_u64m4(__riscv_vreinterpret_v_u8m4_u64m4(iq4bits), i_vec, 16)); + vint8m4_t iq4b = __riscv_vrgather_vv_i8m4(values, iq4bits_reorder, 128); + + // Multiply with activations. + vint16m8_t prod = __riscv_vwmul_vv_i16m8(iq4b, q8b, 128); + + // Reduce separately. + __riscv_vse32_v_i32m1(&acc[0],__riscv_vwredsum_vs_i16m2_i32m1(__riscv_vget_v_i16m8_i16m2(prod, 0), __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + __riscv_vse32_v_i32m1(&acc[1],__riscv_vwredsum_vs_i16m2_i32m1(__riscv_vget_v_i16m8_i16m2(prod, 1), __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + __riscv_vse32_v_i32m1(&acc[2],__riscv_vwredsum_vs_i16m2_i32m1(__riscv_vget_v_i16m8_i16m2(prod, 2), __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + __riscv_vse32_v_i32m1(&acc[3],__riscv_vwredsum_vs_i16m2_i32m1(__riscv_vget_v_i16m8_i16m2(prod, 3), __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + + int ls1 = ((x[ibl].scales_l[ib * 2 + 0] & 0xf) | ((h << 4) & 0x30)) - 32; + int ls2 = ((x[ibl].scales_l[ib * 2 + 0] >> 4) | ((h << 2) & 0x30)) - 32; + int ls3 = ((x[ibl].scales_l[ib * 2 + 1] & 0xf) | ((h << 0) & 0x30)) - 32; + int ls4 = ((x[ibl].scales_l[ib * 2 + 1] >> 4) | ((h >> 2) & 0x30)) - 32; + h >>= 8; + + sumi1 += acc[0] * ls1; + sumi2 += acc[1] * ls2; + sumi3 += acc[2] * ls3; + sumi4 += acc[3] * ls4; + } + + sumf += GGML_CPU_FP16_TO_FP32(x[ibl].d) * y[ibl].d * (sumi1 + sumi2 + sumi3 + sumi4); + } + + *s = sumf; +} +#endif + +void ggml_vec_dot_iq4_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_iq4_xs_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_iq4_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_iq4_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_tq1_0_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_tq1_0 * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + + float sumf = 0.0f; + uint8_t pow[16] = {1, 1, 1, 1, 3, 3, 3, 3, 9, 9, 9, 9, 27, 27, 27, 27}; + + for (int i = 0; i < nb; i++) { + // First loop. + vint32m4_t suml1; + { + const int vl = 32; + vuint8m1_t tq = __riscv_vle8_v_u8m1(x[i].qs, vl); + + vuint16m2_t tq0 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(tq, 3, vl), 8, vl); + vuint16m2_t tq1 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 3, vl), 3, vl), 8, vl); + vuint16m2_t tq2 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 9, vl), 3, vl), 8, vl); + vuint16m2_t tq3 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 27, vl), 3, vl), 8, vl); + vuint16m2_t tq4 = __riscv_vsrl_vx_u16m2(__riscv_vwmulu_vx_u16m2(__riscv_vmul_vx_u8m1(tq, 81, vl), 3, vl), 8, vl); + + vint16m2_t q80 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 0, vl), vl); + vint16m2_t q81 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 32, vl), vl); + vint16m2_t q82 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 64, vl), vl); + vint16m2_t q83 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 96, vl), vl); + vint16m2_t q84 = __riscv_vwcvt_x_x_v_i16m2(__riscv_vle8_v_i8m1(y[i].qs + 128, vl), vl); + + vint16m2_t sum0 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq0, 1, vl)), q80, vl); + vint16m2_t sum1 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq1, 1, vl)), q81, vl); + vint16m2_t sum2 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq2, 1, vl)), q82, vl); + vint16m2_t sum3 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq3, 1, vl)), q83, vl); + vint16m2_t sum4 = __riscv_vmul_vv_i16m2(__riscv_vreinterpret_v_u16m2_i16m2(__riscv_vsub_vx_u16m2(tq4, 1, vl)), q84, vl); + + vint32m4_t sumi0 = __riscv_vwadd_vv_i32m4(sum0, sum1, vl); + vint32m4_t sumi1 = __riscv_vwadd_vv_i32m4(sum2, sum3, vl); + suml1 = __riscv_vadd_vv_i32m4(__riscv_vwcvt_x_x_v_i32m4(sum4, vl), __riscv_vadd_vv_i32m4(sumi0, sumi1, vl), vl); + } + + // Second loop. + vint32m2_t suml2; + { + const int vl = 16; + vuint8mf2_t tq = __riscv_vle8_v_u8mf2(x[i].qs + 32, vl); + + vuint16m1_t tq0 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(tq, 3 * 1, vl), 8, vl); + vuint16m1_t tq1 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 3, vl), 3, vl), 8, vl); + vuint16m1_t tq2 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 9, vl), 3, vl), 8, vl); + vuint16m1_t tq3 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 27, vl), 3, vl), 8, vl); + vuint16m1_t tq4 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vx_u8mf2(tq, 81, vl), 3, vl), 8, vl); + + vint16m1_t q80 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 160, vl), vl); + vint16m1_t q81 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 176, vl), vl); + vint16m1_t q82 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 192, vl), vl); + vint16m1_t q83 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 208, vl), vl); + vint16m1_t q84 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 224, vl), vl); + + vint16m1_t sum0 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq0, 1, vl)), q80, vl); + vint16m1_t sum1 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq1, 1, vl)), q81, vl); + vint16m1_t sum2 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq2, 1, vl)), q82, vl); + vint16m1_t sum3 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq3, 1, vl)), q83, vl); + vint16m1_t sum4 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq4, 1, vl)), q84, vl); + + vint32m2_t sumi0 = __riscv_vwadd_vv_i32m2(sum0, sum1, vl); + vint32m2_t sumi1 = __riscv_vwadd_vv_i32m2(sum2, sum3, vl); + suml2 = __riscv_vadd_vv_i32m2(__riscv_vwcvt_x_x_v_i32m2(sum4, vl), __riscv_vadd_vv_i32m2(sumi0, sumi1, vl), vl); + } + + // Third loop. + vint32m2_t suml3; + { + const int vl = 16; + + uint32_t qh; + memcpy(&qh, &x[i].qh[0], 4); + // Prevent fusion with vmv. + __asm__ __volatile__("" : "+r"(qh)); + vuint8mf2_t tq = __riscv_vreinterpret_v_u32mf2_u8mf2(__riscv_vmv_v_x_u32mf2(qh, vl / 4)); + + vuint8mf2_t p = __riscv_vle8_v_u8mf2(pow, vl); + + vuint16m1_t tq0 = __riscv_vsrl_vx_u16m1(__riscv_vwmulu_vx_u16m1(__riscv_vmul_vv_u8mf2(tq, p, vl), 3, vl), 8, vl); + + vint16m1_t q80 = __riscv_vwcvt_x_x_v_i16m1(__riscv_vle8_v_i8mf2(y[i].qs + 240, vl), vl); + + vint16m1_t sum0 = __riscv_vmul_vv_i16m1(__riscv_vreinterpret_v_u16m1_i16m1(__riscv_vsub_vx_u16m1(tq0, 1, vl)), q80, vl); + suml3 = __riscv_vwcvt_x_x_v_i32m2(sum0, vl); + } + + vint32m2_t sumb = __riscv_vadd_vv_i32m2(__riscv_vget_v_i32m4_i32m2(suml1, 0), __riscv_vget_v_i32m4_i32m2(suml1, 1), 16); + sumb = __riscv_vadd_vv_i32m2(sumb, suml2, 16); + sumb = __riscv_vadd_vv_i32m2(sumb, suml3, 16); + + vint32m1_t sum = __riscv_vredsum_vs_i32m2_i32m1(sumb, __riscv_vmv_v_x_i32m1(0, 1), 16); + sumf += __riscv_vmv_x_s_i32m1_i32(sum) * y[i].d * GGML_CPU_FP16_TO_FP32(x[i].d); + } + + *s = sumf; +} +#endif + +void ggml_vec_dot_tq1_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_tq1_0_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_tq1_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_tq1_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_tq2_0_q8_K_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(n % QK_K == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_tq2_0 * GGML_RESTRICT x = vx; + const block_q8_K * GGML_RESTRICT y = vy; + + const int nb = n / QK_K; + + float sumf = 0.0f; + for (int i = 0; i < nb; ++i) { + int32_t sumi = 0; + + for (size_t j = 0; j < sizeof(x[0].qs); j += 32) { + const int8_t * py0 = &y[i].qs[j * 4 + 0 * 32]; + const int8_t * py1 = &y[i].qs[j * 4 + 1 * 32]; + const int8_t * py2 = &y[i].qs[j * 4 + 2 * 32]; + const int8_t * py3 = &y[i].qs[j * 4 + 3 * 32]; + const uint8_t* px = &x[i].qs[j]; + + size_t vlmax_16m2 = __riscv_vsetvl_e16m2(32); + vint16m2_t vacc16 = __riscv_vmv_v_x_i16m2(0, vlmax_16m2); + + size_t vl = __riscv_vsetvl_e8m1(32); + + vuint8m1_t vx_u8 = __riscv_vle8_v_u8m1(px, vl); + + vint8m1_t vy0 = __riscv_vle8_v_i8m1(py0 , vl); + vint8m1_t vy1 = __riscv_vle8_v_i8m1(py1, vl); + vint8m1_t vy2 = __riscv_vle8_v_i8m1(py2, vl); + vint8m1_t vy3 = __riscv_vle8_v_i8m1(py3, vl); + + // l=0 (bits 1:0) + vuint8m1_t t0 = __riscv_vand_vx_u8m1(vx_u8, 0x03, vl); + vint8m1_t vq0 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t0), 1, vl); + + // l=1 (bits 3:2) + vuint8m1_t t1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(vx_u8, 2, vl), 0x03, vl); + vint8m1_t vq1 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t1), 1, vl); + + // l=2 (bits 5:4) + vuint8m1_t t2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(vx_u8, 4, vl), 0x03, vl); + vint8m1_t vq2 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t2), 1, vl); + + // l=3 (bits 7:6) + vuint8m1_t t3 = __riscv_vsrl_vx_u8m1(vx_u8, 6, vl); // No final AND needed as vsrl shifts in zeros + vint8m1_t vq3 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(t3), 1, vl); + + // 4. Multiply and accumulate + vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq0, vy0, vl); + vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq1, vy1, vl); + vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq2, vy2, vl); + vacc16 = __riscv_vwmacc_vv_i16m2(vacc16, vq3, vy3, vl); + + vlmax_16m2 = __riscv_vsetvl_e16m2(32); + vint32m1_t vzero32 = __riscv_vmv_v_x_i32m1(0, 1); + vint32m1_t vred32 = __riscv_vwredsum_vs_i16m2_i32m1(vacc16, vzero32, vlmax_16m2); + + sumi += __riscv_vmv_x_s_i32m1_i32(vred32); + } + const float d = y[i].d * GGML_CPU_FP16_TO_FP32(x[i].d); + sumf += (float)sumi * d; + } + + *s = sumf; +} +#endif + +void ggml_vec_dot_tq2_0_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 256: + ggml_vec_dot_tq2_0_q8_K_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_tq2_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_tq2_0_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} + +#if defined __riscv_v_intrinsic +static void ggml_vec_dot_mxfp4_q8_0_vl128(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK_MXFP4 == 0); + static_assert(QK_MXFP4 == QK8_0, "QK_MXFP4 and QK8_0 must be the same"); + + const block_mxfp4 * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + const int nb = n / QK_MXFP4; + + int ib = 0; + float sumf = 0; + + // Load the lookup table once. + const vint8m2_t values = __riscv_vle8_v_i8m2(kvalues_mxfp4, 16); + int acc1, acc2; + + // We process 2 blocks at once. + for (; ib + 1 < nb; ib += 2) { + // Weights and activations. + vuint8m1_t mx_packed1 = __riscv_vle8_v_u8m1(x[ib + 0].qs, 16); + vint8m2_t q8b1 = __riscv_vle8_v_i8m2(y[ib + 0].qs, 32); + vuint8m1_t mx_packed2 = __riscv_vle8_v_u8m1(x[ib + 1].qs, 16); + vint8m2_t q8b2 = __riscv_vle8_v_i8m2(y[ib + 1].qs, 32); + + // Unpack the weight blocks. + vuint8m2_t mxbits1; + mxbits1 = __riscv_vset_v_u8m1_u8m2(mxbits1, 0, __riscv_vand_vx_u8m1(mx_packed1, 0xf, 16)); + mxbits1 = __riscv_vset_v_u8m1_u8m2(mxbits1, 1, __riscv_vsrl_vx_u8m1(mx_packed1, 4, 16)); + vuint8m2_t mxbits2; + mxbits2 = __riscv_vset_v_u8m1_u8m2(mxbits2, 0, __riscv_vand_vx_u8m1(mx_packed2, 0xf, 16)); + mxbits2 = __riscv_vset_v_u8m1_u8m2(mxbits2, 1, __riscv_vsrl_vx_u8m1(mx_packed2, 4, 16)); + + // Gather values from the lookup table. + vint8m2_t mxb1 = __riscv_vrgather_vv_i8m2(values, mxbits1, 32); + vint8m2_t mxb2 = __riscv_vrgather_vv_i8m2(values, mxbits2, 32); + + // Accumulation. + vint16m4_t sum1 = __riscv_vwmul_vv_i16m4(q8b1, mxb1, 32); + vint16m4_t sum2 = __riscv_vwmul_vv_i16m4(q8b2, mxb2, 32); + __riscv_vse32_v_i32m1(&acc1,__riscv_vwredsum_vs_i16m4_i32m1(sum1, __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + __riscv_vse32_v_i32m1(&acc2,__riscv_vwredsum_vs_i16m4_i32m1(sum2, __riscv_vmv_v_x_i32m1(0, 1), 32), 1); + sumf += ((GGML_E8M0_TO_FP32_HALF(x[ib + 0].e) * GGML_CPU_FP16_TO_FP32(y[ib + 0].d) * acc1)); + sumf += ((GGML_E8M0_TO_FP32_HALF(x[ib + 1].e) * GGML_CPU_FP16_TO_FP32(y[ib + 1].d) * acc2)); + } + + *s = sumf; +} + +static void ggml_vec_dot_mxfp4_q8_0_vl256(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK_MXFP4 == 0); + static_assert(QK_MXFP4 == QK8_0, "QK_MXFP4 and QK8_0 must be the same"); + + const block_mxfp4 * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + const int nb = n / QK_MXFP4; + + int ib = 0; + float sumf = 0; + + // Load the lookup table once. + const vint8mf2_t values = __riscv_vle8_v_i8mf2(kvalues_mxfp4, 16); + int acc1, acc2; + + // We process 2 blocks at once. + for (; ib + 1 < nb; ib+=2) { + // Weights and activations. + vuint8mf2_t mx_packed1 = __riscv_vle8_v_u8mf2(x[ib + 0].qs, 16); + vint8mf2_t q8b_lo1 = __riscv_vle8_v_i8mf2(y[ib + 0].qs, 16); + vint8mf2_t q8b_hi1 = __riscv_vle8_v_i8mf2(y[ib + 0].qs + 16, 16); + vuint8mf2_t mx_packed2 = __riscv_vle8_v_u8mf2(x[ib + 1].qs, 16); + vint8mf2_t q8b_lo2 = __riscv_vle8_v_i8mf2(y[ib + 1].qs, 16); + vint8mf2_t q8b_hi2 = __riscv_vle8_v_i8mf2(y[ib + 1].qs + 16, 16); + + // Unpack the weight blocks. + vuint8mf2_t mxbits_lo1 = __riscv_vand_vx_u8mf2(mx_packed1, 0xf, 16); + vuint8mf2_t mxbits_hi1 = __riscv_vsrl_vx_u8mf2(mx_packed1, 4, 16); + vuint8mf2_t mxbits_lo2 = __riscv_vand_vx_u8mf2(mx_packed2, 0xf, 16); + vuint8mf2_t mxbits_hi2 = __riscv_vsrl_vx_u8mf2(mx_packed2, 4, 16); + + // Gather values from the lookup table. + vint8mf2_t mxb_lo1 = __riscv_vrgather_vv_i8mf2(values, mxbits_lo1, 16); + vint8mf2_t mxb_hi1 = __riscv_vrgather_vv_i8mf2(values, mxbits_hi1, 16); + vint8mf2_t mxb_lo2 = __riscv_vrgather_vv_i8mf2(values, mxbits_lo2, 16); + vint8mf2_t mxb_hi2 = __riscv_vrgather_vv_i8mf2(values, mxbits_hi2, 16); + + // Accumulation. + vint16m1_t sum1 = __riscv_vwmul_vv_i16m1(q8b_lo1, mxb_lo1, 16); + sum1 = __riscv_vwmacc_vv_i16m1(sum1, q8b_hi1, mxb_hi1, 16); + vint16m1_t sum2 = __riscv_vwmul_vv_i16m1(q8b_lo2, mxb_lo2, 16); + sum2 = __riscv_vwmacc_vv_i16m1(sum2, q8b_hi2, mxb_hi2, 16); + __riscv_vse32_v_i32m1(&acc1,__riscv_vwredsum_vs_i16m1_i32m1(sum1, __riscv_vmv_v_x_i32m1(0, 1), 16), 1); + __riscv_vse32_v_i32m1(&acc2,__riscv_vwredsum_vs_i16m1_i32m1(sum2, __riscv_vmv_v_x_i32m1(0, 1), 16), 1); + sumf += ((GGML_E8M0_TO_FP32_HALF(x[ib + 0].e) * GGML_CPU_FP16_TO_FP32(y[ib + 0].d) * acc1)); + sumf += ((GGML_E8M0_TO_FP32_HALF(x[ib + 1].e) * GGML_CPU_FP16_TO_FP32(y[ib + 1].d) * acc2)); + } + + *s = sumf; +} +#endif + +void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { +#if defined __riscv_v_intrinsic + switch (__riscv_vlenb() * 8) { + case 128: + ggml_vec_dot_mxfp4_q8_0_vl128(n, s, bs, vx, bx, vy, by, nrc); + break; + default: + ggml_vec_dot_mxfp4_q8_0_vl256(n, s, bs, vx, bx, vy, by, nrc); + break; + } +#else + ggml_vec_dot_mxfp4_q8_0_generic(n, s, bs, vx, bx, vy, by, nrc); +#endif +} diff --git a/ggml/src/ggml-cpu/arch/riscv/repack.cpp b/ggml/src/ggml-cpu/arch/riscv/repack.cpp index 2a35ff9ad8..c37488cae5 100644 --- a/ggml/src/ggml-cpu/arch/riscv/repack.cpp +++ b/ggml/src/ggml-cpu/arch/riscv/repack.cpp @@ -24,6 +24,93 @@ #define UNUSED GGML_UNUSED +void ggml_quantize_mat_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { + assert(QK8_0 == 32); + assert(k % QK8_0 == 0); + const int nb = k / QK8_0; + +#if defined(__riscv_v_intrinsic) + block_q8_0x4 * GGML_RESTRICT y = (block_q8_0x4 *) vy; + const size_t vl_calc = __riscv_vsetvl_e32m8(QK8_0); + const size_t vl_save = __riscv_vsetvl_e64m2(4); + vfloat32m1_t v_scalar_zero = __riscv_vfmv_s_f_f32m1(0.0f, __riscv_vsetvl_e32m1(1)); + + for (int i = 0; i < nb; i++) { + const float *x_block_base = x + i * QK8_0; + vint8m2_t q_r0, q_r1, q_r2, q_r3; + { + vfloat32m8_t v_src = __riscv_vle32_v_f32m8(x_block_base + 0 * k, vl_calc); + vfloat32m8_t v_abs = __riscv_vfabs_v_f32m8(v_src, vl_calc); + vfloat32m1_t v_max = __riscv_vfredmax_vs_f32m8_f32m1(v_abs, v_scalar_zero, vl_calc); + float amax = __riscv_vfmv_f_s_f32m1_f32(v_max); + + float d = amax / 127.0f; + y[i].d[0] = GGML_CPU_FP32_TO_FP16(d); + + float id = d ? 1.0f / d : 0.0f; + vfloat32m8_t v_scaled = __riscv_vfmul_vf_f32m8(v_src, id, vl_calc); + vint16m4_t v_i16 = __riscv_vfncvt_x_f_w_i16m4_rm(v_scaled, 4, vl_calc); + q_r0 = __riscv_vncvt_x_x_w_i8m2(v_i16, vl_calc); + } + asm volatile ("" ::: "memory"); + + { + vfloat32m8_t v_src = __riscv_vle32_v_f32m8(x_block_base + 1 * k, vl_calc); + vfloat32m8_t v_abs = __riscv_vfabs_v_f32m8(v_src, vl_calc); + vfloat32m1_t v_max = __riscv_vfredmax_vs_f32m8_f32m1(v_abs, v_scalar_zero, vl_calc); + float amax = __riscv_vfmv_f_s_f32m1_f32(v_max); + + float d = amax / 127.0f; + y[i].d[1] = GGML_CPU_FP32_TO_FP16(d); + float id = d ? 1.0f / d : 0.0f; + + vfloat32m8_t v_scaled = __riscv_vfmul_vf_f32m8(v_src, id, vl_calc); + vint16m4_t v_i16 = __riscv_vfncvt_x_f_w_i16m4_rm(v_scaled, 4, vl_calc); + q_r1 = __riscv_vncvt_x_x_w_i8m2(v_i16, vl_calc); + } + asm volatile ("" ::: "memory"); + { + vfloat32m8_t v_src = __riscv_vle32_v_f32m8(x_block_base + 2 * k, vl_calc); + vfloat32m8_t v_abs = __riscv_vfabs_v_f32m8(v_src, vl_calc); + vfloat32m1_t v_max = __riscv_vfredmax_vs_f32m8_f32m1(v_abs, v_scalar_zero, vl_calc); + float amax = __riscv_vfmv_f_s_f32m1_f32(v_max); + + float d = amax / 127.0f; + y[i].d[2] = GGML_CPU_FP32_TO_FP16(d); + float id = d ? 1.0f / d : 0.0f; + + vfloat32m8_t v_scaled = __riscv_vfmul_vf_f32m8(v_src, id, vl_calc); + vint16m4_t v_i16 = __riscv_vfncvt_x_f_w_i16m4_rm(v_scaled, 4, vl_calc); + q_r2 = __riscv_vncvt_x_x_w_i8m2(v_i16, vl_calc); + } + asm volatile ("" ::: "memory"); + { + vfloat32m8_t v_src = __riscv_vle32_v_f32m8(x_block_base + 3 * k, vl_calc); + vfloat32m8_t v_abs = __riscv_vfabs_v_f32m8(v_src, vl_calc); + vfloat32m1_t v_max = __riscv_vfredmax_vs_f32m8_f32m1(v_abs, v_scalar_zero, vl_calc); + float amax = __riscv_vfmv_f_s_f32m1_f32(v_max); + + float d = amax / 127.0f; + y[i].d[3] = GGML_CPU_FP32_TO_FP16(d); + float id = d ? 1.0f / d : 0.0f; + + vfloat32m8_t v_scaled = __riscv_vfmul_vf_f32m8(v_src, id, vl_calc); + vint16m4_t v_i16 = __riscv_vfncvt_x_f_w_i16m4_rm(v_scaled, 4, vl_calc); + q_r3 = __riscv_vncvt_x_x_w_i8m2(v_i16, vl_calc); + } + vint64m2_t v_q64_r0 = __riscv_vreinterpret_v_i8m2_i64m2(q_r0); + vint64m2_t v_q64_r1 = __riscv_vreinterpret_v_i8m2_i64m2(q_r1); + vint64m2_t v_q64_r2 = __riscv_vreinterpret_v_i8m2_i64m2(q_r2); + vint64m2_t v_q64_r3 = __riscv_vreinterpret_v_i8m2_i64m2(q_r3); + vint64m2x4_t v_quant_tuple = __riscv_vcreate_v_i64m2x4(v_q64_r0, v_q64_r1, v_q64_r2, v_q64_r3); + __riscv_vsseg4e64_v_i64m2x4((int64_t*)y[i].qs, v_quant_tuple, vl_save); + } +#else + UNUSED(nb); + ggml_quantize_mat_q8_0_4x8_generic(x, vy, k); +#endif +} + void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { const int qk = QK8_0; const int nb = n / qk; @@ -115,6 +202,471 @@ void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo ggml_gemv_q4_0_8x8_q8_0_generic(n, s, bs, vx, vy, nr, nc); } +#if defined __riscv_zvfh +void ggml_gemv_q4_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x16 * b_ptr = (const block_q4_0x16 *) vx + (x * nb); + + // 1x16 Accumulator + vfloat32m2_t sumf = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 1x16 Integer Accumulator + vint16m1_t sumi_0_lo_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_0_hi_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK4_0 / 2; i++) { + // Load `b_ptr`. + const vint8mf2_t b_0_packed = __riscv_vle8_v_i8mf2((const int8_t *)&b_ptr[l].qs[i * 16], 16); + const vint8mf2_t b_0_lo = __riscv_vsra_vx_i8mf2(__riscv_vsll_vx_i8mf2(b_0_packed, 4, 16), 4, 16); + const vint8mf2_t b_0_hi = __riscv_vsra_vx_i8mf2(b_0_packed, 4, 16); + + sumi_0_lo_16 = __riscv_vwmacc_vx_i16m1(sumi_0_lo_16, a_ptr[l].qs[i], b_0_lo, 16); + sumi_0_hi_16 = __riscv_vwmacc_vx_i16m1(sumi_0_hi_16, a_ptr[l].qs[16 + i], b_0_hi, 16); + } + + const vint32m2_t sumi = __riscv_vwadd_vv_i32m2(sumi_0_lo_16, sumi_0_hi_16, 16); + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d, 16); + + sumf = __riscv_vfmacc_vv_f32m2(sumf, __riscv_vfcvt_f_x_v_f32m2(sumi, 16), d_0, 16); + } + + __riscv_vse32_v_f32m2(s + x * 16, sumf, 16); + } +} + +void ggml_gemv_q4_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK_K; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + const block_q8_K * a_ptr = (const block_q8_K *) vy; + + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx16 * b_ptr = (const block_q4_Kx16 *) vx + (x * nb); + + // 1x16 Accumulator + vfloat32m2_t sumf = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + vint32m2_t sumi = __riscv_vmv_v_x_i32m2(0, 16); + + // Load `dmin`. + const vfloat32m2_t dmins_d = __riscv_vfmul_vf_f32m2( + __riscv_vfwcvt_f_f_v_f32m2(__riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].dmin, 16), 16), a_ptr[l].d, 16); + + // We process 4 sub-blocks at once. + for (int j = 0; j < QK_K / 128; j++) { + // Extract the scales and the mins. + // + // Low bits. + vuint8m2_t scales_mins_lo = __riscv_vle8_v_u8m2(&b_ptr[l].scales[j * 64], 64); + vuint8m2_t scales_lo = __riscv_vand_vx_u8m2(scales_mins_lo, 0x0F, 64); + vuint8m2_t mins_lo = __riscv_vsrl_vx_u8m2(scales_mins_lo, 4, 64); + + // High bits. + vuint8m2_t scales_mins_hi = __riscv_vle8_v_u8m2(&b_ptr[l].scales[128], 64); + vuint8m2_t scales_hi; + vuint8m2_t mins_hi; + if (!j) { + scales_hi = __riscv_vsll_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0x03, 64), 4, 64); + mins_hi = __riscv_vsll_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0x0C, 64), 2, 64); + } else { + scales_hi = __riscv_vand_vx_u8m2(scales_mins_hi, 0x30, 64); + mins_hi = __riscv_vsrl_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0xC0, 64), 2, 64); + } + vuint16m4_t scales = __riscv_vzext_vf2_u16m4(__riscv_vor_vv_u8m2(scales_hi, scales_lo, 64), 64); + vint16m4_t mins = __riscv_vreinterpret_v_u16m4_i16m4(__riscv_vzext_vf2_u16m4(__riscv_vor_vv_u8m2(mins_hi, mins_lo, 64), 64)); + + // Reduce the mins and multiply with `dmin`. + // + // Correct in `sumf`. + vint32m2_t bsums = __riscv_vmv_v_x_i32m2(0, 16); + bsums = __riscv_vwmacc_vx_i32m2(bsums, a_ptr[l].bsums[j * 8] + a_ptr[l].bsums[j * 8 + 1], __riscv_vget_v_i16m4_i16m1(mins, 0), 16); + bsums = __riscv_vwmacc_vx_i32m2(bsums, a_ptr[l].bsums[j * 8 + 2] + a_ptr[l].bsums[j * 8 + 3], __riscv_vget_v_i16m4_i16m1(mins, 1), 16); + bsums = __riscv_vwmacc_vx_i32m2(bsums, a_ptr[l].bsums[j * 8 + 4] + a_ptr[l].bsums[j * 8 + 5], __riscv_vget_v_i16m4_i16m1(mins, 2), 16); + bsums = __riscv_vwmacc_vx_i32m2(bsums, a_ptr[l].bsums[j * 8 + 6] + a_ptr[l].bsums[j * 8 + 7], __riscv_vget_v_i16m4_i16m1(mins, 3), 16); + + sumf = __riscv_vfsub_vv_f32m2(sumf, __riscv_vfmul_vv_f32m2(dmins_d, __riscv_vfcvt_f_x_v_f32m2(bsums, 16), 16), 16); + + // Accumulation for 2 sub-blocks. + // + // This might overflow, so we accumulate in two steps. + // + // Recheck. + for (int k = 0; k < 2; k++) { + vint16m1_t sumi_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + for (int i = k * 16; i < k * 16 + QK4_0 / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2(&b_ptr[l].qs[j * 1024 + i * 16], 16); + const vint8mf2_t b_s_0 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vand_vx_u8mf2(b_0_packed, 0xF, 16)); + const vint8mf2_t b_s_1 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16)); + + sumi_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_s_0_16, a_ptr[l].qs[j * 128 + i], b_s_0, 16); + sumi_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_s_1_16, a_ptr[l].qs[j * 128 + 32 + i], b_s_1, 16); + } + + sumi = __riscv_vwmacc_vv_i32m2(sumi, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 0)), + sumi_s_0_16, 16); + sumi = __riscv_vwmacc_vv_i32m2(sumi, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 1)), + sumi_s_1_16, 16); + } + // Accumulation for 2 sub-blocks. + // + // This might overflow, so we accumulate in two steps. + // + // Recheck. + for (int k = 0; k < 2; k++) { + vint16m1_t sumi_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + for (int i = k * 16; i < k * 16 + QK4_0 / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2(&b_ptr[l].qs[j * 1024 + 512 + i * 16], 16); + const vint8mf2_t b_s_0 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vand_vx_u8mf2(b_0_packed, 0xF, 16)); + const vint8mf2_t b_s_1 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16)); + + sumi_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_s_0_16, a_ptr[l].qs[j * 128 + 64 + i], b_s_0, 16); + sumi_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_s_1_16, a_ptr[l].qs[j * 128 + 96 + i], b_s_1, 16); + } + + sumi = __riscv_vwmacc_vv_i32m2(sumi, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 2)), + sumi_s_0_16, 16); + sumi = __riscv_vwmacc_vv_i32m2(sumi, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 3)), + sumi_s_1_16, 16); + } + } + + const vfloat32m2_t b_d = __riscv_vfwcvt_f_f_v_f32m2(__riscv_vle16_v_f16m1((const _Float16 *)&b_ptr[l].d[0], 16), 16); + const vfloat32m2_t d_0 = __riscv_vfmul_vf_f32m2(b_d, a_ptr[l].d, 16); + + sumf = __riscv_vfmacc_vv_f32m2(sumf, __riscv_vfcvt_f_x_v_f32m2(sumi, 16), d_0, 16); + } + + __riscv_vse32_v_f32m2(s + x * 16, sumf, 16); + } +} + +void ggml_gemv_iq4_nl_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + const vint8mf2_t values = __riscv_vle8_v_i8mf2(kvalues_iq4nl, 16); + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_iq4_nlx16 * b_ptr = (const block_iq4_nlx16 *) vx + (x * nb); + + // 1x16 Accumulator1 + vfloat32m2_t sumf = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 1x16 integer accumulator + vint32m2_t sumi = __riscv_vmv_v_x_i32m2(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK4_NL / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2((const uint8_t *)&b_ptr[l].qs[i * 16], 16); + const vint8mf2_t b_0_lo = __riscv_vrgather_vv_i8mf2(values, __riscv_vand_vx_u8mf2(b_0_packed, 0xf, 16), 16); + const vint8mf2_t b_0_hi = __riscv_vrgather_vv_i8mf2(values, __riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16), 16); + // const vint16m1_t b_0_lo_16 = __riscv_vwcvt_x_x_v_i16m1(b_0_lo, 16); + // const vint16m1_t b_0_hi_16 = __riscv_vwcvt_x_x_v_i16m1(b_0_hi, 16); + + const vint16m1_t sumi_lo = __riscv_vwmul_vx_i16m1(b_0_lo, a_ptr[l].qs[i], 16); + const vint16m1_t sumi_hi = __riscv_vwmul_vx_i16m1(b_0_hi, a_ptr[l].qs[16 + i], 16); + sumi = __riscv_vadd_vv_i32m2(sumi, __riscv_vwadd_vv_i32m2(sumi_lo, sumi_hi, 16), 16); + } + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d, 16); + + sumf = __riscv_vfmacc_vv_f32m2(sumf, __riscv_vfcvt_f_x_v_f32m2(sumi, 16), d_0, 16); + } + + __riscv_vse32_v_f32m2(s + x * 16, sumf, 16); + } +} + +void ggml_gemv_q8_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + UNUSED(bs); + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q8_0x16 * b_ptr = (const block_q8_0x16 *) vx + (x * nb); + + // 1x16 Accumulator + vfloat32m2_t sumf = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 1x16 Integer Accumulator + vint32m2_t sumi = __riscv_vmv_v_x_i32m2(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK8_0; i++) { + // Load `b_ptr`. + const vint8mf2_t b_0 = __riscv_vle8_v_i8mf2((const int8_t *)&b_ptr[l].qs[i * 16], 16); + // const vint16m1_t b_0_16 = __riscv_vwcvt_x_x_v_i16m1(b_0, 16); + + sumi = __riscv_vwadd_wv_i32m2(sumi, __riscv_vwmul_vx_i16m1(b_0, a_ptr[l].qs[i], 16), 16); + } + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d, 16); + + sumf = __riscv_vfmacc_vv_f32m2(sumf, __riscv_vfcvt_f_x_v_f32m2(sumi, 16), d_0, 16); + } + + __riscv_vse32_v_f32m2(s + x * 16, sumf, 16); + } +} + +void ggml_gemv_q2_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + assert(n % QK_K == 0); + assert(nr == 1); + assert(nc % 16 == 0); + + UNUSED(bs); + + const int N_COLS_TILE = 16; + const int num_k_blocks = n / QK_K; + + const size_t vl = __riscv_vsetvl_e32m2(N_COLS_TILE); + for (int col_tile = 0; col_tile < nc; col_tile += N_COLS_TILE) { + + const block_q8_K* lhs_base_ptr = (const block_q8_K*)vy; + const block_q2_Kx16* rhs_base_ptr = (const block_q2_Kx16*)vx + (col_tile / N_COLS_TILE) * num_k_blocks; + + vfloat32m2_t v_sumf = __riscv_vfmv_v_f_f32m2(0.0f, vl); + + for (int k_block = 0; k_block < num_k_blocks; ++k_block) { + const block_q8_K* lhs_current = &lhs_base_ptr[k_block]; + const block_q2_Kx16* rhs_current = &rhs_base_ptr[k_block]; + + // 1. Prepare Global Min Scales + vfloat16m1_t v_g_min_f16 = __riscv_vle16_v_f16m1((const _Float16*)rhs_current->dmin, vl); + vfloat32m2_t v_g_min_base = __riscv_vfwcvt_f_f_v_f32m2(v_g_min_f16, vl); + + vfloat32m2_t v_g_min_final = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d, vl); + + vint32m2_t v_isum = __riscv_vmv_v_x_i32m2(0, vl); + + const uint8_t* rhs_qs_ptr = rhs_current->qs; + const uint8_t* rhs_sc_ptr = rhs_current->scales; + const int8_t* lhs_qs_ptr = lhs_current->qs; + + // --- Phase Loop (4 phases x 64 elements) --- + for (int phase = 0; phase < 4; ++phase) { + + // A. Load Scales/Mins + vuint16m1_t v_d_sb_0, v_d_sb_1, v_d_sb_2, v_d_sb_3; + vuint16m1_t v_m_sb_0, v_m_sb_1, v_m_sb_2, v_m_sb_3; + + { + vuint8mf2_t v_raw; + // Sub-block 0 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 0, vl); + v_d_sb_0 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_0 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 1 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 16, vl); + v_d_sb_1 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_1 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 2 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 32, vl); + v_d_sb_2 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_2 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 3 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 48, vl); + v_d_sb_3 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_3 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + rhs_sc_ptr += 64; + } + + int base_k_phase = (phase < 2) ? (phase * 16) : (128 + (phase-2)*16); + int k_offsets[4] = {0, 32, 64, 96}; + + // B. Inner Dot Product Loop + for (int l = 0; l < 16; ++l) { + vuint8mf2_t v_rhs_data = __riscv_vle8_v_u8mf2(rhs_qs_ptr, vl); + rhs_qs_ptr += 16; + + // Sub-block 0 + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(v_rhs_data, 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_0), vl); + + int8_t q8 = lhs_qs_ptr[base_k_phase + k_offsets[0] + l]; + v_isum = __riscv_vwmacc_vx_i32m2(v_isum, (int16_t)q8, v_w, vl); + } + // Sub-block 1 + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 2, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_1), vl); + + int8_t q8 = lhs_qs_ptr[base_k_phase + k_offsets[1] + l]; + v_isum = __riscv_vwmacc_vx_i32m2(v_isum, (int16_t)q8, v_w, vl); + } + // Sub-block 2 + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 4, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_2), vl); + + int8_t q8 = lhs_qs_ptr[base_k_phase + k_offsets[2] + l]; + v_isum = __riscv_vwmacc_vx_i32m2(v_isum, (int16_t)q8, v_w, vl); + } + // Sub-block 3 + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 6, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_3), vl); + + int8_t q8 = lhs_qs_ptr[base_k_phase + k_offsets[3] + l]; + v_isum = __riscv_vwmacc_vx_i32m2(v_isum, (int16_t)q8, v_w, vl); + } + } + + // correction + int sb_base_abs = base_k_phase / 16; + + // Sub-block 0 + { + int sb_idx = sb_base_abs + (k_offsets[0] / 16); + int16_t bsum = lhs_current->bsums[sb_idx]; + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_0); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, bsum, vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min_final, vl); + v_sumf = __riscv_vfsub_vv_f32m2(v_sumf, vf_c, vl); + } + // Sub-block 1 + { + int sb_idx = sb_base_abs + (k_offsets[1] / 16); + int16_t bsum = lhs_current->bsums[sb_idx]; + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_1); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, bsum, vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min_final, vl); + v_sumf = __riscv_vfsub_vv_f32m2(v_sumf, vf_c, vl); + } + // Sub-block 2 + { + int sb_idx = sb_base_abs + (k_offsets[2] / 16); + int16_t bsum = lhs_current->bsums[sb_idx]; + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_2); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, bsum, vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min_final, vl); + v_sumf = __riscv_vfsub_vv_f32m2(v_sumf, vf_c, vl); + } + // Sub-block 3 + { + int sb_idx = sb_base_abs + (k_offsets[3] / 16); + int16_t bsum = lhs_current->bsums[sb_idx]; + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_3); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, bsum, vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min_final, vl); + v_sumf = __riscv_vfsub_vv_f32m2(v_sumf, vf_c, vl); + } + + } // End Phase Loop + + // Apply global Scales + vfloat16m1_t v_g_all_f16 = __riscv_vle16_v_f16m1((const _Float16*)rhs_current->d, vl); + vfloat32m2_t v_g_all_base = __riscv_vfwcvt_f_f_v_f32m2(v_g_all_f16, vl); + + vfloat32m2_t v_g_all_final = __riscv_vfmul_vf_f32m2(v_g_all_base, lhs_current->d, vl); + vfloat32m2_t v_sum = __riscv_vfcvt_f_x_v_f32m2(v_isum, vl); + v_sum = __riscv_vfmul_vv_f32m2(v_sum, v_g_all_final, vl); + v_sumf = __riscv_vfadd_vv_f32m2(v_sumf, v_sum, vl); + + } // End K-Block + __riscv_vse32_v_f32m2(s + col_tile, v_sumf, vl); + } +} +#endif + void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { const int qk = QK8_0; const int nb = n / qk; @@ -340,3 +892,812 @@ void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo #endif ggml_gemm_q4_0_8x8_q8_0_generic(n, s, bs, vx, vy, nr, nc); } + +#if defined __riscv_zvfh +void ggml_gemm_q4_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x16 * b_ptr = (const block_q4_0x16 *) vx + (x * nb); + + // 4x16 Accumulators + vfloat32m2_t sumf_0 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_1 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_2 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_3 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 4x16 integer accumulators + vint16m1_t sumi_0_lo_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_lo_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_lo_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_lo_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_0_hi_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_hi_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_hi_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_hi_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK4_0 / 2; i++) { + // Load `b_ptr`. + const vint8mf2_t b_0_packed = __riscv_vle8_v_i8mf2((const int8_t *)&b_ptr[l].qs[i * 16], 16); + const vint8mf2_t b_0_lo = __riscv_vsra_vx_i8mf2(__riscv_vsll_vx_i8mf2(b_0_packed, 4, 16), 4, 16); + const vint8mf2_t b_0_hi = __riscv_vsra_vx_i8mf2(b_0_packed, 4, 16); + + sumi_0_lo_16 = __riscv_vwmacc_vx_i16m1(sumi_0_lo_16, a_ptr[l].qs[i * 4], b_0_lo, 16); + sumi_1_lo_16 = __riscv_vwmacc_vx_i16m1(sumi_1_lo_16, a_ptr[l].qs[i * 4 + 1], b_0_lo, 16); + sumi_2_lo_16 = __riscv_vwmacc_vx_i16m1(sumi_2_lo_16, a_ptr[l].qs[i * 4 + 2], b_0_lo, 16); + sumi_3_lo_16 = __riscv_vwmacc_vx_i16m1(sumi_3_lo_16, a_ptr[l].qs[i * 4 + 3], b_0_lo, 16); + + sumi_0_hi_16 = __riscv_vwmacc_vx_i16m1(sumi_0_hi_16, a_ptr[l].qs[64 + i * 4], b_0_hi, 16); + sumi_1_hi_16 = __riscv_vwmacc_vx_i16m1(sumi_1_hi_16, a_ptr[l].qs[64 + i * 4 + 1], b_0_hi, 16); + sumi_2_hi_16 = __riscv_vwmacc_vx_i16m1(sumi_2_hi_16, a_ptr[l].qs[64 + i * 4 + 2], b_0_hi, 16); + sumi_3_hi_16 = __riscv_vwmacc_vx_i16m1(sumi_3_hi_16, a_ptr[l].qs[64 + i * 4 + 3], b_0_hi, 16); + } + + // Do the final accumulation in i32 to prevent overflow. + const vint32m2_t sumi_0 = __riscv_vwadd_vv_i32m2(sumi_0_lo_16, sumi_0_hi_16, 16); + const vint32m2_t sumi_1 = __riscv_vwadd_vv_i32m2(sumi_1_lo_16, sumi_1_hi_16, 16); + const vint32m2_t sumi_2 = __riscv_vwadd_vv_i32m2(sumi_2_lo_16, sumi_2_hi_16, 16); + const vint32m2_t sumi_3 = __riscv_vwadd_vv_i32m2(sumi_3_lo_16, sumi_3_hi_16, 16); + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[0], 16); + const vfloat32m2_t d_1 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[1], 16); + const vfloat32m2_t d_2 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[2], 16); + const vfloat32m2_t d_3 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[3], 16); + + sumf_0 = __riscv_vfmacc_vv_f32m2(sumf_0, __riscv_vfcvt_f_x_v_f32m2(sumi_0, 16), d_0, 16); + sumf_1 = __riscv_vfmacc_vv_f32m2(sumf_1, __riscv_vfcvt_f_x_v_f32m2(sumi_1, 16), d_1, 16); + sumf_2 = __riscv_vfmacc_vv_f32m2(sumf_2, __riscv_vfcvt_f_x_v_f32m2(sumi_2, 16), d_2, 16); + sumf_3 = __riscv_vfmacc_vv_f32m2(sumf_3, __riscv_vfcvt_f_x_v_f32m2(sumi_3, 16), d_3, 16); + } + + __riscv_vse32_v_f32m2(s + (y * 4 + 0) * bs + x * 16, sumf_0, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 1) * bs + x * 16, sumf_1, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 2) * bs + x * 16, sumf_2, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 3) * bs + x * 16, sumf_3, 16); + } + } +} + +void ggml_gemm_q4_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK_K; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + for (int y = 0; y < nr / 4; y++) { + const block_q8_Kx4 * a_ptr = (const block_q8_Kx4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx16 * b_ptr = (const block_q4_Kx16 *) vx + (x * nb); + + // 4x16 Accumulators + vfloat32m2_t sumf_0 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_1 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_2 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_3 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + vint32m2_t sumi_0 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t sumi_1 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t sumi_2 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t sumi_3 = __riscv_vmv_v_x_i32m2(0, 16); + + // Load `dmin`. + const vfloat32m2_t dmins = __riscv_vfwcvt_f_f_v_f32m2(__riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].dmin, 16), 16); + + // We process 4 sub-blocks at once. + for (int j = 0; j < QK_K / 128; j++) { + // Extract the scales and the mins. + // + // Low bits. + vuint8m2_t scales_mins_lo = __riscv_vle8_v_u8m2(&b_ptr[l].scales[j * 64], 64); + vuint8m2_t scales_lo = __riscv_vand_vx_u8m2(scales_mins_lo, 0x0F, 64); + vuint8m2_t mins_lo = __riscv_vsrl_vx_u8m2(scales_mins_lo, 4, 64); + + // High bits. + vuint8m2_t scales_mins_hi = __riscv_vle8_v_u8m2(&b_ptr[l].scales[128], 64); + vuint8m2_t scales_hi; + vuint8m2_t mins_hi; + if (!j) { + scales_hi = __riscv_vsll_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0x03, 64), 4, 64); + mins_hi = __riscv_vsll_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0x0C, 64), 2, 64); + } else { + scales_hi = __riscv_vand_vx_u8m2(scales_mins_hi, 0x30, 64); + mins_hi = __riscv_vsrl_vx_u8m2(__riscv_vand_vx_u8m2(scales_mins_hi, 0xC0, 64), 2, 64); + } + vuint16m4_t scales = __riscv_vzext_vf2_u16m4(__riscv_vor_vv_u8m2(scales_hi, scales_lo, 64), 64); + vint16m4_t mins = __riscv_vreinterpret_v_u16m4_i16m4(__riscv_vzext_vf2_u16m4(__riscv_vor_vv_u8m2(mins_hi, mins_lo, 64), 64)); + + // Reduce the mins and multiply with `dmin`. + // + // Correct in `sumf`. + vint32m2_t bsums_0 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t bsums_1 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t bsums_2 = __riscv_vmv_v_x_i32m2(0, 16); + vint32m2_t bsums_3 = __riscv_vmv_v_x_i32m2(0, 16); + + bsums_0 = __riscv_vwmacc_vx_i32m2(bsums_0, + a_ptr[l].bsums[j * 32] + a_ptr[l].bsums[j * 32 + 4], + __riscv_vget_v_i16m4_i16m1(mins, 0), 16); + bsums_1 = __riscv_vwmacc_vx_i32m2(bsums_1, + a_ptr[l].bsums[j * 32 + 1] + a_ptr[l].bsums[j * 32 + 5], + __riscv_vget_v_i16m4_i16m1(mins, 0), 16); + bsums_2 = __riscv_vwmacc_vx_i32m2(bsums_2, + a_ptr[l].bsums[j * 32 + 2] + a_ptr[l].bsums[j * 32 + 6], + __riscv_vget_v_i16m4_i16m1(mins, 0), 16); + bsums_3 = __riscv_vwmacc_vx_i32m2(bsums_3, + a_ptr[l].bsums[j * 32 + 3] + a_ptr[l].bsums[j * 32 + 7], + __riscv_vget_v_i16m4_i16m1(mins, 0), 16); + bsums_0 = __riscv_vwmacc_vx_i32m2(bsums_0, + a_ptr[l].bsums[j * 32 + 8] + a_ptr[l].bsums[j * 32 + 8 + 4], + __riscv_vget_v_i16m4_i16m1(mins, 1), 16); + bsums_1 = __riscv_vwmacc_vx_i32m2(bsums_1, + a_ptr[l].bsums[j * 32 + 8 + 1] + a_ptr[l].bsums[j * 32 + 8 + 5], + __riscv_vget_v_i16m4_i16m1(mins, 1), 16); + bsums_2 = __riscv_vwmacc_vx_i32m2(bsums_2, + a_ptr[l].bsums[j * 32 + 8 + 2] + a_ptr[l].bsums[j * 32 + 8 + 6], + __riscv_vget_v_i16m4_i16m1(mins, 1), 16); + bsums_3 = __riscv_vwmacc_vx_i32m2(bsums_3, + a_ptr[l].bsums[j * 32 + 8 + 3] + a_ptr[l].bsums[j * 32 + 8 + 7], + __riscv_vget_v_i16m4_i16m1(mins, 1), 16); + bsums_0 = __riscv_vwmacc_vx_i32m2(bsums_0, + a_ptr[l].bsums[j * 32 + 16] + a_ptr[l].bsums[j * 32 + 16 + 4], + __riscv_vget_v_i16m4_i16m1(mins, 2), 16); + bsums_1 = __riscv_vwmacc_vx_i32m2(bsums_1, + a_ptr[l].bsums[j * 32 + 16 + 1] + a_ptr[l].bsums[j * 32 + 16 + 5], + __riscv_vget_v_i16m4_i16m1(mins, 2), 16); + bsums_2 = __riscv_vwmacc_vx_i32m2(bsums_2, + a_ptr[l].bsums[j * 32 + 16 + 2] + a_ptr[l].bsums[j * 32 + 16 + 6], + __riscv_vget_v_i16m4_i16m1(mins, 2), 16); + bsums_3 = __riscv_vwmacc_vx_i32m2(bsums_3, + a_ptr[l].bsums[j * 32 + 16 + 3] + a_ptr[l].bsums[j * 32 + 16 + 7], + __riscv_vget_v_i16m4_i16m1(mins, 2), 16); + bsums_0 = __riscv_vwmacc_vx_i32m2(bsums_0, + a_ptr[l].bsums[j * 32 + 24 + 0] + a_ptr[l].bsums[j * 32 + 24 + 4], + __riscv_vget_v_i16m4_i16m1(mins, 3), 16); + bsums_1 = __riscv_vwmacc_vx_i32m2(bsums_1, + a_ptr[l].bsums[j * 32 + 24 + 1] + a_ptr[l].bsums[j * 32 + 24 + 5], + __riscv_vget_v_i16m4_i16m1(mins, 3), 16); + bsums_2 = __riscv_vwmacc_vx_i32m2(bsums_2, + a_ptr[l].bsums[j * 32 + 24 + 2] + a_ptr[l].bsums[j * 32 + 24 + 6], + __riscv_vget_v_i16m4_i16m1(mins, 3), 16); + bsums_3 = __riscv_vwmacc_vx_i32m2(bsums_3, + a_ptr[l].bsums[j * 32 + 24 + 3] + a_ptr[l].bsums[j * 32 + 24 + 7], + __riscv_vget_v_i16m4_i16m1(mins, 3), 16); + + const vfloat32m2_t dmins_d_0 = __riscv_vfmul_vf_f32m2(dmins, a_ptr[l].d[0], 16); + const vfloat32m2_t dmins_d_1 = __riscv_vfmul_vf_f32m2(dmins, a_ptr[l].d[1], 16); + const vfloat32m2_t dmins_d_2 = __riscv_vfmul_vf_f32m2(dmins, a_ptr[l].d[2], 16); + const vfloat32m2_t dmins_d_3 = __riscv_vfmul_vf_f32m2(dmins, a_ptr[l].d[3], 16); + + sumf_0 = __riscv_vfsub_vv_f32m2(sumf_0, __riscv_vfmul_vv_f32m2(dmins_d_0, __riscv_vfcvt_f_x_v_f32m2(bsums_0, 16), 16), 16); + sumf_1 = __riscv_vfsub_vv_f32m2(sumf_1, __riscv_vfmul_vv_f32m2(dmins_d_1, __riscv_vfcvt_f_x_v_f32m2(bsums_1, 16), 16), 16); + sumf_2 = __riscv_vfsub_vv_f32m2(sumf_2, __riscv_vfmul_vv_f32m2(dmins_d_2, __riscv_vfcvt_f_x_v_f32m2(bsums_2, 16), 16), 16); + sumf_3 = __riscv_vfsub_vv_f32m2(sumf_3, __riscv_vfmul_vv_f32m2(dmins_d_3, __riscv_vfcvt_f_x_v_f32m2(bsums_3, 16), 16), 16); + + + // Accumulation for 2 sub-blocks. + // + // This might overflow, so we accumulate in two steps. + // + // Recheck. + for (int k = 0; k < 2; k++) { + // 4x16 integer accumulators + vint16m1_t sumi_0_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_0_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + for (int i = k * 16; i < k * 16 + QK4_0 / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2(&b_ptr[l].qs[j * 1024 + i * 16], 16); + const vint8mf2_t b_s_0 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vand_vx_u8mf2(b_0_packed, 0xF, 16)); + const vint8mf2_t b_s_1 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16)); + + sumi_0_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_0_s_0_16, a_ptr[l].qs[j * 512 + i * 4], b_s_0, 16); + sumi_1_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_1_s_0_16, a_ptr[l].qs[j * 512 + i * 4 + 1], b_s_0, 16); + sumi_2_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_2_s_0_16, a_ptr[l].qs[j * 512 + i * 4 + 2], b_s_0, 16); + sumi_3_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_3_s_0_16, a_ptr[l].qs[j * 512 + i * 4 + 3], b_s_0, 16); + + sumi_0_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_0_s_1_16, a_ptr[l].qs[j * 512 + 128 + i * 4], b_s_1, 16); + sumi_1_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_1_s_1_16, a_ptr[l].qs[j * 512 + 128 + i * 4 + 1], b_s_1, 16); + sumi_2_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_2_s_1_16, a_ptr[l].qs[j * 512 + 128 + i * 4 + 2], b_s_1, 16); + sumi_3_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_3_s_1_16, a_ptr[l].qs[j * 512 + 128 + i * 4 + 3], b_s_1, 16); + } + + sumi_0 = __riscv_vwmacc_vv_i32m2(sumi_0, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 0)), + sumi_0_s_0_16, 16); + sumi_0 = __riscv_vwmacc_vv_i32m2(sumi_0, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 1)), + sumi_0_s_1_16, 16); + sumi_1 = __riscv_vwmacc_vv_i32m2(sumi_1, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 0)), + sumi_1_s_0_16, 16); + sumi_1 = __riscv_vwmacc_vv_i32m2(sumi_1, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 1)), + sumi_1_s_1_16, 16); + sumi_2 = __riscv_vwmacc_vv_i32m2(sumi_2, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 0)), + sumi_2_s_0_16, 16); + sumi_2 = __riscv_vwmacc_vv_i32m2(sumi_2, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 1)), + sumi_2_s_1_16, 16); + sumi_3 = __riscv_vwmacc_vv_i32m2(sumi_3, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 0)), + sumi_3_s_0_16, 16); + sumi_3 = __riscv_vwmacc_vv_i32m2(sumi_3, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 1)), + sumi_3_s_1_16, 16); + } + // Accumulation for 2 sub-blocks. + // + // This might overflow, so we accumulate in two steps. + // + // Recheck. + for (int k = 0; k < 2; k++) { + // 4x16 integer accumulators + vint16m1_t sumi_0_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_s_0_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_0_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_1_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_2_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + vint16m1_t sumi_3_s_1_16 = __riscv_vmv_v_x_i16m1(0.0f, 16); + + for (int i = k * 16; i < k * 16 + QK4_0 / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2(&b_ptr[l].qs[j * 1024 + 512 + i * 16], 16); + const vint8mf2_t b_s_0 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vand_vx_u8mf2(b_0_packed, 0xF, 16)); + const vint8mf2_t b_s_1 = __riscv_vreinterpret_v_u8mf2_i8mf2(__riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16)); + + sumi_0_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_0_s_0_16, a_ptr[l].qs[j * 512 + 256 + i * 4], b_s_0, 16); + sumi_1_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_1_s_0_16, a_ptr[l].qs[j * 512 + 256 + i * 4 + 1], b_s_0, 16); + sumi_2_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_2_s_0_16, a_ptr[l].qs[j * 512 + 256 + i * 4 + 2], b_s_0, 16); + sumi_3_s_0_16 = __riscv_vwmacc_vx_i16m1(sumi_3_s_0_16, a_ptr[l].qs[j * 512 + 256 + i * 4 + 3], b_s_0, 16); + + sumi_0_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_0_s_1_16, a_ptr[l].qs[j * 512 + 384 + i * 4], b_s_1, 16); + sumi_1_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_1_s_1_16, a_ptr[l].qs[j * 512 + 384 + i * 4 + 1], b_s_1, 16); + sumi_2_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_2_s_1_16, a_ptr[l].qs[j * 512 + 384 + i * 4 + 2], b_s_1, 16); + sumi_3_s_1_16 = __riscv_vwmacc_vx_i16m1(sumi_3_s_1_16, a_ptr[l].qs[j * 512 + 384 + i * 4 + 3], b_s_1, 16); + } + + sumi_0 = __riscv_vwmacc_vv_i32m2(sumi_0, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 2)), + sumi_0_s_0_16, 16); + sumi_0 = __riscv_vwmacc_vv_i32m2(sumi_0, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 3)), + sumi_0_s_1_16, 16); + sumi_1 = __riscv_vwmacc_vv_i32m2(sumi_1, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 2)), + sumi_1_s_0_16, 16); + sumi_1 = __riscv_vwmacc_vv_i32m2(sumi_1, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 3)), + sumi_1_s_1_16, 16); + sumi_2 = __riscv_vwmacc_vv_i32m2(sumi_2, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 2)), + sumi_2_s_0_16, 16); + sumi_2 = __riscv_vwmacc_vv_i32m2(sumi_2, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 3)), + sumi_2_s_1_16, 16); + sumi_3 = __riscv_vwmacc_vv_i32m2(sumi_3, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 2)), + sumi_3_s_0_16, 16); + sumi_3 = __riscv_vwmacc_vv_i32m2(sumi_3, + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vget_v_u16m4_u16m1(scales, 3)), + sumi_3_s_1_16, 16); + } + } + + const vfloat32m2_t b_d = __riscv_vfwcvt_f_f_v_f32m2(__riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16), 16); + const vfloat32m2_t d_0 = __riscv_vfmul_vf_f32m2(b_d, a_ptr[l].d[0], 16); + const vfloat32m2_t d_1 = __riscv_vfmul_vf_f32m2(b_d, a_ptr[l].d[1], 16); + const vfloat32m2_t d_2 = __riscv_vfmul_vf_f32m2(b_d, a_ptr[l].d[2], 16); + const vfloat32m2_t d_3 = __riscv_vfmul_vf_f32m2(b_d, a_ptr[l].d[3], 16); + + sumf_0 = __riscv_vfmacc_vv_f32m2(sumf_0, __riscv_vfcvt_f_x_v_f32m2(sumi_0, 16), d_0, 16); + sumf_1 = __riscv_vfmacc_vv_f32m2(sumf_1, __riscv_vfcvt_f_x_v_f32m2(sumi_1, 16), d_1, 16); + sumf_2 = __riscv_vfmacc_vv_f32m2(sumf_2, __riscv_vfcvt_f_x_v_f32m2(sumi_2, 16), d_2, 16); + sumf_3 = __riscv_vfmacc_vv_f32m2(sumf_3, __riscv_vfcvt_f_x_v_f32m2(sumi_3, 16), d_3, 16); + } + + __riscv_vse32_v_f32m2(s + (y * 4 + 0) * bs + x * 16, sumf_0, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 1) * bs + x * 16, sumf_1, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 2) * bs + x * 16, sumf_2, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 3) * bs + x * 16, sumf_3, 16); + } + } +} + +void ggml_gemm_iq4_nl_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + const vint8mf2_t values = __riscv_vle8_v_i8mf2(kvalues_iq4nl, 16); + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_iq4_nlx16 * b_ptr = (const block_iq4_nlx16 *) vx + (x * nb); + + // 4x16 Accumulators + vfloat32m2_t sumf_0 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_1 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_2 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_3 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 4x16 integer accumulators + vint32m2_t sumi_0 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_1 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_2 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_3 = __riscv_vmv_v_x_i32m2(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK4_NL / 2; i++) { + // Load `b_ptr`. + const vuint8mf2_t b_0_packed = __riscv_vle8_v_u8mf2((const uint8_t *)&b_ptr[l].qs[i * 16], 16); + const vint8mf2_t b_0_lo = __riscv_vrgather_vv_i8mf2(values, __riscv_vand_vx_u8mf2(b_0_packed, 0xf, 16), 16); + const vint8mf2_t b_0_hi = __riscv_vrgather_vv_i8mf2(values, __riscv_vsrl_vx_u8mf2(b_0_packed, 4, 16), 16); + // const vint16m1_t b_0_lo_16 = __riscv_vwcvt_x_x_v_i16m1(b_0_lo, 16); + // const vint16m1_t b_0_hi_16 = __riscv_vwcvt_x_x_v_i16m1(b_0_hi, 16); + + const vint16m1_t sumi_0_lo = __riscv_vwmul_vx_i16m1(b_0_lo, a_ptr[l].qs[i * 4], 16); + const vint16m1_t sumi_1_lo = __riscv_vwmul_vx_i16m1(b_0_lo, a_ptr[l].qs[i * 4 + 1], 16); + const vint16m1_t sumi_2_lo = __riscv_vwmul_vx_i16m1(b_0_lo, a_ptr[l].qs[i * 4 + 2], 16); + const vint16m1_t sumi_3_lo = __riscv_vwmul_vx_i16m1(b_0_lo, a_ptr[l].qs[i * 4 + 3], 16); + + const vint16m1_t sumi_0_hi = __riscv_vwmul_vx_i16m1(b_0_hi, a_ptr[l].qs[64 + i * 4], 16); + const vint16m1_t sumi_1_hi = __riscv_vwmul_vx_i16m1(b_0_hi, a_ptr[l].qs[64 + i * 4 + 1], 16); + const vint16m1_t sumi_2_hi = __riscv_vwmul_vx_i16m1(b_0_hi, a_ptr[l].qs[64 + i * 4 + 2], 16); + const vint16m1_t sumi_3_hi = __riscv_vwmul_vx_i16m1(b_0_hi, a_ptr[l].qs[64 + i * 4 + 3], 16); + + sumi_0 = __riscv_vadd_vv_i32m2(sumi_0, __riscv_vwadd_vv_i32m2(sumi_0_lo, sumi_0_hi, 16), 16); + sumi_1 = __riscv_vadd_vv_i32m2(sumi_1, __riscv_vwadd_vv_i32m2(sumi_1_lo, sumi_1_hi, 16), 16); + sumi_2 = __riscv_vadd_vv_i32m2(sumi_2, __riscv_vwadd_vv_i32m2(sumi_2_lo, sumi_2_hi, 16), 16); + sumi_3 = __riscv_vadd_vv_i32m2(sumi_3, __riscv_vwadd_vv_i32m2(sumi_3_lo, sumi_3_hi, 16), 16); + } + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[0], 16); + const vfloat32m2_t d_1 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[1], 16); + const vfloat32m2_t d_2 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[2], 16); + const vfloat32m2_t d_3 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[3], 16); + + sumf_0 = __riscv_vfmacc_vv_f32m2(sumf_0, __riscv_vfcvt_f_x_v_f32m2(sumi_0, 16), d_0, 16); + sumf_1 = __riscv_vfmacc_vv_f32m2(sumf_1, __riscv_vfcvt_f_x_v_f32m2(sumi_1, 16), d_1, 16); + sumf_2 = __riscv_vfmacc_vv_f32m2(sumf_2, __riscv_vfcvt_f_x_v_f32m2(sumi_2, 16), d_2, 16); + sumf_3 = __riscv_vfmacc_vv_f32m2(sumf_3, __riscv_vfcvt_f_x_v_f32m2(sumi_3, 16), d_3, 16); + } + + __riscv_vse32_v_f32m2(s + (y * 4 + 0) * bs + x * 16, sumf_0, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 1) * bs + x * 16, sumf_1, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 2) * bs + x * 16, sumf_2, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 3) * bs + x * 16, sumf_3, 16); + } + } +} + +void ggml_gemm_q8_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q8_0x16 * b_ptr = (const block_q8_0x16 *) vx + (x * nb); + + // 4x16 Accumulators + vfloat32m2_t sumf_0 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_1 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_2 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + vfloat32m2_t sumf_3 = __riscv_vfmv_v_f_f32m2(0.0f, 16); + + for (int l = 0; l < nb; l++) { + // 4x16 Integer Accumulators + vint32m2_t sumi_0 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_1 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_2 = __riscv_vmv_v_x_i32m2(0.0f, 16); + vint32m2_t sumi_3 = __riscv_vmv_v_x_i32m2(0.0f, 16); + + // Accumulation loop. + for (int i = 0; i < QK8_0; i++) { + // Load `b_ptr`. + const vint8mf2_t b_0 = __riscv_vle8_v_i8mf2((const int8_t *)&b_ptr[l].qs[i * 16], 16); + // const vint16m1_t b_0_16 = __riscv_vwcvt_x_x_v_i16m1(b_0, 16); + + sumi_0 = __riscv_vwadd_wv_i32m2(sumi_0, __riscv_vwmul_vx_i16m1(b_0, a_ptr[l].qs[i * 4 + 0], 16), 16); + sumi_1 = __riscv_vwadd_wv_i32m2(sumi_1, __riscv_vwmul_vx_i16m1(b_0, a_ptr[l].qs[i * 4 + 1], 16), 16); + sumi_2 = __riscv_vwadd_wv_i32m2(sumi_2, __riscv_vwmul_vx_i16m1(b_0, a_ptr[l].qs[i * 4 + 2], 16), 16); + sumi_3 = __riscv_vwadd_wv_i32m2(sumi_3, __riscv_vwmul_vx_i16m1(b_0, a_ptr[l].qs[i * 4 + 3], 16), 16); + } + + const vfloat16m1_t b_d = __riscv_vle16_v_f16m1((const _Float16 *)b_ptr[l].d, 16); + const vfloat32m2_t d_0 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[0], 16); + const vfloat32m2_t d_1 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[1], 16); + const vfloat32m2_t d_2 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[2], 16); + const vfloat32m2_t d_3 = __riscv_vfwmul_vf_f32m2(b_d, *(const _Float16 *)&a_ptr[l].d[3], 16); + + sumf_0 = __riscv_vfmacc_vv_f32m2(sumf_0, __riscv_vfcvt_f_x_v_f32m2(sumi_0, 16), d_0, 16); + sumf_1 = __riscv_vfmacc_vv_f32m2(sumf_1, __riscv_vfcvt_f_x_v_f32m2(sumi_1, 16), d_1, 16); + sumf_2 = __riscv_vfmacc_vv_f32m2(sumf_2, __riscv_vfcvt_f_x_v_f32m2(sumi_2, 16), d_2, 16); + sumf_3 = __riscv_vfmacc_vv_f32m2(sumf_3, __riscv_vfcvt_f_x_v_f32m2(sumi_3, 16), d_3, 16); + } + + __riscv_vse32_v_f32m2(s + (y * 4 + 0) * bs + x * 16, sumf_0, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 1) * bs + x * 16, sumf_1, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 2) * bs + x * 16, sumf_2, 16); + __riscv_vse32_v_f32m2(s + (y * 4 + 3) * bs + x * 16, sumf_3, 16); + } + } +} + +void ggml_gemm_q2_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + assert(n % QK_K == 0); + const int num_k_blocks = n / QK_K; + const int N_ROWS_TILE = 4; + const int N_COLS_TILE = 16; + assert(nr % N_ROWS_TILE == 0); + assert(nc % N_COLS_TILE == 0); + + const size_t vl = __riscv_vsetvl_e32m2(N_COLS_TILE); + // --- Tiling Loops --- +#pragma GCC unroll 1 + for (int row_tile = 0; row_tile < nr; row_tile += N_ROWS_TILE) { +#pragma GCC unroll 1 + for (int col_tile = 0; col_tile < nc; col_tile += N_COLS_TILE) { + // Base Pointers + const block_q8_Kx4* lhs_base_ptr = (const block_q8_Kx4*)vy + (row_tile / N_ROWS_TILE) * num_k_blocks; + const block_q2_Kx16* rhs_base_ptr = (const block_q2_Kx16*)vx + (col_tile / N_COLS_TILE) * num_k_blocks; + + // Persistent Float Accumulators + vfloat32m2_t v_sumf_0 = __riscv_vfmv_v_f_f32m2(0.0f, vl); + vfloat32m2_t v_sumf_1 = __riscv_vfmv_v_f_f32m2(0.0f, vl); + vfloat32m2_t v_sumf_2 = __riscv_vfmv_v_f_f32m2(0.0f, vl); + vfloat32m2_t v_sumf_3 = __riscv_vfmv_v_f_f32m2(0.0f, vl); + + // --- Super-Block Loop (K=0..255) --- +#pragma GCC unroll 1 + for (int k_block = 0; k_block < num_k_blocks; ++k_block) { + const block_q8_Kx4* lhs_current = &lhs_base_ptr[k_block]; + const block_q2_Kx16* rhs_current = &rhs_base_ptr[k_block]; + + // 1. Load Global Min Scales (Keep as F16/LMUL=1 to save registers) + vfloat16m1_t v_g_min_f16 = __riscv_vle16_v_f16m1((const _Float16*)rhs_current->dmin, vl); + vfloat32m2_t v_g_min_base = __riscv_vfwcvt_f_f_v_f32m2(v_g_min_f16, vl); + + // 2. Initialize Integer Accumulators + vint32m2_t v_isum_0 = __riscv_vmv_v_x_i32m2(0, vl); + vint32m2_t v_isum_1 = __riscv_vmv_v_x_i32m2(0, vl); + vint32m2_t v_isum_2 = __riscv_vmv_v_x_i32m2(0, vl); + vint32m2_t v_isum_3 = __riscv_vmv_v_x_i32m2(0, vl); + + const uint8_t* rhs_qs_ptr = rhs_current->qs; + const uint8_t* rhs_sc_ptr = rhs_current->scales; + const int8_t* lhs_qs_ptr = lhs_current->qs; + + // --- Phase Loop (4 phases x 64 elements) --- +#pragma GCC unroll 1 + for (int phase = 0; phase < 4; ++phase) { + + // A. Load Scales/Mins for the 4 interleaved sub-blocks + vuint16m1_t v_d_sb_0, v_d_sb_1, v_d_sb_2, v_d_sb_3; + vuint16m1_t v_m_sb_0, v_m_sb_1, v_m_sb_2, v_m_sb_3; + + // Unrolled Load Logic + { + vuint8mf2_t v_raw; + // Sub-block 0 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 0, vl); + v_d_sb_0 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_0 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 1 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 16, vl); + v_d_sb_1 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_1 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 2 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 32, vl); + v_d_sb_2 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_2 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + // Sub-block 3 + v_raw = __riscv_vle8_v_u8mf2(rhs_sc_ptr + 48, vl); + v_d_sb_3 = __riscv_vzext_vf2_u16m1(__riscv_vand_vx_u8mf2(v_raw, 0xF, vl), vl); + v_m_sb_3 = __riscv_vzext_vf2_u16m1(__riscv_vsrl_vx_u8mf2(v_raw, 4, vl), vl); + + rhs_sc_ptr += 64; + } + + int base_k_phase = (phase < 2) ? (phase * 16) : (128 + (phase-2)*16); + int k_offsets[4] = {0, 32, 64, 96}; + + // B. Inner Dot Product Loop +#pragma GCC unroll 1 + for (int l = 0; l < 16; ++l) { + vuint8mf2_t v_rhs_data = __riscv_vle8_v_u8mf2(rhs_qs_ptr, vl); + rhs_qs_ptr += 16; + + // Unroll over 4 sub-blocks (0, 1, 2, 3 relative to phase) + + // --- Sub-block 0 --- + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(v_rhs_data, 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_0), vl); + + const int8_t* q8 = &lhs_qs_ptr[(base_k_phase + k_offsets[0] + l) * 4]; + v_isum_0 = __riscv_vwmacc_vx_i32m2(v_isum_0, (int16_t)q8[0], v_w, vl); + v_isum_1 = __riscv_vwmacc_vx_i32m2(v_isum_1, (int16_t)q8[1], v_w, vl); + v_isum_2 = __riscv_vwmacc_vx_i32m2(v_isum_2, (int16_t)q8[2], v_w, vl); + v_isum_3 = __riscv_vwmacc_vx_i32m2(v_isum_3, (int16_t)q8[3], v_w, vl); + } + // --- Sub-block 1 --- + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 2, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_1), vl); + + const int8_t* q8 = &lhs_qs_ptr[(base_k_phase + k_offsets[1] + l) * 4]; + v_isum_0 = __riscv_vwmacc_vx_i32m2(v_isum_0, (int16_t)q8[0], v_w, vl); + v_isum_1 = __riscv_vwmacc_vx_i32m2(v_isum_1, (int16_t)q8[1], v_w, vl); + v_isum_2 = __riscv_vwmacc_vx_i32m2(v_isum_2, (int16_t)q8[2], v_w, vl); + v_isum_3 = __riscv_vwmacc_vx_i32m2(v_isum_3, (int16_t)q8[3], v_w, vl); + } + // --- Sub-block 2 --- + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 4, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_2), vl); + + const int8_t* q8 = &lhs_qs_ptr[(base_k_phase + k_offsets[2] + l) * 4]; + v_isum_0 = __riscv_vwmacc_vx_i32m2(v_isum_0, (int16_t)q8[0], v_w, vl); + v_isum_1 = __riscv_vwmacc_vx_i32m2(v_isum_1, (int16_t)q8[1], v_w, vl); + v_isum_2 = __riscv_vwmacc_vx_i32m2(v_isum_2, (int16_t)q8[2], v_w, vl); + v_isum_3 = __riscv_vwmacc_vx_i32m2(v_isum_3, (int16_t)q8[3], v_w, vl); + } + // --- Sub-block 3 --- + { + vuint8mf2_t v_q2 = __riscv_vand_vx_u8mf2(__riscv_vsrl_vx_u8mf2(v_rhs_data, 6, vl), 3, vl); + vint16m1_t v_w = __riscv_vmul_vv_i16m1( + __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(v_q2, vl)), + __riscv_vreinterpret_v_u16m1_i16m1(v_d_sb_3), vl); + + const int8_t* q8 = &lhs_qs_ptr[(base_k_phase + k_offsets[3] + l) * 4]; + v_isum_0 = __riscv_vwmacc_vx_i32m2(v_isum_0, (int16_t)q8[0], v_w, vl); + v_isum_1 = __riscv_vwmacc_vx_i32m2(v_isum_1, (int16_t)q8[1], v_w, vl); + v_isum_2 = __riscv_vwmacc_vx_i32m2(v_isum_2, (int16_t)q8[2], v_w, vl); + v_isum_3 = __riscv_vwmacc_vx_i32m2(v_isum_3, (int16_t)q8[3], v_w, vl); + } + } + + // C CORRECTION + int sb_base_abs = base_k_phase / 16; + + // --- Correction Sub-block 0 --- + { + int sb_abs = sb_base_abs + (k_offsets[0] / 16); + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_0); + + // Row 0 + vfloat32m2_t v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[0], vl); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 0], vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_0 = __riscv_vfsub_vv_f32m2(v_sumf_0, vf_c, vl); + + // Row 1 + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[1], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 1], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_1 = __riscv_vfsub_vv_f32m2(v_sumf_1, vf_c, vl); + + // Row 2 + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[2], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 2], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_2 = __riscv_vfsub_vv_f32m2(v_sumf_2, vf_c, vl); + + // Row 3 + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[3], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 3], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_3 = __riscv_vfsub_vv_f32m2(v_sumf_3, vf_c, vl); + } + + // --- Correction Sub-block 1 --- + { + int sb_abs = sb_base_abs + (k_offsets[1] / 16); + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_1); + + vfloat32m2_t v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[0], vl); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 0], vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_0 = __riscv_vfsub_vv_f32m2(v_sumf_0, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[1], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 1], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_1 = __riscv_vfsub_vv_f32m2(v_sumf_1, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[2], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 2], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_2 = __riscv_vfsub_vv_f32m2(v_sumf_2, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[3], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 3], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_3 = __riscv_vfsub_vv_f32m2(v_sumf_3, vf_c, vl); + } + + // --- Correction Sub-block 2 --- + { + int sb_abs = sb_base_abs + (k_offsets[2] / 16); + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_2); + + vfloat32m2_t v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[0], vl); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 0], vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_0 = __riscv_vfsub_vv_f32m2(v_sumf_0, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[1], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 1], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_1 = __riscv_vfsub_vv_f32m2(v_sumf_1, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[2], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 2], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_2 = __riscv_vfsub_vv_f32m2(v_sumf_2, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[3], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 3], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_3 = __riscv_vfsub_vv_f32m2(v_sumf_3, vf_c, vl); + } + + // --- Correction Sub-block 3 --- + { + int sb_abs = sb_base_abs + (k_offsets[3] / 16); + vint16m1_t v_min = __riscv_vreinterpret_v_u16m1_i16m1(v_m_sb_3); + + vfloat32m2_t v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[0], vl); + vint32m2_t v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 0], vl); + vfloat32m2_t vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_0 = __riscv_vfsub_vv_f32m2(v_sumf_0, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[1], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 1], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_1 = __riscv_vfsub_vv_f32m2(v_sumf_1, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[2], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 2], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_2 = __riscv_vfsub_vv_f32m2(v_sumf_2, vf_c, vl); + + v_g_min = __riscv_vfmul_vf_f32m2(v_g_min_base, lhs_current->d[3], vl); + v_c = __riscv_vwmul_vx_i32m2(v_min, lhs_current->bsums[sb_abs * 4 + 3], vl); + vf_c = __riscv_vfmul_vv_f32m2(__riscv_vfcvt_f_x_v_f32m2(v_c, vl), v_g_min, vl); + v_sumf_3 = __riscv_vfsub_vv_f32m2(v_sumf_3, vf_c, vl); + } + + } // End Phase Loop + + // --- Apply Main Scales --- + vfloat16m1_t v_g_all_f16 = __riscv_vle16_v_f16m1((const _Float16*)rhs_current->d, vl); + vfloat32m2_t v_g_all_base = __riscv_vfwcvt_f_f_v_f32m2(v_g_all_f16, vl); + + { + vfloat32m2_t v_g_all = __riscv_vfmul_vf_f32m2(v_g_all_base, lhs_current->d[0], vl); + vfloat32m2_t v_sum = __riscv_vfcvt_f_x_v_f32m2(v_isum_0, vl); + v_sum = __riscv_vfmul_vv_f32m2(v_sum, v_g_all, vl); + v_sumf_0 = __riscv_vfadd_vv_f32m2(v_sumf_0, v_sum, vl); + } + // Row 1 + { + vfloat32m2_t v_g_all = __riscv_vfmul_vf_f32m2(v_g_all_base, lhs_current->d[1], vl); + vfloat32m2_t v_sum = __riscv_vfcvt_f_x_v_f32m2(v_isum_1, vl); + v_sum = __riscv_vfmul_vv_f32m2(v_sum, v_g_all, vl); + v_sumf_1 = __riscv_vfadd_vv_f32m2(v_sumf_1, v_sum, vl); + } + // Row 2 + { + vfloat32m2_t v_g_all = __riscv_vfmul_vf_f32m2(v_g_all_base, lhs_current->d[2], vl); + vfloat32m2_t v_sum = __riscv_vfcvt_f_x_v_f32m2(v_isum_2, vl); + v_sum = __riscv_vfmul_vv_f32m2(v_sum, v_g_all, vl); + v_sumf_2 = __riscv_vfadd_vv_f32m2(v_sumf_2, v_sum, vl); + } + // Row 3 + { + vfloat32m2_t v_g_all = __riscv_vfmul_vf_f32m2(v_g_all_base, lhs_current->d[3], vl); + vfloat32m2_t v_sum = __riscv_vfcvt_f_x_v_f32m2(v_isum_3, vl); + v_sum = __riscv_vfmul_vv_f32m2(v_sum, v_g_all, vl); + v_sumf_3 = __riscv_vfadd_vv_f32m2(v_sumf_3, v_sum, vl); + } + + } // End K-Block + + __riscv_vse32_v_f32m2(s + (row_tile + 0) * bs + col_tile, v_sumf_0, vl); + __riscv_vse32_v_f32m2(s + (row_tile + 1) * bs + col_tile, v_sumf_1, vl); + __riscv_vse32_v_f32m2(s + (row_tile + 2) * bs + col_tile, v_sumf_2, vl); + __riscv_vse32_v_f32m2(s + (row_tile + 3) * bs + col_tile, v_sumf_3, vl); + } + } +} +#endif diff --git a/ggml/src/ggml-cpu/arch/s390/quants.c b/ggml/src/ggml-cpu/arch/s390/quants.c index 19d225a483..500857579a 100644 --- a/ggml/src/ggml-cpu/arch/s390/quants.c +++ b/ggml/src/ggml-cpu/arch/s390/quants.c @@ -181,11 +181,11 @@ void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const voi const int8x16_t v_yh = vec_xl(QK8_0/2, y[ib].qs); const int16x8_t v_xylso = vec_mulo(v_xls, v_yl); - const int16x8_t v_xylse = vec_mule(v_xls, v_yl); + const int16x8_t v_xyl = vec_meadd(v_xls, v_yl, v_xylso); const int16x8_t v_xyhso = vec_mulo(v_xhs, v_yh); - const int16x8_t v_xyhse = vec_mule(v_xhs, v_yh); + const int16x8_t v_xyh = vec_meadd(v_xhs, v_yh, v_xyhso); - int16x8_t v_xy_ = v_xylso + v_xylse + v_xyhso + v_xyhse; v_xy_ += vec_reve(v_xy_); + int16x8_t v_xy_ = v_xyl + v_xyh; v_xy_ += vec_reve(v_xy_); const float32x4_t v_xy = vec_float(vec_unpackh(v_xy_)); const float32x4_t v_d = vec_splats(GGML_CPU_FP16_TO_FP32(x[ib].d) * GGML_CPU_FP16_TO_FP32(y[ib].d)); @@ -890,8 +890,7 @@ void ggml_vec_dot_q4_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const voi const int16x8_t v_minsh = (int16x8_t)vec_unpackh((uint8x16_t)v_mins8); const int32x4_t v_minso = vec_mulo(v_ysums, v_minsh); - const int32x4_t v_minse = vec_mule(v_ysums, v_minsh); - const int32x4_t v_mins = v_minso + v_minse; + const int32x4_t v_mins = vec_meadd(v_ysums, v_minsh, v_minso); sumf -= dmin * (v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3]); const uint8_t * scales = (const uint8_t *)utmp; @@ -1004,8 +1003,7 @@ void ggml_vec_dot_q5_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const voi const int16x8_t v_minsh = (int16x8_t)vec_unpackh(v_mins8); const int32x4_t v_minsho = vec_mulo(v_ysums, v_minsh); - const int32x4_t v_minshe = vec_mule(v_ysums, v_minsh); - const int32x4_t v_mins = vec_add(v_minsho, v_minshe); + const int32x4_t v_mins = vec_meadd(v_ysums, v_minsh, v_minsho); const int32_t mins = vec_hsum_i32x4(v_mins); const uint8_t * scales = (const uint8_t *)utmp; @@ -1110,10 +1108,10 @@ void ggml_vec_dot_q6_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const voi const int16x8_t v_scaleh = vec_unpackl(v_scale); const int32x4_t v_minslo = vec_mulo(v_ysumsl, v_scalel); - const int32x4_t v_minsle = vec_mule(v_ysumsl, v_scalel); + const int32x4_t v_minsl = vec_meadd(v_ysumsl, v_scalel, v_minslo); const int32x4_t v_minsho = vec_mulo(v_ysumsh, v_scaleh); - const int32x4_t v_minshe = vec_mule(v_ysumsh, v_scaleh); - const int32x4_t v_mins = v_minslo + v_minsle + v_minsho + v_minshe; + const int32x4_t v_minsh = vec_meadd(v_ysumsh, v_scaleh, v_minsho); + const int32x4_t v_mins = vec_add(v_minsl, v_minsh); const int32_t mins = vec_hsum_i32x4(v_mins); @@ -1465,4 +1463,3 @@ void ggml_vec_dot_iq4_xs_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const v ggml_vec_dot_iq4_xs_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); #endif } - diff --git a/ggml/src/ggml-cpu/arch/wasm/quants.c b/ggml/src/ggml-cpu/arch/wasm/quants.c index 74a359e6d1..648c6fcaba 100644 --- a/ggml/src/ggml-cpu/arch/wasm/quants.c +++ b/ggml/src/ggml-cpu/arch/wasm/quants.c @@ -1218,4 +1218,3 @@ void ggml_vec_dot_q6_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const voi ggml_vec_dot_q6_K_q8_K_generic(n, s, bs, vx, bx, vy, by, nrc); #endif } - diff --git a/ggml/src/ggml-cpu/arch/x86/repack.cpp b/ggml/src/ggml-cpu/arch/x86/repack.cpp index bd6906c415..af1cebad13 100644 --- a/ggml/src/ggml-cpu/arch/x86/repack.cpp +++ b/ggml/src/ggml-cpu/arch/x86/repack.cpp @@ -423,7 +423,7 @@ void ggml_quantize_mat_q8_K_4x8(const float * GGML_RESTRICT x, void * GGML_RESTR quants_interleaved[j] = i0; } - // Masks to shuffle the quants of corresonding sub blocks for rearraning quants for vectorized bsums computation + // Masks to shuffle the quants of corresponding sub blocks for rearranging quants for vectorized bsums computation __m256i shuffle_mask_sb2 = _mm256_castsi128_si256(_mm_setr_epi8(0, 1, 0, 1, 4, 5, 6, 7, 8, 9, 8, 9, 12, 13, 14, 15)); shuffle_mask_sb2 = _mm256_permute2f128_si256(shuffle_mask_sb2, shuffle_mask_sb2, 0); __m256i shuffle_mask_sb3 = _mm256_castsi128_si256(_mm_setr_epi8(0, 1, 2, 3, 0, 1, 6, 7, 8, 9, 10, 11, 8, 9, 14, 15)); @@ -531,7 +531,6 @@ static void gemv_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t UNUSED(bs); - __m128i changemask = _mm_set_epi8(15, 14, 7, 6, 13, 12, 5, 4, 11, 10, 3, 2, 9, 8, 1, 0); __m256i finalpermutemask = _mm256_set_epi32(7, 5, 3, 1, 6, 4, 2, 0); // Permute mask used for easier vector processing at later stages @@ -580,6 +579,7 @@ static void gemv_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t if constexpr ( std::is_same_v || std::is_same_v) { + const __m128i changemask = _mm_set_epi8(15, 14, 7, 6, 13, 12, 5, 4, 11, 10, 3, 2, 9, 8, 1, 0); col_scale_f32 = GGML_F32Cx8_REARRANGE_LOAD(b_ptr[b].d, changemask); } else if constexpr (std::is_same_v) { // Load 8 E8M0 exponents and convert to float via LUT @@ -625,7 +625,7 @@ static void gemv_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(rhs_vec_0123_3 ,_mm256_shuffle_epi32(rhs_vec_4567_3, 177), 170), _mm256_shuffle_epi32(lhs_vec_1, 170)); iacc = mul_sum_i8_pairs_acc_int32x8(iacc, _mm256_blend_epi32(_mm256_shuffle_epi32(rhs_vec_0123_3, 177) ,rhs_vec_4567_3, 170), _mm256_shuffle_epi32(lhs_vec_1, 255)); - // Accumulated values multipled with appropriate scales + // Accumulated values multiplied with appropriate scales acc_row = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc), _mm256_mul_ps(col_scale_f32, row_scale_f32), acc_row); } @@ -868,7 +868,7 @@ static void gemm_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t const __m128i row_scale_f16 = _mm_shuffle_epi32(_mm_maskload_epi32((int const*)(a_ptrs[rp][b].d), loadMask), 68); const __m512 row_scale_f32 = GGML_F32Cx16_REPEAT_LOAD(row_scale_f16); - // Multiply with appropiate scales and accumulate + // Multiply with appropriate scales and accumulate acc_rows[rp * 4] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -1076,7 +1076,7 @@ static void gemm_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t const __m128i row_scale_f16 = _mm_shuffle_epi32(_mm_maskload_epi32((int const*)(a_ptr[b].d), loadMask), 68); const __m512 row_scale_f32 = GGML_F32Cx16_REPEAT_LOAD(row_scale_f16); - // Multiply with appropiate scales and accumulate + // Multiply with appropriate scales and accumulate acc_rows[0] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]); acc_rows[1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]); acc_rows[2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]); @@ -1257,7 +1257,7 @@ static void gemm_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes const __m256 row_scale_f32 = GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask); - // Multiply with appropiate scales and accumulate + // Multiply with appropriate scales and accumulate acc_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -1428,7 +1428,7 @@ static void gemm_q4_b32_8x8_q8_0_lut_avx(int n, float * GGML_RESTRICT s, size_t // Load the scale(d) values for all the 4 Q8_0 blocks and repeat it across lanes const __m256 row_scale_f32 = GGML_F32Cx8_REPEAT_LOAD(a_ptr[b].d, loadMask); - // Multiply with appropiate scales and accumulate + // Multiply with appropriate scales and accumulate acc_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]); acc_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]); acc_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]); @@ -1612,7 +1612,7 @@ void ggml_gemv_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo lhs_vec_11 = _mm256_permute2f128_si256(lhs_vec_11, lhs_vec_11, 0); // Dot product done within 32 bit lanes and accumulated in the same vector - // First done for first sub block and thenn for second sub block in each sb + // First done for first sub block and then for second sub block in each sb // B0(0-3) B4(0-3) B1(0-3) B5(0-3) B2(0-3) B6(0-3) B3(0-3) B7(0-3) with A0(0-3) // B0(4-7) B4(4-7) B1(4-7) B5(4-7) B2(4-7) B6(4-7) B3(4-7) B7(4-7) with A0(4-7) // ........................................................................... @@ -2422,7 +2422,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m256 row_scale_f32_ymm = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); const __m512 row_scale_f32 = _mm512_insertf32x8(_mm512_castps256_ps512(row_scale_f32_ymm), row_scale_f32_ymm, 1); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[rp * 4] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -2785,7 +2785,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m256 row_scale_f32_ymm = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); const __m512 row_scale_f32 = _mm512_insertf32x8(_mm512_castps256_ps512(row_scale_f32_ymm), row_scale_f32_ymm, 1); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[0] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]); acc_rows[1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]); acc_rows[2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]); @@ -2802,7 +2802,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo acc_min_rows[3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_3), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[3]); } } - // Store accumlated values + // Store accumulated values for (int i = 0; i < 4; i++) { _mm512_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm512_sub_ps(acc_rows[i], acc_min_rows[i])); } @@ -3130,7 +3130,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m128 row_scale_f32_sse = _mm_load_ps(a_ptrs[rp][b].d); const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse);//GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -3460,7 +3460,7 @@ void ggml_gemm_q4_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m128 row_scale_f32_sse = _mm_load_ps(a_ptr[b].d); const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); //GGML_F32Cx8_REPEAT_LOAD(a_ptrs[rp][b].d, loadMask); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]); acc_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]); acc_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]); @@ -4268,7 +4268,7 @@ void ggml_gemm_q2_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m256 row_scale_f32_ymm = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); const __m512 row_scale_f32 = _mm512_insertf32x8(_mm512_castps256_ps512(row_scale_f32_ymm), row_scale_f32_ymm, 1); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[rp * 4] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_0), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_1), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_2), _mm512_mul_ps(col_scale_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -5035,7 +5035,7 @@ void ggml_gemm_q2_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo acc_min_rows[3] = _mm512_fmadd_ps(_mm512_cvtepi32_ps(iacc_row_min_3), _mm512_mul_ps(col_dmin_f32, _mm512_shuffle_ps(row_scale_f32, row_scale_f32, 255)), acc_min_rows[3]); } } - // Store accumlated values + // Store accumulated values for (int i = 0; i < 4; i++) { _mm512_storeu_ps((float * )(s + ((y * 4 + i) * bs + x * 8)), _mm512_sub_ps(acc_rows[i], acc_min_rows[i])); } @@ -5677,7 +5677,7 @@ void ggml_gemm_q2_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m128 row_scale_f32_sse = _mm_load_ps(a_ptrs[rp][b].d); const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[rp * 4] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[rp * 4]); acc_rows[rp * 4 + 1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[rp * 4 + 1]); acc_rows[rp * 4 + 2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[rp * 4 + 2]); @@ -6349,7 +6349,7 @@ void ggml_gemm_q2_K_8x8_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo const __m128 row_scale_f32_sse = _mm_load_ps(a_ptr[b].d); const __m256 row_scale_f32 = _mm256_set_m128(row_scale_f32_sse, row_scale_f32_sse); - // Multiply with appropiate scales and accumulate (for both d and dmin) below + // Multiply with appropriate scales and accumulate (for both d and dmin) below acc_rows[0] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_0), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 0)), acc_rows[0]); acc_rows[1] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_1), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 85)), acc_rows[1]); acc_rows[2] = _mm256_fmadd_ps(_mm256_cvtepi32_ps(iacc_row_2), _mm256_mul_ps(col_scale_f32, _mm256_shuffle_ps(row_scale_f32, row_scale_f32, 170)), acc_rows[2]); diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c index 64eb01a4e1..2b3eb5b5ce 100644 --- a/ggml/src/ggml-cpu/ggml-cpu.c +++ b/ggml/src/ggml-cpu/ggml-cpu.c @@ -217,6 +217,12 @@ static const struct ggml_type_traits_cpu type_traits_cpu[GGML_TYPE_COUNT] = { .vec_dot_type = GGML_TYPE_F16, .nrows = 1, }, + [GGML_TYPE_Q1_0] = { + .from_float = quantize_row_q1_0, + .vec_dot = ggml_vec_dot_q1_0_q8_0, + .vec_dot_type = GGML_TYPE_Q8_0, + .nrows = 1, + }, [GGML_TYPE_Q4_0] = { .from_float = quantize_row_q4_0, .vec_dot = ggml_vec_dot_q4_0_q8_0, @@ -270,6 +276,12 @@ static const struct ggml_type_traits_cpu type_traits_cpu[GGML_TYPE_COUNT] = { .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, }, + [GGML_TYPE_NVFP4] = { + .from_float = quantize_row_nvfp4, + .vec_dot = ggml_vec_dot_nvfp4_q8_0, + .vec_dot_type = GGML_TYPE_Q8_0, + .nrows = 1, + }, [GGML_TYPE_Q2_K] = { .from_float = quantize_row_q2_K, .vec_dot = ggml_vec_dot_q2_K_q8_K, @@ -2021,6 +2033,10 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_solve_tri(params, tensor); } break; + case GGML_OP_GATED_DELTA_NET: + { + ggml_compute_forward_gated_delta_net(params, tensor); + } break; case GGML_OP_MAP_CUSTOM1: { ggml_compute_forward_map_custom1(params, tensor); @@ -2200,6 +2216,7 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { } break; case GGML_OP_COUNT_EQUAL: case GGML_OP_SOLVE_TRI: + case GGML_OP_GATED_DELTA_NET: { n_tasks = n_threads; } break; @@ -2339,11 +2356,15 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { case GGML_OP_FLASH_ATTN_BACK: case GGML_OP_SSM_CONV: case GGML_OP_SSM_SCAN: + { + n_tasks = n_threads; + } break; case GGML_OP_RWKV_WKV6: case GGML_OP_GATED_LINEAR_ATTN: case GGML_OP_RWKV_WKV7: { - n_tasks = n_threads; + const int64_t n_heads = node->src[1]->ne[1]; + n_tasks = MIN(n_threads, n_heads); } break; case GGML_OP_WIN_PART: case GGML_OP_WIN_UNPART: @@ -2477,7 +2498,7 @@ static bool ggml_thread_apply_priority(int32_t prio) { if (prio != GGML_SCHED_PRIO_LOW) { // Tell Windows that this thread should not be throttled (needs its own CPU core). - // Newer Windows 11 versions aggresively park (offline) CPU cores and often place + // Newer Windows 11 versions aggressively park (offline) CPU cores and often place // all our threads onto the first 4 cores which results in terrible performance with // n_threads > 4 #if _WIN32_WINNT >= 0x0602 @@ -2860,8 +2881,12 @@ struct ggml_cplan ggml_graph_plan( const int64_t ne11 = node->src[1]->ne[1]; // H const int64_t ne12 = node->src[1]->ne[2]; // Channels In - cur += sizeof(ggml_fp16_t)*ne00*ne01*ne02*ne03; - cur += sizeof(ggml_fp16_t)*ne10*ne11*ne12; + GGML_ASSERT(node->src[0]->type == GGML_TYPE_F16 || node->src[0]->type == GGML_TYPE_F32); + GGML_ASSERT(node->src[1]->type == GGML_TYPE_F32); + + cur += ggml_type_size(node->src[0]->type) * ne00 * ne01 * ne02 * ne03; + cur += ggml_type_size(node->src[0]->type) * ne10 * ne11 * ne12; + } break; case GGML_OP_TOP_K: { @@ -2905,6 +2930,11 @@ struct ggml_cplan ggml_graph_plan( { cur = ggml_type_size(node->type)*(n_tasks + node->src[0]->ne[0]*n_tasks); } break; + case GGML_OP_GATED_DELTA_NET: + { + const int64_t S_v = node->src[2]->ne[0]; + cur = S_v * sizeof(float) * n_tasks; + } break; case GGML_OP_COUNT: { GGML_ABORT("fatal error"); diff --git a/ggml/src/ggml-cpu/ggml-cpu.cpp b/ggml/src/ggml-cpu/ggml-cpu.cpp index ddf1737a31..49f840be20 100644 --- a/ggml/src/ggml-cpu/ggml-cpu.cpp +++ b/ggml/src/ggml-cpu/ggml-cpu.cpp @@ -195,6 +195,8 @@ static const struct ggml_backend_i ggml_backend_cpu_i = { /* .free = */ ggml_backend_cpu_free, /* .set_tensor_async = */ NULL, /* .get_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ NULL, /* .synchronize = */ NULL, /* .graph_plan_create = */ ggml_backend_cpu_graph_plan_create, diff --git a/ggml/src/ggml-cpu/kleidiai/kernels.cpp b/ggml/src/ggml-cpu/kleidiai/kernels.cpp index d114f2d49b..8c4d7bc925 100644 --- a/ggml/src/ggml-cpu/kleidiai/kernels.cpp +++ b/ggml/src/ggml-cpu/kleidiai/kernels.cpp @@ -1,4 +1,4 @@ -// SPDX-FileCopyrightText: Copyright 2025 Arm Limited and/or its affiliates +// SPDX-FileCopyrightText: Copyright 2025-2026 Arm Limited and/or its affiliates // SPDX-License-Identifier: MIT // @@ -9,7 +9,6 @@ #include "kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.h" #include "kai_matmul_clamp_f32_qsi8d32p4x4_qsi4c32p4x4_16x4_neon_dotprod.h" #include "kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.h" -#include "kai_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa.h" #include "kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.h" #include "kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.h" #include "kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa.h" @@ -20,6 +19,7 @@ #include "kai_matmul_clamp_f32_qai8dxp4x8_qsi8cxp4x8_16x4_neon_i8mm.h" #include "kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p8x8_16x8_sve_i8mm.h" #include "kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p8x8_1x8_sve_dotprod.h" +#include "kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa.h" #include "kai_lhs_pack_bf16p2vlx2_f32_sme.h" #include "kai_lhs_quant_pack_qsi8d32p_f32.h" @@ -31,6 +31,7 @@ #include "kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.h" #include "kai_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon.h" #include "kai_rhs_pack_nxk_qsi8cxp_qsi8cx_neon.h" +#include "kai_lhs_pack_f16pmrx2_f32_neon.h" #include "kai_common.h" @@ -309,24 +310,24 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = { { /* SME GEMM */ /* .kern_info = */ { - /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_mr = */ kai_get_mr_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_nr = */ kai_get_nr_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_kr = */ kai_get_kr_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_sr = */ kai_get_sr_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_qsi8d32p1vlx4_qsi4c32p4vlx4_1vlx4vl_sme2_mopa, - /* .get_lhs_offset_ex = */ &kernel_offs_fn3, - /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn3, - /* .run_kernel_ex = */ &kernel_run_fn11, + /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_mr = */ kai_get_mr_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_nr = */ kai_get_nr_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_kr = */ kai_get_kr_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_sr = */ kai_get_sr_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa, + /* .get_lhs_offset_ex = */ &kernel_offs_fn3, + /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn3, + /* .run_kernel_ex = */ &kernel_run_fn11, }, /* .gemm_lhs_info = */ { - /* .get_offset = */ kai_get_lhs_offset_lhs_quant_pack_qsi8d32p_f32_neon, - /* .get_packed_offset_ex = */ &lhs_offs_fn6, - /* .packed_size_ex = */ &lhs_ps_fn6, - /* .pack_func_ex = */ &lhs_pack_float_fn10, + /* .get_offset = */ kai_get_lhs_offset_lhs_pack_f16pmrx2_f32_neon, + /* .get_packed_offset_ex = */ &lhs_offs_fn6, + /* .packed_size_ex = */ &lhs_ps_fn6, + /* .pack_func_ex = */ &lhs_pack_void_fn10, }, /* SME GEMV */ /* .kern_info = */ { @@ -519,7 +520,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = { /* .packed_stride_ex = */ &rhs_stride_fn4, /* .pack_func_ex = */ &rhs_pack_fn12, }, - /* .required_cpu = */ CPU_FEATURE_DOTPROD | CPU_FEATURE_I8MM, + /* .required_cpu = */ CPU_FEATURE_I8MM, /* .lhs_type = */ GGML_TYPE_F32, /* .rhs_type = */ GGML_TYPE_Q4_0, /* .op_type = */ GGML_TYPE_F32, @@ -630,7 +631,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = { /* .packed_stride_ex = */ &rhs_stride_fn4, /* .pack_func_ex = */ &rhs_pack_fn12, }, - /* .required_cpu = */ CPU_FEATURE_DOTPROD | CPU_FEATURE_I8MM, + /* .required_cpu = */ CPU_FEATURE_I8MM, /* .lhs_type = */ GGML_TYPE_F32, /* .rhs_type = */ GGML_TYPE_Q4_0, /* .op_type = */ GGML_TYPE_F32, @@ -800,7 +801,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = { /* .packed_stride_ex = */ &rhs_stride_fn4, /* .pack_func_ex = */ &rhs_pack_scale_fn12, }, - /* .required_cpu = */ CPU_FEATURE_DOTPROD | CPU_FEATURE_I8MM, + /* .required_cpu = */ CPU_FEATURE_I8MM, /* .lhs_type = */ GGML_TYPE_F32, /* .rhs_type = */ GGML_TYPE_Q8_0, /* .op_type = */ GGML_TYPE_F32, diff --git a/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp b/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp index ad23e73184..0ecf7ae02a 100644 --- a/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp +++ b/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp @@ -1,20 +1,31 @@ -// SPDX-FileCopyrightText: Copyright 2025 Arm Limited and/or its affiliates +// SPDX-FileCopyrightText: Copyright 2025-2026 Arm Limited and/or its affiliates // SPDX-License-Identifier: MIT // #include #include +#include #include #include -#include #include +#include #include #include #include #include #include +#include +#include +#include +#include +#include +#include +#include #if defined(__linux__) #include #include +#include +#include +#include #elif defined(__APPLE__) #include #include @@ -39,11 +50,18 @@ #define GGML_COMMON_DECL_CPP #include "ggml-common.h" +static constexpr int GGML_KLEIDIAI_MAX_KERNEL_SLOTS = 2; +static constexpr uint32_t GGML_KLEIDIAI_PACK_MAGIC = 0x4b4c4149; // "KLAI" +static constexpr uint16_t GGML_KLEIDIAI_PACK_VERSION = 1; +static constexpr size_t GGML_KLEIDIAI_PACK_ALIGN = 64; + struct ggml_kleidiai_context { cpu_feature features; ggml_kleidiai_kernels * kernels_q4; ggml_kleidiai_kernels * kernels_q8; -} static ctx = { CPU_FEATURE_NONE, NULL, NULL }; + int sme_thread_cap; // <= 0 means “SME disabled/unknown”; + int thread_hint; // <= 0 means “no hint” +} static ctx = { CPU_FEATURE_NONE, nullptr, nullptr, 0, -1 }; static const char* cpu_feature_to_string(cpu_feature f) { if (f == CPU_FEATURE_NONE) { @@ -63,41 +81,335 @@ static const char* cpu_feature_to_string(cpu_feature f) { } } -static void init_kleidiai_context(void) { +static size_t detect_num_smcus() { + if (!ggml_cpu_has_sme()) { + return 0; + } +#if defined(__linux__) && defined(__aarch64__) + // Linux/aarch64: Best-effort count of Streaming Mode Compute Units (SMCUs) via SMIDR_EL1 sysfs. + size_t num_private = 0; + std::set shared_ids; + + for (size_t cpu = 0;; ++cpu) { + const std::string path = + "/sys/devices/system/cpu/cpu" + std::to_string(cpu) + + "/regs/identification/smidr_el1"; + + std::ifstream file(path); + if (!file.is_open()) { + break; + } + + uint64_t smidr = 0; + if (!(file >> std::hex >> smidr)) { + continue; + } + + // Arm ARM: SMIDR_EL1 + const uint32_t sh = (uint32_t)((smidr >> 13) & 0x3); + // Build an "affinity-like" identifier for shared SMCUs. + // Keep the original packing logic, but isolate it here. + const uint32_t id = (uint32_t)((smidr & 0xFFFu) | ((smidr >> 20) & 0xFFFFF000u)); + + switch (sh) { + case 0b10: // private SMCU + ++num_private; + break; + case 0b11: // shared SMCU + shared_ids.emplace(id); + break; + case 0b00: + // Ambiguous / implementation-defined. Be conservative: + // treat id==0 as private, otherwise as shared. + if (id == 0) ++num_private; + else shared_ids.emplace(id); + break; + default: + break; + } + } + + return num_private + shared_ids.size(); + +#elif defined(__APPLE__) && defined(__aarch64__) + // table for known M4 variants. Users can override via GGML_KLEIDIAI_SME=. + char chip_name[256] = {}; + size_t size = sizeof(chip_name); + + if (sysctlbyname("machdep.cpu.brand_string", chip_name, &size, nullptr, 0) == 0) { + const std::string brand(chip_name); + + struct ModelSMCU { const char *match; size_t smcus; }; + static const ModelSMCU table[] = { + { "M4 Ultra", 2 }, + { "M4 Max", 2 }, + { "M4 Pro", 2 }, + { "M4", 1 }, + }; + + for (const auto &e : table) { + if (brand.find(e.match) != std::string::npos) { + return e.smcus; + } + } + } + return 1; + +#else + return 1; +#endif +} + +static int parse_uint_env(const char *s, const char *name, bool *ok) { + if (!s) { *ok = false; return 0; } + char *end = nullptr; + long v = strtol(s, &end, 10); + if (end == s || *end != '\0') { + GGML_LOG_WARN("kleidiai: invalid %s='%s' (expected integer)\n", name, s); + *ok = false; + return 0; + } + if (v < 0 || v > INT_MAX) { + GGML_LOG_WARN("kleidiai: out-of-range %s='%s'\n", name, s); + *ok = false; + return 0; + } + *ok = true; + return (int)v; +} + +static void init_kleidiai_context(void) { ggml_critical_section_start(); static bool initialized = false; if (!initialized) { initialized = true; - const char *env_var = getenv("GGML_KLEIDIAI_SME"); - int sme_enabled = 0; + + const char *env_sme = getenv("GGML_KLEIDIAI_SME"); + const char *env_threads = getenv("GGML_TOTAL_THREADS"); + + const bool cpu_has_sme = ggml_cpu_has_sme(); + size_t detected_smcus = 0; ctx.features = (ggml_cpu_has_dotprod() ? CPU_FEATURE_DOTPROD : CPU_FEATURE_NONE) | (ggml_cpu_has_matmul_int8() ? CPU_FEATURE_I8MM : CPU_FEATURE_NONE) | ((ggml_cpu_has_sve() && ggml_cpu_get_sve_cnt() == QK8_0) ? CPU_FEATURE_SVE : CPU_FEATURE_NONE); - if (env_var) { - sme_enabled = atoi(env_var); + if (env_threads) { + bool ok = false; + int hint = parse_uint_env(env_threads, "GGML_TOTAL_THREADS", &ok); + if (ok && hint > 0) { + ctx.thread_hint = hint; + } } - if (sme_enabled != 0) { - ctx.features |= ggml_cpu_has_sme() ? CPU_FEATURE_SME : CPU_FEATURE_NONE; + // SME policy: + // - If CPU doesn't support SME: SME always off. + // - Else: + // - env unset => auto-detect cores; enable if detected > 0. + // - env=0 => force off. + // - env>0 => force N cores (skip detection). + int sme_cores = 0; + bool sme_env_ok = false; + bool sme_env_set = (env_sme != nullptr); + + if (!cpu_has_sme) { + if (sme_env_set) { + bool ok = false; + int req = parse_uint_env(env_sme, "GGML_KLEIDIAI_SME", &ok); + if (ok && req > 0) { + GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME=%d but SME is not supported on this CPU; disabling SME\n", req); + } + } + sme_cores = 0; + } else { + if (sme_env_set) { + bool ok = false; + int v = parse_uint_env(env_sme, "GGML_KLEIDIAI_SME", &ok); + sme_env_ok = ok; + + if (!ok) { + GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME set but parsing failed; falling back to runtime SME-core detection\n"); + detected_smcus = detect_num_smcus(); + sme_cores = detected_smcus > 0 ? (int)detected_smcus : 0; + } else if (v == 0) { + sme_cores = 0; + } else { + sme_cores = v; + } + } else { + detected_smcus = detect_num_smcus(); + sme_cores = detected_smcus > 0 ? (int)detected_smcus : 0; + } + + if (!sme_env_set && sme_cores == 0) { + GGML_LOG_WARN("kleidiai: SME supported but runtime SME-core detection returned 0; falling back to NEON\n"); + } + + if (sme_cores > 0) { + ctx.features |= CPU_FEATURE_SME; + } } + + // Kernel selection ctx.kernels_q4 = ggml_kleidiai_select_kernels_q4_0(ctx.features); ctx.kernels_q8 = ggml_kleidiai_select_kernels_q8_0(ctx.features); -#ifndef NDEBUG - if (ctx.kernels_q4) { - GGML_LOG_DEBUG("kleidiai: using q4 kernel with CPU feature %s\n", cpu_feature_to_string(ctx.kernels_q4->required_cpu)); + + if (!ctx.kernels_q4) { + GGML_LOG_INFO("kleidiai: no compatible q4 kernels found for CPU features mask %d\n", (int)ctx.features); + } else { + GGML_LOG_INFO("kleidiai: primary q4 kernel feature %s\n", cpu_feature_to_string(ctx.kernels_q4->required_cpu)); } - if (ctx.kernels_q8) { - GGML_LOG_DEBUG("kleidiai: using q8 kernel with CPU feature %s\n", cpu_feature_to_string(ctx.kernels_q8->required_cpu)); + + if (!ctx.kernels_q8) { + GGML_LOG_INFO("kleidiai: no compatible q8 kernels found for CPU features mask %d\n", (int)ctx.features); + } else { + GGML_LOG_INFO("kleidiai: primary q8 kernel feature %s\n", cpu_feature_to_string(ctx.kernels_q8->required_cpu)); + } + + ctx.sme_thread_cap = (ctx.features & CPU_FEATURE_SME) ? sme_cores : 0; + + if (ctx.features & CPU_FEATURE_SME) { + if (sme_env_set && sme_env_ok && sme_cores > 0) { + GGML_LOG_INFO("kleidiai: SME enabled (GGML_KLEIDIAI_SME=%d override)\n", sme_cores); + } else { + GGML_LOG_INFO("kleidiai: SME enabled (runtime-detected SME cores=%d)\n", sme_cores); + } + } else { + GGML_LOG_INFO("kleidiai: SME disabled\n"); } -#endif } + ggml_critical_section_end(); } +static inline int kleidiai_sme_thread_cap() { + return ctx.sme_thread_cap; +} + +static inline size_t align_up(size_t value, size_t alignment) { + if (alignment == 0) { + return value; + } + const size_t remainder = value % alignment; + return remainder == 0 ? value : value + (alignment - remainder); +} + +static inline bool kleidiai_pack_fallback_allowed() { + if (ctx.sme_thread_cap <= 0) { + return false; + } + if (ctx.thread_hint <= 0) { + return true; + } + return ctx.thread_hint > ctx.sme_thread_cap; +} + +struct kleidiai_weight_header { + uint32_t magic; + uint16_t version; + uint16_t slot_count; + uint64_t offsets[GGML_KLEIDIAI_MAX_KERNEL_SLOTS]; + uint64_t sizes[GGML_KLEIDIAI_MAX_KERNEL_SLOTS]; +}; + +static inline kleidiai_weight_header * kleidiai_weight_header_from_ptr(void * data) { + return reinterpret_cast(data); +} + +static inline const kleidiai_weight_header * kleidiai_weight_header_from_ptr(const void * data) { + return reinterpret_cast(data); +} + +static inline bool kleidiai_is_weight_header_valid(const kleidiai_weight_header * header) { + if (!header) { + return false; + } + if (header->magic != GGML_KLEIDIAI_PACK_MAGIC || header->version != GGML_KLEIDIAI_PACK_VERSION) { + return false; + } + if (header->slot_count == 0 || header->slot_count > GGML_KLEIDIAI_MAX_KERNEL_SLOTS) { + return false; + } + return true; +} + +static inline uint8_t * kleidiai_weight_slot_ptr(kleidiai_weight_header * header, int slot) { + if (!kleidiai_is_weight_header_valid(header)) { + return nullptr; + } + if (slot < 0 || slot >= header->slot_count) { + return nullptr; + } + return reinterpret_cast(header) + header->offsets[slot]; +} + +static inline const uint8_t * kleidiai_weight_slot_ptr(const kleidiai_weight_header * header, int slot) { + if (!kleidiai_is_weight_header_valid(header)) { + return nullptr; + } + if (slot < 0 || slot >= header->slot_count) { + return nullptr; + } + return reinterpret_cast(header) + header->offsets[slot]; +} + +static inline ggml_kleidiai_kernels * kleidiai_primary_kernel_q4() { + return ctx.kernels_q4; +} + +static inline ggml_kleidiai_kernels * kleidiai_primary_kernel_q8() { + return ctx.kernels_q8; +} + +template +static int kleidiai_collect_kernel_chain_common( + ggml_kleidiai_kernels * primary, + cpu_feature features, + std::array & out, + SelectFallback select_fallback) { + int count = 0; + if (!primary) { + return 0; + } + out[count++] = primary; + + if ((primary->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) { + const cpu_feature fallback_mask = static_cast(features & ~CPU_FEATURE_SME); + if (fallback_mask != CPU_FEATURE_NONE) { + ggml_kleidiai_kernels * fallback = select_fallback(fallback_mask); + if (fallback && fallback != primary && + fallback->lhs_type == primary->lhs_type && + fallback->rhs_type == primary->rhs_type && + fallback->op_type == primary->op_type) { + out[count++] = fallback; + } + } + } + + return count; +} + +static int kleidiai_collect_kernel_chain(const struct ggml_tensor * op, + std::array & out) { + ggml_kleidiai_kernels * primary = ggml_kleidiai_select_kernels(ctx.features, op); + return kleidiai_collect_kernel_chain_common(primary, ctx.features, out, + [&](cpu_feature mask) { return ggml_kleidiai_select_kernels(mask, op); }); +} + +static int kleidiai_collect_q4_chain(std::array & out) { + ggml_kleidiai_kernels * primary = kleidiai_primary_kernel_q4(); + return kleidiai_collect_kernel_chain_common(primary, ctx.features, out, + [&](cpu_feature mask) { return ggml_kleidiai_select_kernels_q4_0(mask); }); +} + +static int kleidiai_collect_q8_chain(std::array & out) { + ggml_kleidiai_kernels * primary = kleidiai_primary_kernel_q8(); + return kleidiai_collect_kernel_chain_common(primary, ctx.features, out, + [&](cpu_feature mask) { return ggml_kleidiai_select_kernels_q8_0(mask); }); +} + static inline int64_t ggml_ne(const ggml_tensor * tensor, int dim) { GGML_ASSERT(dim >= 0 && dim < GGML_MAX_DIMS); return tensor->ne[dim]; @@ -126,49 +438,108 @@ class tensor_traits : public ggml::cpu::tensor_traits { if (op->op != GGML_OP_MUL_MAT) { return false; } - ggml_kleidiai_kernels *kernels = ggml_kleidiai_select_kernels(ctx.features, op); - if (!kernels) { + + std::array kernel_chain; + const int slot_count = kleidiai_collect_kernel_chain(op, kernel_chain); + if (slot_count == 0) { return false; } - bool is_gemv = op->src[1]->ne[1] == 1; - kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; - lhs_packing_info * lhs_info = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; - size_t k = op->src[0]->ne[0]; - size_t n = op->src[0]->ne[1]; - size_t m = op->src[1]->ne[1]; + const bool is_gemv = op->src[1]->ne[1] == 1; + const size_t k = op->src[0]->ne[0]; + const size_t n = op->src[0]->ne[1]; + const size_t m = op->src[1]->ne[1]; - size_t mr = kernel->get_mr(); - size_t kr = kernel->get_kr(); - size_t sr = kernel->get_sr(); + if (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q8_0) { + const size_t qk = (op->src[0]->type == GGML_TYPE_Q4_0) ? QK4_0 : QK8_0; - if (kernels->rhs_type == GGML_TYPE_Q4_0) { - if (!lhs_info->packed_size_ex) return false; - size = lhs_info->packed_size_ex(m, k, QK4_0, mr, kr, sr); - } else if (kernels->rhs_type == GGML_TYPE_Q8_0) { - if (!lhs_info->packed_size_ex) return false; - size = lhs_info->packed_size_ex(m, k, QK8_0, mr, kr, sr); - } else if (kernels->rhs_type == GGML_TYPE_F16) { - if (!lhs_info->packed_size_ex || !kernels->rhs_info.packed_size_ex) return false; + size_t cursor = 0; + bool any_slot = false; + + for (int slot = 0; slot < slot_count; ++slot) { + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + lhs_packing_info * lhs_info = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; + kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; + + if (!lhs_info || !lhs_info->packed_size_ex || !kernel) { + return false; + } + + const size_t mr = kernel->get_mr(); + const size_t kr = kernel->get_kr(); + const size_t sr = kernel->get_sr(); + + const size_t packed = lhs_info->packed_size_ex(m, k, qk, mr, kr, sr); + + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += packed; + any_slot = true; + } + + if (!any_slot) { + return false; + } + + size = cursor; + return true; + } + + if (op->src[0]->type == GGML_TYPE_F16) { const int64_t lhs_batch_size0 = op->src[1]->ne[2]; const int64_t rhs_batch_size0 = op->src[0]->ne[2]; + GGML_ASSERT(rhs_batch_size0 > 0); const int64_t r = lhs_batch_size0 / rhs_batch_size0; - size = lhs_info->packed_size_ex(m * r, k, 0, mr, kr, sr) + - kernels->rhs_info.packed_size_ex(n, k, kernel->get_nr(), kernel->get_kr(), 0) + - k * n * sizeof(float) + n * sizeof(float); - } else { - return false; + + size_t cursor = 0; + bool any_slot = false; + + for (int slot = 0; slot < slot_count; ++slot) { + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + lhs_packing_info * lhs_info = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; + kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; + if (!lhs_info || !lhs_info->packed_size_ex || !kernels->rhs_info.packed_size_ex || !kernel) { + return false; + } + + const size_t mr = kernel->get_mr(); + const size_t kr = kernel->get_kr(); + const size_t sr = kernel->get_sr(); + + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += lhs_info->packed_size_ex(m * r, k, 0, mr, kr, sr); + any_slot = true; + } + + for (int slot = 0; slot < slot_count; ++slot) { + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; + if (!kernel || !kernels->rhs_info.packed_size_ex) { + return false; + } + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += kernels->rhs_info.packed_size_ex(n, k, kernel->get_nr(), kernel->get_kr(), 0); + } + + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += k * n * sizeof(float); + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += n * sizeof(float); + + if (!any_slot) { + return false; + } + + size = cursor; + return true; } - return true; + return false; } bool compute_forward(struct ggml_compute_params * params, struct ggml_tensor * dst) override { if (dst->op == GGML_OP_MUL_MAT) { - if (dst->src[0]->type == GGML_TYPE_Q4_0) { - return compute_forward_q4_0(params, dst); - } else if (dst->src[0]->type == GGML_TYPE_Q8_0) { - return compute_forward_q8_0(params, dst); + if (dst->src[0]->type == GGML_TYPE_Q4_0 || dst->src[0]->type == GGML_TYPE_Q8_0) { + return compute_forward_qx(params, dst); } else if (dst->src[0]->type == GGML_TYPE_F16) { return compute_forward_fp16(params, dst); } @@ -331,204 +702,457 @@ class tensor_traits : public ggml::cpu::tensor_traits { return true; } - bool compute_forward_q4_0(struct ggml_compute_params * params, struct ggml_tensor * dst) { - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_Q4_0); + bool compute_forward_qx(struct ggml_compute_params * params, struct ggml_tensor * dst) { + GGML_ASSERT(dst->src[0]->type == GGML_TYPE_Q4_0 || dst->src[0]->type == GGML_TYPE_Q8_0); const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; GGML_TENSOR_BINARY_OP_LOCALS - ggml_kleidiai_kernels *kernels = ggml_kleidiai_select_kernels(ctx.features, dst); - if (!kernels) { - return false; + const kleidiai_weight_header * header = kleidiai_weight_header_from_ptr(src0->data); + const bool has_header = kleidiai_is_weight_header_valid(header); + const bool is_gemv = src1->ne[1] == 1; + std::array kernel_chain; + const int slot_total = kleidiai_collect_kernel_chain(dst, kernel_chain); + + auto weight_for_slot = [&](int slot_index, size_t & size_out) -> const uint8_t * { + if (slot_index < 0 || slot_index >= slot_total) { + return nullptr; + } + if (has_header) { + if (slot_index < header->slot_count) { + size_out = static_cast(header->sizes[slot_index]); + return kleidiai_weight_slot_ptr(header, slot_index); + } + return nullptr; + } + if (slot_index == 0) { + size_out = ggml_nbytes(src0); + return static_cast(src0->data); + } + return nullptr; + }; + + struct runtime_slot { + int slot_index; + ggml_kleidiai_kernels * kernels; + kernel_info * kernel; + lhs_packing_info * lhs_info; + size_t mr; + size_t nr; + size_t kr; + size_t sr; + size_t n_step; + size_t lhs_packed_size; + size_t lhs_offset; + size_t n_offset; + size_t n_cols; + int assigned_threads; + int thread_begin; + int thread_end; + const uint8_t * rhs_base; + }; + + std::array runtime{}; + int runtime_count = 0; + + for (int slot = 0; slot < slot_total && runtime_count < GGML_KLEIDIAI_MAX_KERNEL_SLOTS; ++slot) { + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + kernel_info * kinfo = is_gemv ? &kernels->gemv : &kernels->gemm; + lhs_packing_info * linfo = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; + if (!kinfo || !linfo || !linfo->packed_size_ex || !linfo->pack_func_ex || !linfo->get_offset || + !kinfo->get_rhs_packed_offset_ex || !kinfo->run_kernel_ex || !kinfo->get_dst_offset) { + continue; + } + + size_t rhs_size = 0; + const uint8_t * rhs_ptr = weight_for_slot(slot, rhs_size); + if (!rhs_ptr || rhs_size == 0) { + continue; + } + + runtime[runtime_count] = { + slot, + kernels, + kinfo, + linfo, + kinfo->get_mr(), + kinfo->get_nr(), + kinfo->get_kr(), + kinfo->get_sr(), + kinfo->get_n_step(), + 0, + 0, + 0, + 0, + 0, + 0, + 0, + rhs_ptr + }; + ++runtime_count; } - bool is_gemv = src1->ne[1] == 1; - kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; - lhs_packing_info * lhs_info = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; - - GGML_ASSERT(kernel); - if (!lhs_info->get_packed_offset_ex || !lhs_info->pack_func_ex || - !kernel->get_rhs_packed_offset_ex || !kernel->run_kernel_ex || !kernel->get_dst_offset) { - return false; + if (runtime_count == 0) { + ggml_kleidiai_kernels * fallback = ggml_kleidiai_select_kernels(ctx.features, dst); + if (!fallback) { + return false; + } + kernel_info * kinfo = is_gemv ? &fallback->gemv : &fallback->gemm; + lhs_packing_info * linfo = is_gemv ? &fallback->gemv_lhs_info : &fallback->gemm_lhs_info; + rhs_packing_info * rinfo = &fallback->rhs_info; + if (!kinfo || !linfo || !linfo->packed_size_ex || !linfo->pack_func_ex || + !kinfo->get_rhs_packed_offset_ex || !kinfo->run_kernel_ex || !kinfo->get_dst_offset || + !rinfo || !rinfo->pack_func_ex || !rinfo->packed_size_ex) { + return false; + } + kernel_chain[0] = fallback; + runtime[0] = { + 0, + fallback, + kinfo, + linfo, + kinfo->get_mr(), + kinfo->get_nr(), + kinfo->get_kr(), + kinfo->get_sr(), + kinfo->get_n_step(), + 0, + 0, + 0, + 0, + 0, + 0, + 0, + nullptr + }; + size_t rhs_size_fallback = 0; + const uint8_t * rhs_base = weight_for_slot(0, rhs_size_fallback); + if (!rhs_base) { + rhs_base = static_cast(src0->data); + } + runtime[0].rhs_base = rhs_base; + runtime_count = 1; } - const int ith = params->ith; - const int nth_raw = params->nth; - const int nth = nth_raw > 0 ? nth_raw : 1; + const int nth_total = params->nth > 0 ? params->nth : 1; + const int ith_total = params->ith; + + int sme_slot = -1; + for (int i = 0; i < runtime_count; ++i) { + if ((runtime[i].kernels->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) { + sme_slot = i; + break; + } + } + + const int sme_cap_limit = ctx.sme_thread_cap; + const bool use_hybrid = sme_cap_limit > 0 && + runtime_count > 1 && + nth_total > sme_cap_limit; + // Heuristic: disable hybrid for very small workloads where per-slot overhead dominates. + // If rows are small or average columns per thread are small, keep single-slot. + size_t min_cols_per_thread = 0; + if (runtime_count > 0 && nth_total > 0) { + min_cols_per_thread = (size_t) std::max(1, (int64_t)ne01 / (int64_t)nth_total); + } + const bool too_small_for_hybrid = (min_cols_per_thread < 2) || (ne11 < 128); + + const bool hybrid_enabled = use_hybrid && !too_small_for_hybrid; + + if (!hybrid_enabled) { + int chosen_slot = 0; + if (too_small_for_hybrid && sme_slot != -1) { + chosen_slot = sme_slot; + } else if (runtime_count > 1 && ctx.sme_thread_cap > 0 && nth_total > ctx.sme_thread_cap) { + chosen_slot = 1; + } + if (chosen_slot != 0 && chosen_slot < runtime_count) { + runtime[0] = runtime[chosen_slot]; + } + runtime_count = runtime_count > 0 ? 1 : 0; + + // Recompute SME slot based on the collapsed runtime[0] + sme_slot = -1; + if (runtime_count > 0 && + (runtime[0].kernels->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) { + sme_slot = 0; + } + } + + int sme_cap = kleidiai_sme_thread_cap(); + if (sme_cap < 0) { + sme_cap = nth_total; + } + sme_cap = std::min(sme_cap, nth_total); + + int threads_remaining = nth_total; + if (sme_slot != -1) { + int sme_threads = std::min(std::max(sme_cap, 0), threads_remaining); + runtime[sme_slot].assigned_threads = sme_threads; + threads_remaining -= sme_threads; + } + + int fallback_indices[GGML_KLEIDIAI_MAX_KERNEL_SLOTS]; + int fallback_count = 0; + for (int i = 0; i < runtime_count; ++i) { + if (i == sme_slot) { + continue; + } + fallback_indices[fallback_count++] = i; + } + + for (int fi = 0; fi < fallback_count; ++fi) { + if (threads_remaining <= 0) { + break; + } + const int slot_index = fallback_indices[fi]; + const int slots_left = fallback_count - fi; + int share = (threads_remaining + slots_left - 1) / slots_left; + share = std::min(share, threads_remaining); + runtime[slot_index].assigned_threads = share; + threads_remaining -= share; + } + + if (threads_remaining > 0) { + const int fallback_slot = (sme_slot != -1) ? sme_slot : 0; + runtime[fallback_slot].assigned_threads += threads_remaining; + threads_remaining = 0; + } + + int thread_cursor = 0; + for (int i = 0; i < runtime_count; ++i) { + runtime[i].thread_begin = thread_cursor; + thread_cursor += runtime[i].assigned_threads; + runtime[i].thread_end = thread_cursor; + } + + if (thread_cursor < nth_total && runtime_count > 0) { + runtime[runtime_count - 1].assigned_threads += nth_total - thread_cursor; + runtime[runtime_count - 1].thread_end = nth_total; + } + + int local_slot = -1; + int local_ith = 0; + for (int i = 0; i < runtime_count; ++i) { + if (ith_total >= runtime[i].thread_begin && ith_total < runtime[i].thread_end) { + local_slot = i; + local_ith = ith_total - runtime[i].thread_begin; + break; + } + } + if (local_slot == -1) { + return false; + } const size_t k = ne00; const size_t m = ne11; const size_t n = ne01; - size_t mr = kernel->get_mr(); - size_t kr = kernel->get_kr(); - size_t sr = kernel->get_sr(); + size_t cursor = 0; + for (int i = 0; i < runtime_count; ++i) { + const ggml_type slot_rhs_type = runtime[i].kernels->rhs_type; + const size_t slot_pack_size_arg = slot_rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : + slot_rhs_type == GGML_TYPE_Q8_0 ? QK8_0 : 0; + runtime[i].lhs_packed_size = runtime[i].lhs_info->packed_size_ex(m, k, slot_pack_size_arg, runtime[i].mr, runtime[i].kr, runtime[i].sr); + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + runtime[i].lhs_offset = cursor; + cursor += runtime[i].lhs_packed_size; + } - const uint8_t * lhs = static_cast(src1->data); - uint8_t * lhs_packed = (uint8_t*)params->wdata; - const uint8_t * rhs_packed = static_cast(src0->data); + GGML_ASSERT(cursor <= params->wsize); + uint8_t * scratch = static_cast(params->wdata); - const size_t n_step = kernel->get_n_step(); - const size_t num_n_per_thread = kai_roundup(kai_roundup(n, nth) / nth, n_step); - const size_t n_start = ith * num_n_per_thread; - - size_t n_to_process = 0; - if (n_start < n) { - n_to_process = num_n_per_thread; - if ((n_start + n_to_process) > n) { - n_to_process = n - n_start; + size_t assigned_cols = 0; + uint64_t weighted_total = 0; + if (runtime_count > 1 && sme_slot != -1) { + for (int i = 0; i < runtime_count; ++i) { + const uint64_t weight = (i == sme_slot) ? (sme_cap << 1) : 1; + weighted_total += (uint64_t)runtime[i].assigned_threads * weight; } } - - // Calculate number of columns to be processed per thread - const size_t num_m_per_thread = kai_roundup(m, mr * nth) / nth; - const size_t m_start = ith * num_m_per_thread; - size_t m_to_process = num_m_per_thread; - if ((m_start + m_to_process) > m) { - m_to_process = m - m_start; + for (int i = 0; i < runtime_count; ++i) { + runtime[i].n_offset = assigned_cols; + if (runtime[i].assigned_threads == 0) { + runtime[i].n_cols = 0; + continue; + } + const size_t remaining_cols = n - assigned_cols; + if (remaining_cols == 0) { + runtime[i].n_cols = 0; + continue; + } + const size_t step = runtime[i].n_step ? runtime[i].n_step : 1; + size_t target = 0; + if (weighted_total > 0) { + const uint64_t weight = (i == sme_slot) ? (sme_cap << 1) : 1; + target = (size_t)(((uint64_t)n * runtime[i].assigned_threads * weight) / weighted_total); + } else { + target = (size_t)(((uint64_t)n * runtime[i].assigned_threads) / nth_total); + } + target = std::min(target, remaining_cols); + size_t aligned = round_down(target, step); + if (aligned == 0 && remaining_cols >= step) { + aligned = step; + } + runtime[i].n_cols = aligned; + assigned_cols += aligned; } - if (m_start < m) { - // Transform LHS - const size_t src_stride = src1->nb[1]; - const float * src_ptr = reinterpret_cast(lhs + lhs_info->get_offset(m_start, dst->src[1]->nb[1])); - const size_t lhs_packed_offset = lhs_info->get_packed_offset_ex(m_start, k, QK4_0, mr, kr, sr); - void * lhs_packed_ptr = static_cast(lhs_packed + lhs_packed_offset); - - // Pack this thread's chunk with m_idx_start = 0 and per-thread output pointer - lhs_info->pack_func_ex(m_to_process, k, QK4_0, mr, kr, sr, 0, src_ptr, src_stride, lhs_packed_ptr); - } - - ggml_barrier(params->threadpool); - - // Perform the operation - const size_t dst_stride = dst->nb[1]; - const size_t lhs_packed_offset = lhs_info->get_packed_offset_ex(0, k, QK4_0, mr, kr, sr); - const size_t rhs_packed_offset = kernel->get_rhs_packed_offset_ex(n_start, k, QK4_0); - const size_t dst_offset = kernel->get_dst_offset(0, n_start, dst_stride); - const void * rhs_ptr = static_cast(rhs_packed + rhs_packed_offset); - const void* lhs_ptr = (const void*)((const char *)lhs_packed + lhs_packed_offset); - float *dst_ptr = reinterpret_cast(static_cast(dst->data) + dst_offset); - - if (n_to_process > 0) { - kernel->run_kernel_ex(m, n_to_process, k, QK4_0, lhs_ptr, rhs_ptr, dst_ptr, dst_stride, - sizeof(float), -FLT_MAX, FLT_MAX); - } - - return true; - } - - bool compute_forward_q8_0(struct ggml_compute_params * params, struct ggml_tensor * dst) { - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_Q8_0); - - const ggml_tensor * src0 = dst->src[0]; - const ggml_tensor * src1 = dst->src[1]; - - GGML_TENSOR_BINARY_OP_LOCALS - - ggml_kleidiai_kernels *kernels = ggml_kleidiai_select_kernels(ctx.features, dst); - if (!kernels) { - return false; - } - - bool is_gemv = src1->ne[1] == 1; - kernel_info * kernel = is_gemv ? &kernels->gemv : &kernels->gemm; - lhs_packing_info * lhs_info = is_gemv ? &kernels->gemv_lhs_info : &kernels->gemm_lhs_info; - - if (!kernel || !lhs_info->get_packed_offset_ex || !lhs_info->pack_func_ex || - !kernel->get_rhs_packed_offset_ex || !kernel->run_kernel_ex || !kernel->get_dst_offset) { - return false; - } - - const int ith = params->ith; - const int nth_raw = params->nth; - const int nth = nth_raw > 0 ? nth_raw : 1; - - const size_t k = ne00; - const size_t m = ne11; - const size_t n = ne01; - - size_t mr = kernel->get_mr(); - size_t kr = kernel->get_kr(); - size_t sr = kernel->get_sr(); - - const uint8_t * lhs = static_cast(src1->data); - uint8_t * lhs_packed = static_cast(params->wdata); - const uint8_t * rhs_packed = static_cast(src0->data); - - const size_t n_step = kernel->get_n_step(); - const size_t num_n_per_thread = kai_roundup(kai_roundup(n, nth) / nth, n_step); - const size_t n_start = ith * num_n_per_thread; - - size_t n_to_process = 0; - if (n_start < n) { - n_to_process = num_n_per_thread; - if ((n_start + n_to_process) > n) { - n_to_process = n - n_start; + if (assigned_cols < n) { + for (int i = runtime_count - 1; i >= 0; --i) { + if (runtime[i].assigned_threads > 0) { + runtime[i].n_cols += n - assigned_cols; + break; + } } } + const size_t dst_stride = dst->nb[1]; - const size_t num_m_per_thread = kai_roundup(m, mr * nth) / nth; - const size_t m_start = ith * num_m_per_thread; - size_t m_to_process = num_m_per_thread; - if ((m_start + m_to_process) > m) { - m_to_process = m - m_start; - } + for (int64_t batch_idx = 0; batch_idx < ne12; ++batch_idx) { + const uint8_t * lhs_batch_base = static_cast(src1->data) + batch_idx * src1->nb[2]; + uint8_t * dst_batch_base = static_cast(dst->data) + batch_idx * dst->nb[2]; - if (m_start < m) { - const size_t src_stride = src1->nb[1]; - const float * src_ptr = reinterpret_cast(lhs + lhs_info->get_offset(m_start, dst->src[1]->nb[1])); - const size_t lhs_packed_offset = lhs_info->get_packed_offset_ex(m_start, k, 0, mr, kr, sr); - void * lhs_packed_ptr = static_cast(lhs_packed + lhs_packed_offset); + if (runtime[local_slot].assigned_threads > 0) { + runtime_slot & slot = runtime[local_slot]; + const ggml_type slot_rhs_type = slot.kernels->rhs_type; + const size_t slot_lhs_exec_arg = slot_rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : + slot_rhs_type == GGML_TYPE_Q8_0 ? 0 : 0; + const int64_t m_roundup_mr = kai_roundup((int64_t)m, (int64_t)slot.mr); + int64_t max_threads = slot.mr ? (m_roundup_mr / (int64_t)slot.mr) : slot.assigned_threads; + max_threads = std::max(1, max_threads); + const int64_t use_threads = std::min(slot.assigned_threads, max_threads); - lhs_info->pack_func_ex(m_to_process, k, 0, mr, kr, sr, 0, src_ptr, src_stride, lhs_packed_ptr); - } + if (local_ith < use_threads) { + const int64_t num_m_per_thread0 = round_down((size_t)(m_roundup_mr / use_threads), slot.mr); + const int64_t num_m_per_threadN_1 = (int64_t)m - (use_threads - 1) * num_m_per_thread0; - ggml_barrier(params->threadpool); + const int64_t m_start = (int64_t)local_ith * num_m_per_thread0; + const int64_t m_count = (local_ith == use_threads - 1) ? num_m_per_threadN_1 : num_m_per_thread0; - const size_t dst_stride = dst->nb[1]; - const size_t lhs_packed_offset = lhs_info->get_packed_offset_ex(0, k, 0, mr, kr, sr); - const size_t rhs_packed_offset = kernel->get_rhs_packed_offset_ex(n_start, k, 0); - const size_t dst_offset = kernel->get_dst_offset(0, n_start, dst_stride); - const void * rhs_ptr = static_cast(rhs_packed + rhs_packed_offset); - const void * lhs_ptr = static_cast(lhs_packed + lhs_packed_offset); - float * dst_ptr = reinterpret_cast(static_cast(dst->data) + dst_offset); + const size_t base_packed_off = slot.lhs_info->get_packed_offset_ex(m_start, k, slot_lhs_exec_arg, slot.mr, slot.kr, slot.sr); + const size_t next_block_off = slot.lhs_info->get_packed_offset_ex(m_start + slot.mr, k, slot_lhs_exec_arg, slot.mr, slot.kr, slot.sr); + const size_t row_stride_bytes = slot.mr ? (next_block_off - base_packed_off) / slot.mr : 0; - if (n_to_process > 0) { - kernel->run_kernel_ex(m, n_to_process, k, 0, lhs_ptr, rhs_ptr, dst_ptr, dst_stride, - sizeof(float), -FLT_MAX, FLT_MAX); + int64_t remaining = m_count; + int64_t cur = m_start; + + uint8_t * lhs_packed = scratch + slot.lhs_offset; + while (remaining > 0) { + const int64_t row_in_group = cur; + const int64_t avail = (int64_t)m - row_in_group; + const int64_t take = std::min(avail, remaining); + + const size_t src_off = slot.lhs_info->get_offset(row_in_group, src1->nb[1]); + const void * src_ptr = lhs_batch_base + src_off; + const size_t dst_off = base_packed_off + (size_t)(cur - m_start) * row_stride_bytes; + void * dst_ptr = lhs_packed + dst_off; + + slot.lhs_info->pack_func_ex(take, k, slot_lhs_exec_arg, slot.mr, slot.kr, slot.sr, 0, src_ptr, src1->nb[1], dst_ptr); + + cur += take; + remaining -= take; + } + } + } + + ggml_barrier(params->threadpool); + + runtime_slot & slot = runtime[local_slot]; + if (slot.n_cols > 0 && slot.assigned_threads > 0) { + int64_t active_threads = slot.assigned_threads; + const int64_t max_threads = slot.n_step ? (slot.n_cols / slot.n_step) : slot.assigned_threads; + if (max_threads > 0) { + active_threads = std::min(active_threads, std::max(1, max_threads)); + } + active_threads = std::max(1, active_threads); + + if (local_ith < active_threads) { + const size_t step = slot.n_step ? slot.n_step : 1; + const size_t chunk0 = round_down((size_t)(slot.n_cols / active_threads), step); + const size_t chunkN = slot.n_cols - (active_threads - 1) * chunk0; + const size_t local_start = (size_t)local_ith * chunk0; + const size_t cols = (local_ith == active_threads - 1) ? chunkN : chunk0; + + if (cols > 0) { + const ggml_type slot_rhs_type = slot.kernels->rhs_type; + const size_t slot_lhs_exec_arg = slot_rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : + slot_rhs_type == GGML_TYPE_Q8_0 ? 0 : 0; + const size_t slot_rhs_block_arg = slot_rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : + slot_rhs_type == GGML_TYPE_Q8_0 ? 0 : 0; + const size_t global_start = slot.n_offset + local_start; + const size_t lhs_packed_offset = slot.lhs_info->get_packed_offset_ex(0, k, slot_lhs_exec_arg, slot.mr, slot.kr, slot.sr); + const size_t rhs_packed_offset = slot.kernel->get_rhs_packed_offset_ex(global_start, k, slot_rhs_block_arg); + const size_t dst_offset = slot.kernel->get_dst_offset(0, global_start, dst_stride); + + const uint8_t * lhs_ptr = scratch + slot.lhs_offset + lhs_packed_offset; + const uint8_t * rhs_ptr = slot.rhs_base + rhs_packed_offset; + float * dst_ptr = reinterpret_cast(dst_batch_base + dst_offset); + + slot.kernel->run_kernel_ex(m, cols, k, slot_rhs_block_arg, + lhs_ptr, + rhs_ptr, + dst_ptr, + dst_stride, + sizeof(float), + -FLT_MAX, + FLT_MAX); + } + } + } + + if (batch_idx != ne12 - 1) { + ggml_barrier(params->threadpool); + } } return true; } bool compute_forward_get_rows(struct ggml_compute_params * params, struct ggml_tensor * dst) { + GGML_ASSERT(dst->src[0]->type == GGML_TYPE_Q4_0 || dst->src[0]->type == GGML_TYPE_Q8_0); const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; GGML_TENSOR_BINARY_OP_LOCALS - ggml_kleidiai_kernels * kernels = nullptr; - size_t block_len = 0; - size_t num_bytes_multiplier = 0; + const kleidiai_weight_header * header = kleidiai_weight_header_from_ptr(src0->data); + const bool has_header = kleidiai_is_weight_header_valid(header); - if (dst->src[0]->type == GGML_TYPE_Q4_0) { - if (!ctx.kernels_q4) { - return false; + std::array kernel_chain; + const bool want_q8 = src0->type == GGML_TYPE_Q8_0; + const int chain_count = want_q8 ? kleidiai_collect_q8_chain(kernel_chain) + : kleidiai_collect_q4_chain(kernel_chain); + + ggml_kleidiai_kernels * kernels = nullptr; + const uint8_t * packed_base = static_cast(src0->data); + + if (has_header && chain_count > 0) { + int select_slot = 0; + if (select_slot >= header->slot_count) { + select_slot = header->slot_count - 1; } - kernels = ctx.kernels_q4; - block_len = QK4_0; - num_bytes_multiplier = sizeof(uint16_t); - } else if (dst->src[0]->type == GGML_TYPE_Q8_0) { - if (!ctx.kernels_q8) { - return false; + if (select_slot >= 0 && select_slot < chain_count) { + kernels = kernel_chain[select_slot]; + const uint8_t * slot_ptr = kleidiai_weight_slot_ptr(header, select_slot); + if (slot_ptr) { + packed_base = slot_ptr; + } } - kernels = ctx.kernels_q8; - block_len = QK8_0; - num_bytes_multiplier = sizeof(float); - } else { + } + + if (!kernels && chain_count > 0) { + kernels = kernel_chain[0]; + if (has_header) { + const uint8_t * slot_ptr = kleidiai_weight_slot_ptr(header, 0); + if (slot_ptr) { + packed_base = slot_ptr; + } + } + } + + if (!kernels) { return false; } @@ -541,6 +1165,19 @@ class tensor_traits : public ggml::cpu::tensor_traits { const int64_t nc = ne00; const int64_t nr = ggml_nelements(src1); + const ggml_type rhs_type = kernels->rhs_type; + size_t block_len = 0; + size_t num_bytes_multiplier = 0; + if (rhs_type == GGML_TYPE_Q4_0) { + block_len = QK4_0; + num_bytes_multiplier = sizeof(uint16_t); + } else if (rhs_type == GGML_TYPE_Q8_0) { + block_len = QK8_0; + num_bytes_multiplier = sizeof(float); + } else { + return false; + } + const size_t block_rows = kernel->get_nr(); const size_t kr = kernel->get_kr(); @@ -559,7 +1196,7 @@ class tensor_traits : public ggml::cpu::tensor_traits { GGML_ASSERT(row_idx >= 0 && row_idx < src0->ne[1]); float *out = (float *)((char *)dst->data + i * nb1); - rhs_info->to_float(src0->data, row_idx, nc, out, block_rows, packed_stride, kr, block_len, num_bytes_multiplier); + rhs_info->to_float(packed_base, row_idx, nc, out, block_rows, packed_stride, kr, block_len, num_bytes_multiplier); } return true; @@ -567,36 +1204,39 @@ class tensor_traits : public ggml::cpu::tensor_traits { public: int repack(struct ggml_tensor * tensor, const void * data, size_t data_size) { + GGML_ASSERT(tensor->type == GGML_TYPE_Q4_0 || tensor->type == GGML_TYPE_Q8_0); const size_t n = tensor->ne[1]; const size_t k = tensor->ne[0]; - if (tensor->type == GGML_TYPE_Q4_0) { - if (!ctx.kernels_q4) { - return -1; - } - size_t nr = ctx.kernels_q4->gemm.get_nr(); - size_t kr = ctx.kernels_q4->gemm.get_kr(); - size_t sr = ctx.kernels_q4->gemm.get_sr(); + kleidiai_weight_header * header = kleidiai_weight_header_from_ptr(tensor->data); + if (!header) { + return -1; + } - struct kai_rhs_pack_qs4cxs1s0_param params; - params.lhs_zero_point = 1; - params.rhs_zero_point = 8; - ctx.kernels_q4->rhs_info.pack_func_ex(1, n, k, nr, kr, sr, QK4_0, 0, - static_cast(data), - nullptr, nullptr, tensor->data, 0, ¶ms); - GGML_UNUSED(data_size); - return 0; - } else if (tensor->type == GGML_TYPE_Q8_0) { - if (!ctx.kernels_q8) { - return -1; - } + header->magic = GGML_KLEIDIAI_PACK_MAGIC; + header->version = GGML_KLEIDIAI_PACK_VERSION; + header->slot_count = 0; + + uint8_t * base_ptr = static_cast(tensor->data); + size_t cursor = sizeof(kleidiai_weight_header); + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + + std::array kernel_chain; + const bool want_q8 = tensor->type == GGML_TYPE_Q8_0; + const int slot_total = want_q8 ? kleidiai_collect_q8_chain(kernel_chain) + : kleidiai_collect_q4_chain(kernel_chain); + const bool allow_fallback = kleidiai_pack_fallback_allowed(); + + std::vector qdata; + std::vector scales; + + if (want_q8 && slot_total > 0) { + qdata.resize(n * k, 0); + scales.resize(n, 0.0f); const size_t row_stride = tensor->nb[1]; const size_t k_blocks = (k + QK8_0 - 1) / QK8_0; - std::vector qdata(n * k, 0); - std::vector scales(n, 0.0f); - for (size_t row = 0; row < n; ++row) { const auto * row_blocks = reinterpret_cast( static_cast(data) + row * row_stride); @@ -610,7 +1250,7 @@ public: if (linear_idx >= k) { break; } - const float value = d * blk.qs[l]; + const float value = d * static_cast(blk.qs[l]); max_abs = std::max(max_abs, std::fabs(value)); } } @@ -627,31 +1267,73 @@ public: if (linear_idx >= k) { break; } - const float value = d * blk.qs[l]; + const float value = d * static_cast(blk.qs[l]); int32_t q = scale > 0.0f ? static_cast(std::lround(value * inv_scale)) : 0; q = std::clamp(q, -127, 127); qdata[row * k + linear_idx] = static_cast(q); } } } - - size_t nr = ctx.kernels_q8->gemm.get_nr(); - size_t kr = ctx.kernels_q8->gemm.get_kr(); - size_t sr = ctx.kernels_q8->gemm.get_sr(); - - struct kai_rhs_pack_qsi8cx_params params; - params.lhs_zero_point = 1; - params.scale_multiplier = 1.0f; - - ctx.kernels_q8->rhs_info.pack_func_ex(1, n, k, nr, kr, sr, 0, 0, - qdata.data(), nullptr, scales.data(), - tensor->data, 0, ¶ms); - GGML_UNUSED(data_size); - return 0; } - GGML_UNUSED(data_size); - return -1; + for (int slot = 0; slot < slot_total && slot < GGML_KLEIDIAI_MAX_KERNEL_SLOTS; ++slot) { + if (!allow_fallback && slot > 0) { + break; + } + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + kernel_info * kernel = &kernels->gemm; + rhs_packing_info * rhs_info = &kernels->rhs_info; + if (!rhs_info || !rhs_info->pack_func_ex || !rhs_info->packed_size_ex || !kernel) { + continue; + } + + const size_t nr = kernel->get_nr(); + const size_t kr = kernel->get_kr(); + const size_t sr = kernel->get_sr(); + const ggml_type rhs_type = kernels->rhs_type; + const size_t block_len = rhs_type == GGML_TYPE_Q8_0 ? QK8_0 : + rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : 0; + if (block_len == 0) { + continue; + } + + const size_t packed_size = rhs_info->packed_size_ex(n, k, nr, kr, block_len); + const size_t aligned_cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + + uint8_t * dst_ptr = base_ptr + aligned_cursor; + + if (rhs_type == GGML_TYPE_Q4_0) { + struct kai_rhs_pack_qs4cxs1s0_param params; + params.lhs_zero_point = 1; + params.rhs_zero_point = 8; + rhs_info->pack_func_ex(1, n, k, nr, kr, sr, QK4_0, 0, + static_cast(data), nullptr, nullptr, + dst_ptr, 0, ¶ms); + } else if (rhs_type == GGML_TYPE_Q8_0) { + struct kai_rhs_pack_qsi8cx_params params; + params.lhs_zero_point = 1; + params.scale_multiplier = 1.0f; + rhs_info->pack_func_ex(1, n, k, nr, kr, sr, 0, 0, + qdata.data(), nullptr, scales.data(), + dst_ptr, 0, ¶ms); + } else { + continue; + } + + header->offsets[header->slot_count] = aligned_cursor; + header->sizes[header->slot_count] = packed_size; + ++header->slot_count; + + cursor = aligned_cursor + packed_size; + } + + if (header->slot_count == 0) { + header->magic = 0; + header->version = 0; + memcpy(tensor->data, data, data_size); + } + + return 0; } }; @@ -681,9 +1363,8 @@ static void ggml_backend_cpu_kleidiai_buffer_set_tensor(ggml_backend_buffer_t bu } static const char * ggml_backend_cpu_kleidiai_buffer_type_get_name(ggml_backend_buffer_type_t buft) { - return "CPU_KLEIDIAI"; - GGML_UNUSED(buft); + return "CPU_KLEIDIAI"; } static ggml_backend_buffer_t ggml_backend_cpu_kleidiai_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) { @@ -702,56 +1383,85 @@ static ggml_backend_buffer_t ggml_backend_cpu_kleidiai_buffer_type_alloc_buffer( } static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) { - return TENSOR_ALIGNMENT; - GGML_UNUSED(buft); + return TENSOR_ALIGNMENT; } static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor) { GGML_UNUSED(buft); + if (tensor->type != GGML_TYPE_Q4_0 && tensor->type != GGML_TYPE_Q8_0) { + return ggml_nbytes(tensor); + } + const size_t n = tensor->ne[1]; const size_t k = tensor->ne[0]; - ggml_kleidiai_kernels * kernels = nullptr; - size_t block_len = 0; + size_t cursor = sizeof(kleidiai_weight_header); + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); - if (tensor->type == GGML_TYPE_Q4_0) { - GGML_ASSERT(ctx.kernels_q4); - kernels = ctx.kernels_q4; - block_len = QK4_0; - } else if (tensor->type == GGML_TYPE_Q8_0) { - GGML_ASSERT(ctx.kernels_q8); - kernels = ctx.kernels_q8; - block_len = QK8_0; - } else { - return 0; + std::array kernel_chain; + const bool want_q8 = tensor->type == GGML_TYPE_Q8_0; + const int slot_total = want_q8 ? kleidiai_collect_q8_chain(kernel_chain) + : kleidiai_collect_q4_chain(kernel_chain); + const bool allow_fallback = kleidiai_pack_fallback_allowed(); + + size_t slot_count = 0; + for (int slot = 0; slot < slot_total; ++slot) { + if (!allow_fallback && slot > 0) { + break; + } + ggml_kleidiai_kernels * kernels = kernel_chain[slot]; + if (!kernels) { + continue; + } + kernel_info * kernel = &kernels->gemm; + rhs_packing_info * rhs_info = &kernels->rhs_info; + if (!kernel || !rhs_info || !rhs_info->packed_size_ex) { + continue; + } + + const ggml_type rhs_type = kernels->rhs_type; + const size_t block_len = rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : + rhs_type == GGML_TYPE_Q8_0 ? QK8_0 : 0; + if (block_len == 0) { + continue; + } + + cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN); + cursor += rhs_info->packed_size_ex(n, k, kernel->get_nr(), kernel->get_kr(), block_len); + ++slot_count; } - const size_t nr = kernels->gemm.get_nr(); - const size_t kr = kernels->gemm.get_kr(); - const size_t packed = kernels->rhs_info.packed_size_ex(n, k, nr, kr, block_len); - const size_t raw = ggml_nbytes(tensor); + if (slot_count == 0) { + return ggml_nbytes(tensor); + } - return packed > raw ? packed : raw; + return std::max(cursor, ggml_nbytes(tensor)); } namespace ggml::cpu::kleidiai { class extra_buffer_type : ggml::cpu::extra_buffer_type { bool supports_op(ggml_backend_dev_t, const struct ggml_tensor * op) override { + std::array kernel_chain; + const int slot_total = kleidiai_collect_kernel_chain(op, kernel_chain); if ((op->op == GGML_OP_MUL_MAT || op->op == GGML_OP_GET_ROWS) && (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q8_0) && op->src[0]->buffer && (ggml_n_dims(op->src[0]) == 2) && - op->src[0]->buffer->buft == ggml_backend_cpu_kleidiai_buffer_type()) { - if (((op->src[0]->type == GGML_TYPE_Q4_0) ? ctx.kernels_q4 : ctx.kernels_q8) == nullptr) { + op->src[0]->buffer->buft == ggml_backend_cpu_kleidiai_buffer_type() && + slot_total > 0) { + if (op->src[0]->type == GGML_TYPE_Q4_0 && ctx.kernels_q4 == nullptr) { + return false; + } + if (op->src[0]->type == GGML_TYPE_Q8_0 && ctx.kernels_q8 == nullptr) { return false; } if (op->src[1]->buffer && !ggml_backend_buft_is_host(op->src[1]->buffer->buft)) { return false; } if ((op->src[1]->type == GGML_TYPE_F32 || op->src[1]->type == GGML_TYPE_I32) && - ggml_ne(op->src[1], 2) == 1 && ggml_ne(op->src[1], 3) == 1) { + ggml_ne(op->src[1], 3) == 1) { return true; } } @@ -762,14 +1472,19 @@ class extra_buffer_type : ggml::cpu::extra_buffer_type { if (op->op == GGML_OP_MUL_MAT || op->op == GGML_OP_GET_ROWS) { if (op->src[0]->buffer && op->src[0]->buffer->buft == ggml_backend_cpu_kleidiai_buffer_type()) { return (ggml::cpu::tensor_traits *) op->src[0]->extra; - } - else if (ggml_kleidiai_select_kernels(ctx.features, op) && op->src[1]->ne[1] > 1) { - if ((op->src[0]->nb[1] * op->src[0]->ne[1] != op->src[0]->nb[2]) || - (op->src[1]->nb[1] * op->src[1]->ne[1] != op->src[1]->nb[2])) { + } else { + if (op->src[0]->type != GGML_TYPE_F16) { return nullptr; } - - return ggml::cpu::kleidiai::get_tensor_traits(NULL, NULL); + std::array kernel_chain; + const int slot_total = kleidiai_collect_kernel_chain(op, kernel_chain); + if (slot_total > 0 && op->src[1]->ne[1] > 1) { + if ((op->src[0]->nb[1] * op->src[0]->ne[1] != op->src[0]->nb[2]) || + (op->src[1]->nb[1] * op->src[1]->ne[1] != op->src[1]->nb[2])) { + return nullptr; + } + return ggml::cpu::kleidiai::get_tensor_traits(NULL, NULL); + } } } return nullptr; diff --git a/ggml/src/ggml-cpu/llamafile/sgemm.cpp b/ggml/src/ggml-cpu/llamafile/sgemm.cpp index da412fd009..34e320e2f5 100644 --- a/ggml/src/ggml-cpu/llamafile/sgemm.cpp +++ b/ggml/src/ggml-cpu/llamafile/sgemm.cpp @@ -180,44 +180,49 @@ inline float32x4_t madd(float32x4_t a, float32x4_t b, float32x4_t c) { } #endif -#if defined(__riscv_zvfh) -template <> -inline vfloat32m1_t madd(vfloat16mf2_t a, vfloat16mf2_t b, vfloat32m1_t c) { - return __riscv_vfwmacc_vv_f32m1(c, a, b, __riscv_vsetvlmax_e32m1()); -} -inline vfloat32m2_t madd(vfloat16m1_t a, vfloat16m1_t b, vfloat32m2_t c) { - return __riscv_vfwmacc_vv_f32m2(c, a, b, __riscv_vsetvlmax_e32m2()); -} -inline vfloat32m4_t madd(vfloat16m2_t a, vfloat16m2_t b, vfloat32m4_t c) { - return __riscv_vfwmacc_vv_f32m4(c, a, b, __riscv_vsetvlmax_e32m4()); -} -inline vfloat32m8_t madd(vfloat16m4_t a, vfloat16m4_t b, vfloat32m8_t c) { - return __riscv_vfwmacc_vv_f32m8(c, a, b, __riscv_vsetvlmax_e32m8()); -} -inline vfloat32m1_t madd(vfloat32m1_t a, vfloat32m1_t b, vfloat32m1_t c) { +#if defined(__riscv_v_intrinsic) +template <> inline vfloat32m1_t madd(vfloat32m1_t a, vfloat32m1_t b, vfloat32m1_t c) { return __riscv_vfmacc_vv_f32m1(c, a, b, __riscv_vsetvlmax_e32m1()); } -inline vfloat32m2_t madd(vfloat32m2_t a, vfloat32m2_t b, vfloat32m2_t c) { +template <> inline vfloat32m2_t madd(vfloat32m2_t a, vfloat32m2_t b, vfloat32m2_t c) { return __riscv_vfmacc_vv_f32m2(c, a, b, __riscv_vsetvlmax_e32m2()); } -inline vfloat32m4_t madd(vfloat32m4_t a, vfloat32m4_t b, vfloat32m4_t c) { +template <> inline vfloat32m4_t madd(vfloat32m4_t a, vfloat32m4_t b, vfloat32m4_t c) { return __riscv_vfmacc_vv_f32m4(c, a, b, __riscv_vsetvlmax_e32m4()); } -inline vfloat32m8_t madd(vfloat32m8_t a, vfloat32m8_t b, vfloat32m8_t c) { +template <> inline vfloat32m8_t madd(vfloat32m8_t a, vfloat32m8_t b, vfloat32m8_t c) { return __riscv_vfmacc_vv_f32m8(c, a, b, __riscv_vsetvlmax_e32m8()); } #endif +#if defined(__riscv_zvfh) +template <> inline vfloat32m1_t madd(vfloat16mf2_t a, vfloat16mf2_t b, vfloat32m1_t c) { + return __riscv_vfwmacc_vv_f32m1(c, a, b, __riscv_vsetvlmax_e32m1()); +} +template <> inline vfloat32m2_t madd(vfloat16m1_t a, vfloat16m1_t b, vfloat32m2_t c) { + return __riscv_vfwmacc_vv_f32m2(c, a, b, __riscv_vsetvlmax_e32m2()); +} +template <> inline vfloat32m4_t madd(vfloat16m2_t a, vfloat16m2_t b, vfloat32m4_t c) { + return __riscv_vfwmacc_vv_f32m4(c, a, b, __riscv_vsetvlmax_e32m4()); +} +template <> inline vfloat32m8_t madd(vfloat16m4_t a, vfloat16m4_t b, vfloat32m8_t c) { + return __riscv_vfwmacc_vv_f32m8(c, a, b, __riscv_vsetvlmax_e32m8()); +} +#endif + #if defined(__riscv_zvfbfwma) -inline vfloat32m1_t madd(vbfloat16mf2_t a, vbfloat16mf2_t b, vfloat32m1_t c) { +template <> inline vfloat32m1_t madd(vbfloat16mf2_t a, vbfloat16mf2_t b, vfloat32m1_t c) { return __riscv_vfwmaccbf16_vv_f32m1(c, a, b, __riscv_vsetvlmax_e32m1()); } -inline vfloat32m2_t madd(vbfloat16m1_t a, vbfloat16m1_t b, vfloat32m2_t c) { +template <> inline vfloat32m2_t madd(vbfloat16m1_t a, vbfloat16m1_t b, vfloat32m2_t c) { return __riscv_vfwmaccbf16_vv_f32m2(c, a, b, __riscv_vsetvlmax_e32m2()); } -inline vfloat32m4_t madd(vbfloat16m2_t a, vbfloat16m2_t b, vfloat32m4_t c) { +template <> inline vfloat32m4_t madd(vbfloat16m2_t a, vbfloat16m2_t b, vfloat32m4_t c) { return __riscv_vfwmaccbf16_vv_f32m4(c, a, b, __riscv_vsetvlmax_e32m4()); } +template <> inline vfloat32m8_t madd(vbfloat16m4_t a, vbfloat16m4_t b, vfloat32m8_t c) { + return __riscv_vfwmaccbf16_vv_f32m8(c, a, b, __riscv_vsetvlmax_e32m8()); +} #endif //////////////////////////////////////////////////////////////////////////////////////////////////// @@ -272,7 +277,7 @@ inline float hsum(__m512 x) { } #endif // __AVX512F__ -#if defined(__riscv_zvfh) +#if defined(__riscv_v_intrinsic) inline float hsum(vfloat32m1_t x) { return __riscv_vfmv_f_s_f32m1_f32( __riscv_vfredusum_vs_f32m1_f32m1(x, __riscv_vfmv_v_f_f32m1(0, 1), __riscv_vsetvlmax_e32m1())); @@ -379,19 +384,7 @@ template <> inline __m256bh load(const float *p) { } #endif -#if defined(__riscv_zvfh) -template <> inline vfloat16mf2_t load(const ggml_fp16_t *p) { - return __riscv_vle16_v_f16mf2(reinterpret_cast(p), __riscv_vsetvlmax_e16mf2()); -} -template <> inline vfloat16m1_t load(const ggml_fp16_t *p) { - return __riscv_vle16_v_f16m1(reinterpret_cast(p), __riscv_vsetvlmax_e16m1()); -} -template <> inline vfloat16m2_t load(const ggml_fp16_t *p) { - return __riscv_vle16_v_f16m2(reinterpret_cast(p), __riscv_vsetvlmax_e16m2()); -} -template <> inline vfloat16m4_t load(const ggml_fp16_t *p) { - return __riscv_vle16_v_f16m4(reinterpret_cast(p), __riscv_vsetvlmax_e16m4()); -} +#if defined(__riscv_v_intrinsic) template <> inline vfloat32m1_t load(const float *p) { return __riscv_vle32_v_f32m1(p, __riscv_vsetvlmax_e32m1()); } @@ -406,6 +399,21 @@ template <> inline vfloat32m8_t load(const float *p) { } #endif +#if defined(__riscv_zvfh) +template <> inline vfloat16mf2_t load(const ggml_fp16_t *p) { + return __riscv_vle16_v_f16mf2(reinterpret_cast(p), __riscv_vsetvlmax_e16mf2()); +} +template <> inline vfloat16m1_t load(const ggml_fp16_t *p) { + return __riscv_vle16_v_f16m1(reinterpret_cast(p), __riscv_vsetvlmax_e16m1()); +} +template <> inline vfloat16m2_t load(const ggml_fp16_t *p) { + return __riscv_vle16_v_f16m2(reinterpret_cast(p), __riscv_vsetvlmax_e16m2()); +} +template <> inline vfloat16m4_t load(const ggml_fp16_t *p) { + return __riscv_vle16_v_f16m4(reinterpret_cast(p), __riscv_vsetvlmax_e16m4()); +} +#endif + #if defined(__riscv_zvfbfwma) template <> inline vbfloat16mf2_t load(const ggml_bf16_t *p) { return __riscv_vle16_v_bf16mf2(reinterpret_cast(p), __riscv_vsetvlmax_e16mf2()); @@ -416,23 +424,14 @@ template <> inline vbfloat16m1_t load(const ggml_bf16_t *p) { template <> inline vbfloat16m2_t load(const ggml_bf16_t *p) { return __riscv_vle16_v_bf16m2(reinterpret_cast(p), __riscv_vsetvlmax_e16m2()); } +template <> inline vbfloat16m4_t load(const ggml_bf16_t *p) { + return __riscv_vle16_v_bf16m4(reinterpret_cast(p), __riscv_vsetvlmax_e16m4()); +} #endif -#if defined(__riscv_zvfh) +#if defined(__riscv_v_intrinsic) template T set_zero(); -template <> inline vfloat16mf2_t set_zero() { - return __riscv_vfmv_v_f_f16mf2(0, __riscv_vsetvlmax_e16mf2()); -} -template <> inline vfloat16m1_t set_zero() { - return __riscv_vfmv_v_f_f16m1(0, __riscv_vsetvlmax_e16m1()); -} -template <> inline vfloat16m2_t set_zero() { - return __riscv_vfmv_v_f_f16m2(0, __riscv_vsetvlmax_e16m2()); -} -template <> inline vfloat16m4_t set_zero() { - return __riscv_vfmv_v_f_f16m4(0, __riscv_vsetvlmax_e16m4()); -} template <> inline vfloat32m1_t set_zero() { return __riscv_vfmv_v_f_f32m1(0.0f, __riscv_vsetvlmax_e32m1()); } @@ -449,14 +448,22 @@ template <> inline vfloat32m8_t set_zero() { #if defined(__riscv_v_intrinsic) template size_t vlmax() { - if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16mf2(); } - else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m1(); } - else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m2(); } - else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m4(); } - else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e32m1(); } + if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e32m1(); } else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e32m2(); } else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e32m4(); } else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e32m8(); } + #if defined (__riscv_zvfh) + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16mf2(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m1(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m2(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m4(); } + #endif + #if defined (__riscv_zvfbfwma) + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16mf2(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m1(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m2(); } + else if constexpr (std::is_same_v) { return __riscv_vsetvlmax_e16m4(); } + #endif return 0; } #endif @@ -533,7 +540,7 @@ class tinyBLAS { if constexpr (RN > 1) { return mnpack(m, n, SIZE_N, BN); } else { - GGML_LOG_ERROR("mnpack<%d, %d> bloc size not supported\n", RM, (int)SIZE_N); + GGML_LOG_ERROR("mnpack<%d, %d> block size not supported\n", RM, (int)SIZE_N); GGML_ASSERT(false); // we have miss something. } } @@ -711,7 +718,7 @@ class tinyBLAS_RVV { if constexpr (RN > 1) { return mnpack(m, n, SIZE_N, BN); } else { - GGML_LOG_ERROR("mnpack<%d, %d> bloc size not supported\n", RM, (int)SIZE_N); + GGML_LOG_ERROR("mnpack<%d, %d> block size not supported\n", RM, (int)SIZE_N); GGML_ASSERT(false); // we have miss something. } } @@ -2497,7 +2504,7 @@ class tinyBLAS_Q0_PPC { for (int r = 0; r < 8; r++) { const block_q4_0 * current_blk = rows_base[r] + blk; vector float v_scale = vec_extract_fp32_from_shorth(vec_splats(current_blk->d)); - vector signed char v_qs = reinterpret_cast(vec_xl(0, current_blk->qs)); + vector signed char v_qs = vec_xl(0, (const vector signed char *)current_blk->qs); vector signed char c1, c2; unpack_q4_to_q8(v_qs, c1, c2); convert_and_scale_q8(c1, v_scale, hp_res[r][0], hp_res[r][1]); @@ -2611,14 +2618,14 @@ class tinyBLAS_Q0_PPC { i = (cols >> 2); if (i > 0) { do { - c1[1] = reinterpret_cast(vec_xl(0, aoffset1->qs)); - c2[1] = reinterpret_cast(vec_xl(0, aoffset2->qs)); - c3[1] = reinterpret_cast(vec_xl(0, aoffset3->qs)); - c4[1] = reinterpret_cast(vec_xl(0, aoffset4->qs)); - c5[1] = reinterpret_cast(vec_xl(0, aoffset5->qs)); - c6[1] = reinterpret_cast(vec_xl(0, aoffset6->qs)); - c7[1] = reinterpret_cast(vec_xl(0, aoffset7->qs)); - c8[1] = reinterpret_cast(vec_xl(0, aoffset8->qs)); + c1[1] = vec_xl(0, (const vector signed char *)aoffset1->qs); + c2[1] = vec_xl(0, (const vector signed char *)aoffset2->qs); + c3[1] = vec_xl(0, (const vector signed char *)aoffset3->qs); + c4[1] = vec_xl(0, (const vector signed char *)aoffset4->qs); + c5[1] = vec_xl(0, (const vector signed char *)aoffset5->qs); + c6[1] = vec_xl(0, (const vector signed char *)aoffset6->qs); + c7[1] = vec_xl(0, (const vector signed char *)aoffset7->qs); + c8[1] = vec_xl(0, (const vector signed char *)aoffset8->qs); process_q4_elements(c1, & comparray[0]); process_q4_elements(c2, & comparray[1]); @@ -2657,10 +2664,10 @@ class tinyBLAS_Q0_PPC { i = (cols >> 2); if (i > 0) { do { - c1[1] = reinterpret_cast(vec_xl(0, aoffset1->qs)); - c2[1] = reinterpret_cast(vec_xl(0, aoffset2->qs)); - c3[1] = reinterpret_cast(vec_xl(0, aoffset3->qs)); - c4[1] = reinterpret_cast(vec_xl(0, aoffset4->qs)); + c1[1] = vec_xl(0, (const vector signed char *)aoffset1->qs); + c2[1] = vec_xl(0, (const vector signed char *)aoffset2->qs); + c3[1] = vec_xl(0, (const vector signed char *)aoffset3->qs); + c4[1] = vec_xl(0, (const vector signed char *)aoffset4->qs); process_q4_elements(c1, & comparray[0]); process_q4_elements(c2, & comparray[1]); @@ -2686,9 +2693,9 @@ class tinyBLAS_Q0_PPC { if (i > 0) { do { switch(rows) { - case 3: c3[1] = reinterpret_cast(vec_xl(0, aoffset3->qs)); - case 2: c2[1] = reinterpret_cast(vec_xl(0, aoffset2->qs)); - case 1: c1[1] = reinterpret_cast(vec_xl(0, aoffset1->qs)); + case 3: c3[1] = vec_xl(0, (const vector signed char *)aoffset3->qs); + case 2: c2[1] = vec_xl(0, (const vector signed char *)aoffset2->qs); + case 1: c1[1] = vec_xl(0, (const vector signed char *)aoffset1->qs); break; } process_q4_elements(c1, & comparray[0]); @@ -3194,6 +3201,7 @@ class tinyBLAS_PPC { private: + __attribute__((always_inline)) inline void save_acc(acc_t * ACC, int64_t ii, int64_t jj) { vec_t vec_C[4]; __builtin_mma_disassemble_acc(vec_C, ACC); @@ -3204,6 +3212,7 @@ class tinyBLAS_PPC { } } + __attribute__((always_inline)) inline void add_save_acc(acc_t * ACC, int64_t ii, int64_t jj) { vec_t vec_C[4]; __builtin_mma_disassemble_acc(vec_C, ACC); @@ -3738,7 +3747,7 @@ bool llamafile_sgemm(const struct ggml_compute_params * params, int64_t m, int64 params->ith, params->nth}; tb.matmul(m, n); return true; -#elif defined(__riscv_zvfh) +#elif defined(__riscv_v_intrinsic) #if LMUL == 1 tinyBLAS_RVV tb{ params, k, (const float *)A, lda, @@ -3802,23 +3811,25 @@ bool llamafile_sgemm(const struct ggml_compute_params * params, int64_t m, int64 return true; } #elif defined(__riscv_zvfbfwma) - #if LMUL == 1 - tinyBLAS_RVV tb{ params, - k, (const ggml_bf16_t *)A, lda, - (const ggml_bf16_t *)B, ldb, - (float *)C, ldc}; - #elif LMUL == 2 - tinyBLAS_RVV tb{ params, - k, (const ggml_bf16_t *)A, lda, - (const ggml_bf16_t *)B, ldb, - (float *)C, ldc}; - #else // LMUL = 4 - tinyBLAS_RVV tb{ params, - k, (const ggml_bf16_t *)A, lda, - (const ggml_bf16_t *)B, ldb, - (float *)C, ldc}; - #endif - return tb.matmul(m, n); + if (Btype == GGML_TYPE_BF16) { + #if LMUL == 1 + tinyBLAS_RVV tb{ params, + k, (const ggml_bf16_t *)A, lda, + (const ggml_bf16_t *)B, ldb, + (float *)C, ldc}; + #elif LMUL == 2 + tinyBLAS_RVV tb{ params, + k, (const ggml_bf16_t *)A, lda, + (const ggml_bf16_t *)B, ldb, + (float *)C, ldc}; + #else // LMUL = 4 + tinyBLAS_RVV tb{ params, + k, (const ggml_bf16_t *)A, lda, + (const ggml_bf16_t *)B, ldb, + (float *)C, ldc}; + #endif + return tb.matmul(m, n); + } #endif return false; } diff --git a/ggml/src/ggml-cpu/ops.cpp b/ggml/src/ggml-cpu/ops.cpp index b7a70e06f1..a9bc21da6f 100644 --- a/ggml/src/ggml-cpu/ops.cpp +++ b/ggml/src/ggml-cpu/ops.cpp @@ -375,7 +375,7 @@ static void ggml_compute_forward_dup_bytes( const size_t rs = ne00 * type_size; if (nb00 == type_size) { - // src0 is contigous on first dimension, copy by rows + // src0 is contiguous on first dimension, copy by rows for (int64_t i03 = 0; i03 < ne03; i03++) { for (int64_t i02 = 0; i02 < ne02; i02++) { id += rs * ir0; @@ -664,12 +664,14 @@ void ggml_compute_forward_add( { ggml_compute_forward_add_non_quantized(params, dst); } break; + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: case GGML_TYPE_Q5_1: case GGML_TYPE_Q8_0: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -1112,6 +1114,7 @@ void ggml_compute_forward_add1( GGML_ABORT("fatal error"); } } break; + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -1119,6 +1122,7 @@ void ggml_compute_forward_add1( case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_1: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -1240,6 +1244,7 @@ void ggml_compute_forward_acc( } break; case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -1247,6 +1252,7 @@ void ggml_compute_forward_acc( case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_1: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -1795,7 +1801,7 @@ void ggml_compute_forward_repeat( { ggml_compute_forward_repeat_f32(params, dst); } break; - // TODO: templateify the implemenation and support for I64 + // TODO: templateify the implementation and support for I64 // ref https://github.com/ggml-org/llama.cpp/pull/14274#discussion_r2169492225 //case GGML_TYPE_I64: // { @@ -2129,12 +2135,12 @@ static void ggml_compute_forward_gelu_f32( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const float x = ((float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*(dst->nb[1])))[k]; GGML_UNUSED(x); assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2176,13 +2182,13 @@ static void ggml_compute_forward_gelu_f16( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*( dst->nb[1])))[k]; const float v = GGML_CPU_FP16_TO_FP32(x); GGML_UNUSED(v); assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -2325,12 +2331,12 @@ static void ggml_compute_forward_gelu_erf_f32( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const float x = ((float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*(dst->nb[1])))[k]; GGML_UNUSED(x); assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2372,13 +2378,13 @@ static void ggml_compute_forward_gelu_erf_f16( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*( dst->nb[1])))[k]; const float v = GGML_CPU_FP16_TO_FP32(x); GGML_UNUSED(v); assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -2444,12 +2450,12 @@ static void ggml_compute_forward_gelu_quick_f32( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const float x = ((float *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const float x = ((float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*(dst->nb[1])))[k]; GGML_UNUSED(x); assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2491,13 +2497,13 @@ static void ggml_compute_forward_gelu_quick_f16( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k]; + const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*( dst->nb[1])))[k]; const float v = GGML_CPU_FP16_TO_FP32(x); GGML_UNUSED(v); assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -2563,12 +2569,12 @@ static void ggml_compute_forward_silu_f32( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const float x = ((float *) ((char *) dst->data + i1*(dst->nb[1])))[k]; + const float x = ((float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*(dst->nb[1])))[k]; GGML_UNUSED(x); assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2610,13 +2616,13 @@ static void ggml_compute_forward_silu_f16( #ifndef NDEBUG for (int k = 0; k < nc; k++) { - const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i1*(dst->nb[1])))[k]; + const ggml_fp16_t x = ((ggml_fp16_t *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*( dst->nb[1])))[k]; const float v = GGML_CPU_FP16_TO_FP32(x); GGML_UNUSED(v); assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -2766,7 +2772,7 @@ static void ggml_compute_forward_silu_back_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2802,7 +2808,7 @@ static void ggml_compute_forward_silu_back_f16( (ggml_fp16_t *) ((char *) src1->data + i1*(src1->nb[1])), (ggml_fp16_t *) ((char *) grad->data + i1*(grad->nb[1]))); - #ifndef NDEBUG +#ifndef NDEBUG for (int k = 0; k < nc; k++) { const float x = ((ggml_fp16_t *) ((char *) dst->data + i1*( dst->nb[1])))[k]; const float v = GGML_CPU_FP16_TO_FP32(x); @@ -2810,7 +2816,7 @@ static void ggml_compute_forward_silu_back_f16( assert(!isnan(v)); assert(!isinf(v)); } - #endif +#endif // NDEBUG } } @@ -2893,7 +2899,7 @@ static void ggml_compute_forward_reglu_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -2953,7 +2959,7 @@ static void ggml_compute_forward_reglu_f16( assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -3036,7 +3042,7 @@ static void ggml_compute_forward_geglu_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -3096,7 +3102,7 @@ static void ggml_compute_forward_geglu_f16( assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -3179,7 +3185,7 @@ static void ggml_compute_forward_swiglu_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -3239,7 +3245,7 @@ static void ggml_compute_forward_swiglu_f16( assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -3330,7 +3336,7 @@ static void ggml_compute_forward_swiglu_oai_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -3409,7 +3415,7 @@ static void ggml_compute_forward_geglu_erf_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -3469,7 +3475,7 @@ static void ggml_compute_forward_geglu_erf_f16( assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -3552,7 +3558,7 @@ static void ggml_compute_forward_geglu_quick_f32( assert(!isnan(x)); assert(!isinf(x)); } -#endif +#endif // NDEBUG } } @@ -3612,7 +3618,7 @@ static void ggml_compute_forward_geglu_quick_f16( assert(!isnan(v)); assert(!isinf(v)); } -#endif +#endif // NDEBUG } } @@ -4328,12 +4334,14 @@ void ggml_compute_forward_out_prod( const ggml_tensor * src0 = dst->src[0]; switch (src0->type) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: case GGML_TYPE_Q5_1: case GGML_TYPE_Q8_0: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -4602,6 +4610,7 @@ void ggml_compute_forward_set( } break; case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -4609,6 +4618,7 @@ void ggml_compute_forward_set( case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_1: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -4824,6 +4834,7 @@ void ggml_compute_forward_get_rows( const ggml_tensor * src0 = dst->src[0]; switch (src0->type) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -4831,6 +4842,7 @@ void ggml_compute_forward_get_rows( case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_1: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -5303,7 +5315,7 @@ static void ggml_compute_forward_soft_max_f32( //printf("p[%d] = %f\n", i, p[i]); assert(!isnan(wp[i])); } -#endif +#endif // NDEBUG float max = -INFINITY; ggml_vec_max_f32(ne00, &max, wp); @@ -5328,7 +5340,7 @@ static void ggml_compute_forward_soft_max_f32( assert(!isnan(dp[i])); assert(!isinf(dp[i])); } -#endif +#endif // NDEBUG } } } @@ -5402,7 +5414,7 @@ static void ggml_compute_forward_soft_max_ext_back_f32( assert(!isnan(dy[i])); assert(!isnan(y[i])); } -#endif +#endif // NDEBUG // Jii = yi - yi*yi // Jij = -yi*yj // J = diag(y)-y.T*y @@ -5435,7 +5447,7 @@ static void ggml_compute_forward_soft_max_ext_back_f32( assert(!isnan(dx[i])); assert(!isinf(dx[i])); } -#endif +#endif // NDEBUG } } @@ -5548,6 +5560,7 @@ void ggml_compute_forward_clamp( ggml_compute_forward_clamp_f16(params, dst); } break; case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -5555,6 +5568,7 @@ void ggml_compute_forward_clamp( case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_1: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -5803,28 +5817,33 @@ static void ggml_compute_forward_rope_flt( const int32_t * pos = (const int32_t *) src1->data; + int64_t last_i2 = -1; + for (int64_t i3 = 0; i3 < ne3; i3++) { // batch for (int64_t i2 = 0; i2 < ne2; i2++) { // seq-len - - float * cache = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32)*ith; - if (!mrope_used) { - const int64_t p = pos[i2]; - ggml_rope_cache_init(p, freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale); - } - else { - const int64_t p_t = pos[i2]; - const int64_t p_h = pos[i2 + ne2]; - const int64_t p_w = pos[i2 + ne2 * 2]; - const int64_t p_e = pos[i2 + ne2 * 3]; - ggml_mrope_cache_init( - p_t, p_h, p_w, p_e, sections, is_imrope, is_vision, - freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale); - } - for (int64_t i1 = 0; i1 < ne1; i1++) { // attn-heads - if (ir++ < ir0) continue; + if (ir++ < ir0) continue; // skip rows mapped to other threads if (ir > ir1) break; + float * cache = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32)*ith; + if (last_i2 != i2) { + if (!mrope_used) { + const int64_t p = pos[i2]; + ggml_rope_cache_init(p, freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale); + } + else { + const int64_t p_t = pos[i2]; + const int64_t p_h = pos[i2 + ne2]; + const int64_t p_w = pos[i2 + ne2 * 2]; + const int64_t p_e = pos[i2 + ne2 * 3]; + ggml_mrope_cache_init( + p_t, p_h, p_w, p_e, sections, is_imrope, is_vision, + freq_scale, freq_factors, corr_dims, ne0, ext_factor, attn_factor, cache, sin_sign, theta_scale); + } + + last_i2 = i2; + } + T * src = (T *)((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); T * dst_data = (T *)((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1); @@ -6193,7 +6212,7 @@ static void ggml_compute_forward_im2col_f16( const ggml_tensor * src1 = dst->src[1]; GGML_ASSERT(src0->type == GGML_TYPE_F16); - GGML_ASSERT(src1->type == GGML_TYPE_F32); + GGML_ASSERT(src1->type == GGML_TYPE_F16 || src1->type == GGML_TYPE_F32); GGML_ASSERT( dst->type == GGML_TYPE_F16); GGML_TENSOR_BINARY_OP_LOCALS; @@ -6224,7 +6243,7 @@ static void ggml_compute_forward_im2col_f16( int ofs1 = is_2D ? nb12 : nb11; GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); - GGML_ASSERT(nb10 == sizeof(float)); + GGML_ASSERT(nb10 == ggml_type_size(src1->type)); // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW] { @@ -6237,7 +6256,12 @@ static void ggml_compute_forward_im2col_f16( // micro kernel ggml_fp16_t * dst_data = wdata + (in*OH*OW + ioh*OW + iow)*(IC*KH*KW); // [IC, KH, KW] - const float * const src_data = (float *)((char *) src1->data + in*ofs0 + iic*ofs1); // [IH, IW] + const float * const src_data_f32 = src1->type == GGML_TYPE_F32 + ? (const float *)((const char *) src1->data + in*ofs0 + iic*ofs1) + : nullptr; // [IH, IW] + const ggml_fp16_t * const src_data_f16 = src1->type == GGML_TYPE_F16 + ? (const ggml_fp16_t *)((const char *) src1->data + in*ofs0 + iic*ofs1) + : nullptr; // [IH, IW] for (int64_t ikh = 0; ikh < KH; ikh++) { // 1 for (int64_t ikw = 0; ikw < KW; ikw++) { @@ -6247,7 +6271,11 @@ static void ggml_compute_forward_im2col_f16( if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) { dst_data[iic*(KH*KW) + ikh*KW + ikw] = 0; } else { - dst_data[iic*(KH*KW) + ikh*KW + ikw] = GGML_CPU_FP32_TO_FP16(src_data[iih*IW + iiw]); + if (src_data_f32 != nullptr) { + dst_data[iic*(KH*KW) + ikh*KW + ikw] = GGML_CPU_FP32_TO_FP16(src_data_f32[iih*IW + iiw]); + } else { + dst_data[iic*(KH*KW) + ikh*KW + ikw] = src_data_f16[iih*IW + iiw]; + } } } } @@ -6902,16 +6930,15 @@ void ggml_compute_forward_conv_3d( ggml_compute_forward_conv_3d_impl(params, src0, src1, dst, src0->type); } -// ggml_compute_forward_conv_transpose_2d - -void ggml_compute_forward_conv_transpose_2d( - const ggml_compute_params * params, - ggml_tensor * dst) { +template +static void ggml_compute_forward_conv_transpose_2d_impl( + const ggml_compute_params * params, + ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; - GGML_ASSERT(src0->type == GGML_TYPE_F16); + GGML_ASSERT(src0->type == GGML_TYPE_F16 || src0->type == GGML_TYPE_F32); GGML_ASSERT(src1->type == GGML_TYPE_F32); GGML_ASSERT( dst->type == GGML_TYPE_F32); @@ -6922,7 +6949,7 @@ void ggml_compute_forward_conv_transpose_2d( const int nk = ne00*ne01*ne02*ne03; - GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); + GGML_ASSERT(nb00 == ggml_type_size(src0->type)); GGML_ASSERT(nb10 == sizeof(float)); if (ith == 0) { @@ -6930,12 +6957,12 @@ void ggml_compute_forward_conv_transpose_2d( // permute kernel data (src0) from (Kw x Kh x Cout x Cin) to (Cin x Kw x Kh x Cout) { - ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0; + kernel_t * const wdata = (kernel_t *) params->wdata + 0; for (int64_t i03 = 0; i03 < ne03; i03++) { for (int64_t i02 = 0; i02 < ne02; i02++) { - const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i03*nb03 + i02*nb02); - ggml_fp16_t * dst_data = wdata + i02*ne01*ne00*ne03; + const kernel_t * const src = (kernel_t *)((char *) src0->data + i03*nb03 + i02*nb02); + kernel_t * dst_data = wdata + i02*ne01*ne00*ne03; for (int64_t i01 = 0; i01 < ne01; i01++) { for (int64_t i00 = 0; i00 < ne00; i00++) { dst_data[i01*ne00*ne03 + i00*ne03 + i03] = src[i01 * ne00 + i00]; @@ -6947,13 +6974,17 @@ void ggml_compute_forward_conv_transpose_2d( // permute source data (src1) from (Sw x Sh x Cin) to (Cin x Sw x Sh) { - ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + nk; + kernel_t * const wdata = (kernel_t *) params->wdata + nk; for (int i12 = 0; i12 < ne12; i12++) { for (int i11 = 0; i11 < ne11; i11++) { const float * const src = (float *)((char *) src1->data + i12*nb12 + i11*nb11); - ggml_fp16_t * dst_data = wdata + i11*ne10*ne12; + kernel_t * dst_data = wdata + i11*ne10*ne12; for (int i10 = 0; i10 < ne10; i10++) { - dst_data[i10*ne12 + i12] = GGML_CPU_FP32_TO_FP16(src[i10]); + if constexpr (std::is_same_v) { + dst_data[i10*ne12 + i12] = GGML_CPU_FP32_TO_FP16(src[i10]); + } else { + dst_data[i10*ne12 + i12] = src[i10]; + } } } } @@ -6975,21 +7006,27 @@ void ggml_compute_forward_conv_transpose_2d( const int ip0 = dp*ith; const int ip1 = MIN(ip0 + dp, np); - ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0; - ggml_fp16_t * const wdata_src = wdata + nk; + kernel_t * const wdata = (kernel_t *) params->wdata + 0; + kernel_t * const wdata_src = wdata + nk; for (int i2 = ip0; i2 < ip1; i2++) { // Cout float * dst_data = (float *)((char *) dst->data + i2*nb2); - ggml_fp16_t * wdata_kernel = wdata + i2*ne01*ne00*ne03; + kernel_t * wdata_kernel = wdata + i2*ne01*ne00*ne03; for (int i11 = 0; i11 < ne11; i11++) { for (int i10 = 0; i10 < ne10; i10++) { const int i1n = i11*ne10*ne12 + i10*ne12; for (int i01 = 0; i01 < ne01; i01++) { for (int i00 = 0; i00 < ne00; i00++) { float v = 0; - ggml_vec_dot_f16(ne03, &v, 0, - wdata_src + i1n, 0, - wdata_kernel + i01*ne00*ne03 + i00*ne03, 0, 1); + if constexpr (std::is_same_v) { + ggml_vec_dot_f16(ne03, &v, 0, + wdata_src + i1n, 0, + wdata_kernel + i01*ne00*ne03 + i00*ne03, 0, 1); + } else { + ggml_vec_dot_f32(ne03, &v, 0, + wdata_src + i1n, 0, + wdata_kernel + i01*ne00*ne03 + i00*ne03, 0, 1); + } dst_data[(i11*stride + i01)*ne0 + i10*stride + i00] += v; } } @@ -6998,6 +7035,28 @@ void ggml_compute_forward_conv_transpose_2d( } } +void ggml_compute_forward_conv_transpose_2d( + const ggml_compute_params * params, + ggml_tensor * dst) { + + const ggml_tensor * src0 = dst->src[0]; + + switch (src0->type) { + case GGML_TYPE_F16: + { + ggml_compute_forward_conv_transpose_2d_impl(params, dst); + } break; + case GGML_TYPE_F32: + { + ggml_compute_forward_conv_transpose_2d_impl(params, dst); + } break; + default: + { + GGML_ABORT("fatal error"); + } + } +} + // ggml_compute_forward_conv_2d_dw struct ggml_conv_2d_dw_params { @@ -9612,7 +9671,7 @@ void ggml_compute_forward_win_unpart( } } -//gmml_compute_forward_unary +//ggml_compute_forward_unary void ggml_compute_forward_unary( const ggml_compute_params * params, @@ -9901,13 +9960,9 @@ static void ggml_compute_forward_rwkv_wkv6_f32( const int ith = params->ith; const int nth = params->nth; - if (ith >= HEADS) { - return; - } - - const int h_start = (HEADS * ith) / nth; - const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? - (HEADS * (ith + 1)) / nth : HEADS; + const int h_start = (HEADS * (ith )) / nth; + const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? + (HEADS * (ith + 1)) / nth : HEADS; float * k = (float *) dst->src[0]->data; float * v = (float *) dst->src[1]->data; @@ -10118,13 +10173,9 @@ static void ggml_compute_forward_gla_f32( const int ith = params->ith; const int nth = params->nth; - if (ith >= HEADS) { - return; - } - - const int h_start = (HEADS * ith) / nth; - const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? - (HEADS * (ith + 1)) / nth : HEADS; + const int h_start = (HEADS * (ith )) / nth; + const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? + (HEADS * (ith + 1)) / nth : HEADS; float * k = (float *) dst->src[0]->data; float * v = (float *) dst->src[1]->data; @@ -10375,6 +10426,195 @@ void ggml_compute_forward_solve_tri(const struct ggml_compute_params * params, s } } +// ggml_compute_forward_gated_delta_net +static void ggml_compute_forward_gated_delta_net_one_chunk( + const ggml_compute_params * params, + ggml_tensor * dst, + int64_t ir0, + int64_t ir1) { + + ggml_tensor * src_q = dst->src[0]; + ggml_tensor * src_k = dst->src[1]; + ggml_tensor * src_v = dst->src[2]; + ggml_tensor * src_g = dst->src[3]; + ggml_tensor * src_beta = dst->src[4]; + ggml_tensor * src_state = dst->src[5]; + + const int64_t S_v = src_v->ne[0]; + const int64_t H = src_v->ne[1]; + const int64_t n_tokens = src_v->ne[2]; + const int64_t n_seqs = src_v->ne[3]; + + GGML_ASSERT(ggml_is_contiguous_rows(src_q)); + GGML_ASSERT(ggml_is_contiguous_rows(src_k)); + GGML_ASSERT(ggml_is_contiguous_rows(src_v)); + GGML_ASSERT(ggml_is_contiguous(src_g)); + GGML_ASSERT(ggml_is_contiguous(src_beta)); + GGML_ASSERT(ggml_is_contiguous(src_state)); + + GGML_ASSERT(src_g->ne[0] == 1 || src_g->ne[0] == S_v); + GGML_ASSERT(src_beta->ne[0] == 1); + + GGML_TENSOR_LOCALS(int64_t, neq, src_q, ne); + GGML_TENSOR_LOCALS(size_t, nbq, src_q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, src_k, ne); + GGML_TENSOR_LOCALS(size_t, nbk, src_k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, src_v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, src_v, nb); + GGML_TENSOR_LOCALS(int64_t, neg, src_g, ne); + GGML_TENSOR_LOCALS(size_t, nbg, src_g, nb); + GGML_TENSOR_LOCALS(size_t, nbb, src_beta, nb); + + const bool kda = (neg0 == S_v); + + // scratch layout per thread: [delta(S_v)] + const int64_t scratch_per_thread = S_v; + const int ith = params->ith; + + float * delta = (float *)params->wdata + ith * scratch_per_thread + CACHE_LINE_SIZE_F32; + + // output layout: [attn_scores | new_states] + // attn_scores: S_v * H * n_tokens * n_seqs floats + // new_states: S_v * S_v * H * n_seqs floats + const int64_t attn_score_elems = S_v * H * n_tokens * n_seqs; + float * attn_out_base = (float *)dst->data; + float * state_out_base = (float *)dst->data + attn_score_elems; + + const float * state_in_base = (const float *)src_state->data; + + //const int64_t rq1 = nev1 / neq1; + //const int64_t rk1 = nev1 / nek1; + const int64_t rq3 = nev3 / neq3; + const int64_t rk3 = nev3 / nek3; + + const float scale = 1.0f / sqrtf((float) S_v); + + for (int64_t ir = ir0; ir < ir1; ++ir) { + const int64_t iv1 = ir % H; // head_index + const int64_t iv3 = ir / H; // sequence + + const int64_t iq1 = iv1 % neq1; + const int64_t ik1 = iv1 % nek1; + + const int64_t iq3 = iv3 / rq3; + const int64_t ik3 = iv3 / rk3; + + float * s_out = state_out_base + (iv3 * H + iv1) * S_v * S_v; + + // copy input state into output buffer and operate in-place + const float * s_in = state_in_base + (iv3 * H + iv1) * S_v * S_v; + memcpy(s_out, s_in, S_v * S_v * sizeof(float)); + + // attn output pointer for first token of this (head, seq) + float * attn_data = attn_out_base + (iv3 * n_tokens * H + iv1) * S_v; + + for (int64_t t = 0; t < n_tokens; t++) { + const float * q_d = (const float *)((const char *)src_q->data + iq3 * nbq3 + t * nbq2 + iq1 * nbq1); + const float * k_d = (const float *)((const char *)src_k->data + ik3 * nbk3 + t * nbk2 + ik1 * nbk1); + const float * v_d = (const float *)((const char *)src_v->data + iv3 * nbv3 + t * nbv2 + iv1 * nbv1); + + const float beta_val = *(const float *)((const char *)src_beta->data + iv3 * nbb3 + t * nbb2 + iv1 * nbb1); + const float * g_d = (const float *)((const char *)src_g->data + iv3 * nbg3 + t * nbg2 + iv1 * nbg1); + + // state is stored transposed: s_out[j*S_v + i] = S[i][j] + // so row j of s_out = column j of S (contiguous access) + + if (kda) { + // precompute exp(g) into delta scratch (reused below) + for (int64_t i = 0; i < S_v; ++i) { + delta[i] = expf(g_d[i]); + } + // S[i][:] *= exp(g[i]) => for each row j of M: M[j][i] *= exp(g[i]) + for (int64_t j = 0; j < S_v; ++j) { + ggml_vec_mul_f32(S_v, &s_out[j * S_v], &s_out[j * S_v], delta); + } + } else { + ggml_vec_scale_f32(S_v * S_v, s_out, expf(g_d[0])); + } + + // delta[j] = sum_i S[i][j] * k[i] = dot(row j of M, k) + for (int64_t j = 0; j < S_v; ++j) { + float sum = 0.0f; + ggml_vec_dot_f32(S_v, &sum, 0, &s_out[j * S_v], 0, k_d, 0, 1); + delta[j] = (v_d[j] - sum) * beta_val; + } + + // outer product: S[i][j] += k[i] * delta[j] => M[j][i] += delta[j] * k[i] + for (int64_t j = 0; j < S_v; ++j) { + ggml_vec_mad_f32(S_v, &s_out[j * S_v], k_d, delta[j]); + } + + // attn_out[j] = sum_i S[i][j] * q[i] = dot(row j of M, q) + for (int64_t j = 0; j < S_v; ++j) { + float sum = 0.0f; + ggml_vec_dot_f32(S_v, &sum, 0, &s_out[j * S_v], 0, q_d, 0, 1); + attn_data[j] = sum * scale; + } + + attn_data += S_v * H; // advance to next token + } + } +} + + +static void ggml_compute_forward_gated_delta_net_f32( + const ggml_compute_params * params, + ggml_tensor * dst) { + + ggml_tensor * V = dst->src[2]; + int64_t nr = V->ne[1] * V->ne[3]; + + // disable for NUMA + const bool disable_chunking = ggml_is_numa(); + + int nth = params->nth; + int ith = params->ith; + + // 4x chunks per thread + int nth_scaled = nth * 4; + int64_t chunk_size = (nr + nth_scaled - 1) / nth_scaled; + int64_t nchunk = (nr + chunk_size - 1) / chunk_size; + + if (nth == 1 || nchunk < nth || disable_chunking) { + nchunk = nth; + } + + if (ith == 0) { + ggml_threadpool_chunk_set(params->threadpool, nth); + } + + ggml_barrier(params->threadpool); + + const int64_t dr = (nr + nchunk - 1) / nchunk; + + int current_chunk = ith; + + while (current_chunk < nchunk) { + const int64_t ir0 = dr * current_chunk; + const int64_t ir1 = MIN(ir0 + dr, nr); + + ggml_compute_forward_gated_delta_net_one_chunk(params, dst, ir0, ir1); + current_chunk = ggml_threadpool_chunk_add(params->threadpool, 1); + } +} + +void ggml_compute_forward_gated_delta_net( + const ggml_compute_params * params, + ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_gated_delta_net_f32(params, dst); + } break; + default: + { + GGML_ABORT("fatal error"); + } + } +} + // ggml_compute_forward_rwkv_wkv7 static void ggml_compute_forward_rwkv_wkv7_f32( @@ -10392,13 +10632,9 @@ static void ggml_compute_forward_rwkv_wkv7_f32( const int ith = params->ith; const int nth = params->nth; - if (ith >= HEADS) { - return; - } - - const int h_start = (HEADS * ith) / nth; - const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? - (HEADS * (ith + 1)) / nth : HEADS; + const int h_start = (HEADS * (ith )) / nth; + const int h_end = ((HEADS * (ith + 1)) / nth < HEADS) ? + (HEADS * (ith + 1)) / nth : HEADS; float * r = (float *) dst->src[0]->data; float * w = (float *) dst->src[1]->data; @@ -10700,7 +10936,7 @@ static void ggml_compute_forward_cross_entropy_loss_f32( assert(!isnan(s0[i])); assert(!isnan(s1[i])); } -#endif +#endif // NDEBUG float max = -INFINITY; ggml_vec_max_f32(nc, &max, s0); @@ -10719,7 +10955,7 @@ static void ggml_compute_forward_cross_entropy_loss_f32( assert(!isnan(st[i])); assert(!isinf(st[i])); } -#endif +#endif // NDEBUG } sums[ith] = sum_thread; ggml_barrier(params->threadpool); @@ -10792,7 +11028,7 @@ static void ggml_compute_forward_cross_entropy_loss_back_f32( assert(!isnan(s0[i])); assert(!isnan(s1[i])); } -#endif +#endif // NDEBUG // soft_max float max = -INFINITY; @@ -10810,7 +11046,7 @@ static void ggml_compute_forward_cross_entropy_loss_back_f32( assert(!isnan(ds0[i])); assert(!isinf(ds0[i])); } -#endif +#endif // NDEBUG } } diff --git a/ggml/src/ggml-cpu/ops.h b/ggml/src/ggml-cpu/ops.h index 0fdfee7976..3fa1443abc 100644 --- a/ggml/src/ggml-cpu/ops.h +++ b/ggml/src/ggml-cpu/ops.h @@ -102,6 +102,7 @@ void ggml_compute_forward_rwkv_wkv6(const struct ggml_compute_params * params, s void ggml_compute_forward_rwkv_wkv7(const struct ggml_compute_params * params, struct ggml_tensor * dst); void ggml_compute_forward_solve_tri(const struct ggml_compute_params * params, struct ggml_tensor * dst); void ggml_compute_forward_gla(const struct ggml_compute_params * params, struct ggml_tensor * dst); +void ggml_compute_forward_gated_delta_net(const struct ggml_compute_params * params, struct ggml_tensor * dst); void ggml_compute_forward_map_custom1(const struct ggml_compute_params * params, struct ggml_tensor * dst); void ggml_compute_forward_map_custom2(const struct ggml_compute_params * params, struct ggml_tensor * dst); void ggml_compute_forward_map_custom3(const struct ggml_compute_params * params, struct ggml_tensor * dst); diff --git a/ggml/src/ggml-cpu/quants.c b/ggml/src/ggml-cpu/quants.c index 365cb36d2d..f66127c229 100644 --- a/ggml/src/ggml-cpu/quants.c +++ b/ggml/src/ggml-cpu/quants.c @@ -22,6 +22,10 @@ #define UNUSED GGML_UNUSED +void quantize_row_q1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) { + quantize_row_q1_0_ref(x, y, k); +} + void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) { quantize_row_q4_0_ref(x, y, k); } @@ -50,6 +54,10 @@ void quantize_row_mxfp4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, i quantize_row_mxfp4_ref(x, y, k); } +void quantize_row_nvfp4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) { + quantize_row_nvfp4_ref(x, y, k); +} + // // 2-6 bit quantization in super-blocks // @@ -112,6 +120,51 @@ void quantize_row_q8_K_generic(const float * GGML_RESTRICT x, void * GGML_RESTRI //===================================== Dot products ================================= +void ggml_vec_dot_q1_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + const int qk = QK1_0; + const int nb = n / qk; + + assert(n % qk == 0); + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + + const block_q1_0 * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + float sumf = 0.0; + + for (int i = 0; i < nb; i++) { + const float d0 = GGML_FP16_TO_FP32(x[i].d); + + float sumi = 0.0f; + + for (int k = 0; k < 4; k++) { + const float d1 = GGML_FP16_TO_FP32(y[i*4 + k].d); + + int sumi_block = 0; + + for (int j = 0; j < QK8_0; j++) { + const int bit_index = k * QK8_0 + j; + const int byte_index = bit_index / 8; + const int bit_offset = bit_index % 8; + + const int xi = ((x[i].qs[byte_index] >> bit_offset) & 1) ? 1 : -1; + sumi_block += xi * y[i*4 + k].qs[j]; + } + + sumi += d1 * sumi_block; + } + + sumf += d0 * sumi; + } + + *s = sumf; +} + + void ggml_vec_dot_q4_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; @@ -216,6 +269,42 @@ void ggml_vec_dot_mxfp4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, *s = sumf; } +// NVFP4: super-block of 64 elements = 4 sub-blocks of 16 = 2 q8_0 blocks +void ggml_vec_dot_nvfp4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { + assert(nrc == 1); + UNUSED(nrc); + UNUSED(bx); + UNUSED(by); + UNUSED(bs); + assert(n % QK_NVFP4 == 0); + + const block_nvfp4 * GGML_RESTRICT x = vx; + const block_q8_0 * GGML_RESTRICT y = vy; + + const int nb = n / QK_NVFP4; + + float sumf = 0; + + for (int ib = 0; ib < nb; ++ib) { + for (int s_idx = 0; s_idx < 4; ++s_idx) { + const float d = ggml_ue4m3_to_fp32(x[ib].d[s_idx]); + const int q8_block = s_idx / 2; + const int q8_off = (s_idx % 2) * QK_NVFP4_SUB; + const float dy = GGML_CPU_FP16_TO_FP32(y[2*ib + q8_block].d); + + int sumi_lo = 0, sumi_hi = 0; + for (int j = 0; j < QK_NVFP4_SUB/2; ++j) { + const uint8_t qv = x[ib].qs[s_idx*(QK_NVFP4_SUB/2) + j]; + sumi_lo += y[2*ib + q8_block].qs[q8_off + j + 0] * kvalues_mxfp4[qv & 0xf]; + sumi_hi += y[2*ib + q8_block].qs[q8_off + j + QK_NVFP4_SUB/2] * kvalues_mxfp4[qv >> 4]; + } + + sumf += dy * d * (sumi_lo + sumi_hi); + } + } + *s = sumf; +} + void ggml_vec_dot_q5_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; diff --git a/ggml/src/ggml-cpu/quants.h b/ggml/src/ggml-cpu/quants.h index d83eb1b144..d4bc87a1c0 100644 --- a/ggml/src/ggml-cpu/quants.h +++ b/ggml/src/ggml-cpu/quants.h @@ -12,6 +12,7 @@ extern "C" { #endif // Quantization +void quantize_row_q1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q5_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); @@ -20,6 +21,7 @@ void quantize_row_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, in void quantize_row_q8_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_mxfp4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); +void quantize_row_nvfp4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q2_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q3_K(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); @@ -35,6 +37,7 @@ void quantize_row_iq4_nl (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, void quantize_row_iq4_xs (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); // Dot product +void ggml_vec_dot_q1_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q4_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); @@ -42,6 +45,7 @@ void ggml_vec_dot_q5_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const voi void ggml_vec_dot_q8_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); +void ggml_vec_dot_nvfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q2_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q3_K_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); @@ -66,6 +70,7 @@ void ggml_vec_dot_iq3_s_q8_K (int n, float * GGML_RESTRICT s, size_t bs, const void quantize_row_q8_0_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); void quantize_row_q8_1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); void quantize_row_q8_K_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); +void ggml_vec_dot_q1_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q4_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q4_1_q8_1_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_q5_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); @@ -73,6 +78,7 @@ void ggml_vec_dot_q5_1_q8_1_generic(int n, float * GGML_RESTRICT s, size_t bs, c void ggml_vec_dot_q8_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_mxfp4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); +void ggml_vec_dot_nvfp4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_tq1_0_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); void ggml_vec_dot_tq2_0_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc); diff --git a/ggml/src/ggml-cpu/repack.cpp b/ggml/src/ggml-cpu/repack.cpp index 5edba4212f..f18758f16b 100644 --- a/ggml/src/ggml-cpu/repack.cpp +++ b/ggml/src/ggml-cpu/repack.cpp @@ -48,6 +48,90 @@ static inline int nearest_int(float fval) { extern "C" { +#if defined __riscv_zvfh +void ggml_quantize_mat_q8_0_4x1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { + assert(QK8_0 == 32); + assert(k % QK8_0 == 0); + const int nb = k / QK8_0; + + block_q8_0x4 * GGML_RESTRICT y = (block_q8_0x4 *) vy; + + // scalar + const int blck_size_interleave = 1; + float srcv[4][QK8_0]; + float id[4]; + + for (int i = 0; i < nb; i++) { + for (int row_iter = 0; row_iter < 4; row_iter++) { + float amax = 0.0f; // absolute max + + for (int j = 0; j < QK8_0; j++) { + srcv[row_iter][j] = x[row_iter * k + i * QK8_0 + j]; + amax = MAX(amax, fabsf(srcv[row_iter][j])); + } + + const float d = amax / ((1 << 7) - 1); + id[row_iter] = d ? 1.0f / d : 0.0f; + + y[i].d[row_iter] = GGML_CPU_FP32_TO_FP16(d); + } + + for (int j = 0; j < QK8_0 * 4; j++) { + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); + + float x0 = srcv[src_id][src_offset] * id[src_id]; + y[i].qs[j] = roundf(x0); + } + } +} + +void ggml_quantize_mat_q8_K_4x1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { + assert(QK_K == 256); + assert(k % QK_K == 0); + const int nb = k / QK_K; + + block_q8_Kx4 * GGML_RESTRICT y = (block_q8_Kx4 *) vy; + + const int blck_size_interleave = 1; + float srcv[4][QK_K]; + float iscale[4]; + + for (int i = 0; i < nb; i++) { + for (int row_iter = 0; row_iter < 4; row_iter++) { + float amax = 0.0f; // absolute max + float max = 0; + + for (int j = 0; j < QK_K; j++) { + srcv[row_iter][j] = x[row_iter * k + i * QK_K + j]; + // Update the maximum value of the corresponding super block + if(amax < fabsf(srcv[row_iter][j])) { + amax = fabsf(srcv[row_iter][j]); + max = srcv[row_iter][j]; + } + } + + iscale[row_iter] = amax ? -127.f/max : 0; + y[i].d[row_iter] = amax ? 1/iscale[row_iter] : 0; + } + + for (int j = 0; j < QK_K / 4; j++) { + y[i].bsums[j] = 0; + } + for (int j = 0; j < QK_K * 4; j++) { + int src_id = j % 4; + int src_offset = j / 4; + int index = ((j >> 6) << 2) + (j & 3); + + float x0 = srcv[src_id][src_offset] * iscale[src_id]; + y[i].qs[j] = nearest_int(x0); + y[i].bsums[index] += y[i].qs[j]; + } + } +} +#endif + void ggml_quantize_mat_q8_0_4x4_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { assert(QK8_0 == 32); assert(k % QK8_0 == 0); @@ -124,7 +208,6 @@ void ggml_quantize_mat_q8_0_4x8_generic(const float * GGML_RESTRICT x, void * GG } } - void ggml_quantize_mat_q8_K_4x4_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { assert(QK_K == 256); assert(k % QK_K == 0); @@ -256,6 +339,20 @@ template <> void ggml_quantize_mat_t<8, GGML_TYPE_Q8_K>(const float * GGML_RESTR ggml_quantize_mat_q8_K_4x8(x, vy, n_per_row); } +#if defined __riscv_zvfh +template <> void ggml_quantize_mat_t<1, GGML_TYPE_Q8_0>(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row) { + assert(nrow == 4); + UNUSED(nrow); + ggml_quantize_mat_q8_0_4x1(x, vy, n_per_row); +} + +template <> void ggml_quantize_mat_t<1, GGML_TYPE_Q8_K>(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t nrow, int64_t n_per_row) { + assert(nrow == 4); + UNUSED(nrow); + ggml_quantize_mat_q8_K_4x1(x, vy, n_per_row); +} +#endif + template static void ggml_gemv_q6_K_NxM_q8_K_generic_impl(int n, float * GGML_RESTRICT s, @@ -1268,6 +1365,296 @@ void ggml_gemv_q8_0_4x8_q8_0_generic(int n, } } +// Only enable these for RISC-V. +#if defined __riscv_zvfh +void ggml_gemv_q4_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + float sumf[16]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x16 * b_ptr = (const block_q4_0x16 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0; + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4; + } + sumf[j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j]; + } +} + +void ggml_gemv_q4_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK_K; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + float sumf[16]; + float sum_minf[16]; + uint8_t scales[128]; + uint8_t mins[128]; + int sumi1; + int sumi2; + int sumi; + const block_q8_K * a_ptr = (const block_q8_K *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx16 * b_ptr = (const block_q4_Kx16 *) vx + (x * nb); + for (int j = 0; j < ncols_interleaved; j++) { + sumf[j] = 0.0f; + sum_minf[j] = 0.0f; + } + for (int l = 0; l < nb; l++) { + for (int i = 0; i < 128; i++) { + scales[i] = b_ptr[l].scales[i] & 0x0F; + mins[i] = b_ptr[l].scales[i] >> 4; + } + for (int i = 0; i < 64; i++) { + scales[i] |= (b_ptr[l].scales[128 + i] & 0x03) << 4; + mins[i] |= (b_ptr[l].scales[128 + i] & 0x0C) << 2; + scales[i + 64] |= (b_ptr[l].scales[128 + i] & 0x30); + mins[i + 64] |= (b_ptr[l].scales[128 + i] & 0xC0) >> 2; + } + for (int sb = 0; sb < 8; sb++) { + uint8_t *min = &mins[sb * 16]; + for (int j = 0; j < ncols_interleaved; j++) { + sum_minf[j] += min[j] * (a_ptr[l].bsums[sb * 2] + a_ptr[l].bsums[sb * 2 + 1]) * GGML_CPU_FP16_TO_FP32(b_ptr[l].dmin[j]) * a_ptr[l].d; + } + } + for (int sb = 0; sb < 8; sb += 2) { + uint8_t *scales_0 = &scales[sb * 16]; + uint8_t *scales_1 = &scales[(sb + 1) * 16]; + for (int i = 0; i < QK4_0; i++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi1 = 0; + sumi2 = 0; + sumi = 0; + const int v0 = (int8_t) (b_ptr[l].qs[sb * 256 + i * 16 + j] & 0xF); + const int v1 = (int8_t) (b_ptr[l].qs[sb * 256 + i * 16 + j] >> 4); + sumi1 = (v0 * a_ptr[l].qs[sb * 32 + i]); + sumi2 = (v1 * a_ptr[l].qs[sb * 32 + 32 + i]); + sumi1 = sumi1 * scales_0[j]; + sumi2 = sumi2 * scales_1[j]; + sumi += sumi1 + sumi2; + sumf[j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * a_ptr[l].d; + } + } + } + } + for (int j = 0; j < ncols_interleaved; j++) { + s[x * ncols_interleaved + j] = sumf[j] - sum_minf[j]; + } + } +} + +void ggml_gemv_iq4_nl_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert(nr == 1); + assert(n % qk == 0); + assert(nc % ncols_interleaved == 0); + + UNUSED(bs); + UNUSED(nr); + + float sumf[16]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_iq4_nlx16 * b_ptr = (const block_iq4_nlx16 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0; + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0x0F]; + const int v1 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4]; + sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])); + } + sumf[j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j]; + } +} + +void ggml_gemv_q8_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert(nr == 1); + assert(n % qk == 0); + assert(nc % ncols_interleaved == 0); + + UNUSED(bs); + UNUSED(nr); + + float sumf[16]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q8_0x16 * b_ptr = (const block_q8_0x16 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) { + sumf[j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / blocklen); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i]; + sumi += v0 * a_ptr[l].qs[k * blocklen + i]; + } + sumf[j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) { + s[x * ncols_interleaved + j] = sumf[j]; + } + } +} + +void ggml_gemv_q2_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + assert(n % QK_K == 0); + assert(nr == 1); + assert(nc % 16 == 0); + + UNUSED(bs); + UNUSED(nr); + + const int nb = n / QK_K; + const block_q2_Kx16 * x = (const block_q2_Kx16 *)vx; + const block_q8_K * y = (const block_q8_K *)vy; + + // Layout: Even-Low(0,2,4,6), Odd-Low(1,3,5,7), Even-High(8...), Odd-High(9...) + const int sb_perm[16] = { + 0, 4, 1, 5, 2, 6, 3, 7, // 0-7 + 8, 12, 9, 13, 10, 14, 11, 15 // 8-15 + }; + + for (int col_tile = 0; col_tile < nc; col_tile += 16) { + const block_q2_Kx16 * x_ptr = x + (col_tile / 16) * nb; + const block_q8_K * y_ptr = y; + + float sumf[16] = {0}; + + // Loop over K-blocks + for (int k_block = 0; k_block < nb; ++k_block) { + int32_t isum[16] = {0}; + int32_t summs[16] = {0}; + + const uint8_t * qs_rhs = x_ptr[k_block].qs; + const uint8_t * sc_rhs = x_ptr[k_block].scales; + const int8_t * qs_lhs = y_ptr[k_block].qs; + const int16_t * bs_lhs = y_ptr[k_block].bsums; + + // Iterate over sub-blocks 0..15 + for (int sb = 0; sb < 16; ++sb) { + // Correction Term + int16_t bsum = bs_lhs[sb]; + int scale_offset = sb_perm[sb] * 16; + + for (int col = 0; col < 16; ++col) { + uint8_t sc_val = sc_rhs[scale_offset + col]; + summs[col] += bsum * (sc_val >> 4); // Min is high 4 bits + } + + // Main Dot Product + // Calculate base offsets for Q2 unpacking based on SB + int byte_base; + if (sb < 8) byte_base = (sb % 2 == 0) ? 0 : 16; + else byte_base = (sb % 2 == 0) ? 32 : 48; + + int shift = ((sb / 2) % 4) * 2; + + for (int col = 0; col < 16; ++col) { + uint8_t sc_val = sc_rhs[scale_offset + col]; + int32_t d_sb = sc_val & 0xF; // Scale is low 4 bits + + // Process 16 elements (l=0..15) + for (int l = 0; l < 16; ++l) { + // Q2: Interleaved by column. Byte `l` contains 4 k-values. + int qs_idx = (byte_base + l) * 16 + col; + uint8_t q2_val = (qs_rhs[qs_idx] >> shift) & 3; + + // Q8: Linear access + int k = sb * 16 + l; + int8_t q8_val = qs_lhs[k]; + + isum[col] += q8_val * q2_val * d_sb; + } + } + } + + // Finalize K-Block + for (int col = 0; col < 16; ++col) { + float d_lhs = y_ptr[k_block].d; + float d_rhs = GGML_FP16_TO_FP32(x_ptr[k_block].d[col]); + float dm_rhs = GGML_FP16_TO_FP32(x_ptr[k_block].dmin[col]); + + float d_all = d_lhs * d_rhs; + float d_min = d_lhs * dm_rhs; + + sumf[col] += (isum[col] * d_all) - (summs[col] * d_min); + } + } + + for (int col = 0; col < 16; ++col) { + s[col_tile + col] = sumf[col]; + } + } +} +#endif + void ggml_gemm_q4_0_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { const int qk = QK8_0; const int nb = n / qk; @@ -1942,6 +2329,8 @@ void ggml_gemm_q8_0_4x4_q8_0_generic(int n, } } + + void ggml_gemm_q8_0_4x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, @@ -1994,6 +2383,343 @@ void ggml_gemm_q8_0_4x8_q8_0_generic(int n, } } +// Only enable these for RISC-V. +#if defined __riscv_zvfh +void ggml_gemm_q4_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + float sumf[4][16]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x16 * b_ptr = (const block_q4_0x16 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) + + (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4; + } + sumf[m][j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } +} + +void ggml_gemm_q4_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK_K; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + + float sumf[4][16]; + float sum_minf[4][16]; + uint8_t scales[128]; + uint8_t mins[128]; + int sumi1; + int sumi2; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_Kx4 * a_ptr = (const block_q8_Kx4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx16 * b_ptr = (const block_q4_Kx16 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumf[m][j] = 0.0; + sum_minf[m][j] = 0.0; + } + } + for (int l = 0; l < nb; l++) { + for (int i = 0; i < 128; i++) { + scales[i] = b_ptr[l].scales[i] & 0x0F; + mins[i] = b_ptr[l].scales[i] >> 4; + } + for (int i = 0; i < 64; i++) { + scales[i] |= (b_ptr[l].scales[128 + i] & 0x03) << 4; + mins[i] |= (b_ptr[l].scales[128 + i] & 0x0C) << 2; + scales[i + 64] |= (b_ptr[l].scales[128 + i] & 0x30); + mins[i + 64] |= (b_ptr[l].scales[128 + i] & 0xC0) >> 2; + } + + for (int sb = 0; sb < 8; sb++) { + uint8_t *min = &mins[sb * 16]; + for(int m = 0; m < 4; m++) { + const int16_t bsums = a_ptr[l].bsums[sb * 8 + m] + a_ptr[l].bsums[sb * 8 + m + 4]; + for(int j = 0; j < ncols_interleaved; j++) { + sum_minf[m][j] += min[j] * bsums * GGML_CPU_FP16_TO_FP32(b_ptr[l].dmin[j]) * a_ptr[l].d[m]; + } + } + } + + for (int sb = 0; sb < 8; sb += 2) { + uint8_t *scales_0 = &scales[sb * 16]; + uint8_t *scales_1 = &scales[(sb + 1) * 16]; + + for (int i = 0; i < QK4_0; i++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi1 = 0; + sumi2 = 0; + sumi = 0; + + const int v0 = (int8_t) (b_ptr[l].qs[sb * 256 + i * 16 + j] & 0xF); + const int v1 = (int8_t) (b_ptr[l].qs[sb * 256 + i * 16 + j] >> 4); + sumi1 = (v0 * a_ptr[l].qs[sb * 4 * 32 + i * 4 + m]); + sumi2 = (v1 * a_ptr[l].qs[sb * 4 * 32 + 32 * 4 + i * 4 + m]); + sumi1 = sumi1 * scales_0[j]; + sumi2 = sumi2 * scales_1[j]; + sumi += sumi1 + sumi2; + + sumf[m][j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * a_ptr[l].d[m]; + } + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j] - sum_minf[m][j]; + } + } + } + } +} + +void ggml_gemm_iq4_nl_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert(n % qk == 0); + assert(nr % 4 == 0); + assert(nc % ncols_interleaved == 0); + + float sumf[4][16]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_iq4_nlx16 * b_ptr = (const block_iq4_nlx16 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0x0F]; + const int v1 = kvalues_iq4nl[b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] >> 4]; + sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) + + (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + (qk / 2) * 4])); + } + sumf[m][j] += sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } +} + +void ggml_gemm_q8_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 16; + const int blocklen = 1; + + assert(n % qk == 0); + assert(nr % 4 == 0); + assert(nc % ncols_interleaved == 0); + + float sumf[4][16]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q8_0x16 * b_ptr = (const block_q8_0x16 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumf[m][j] = 0.0; + } + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / blocklen); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i]; + sumi += v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]; + } + sumf[m][j] += + sumi * GGML_CPU_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_CPU_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } + } +} + + +void ggml_gemm_q2_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { + assert(n % QK_K == 0); + assert(nr % 4 == 0); + assert(nc % 16 == 0); + const int nb = n / QK_K; + const block_q2_Kx16 * x = (const block_q2_Kx16 *)vx; + const block_q8_Kx4 * y = (const block_q8_Kx4 *)vy; + + const int sb_perm[16] = { + 0, 4, 1, 5, 2, 6, 3, 7, + 8, 12, 9, 13, 10, 14, 11, 15 + }; + + // Iterate Rows in tiles of 4 + for (int row_tile = 0; row_tile < nr; row_tile += 4) { + // Iterate Columns in tiles of 16 + for (int col_tile = 0; col_tile < nc; col_tile += 16) { + + const block_q2_Kx16 * x_ptr = x + (col_tile / 16) * nb; + const block_q8_Kx4 * y_ptr = y + (row_tile / 4) * nb; + + float sumf[4][16]; + memset(sumf, 0, sizeof(sumf)); + + for (int k_block = 0; k_block < nb; ++k_block) { + int32_t isum[4][16]; + int32_t summs[4][16]; + memset(isum, 0, sizeof(isum)); + memset(summs, 0, sizeof(summs)); + + const uint8_t * qs_rhs = x_ptr[k_block].qs; + const uint8_t * sc_rhs = x_ptr[k_block].scales; + const int8_t * qs_lhs = y_ptr[k_block].qs; + const int16_t * bs_lhs = y_ptr[k_block].bsums; + + for (int sb = 0; sb < 16; ++sb) { + int scale_offset = sb_perm[sb] * 16; + + int byte_base; + if (sb < 8) byte_base = (sb % 2 == 0) ? 0 : 16; + else byte_base = (sb % 2 == 0) ? 32 : 48; + int shift = ((sb / 2) % 4) * 2; + + for (int col = 0; col < 16; ++col) { + uint8_t sc_val = sc_rhs[scale_offset + col]; + int32_t d_sb = sc_val & 0xF; + int32_t m_sb = sc_val >> 4; + + // Correction Term + for (int r = 0; r < 4; ++r) { + int bsum_idx = (sb / 4) * 16 + r * 4 + (sb % 4); + summs[r][col] += bs_lhs[bsum_idx] * m_sb; + } + + // Main Dot Product + for (int l = 0; l < 16; ++l) { + int qs_idx = (byte_base + l) * 16 + col; + uint8_t q2_val = (qs_rhs[qs_idx] >> shift) & 3; + + // Calculate Q8 index for this specific k and row + int k = sb * 16 + l; + int q8_idx = (k / 4) * 16 + (k % 4); + + for (int r = 0; r < 4; ++r) { + // Add r*4 to jump to the correct row within the 4x4 chunk + int8_t q8_val = qs_lhs[q8_idx + r * 4]; + isum[r][col] += q8_val * q2_val * d_sb; + } + } + } + } + + // Finalize K-Block + for (int col = 0; col < 16; ++col) { + float d_rhs = GGML_FP16_TO_FP32(x_ptr[k_block].d[col]); + float dm_rhs = GGML_FP16_TO_FP32(x_ptr[k_block].dmin[col]); + + for (int r = 0; r < 4; ++r) { + float d_lhs = y_ptr[k_block].d[r]; + float d_all = d_lhs * d_rhs; + float d_min = d_lhs * dm_rhs; + sumf[r][col] += (isum[r][col] * d_all) - (summs[r][col] * d_min); + } + } + } + + for (int r = 0; r < 4; ++r) { + for (int col = 0; col < 16; ++col) { + s[(row_tile + r) * bs + (col_tile + col)] = sumf[r][col]; + } + } + } + } +} +#endif + } // extern "C" static block_q8_0x4 make_block_q8_0x4(block_q8_0 * in, unsigned int blck_size_interleave) { @@ -2082,6 +2808,31 @@ static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int blck_size_in return out; } +static block_q4_0x16 make_block_q4_0x16(block_q4_0 * in, unsigned int blck_size_interleave) { + block_q4_0x16 out; + + for (int i = 0; i < 16; i++) { + out.d[i] = in[i].d; + } + + const int end = QK4_0 * 8 / blck_size_interleave; + + if (blck_size_interleave == 1) { + const uint8_t xor_mask = 0x88; + for (int i = 0; i < end; ++i) { + int src_id = i % 16; + int src_offset = i / 16; + int dst_offset = i; + + out.qs[dst_offset] = in[src_id].qs[src_offset] ^ xor_mask; + } + } else { + GGML_ASSERT(false); + } + + return out; +} + static block_q4_Kx8 make_block_q4_Kx8(block_q4_K * in, unsigned int blck_size_interleave) { block_q4_Kx8 out; //Delta(scale) and dmin values of the eight Q4_K structures are copied onto the output interleaved structure @@ -2159,6 +2910,58 @@ static block_q4_Kx8 make_block_q4_Kx8(block_q4_K * in, unsigned int blck_size_in return out; } +static block_q4_Kx16 make_block_q4_Kx16(block_q4_K * in, unsigned int blck_size_interleave) { + block_q4_Kx16 out; + //Delta(scale) and dmin values of the 16 Q4_K structures are copied onto the output interleaved structure + for (int i = 0; i < 16; i++) { + out.d[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.d; + } + + for (int i = 0; i < 16; i++) { + out.dmin[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.dmin; + } + + const int end = QK_K * 8 / blck_size_interleave; + + if (blck_size_interleave == 1) { + for (int i = 0; i < end; ++i) { + int src_id = i % 16; + int src_offset = i / 16; + int dst_offset = i; + + out.qs[dst_offset] = in[src_id].qs[src_offset]; + } + + // RVV repacking. + // + // Extract sums and mins for all 8 sub-blocks for each block of Q4_K. + uint8_t s[128], m[128]; + for (int i = 0; i < 4; i++) { + for (int j = 0; j < 16; j++) { + s[i * 16 + j] = in[j].scales[i] & 63; + m[i * 16 + j] = in[j].scales[i + 4] & 63; + } + } + for (int i = 0; i < 4; i++) { + for (int j = 0; j < 16; j++) { + s[64 + i * 16 + j] = ((in[j].scales[i] & 192) >> 2) | (in[j].scales[i+8] & 15); + m[64 + i * 16 + j] = ((in[j].scales[i + 4] & 192) >> 2) | ((in[j].scales[i+8] & 240) >> 4); + } + } + + for (int i = 0; i < 128; i++) { + out.scales[i] = (s[i] & 15) | ((m[i] & 15) << 4); + } + for (int i = 0; i < 64; i++) { + out.scales[128 + i] = ((s[i] & 48) >> 4) | ((m[i] & 48) >> 2) | (s[64 + i] & 48) | ((m[64 + i] & 48) << 2); + } + } else { + GGML_ASSERT(false); + } + + return out; +} + static block_q2_Kx8 make_block_q2_Kx8(block_q2_K * in, unsigned int blck_size_interleave) { block_q2_Kx8 out; @@ -2332,6 +3135,68 @@ static block_q6_Kx8 make_block_q6_Kx8(block_q6_K * in, unsigned int blck_size_in return out; } +static block_q2_Kx16 make_block_q2_Kx16(const block_q2_K * in, unsigned int blck_size_interleave) { + block_q2_Kx16 out; + constexpr int N_COLS = 16; + + // 1. Copy Super-Scales (d) and Super-Mins (dmin) + for (int i = 0; i < N_COLS; i++) { + out.d[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.d; + out.dmin[i] = in[i].GGML_COMMON_AGGR_U.GGML_COMMON_AGGR_S.dmin; + } + + // 2. Interleave Q2_K Data + const int bytes_per_col = 64; + const int total_bytes = N_COLS * bytes_per_col; + const int end = total_bytes / blck_size_interleave; + + for (int i = 0; i < end; ++i) { + int src_col_id = i % N_COLS; + int src_offset = (i / N_COLS) * blck_size_interleave; + int dst_offset = i * blck_size_interleave; + memcpy(&out.qs[dst_offset], &in[src_col_id].qs[src_offset], blck_size_interleave); + } + + // 3. Repack Scales into the Optimized "Sequential-Parallel" Layout + int out_idx = 0; + + // Arrays define the sub-block order for each group + const int even_low_sbs[] = {0, 2, 4, 6}; + const int odd_low_sbs[] = {1, 3, 5, 7}; + const int even_high_sbs[] = {8, 10, 12, 14}; + const int odd_high_sbs[] = {9, 11, 13, 15}; + + // Pack Group 1: Even-Low + for (int sb : even_low_sbs) { + for (int col = 0; col < N_COLS; col++) { + out.scales[out_idx++] = in[col].scales[sb]; + } + } + + // Pack Group 2: Odd-Low + for (int sb : odd_low_sbs) { + for (int col = 0; col < N_COLS; col++) { + out.scales[out_idx++] = in[col].scales[sb]; + } + } + + // Pack Group 3: Even-High + for (int sb : even_high_sbs) { + for (int col = 0; col < N_COLS; col++) { + out.scales[out_idx++] = in[col].scales[sb]; + } + } + + // Pack Group 4: Odd-High + for (int sb : odd_high_sbs) { + for (int col = 0; col < N_COLS; col++) { + out.scales[out_idx++] = in[col].scales[sb]; + } + } + + return out; +} + static int repack_q4_0_to_q4_0_4_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { GGML_ASSERT(t->type == GGML_TYPE_Q4_0); GGML_ASSERT(interleave_block == 4 || interleave_block == 8); @@ -2394,6 +3259,36 @@ static int repack_q4_K_to_q4_K_8_bl(struct ggml_tensor * t, int interleave_block GGML_UNUSED(data_size); } +static int repack_q4_K_to_q4_K_16_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { + GGML_ASSERT(t->type == GGML_TYPE_Q4_K); + constexpr int nrows_interleaved = 16; + + block_q4_Kx16 * dst = (block_q4_Kx16*)t->data; + const block_q4_K * src = (const block_q4_K*) data; + block_q4_K dst_tmp[16]; + int nrow = ggml_nrows(t); + int nblocks = t->ne[0] / QK_K; + + GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q4_K)); + + if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) { + return -1; + } + + for (int b = 0; b < nrow; b += nrows_interleaved) { + for (int64_t x = 0; x < nblocks; x++) { + for (int i = 0; i < nrows_interleaved; i++ ) { + dst_tmp[i] = src[x + i * nblocks]; + } + *dst++ = make_block_q4_Kx16(dst_tmp, interleave_block); + } + src += nrows_interleaved * nblocks; + } + return 0; + + GGML_UNUSED(data_size); +} + static int repack_q2_K_to_q2_K_8_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { GGML_ASSERT(t->type == GGML_TYPE_Q2_K); GGML_ASSERT(interleave_block == 8); @@ -2425,6 +3320,71 @@ static int repack_q2_K_to_q2_K_8_bl(struct ggml_tensor * t, int interleave_block GGML_UNUSED(data_size); } +static int repack_q2_K_to_q2_K_16_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { + GGML_ASSERT(t->type == GGML_TYPE_Q2_K); + constexpr int nrows_interleaved = 16; + + block_q2_Kx16 * dst = (block_q2_Kx16*)t->data; + const block_q2_K * src = (const block_q2_K*) data; + + block_q2_K dst_tmp[nrows_interleaved]; + + int nrow = ggml_nrows(t); + int nblocks = t->ne[0] / QK_K; + + GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q2_K)); + + if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) { + return -1; + } + + for (int b = 0; b < nrow; b += nrows_interleaved) { + for (int64_t x = 0; x < nblocks; x++) { + // This loop gathers 16 separate blocks (one from each column) + // that correspond to the same K-dimension chunk. + for (int i = 0; i < nrows_interleaved; i++ ) { + dst_tmp[i] = src[x + i * nblocks]; + } + + *dst++ = make_block_q2_Kx16(dst_tmp, interleave_block); + } + src += nrows_interleaved * nblocks; + } + return 0; + + GGML_UNUSED(data_size); +} + +static int repack_q4_0_to_q4_0_16_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { + GGML_ASSERT(t->type == GGML_TYPE_Q4_0); + constexpr int nrows_interleaved = 16; + + block_q4_0x16 * dst = (block_q4_0x16*)t->data; + const block_q4_0 * src = (const block_q4_0*) data; + block_q4_0 dst_tmp[16]; + int nrow = ggml_nrows(t); + int nblocks = t->ne[0] / QK4_0; + + GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q4_0)); + + if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) { + return -1; + } + + for (int b = 0; b < nrow; b += nrows_interleaved) { + for (int64_t x = 0; x < nblocks; x++) { + for (int i = 0; i < nrows_interleaved; i++ ) { + dst_tmp[i] = src[x + i * nblocks]; + } + *dst++ = make_block_q4_0x16(dst_tmp, interleave_block); + } + src += nrows_interleaved * nblocks; + } + return 0; + + GGML_UNUSED(data_size); +} + static int repack_q5_K_to_q5_K_8_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, @@ -2549,6 +3509,60 @@ static int repack_q8_0_to_q8_0_4_bl(struct ggml_tensor * t, return 0; } +static block_q8_0x16 make_block_q8_0x16(block_q8_0 * in, unsigned int blck_size_interleave) { + block_q8_0x16 out; + + for (int i = 0; i < 16; i++) { + out.d[i] = in[i].d; + } + + const int end = QK8_0 * 16 / blck_size_interleave; + + if (blck_size_interleave == 1) { + for (int i = 0; i < end; ++i) { + int src_id = i % 16; + int src_offset = i / 16; + int dst_offset = i; + out.qs[dst_offset] = in[src_id].qs[src_offset]; + } + } else { + GGML_ASSERT(false); + } + + return out; +} + +static int repack_q8_0_to_q8_0_16_bl(struct ggml_tensor * t, + int interleave_block, + const void * GGML_RESTRICT data, + size_t data_size) { + GGML_ASSERT(t->type == GGML_TYPE_Q8_0); + constexpr int nrows_interleaved = 16; + + block_q8_0x16 * dst = (block_q8_0x16 *) t->data; + const block_q8_0 * src = (const block_q8_0 *) data; + block_q8_0 dst_tmp[16]; + int nrow = ggml_nrows(t); + int nblocks = t->ne[0] / QK8_0; + + GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_q8_0)); + + if (t->ne[1] % nrows_interleaved != 0 || t->ne[0] % 8 != 0) { + return -1; + } + + for (int b = 0; b < nrow; b += nrows_interleaved) { + for (int64_t x = 0; x < nblocks; x++) { + for (int i = 0; i < nrows_interleaved; i++) { + dst_tmp[i] = src[x + i * nblocks]; + } + *dst++ = make_block_q8_0x16(dst_tmp, interleave_block); + } + src += nrows_interleaved * nblocks; + } + return 0; +} + static block_iq4_nlx4 make_block_iq4_nlx4(block_iq4_nl * in, unsigned int blck_size_interleave) { block_iq4_nlx4 out; @@ -2674,6 +3688,62 @@ static int repack_iq4_nl_to_iq4_nl_8_bl(struct ggml_tensor * t, int interleave_b GGML_UNUSED(data_size); } +static block_iq4_nlx16 make_block_iq4_nlx16(block_iq4_nl * in, unsigned int blck_size_interleave) { + block_iq4_nlx16 out; + + for (int i = 0; i < 16; i++) { + out.d[i] = in[i].d; + } + + const int end = QK4_NL * 8 / blck_size_interleave; + + if (blck_size_interleave == 1) { + for (int i = 0; i < end; ++i) { + int src_id = i % 16; + int src_offset = i / 16; + int dst_offset = i; + + out.qs[dst_offset] = in[src_id].qs[src_offset]; + } + } else { + GGML_ASSERT(false); + } + + return out; +} + +static int repack_iq4_nl_to_iq4_nl_16_bl(struct ggml_tensor * t, int interleave_block, const void * GGML_RESTRICT data, size_t data_size) { + GGML_ASSERT(t->type == GGML_TYPE_IQ4_NL); + GGML_ASSERT(interleave_block == 1); + + const block_iq4_nl * src = (const block_iq4_nl *)data; + block_iq4_nlx16 * dst = ( block_iq4_nlx16 *)t->data; + + block_iq4_nl dst_tmp[16]; + + int nrow = ggml_nrows(t); + int nrows_interleaved = 16; + int nblocks = t->ne[0] / QK4_NL; + + GGML_ASSERT(data_size == nrow * nblocks * sizeof(block_iq4_nl)); + + if (t->ne[1] % nrows_interleaved != 0) { + return -1; + } + + for (int b = 0; b < nrow; b += nrows_interleaved) { + for (int64_t x = 0; x < nblocks; x++) { + for (int i = 0; i < nrows_interleaved; i++) { + dst_tmp[i] = src[x + i * nblocks]; + } + *dst++ = make_block_iq4_nlx16(dst_tmp, interleave_block); + } + src += nrows_interleaved * nblocks; + } + return 0; + + GGML_UNUSED(data_size); +} static block_mxfp4x4 make_block_mxfp4x4(block_mxfp4 * in, unsigned int blck_size_interleave) { block_mxfp4x4 out; @@ -2864,6 +3934,28 @@ template <> int repack(struct ggml_tensor * t, const void * da return repack_q8_0_to_q8_0_4_bl(t, 8, data, data_size); } +#if defined __riscv_zvfh +template <> int repack(struct ggml_tensor * t, const void * data, size_t data_size) { + return repack_q4_0_to_q4_0_16_bl(t, 1, data, data_size); +} + +template <> int repack(struct ggml_tensor * t, const void * data, size_t data_size) { + return repack_q4_K_to_q4_K_16_bl(t, 1, data, data_size); +} + +template <> int repack(struct ggml_tensor * t, const void * data, size_t data_size) { + return repack_iq4_nl_to_iq4_nl_16_bl(t, 1, data, data_size); +} + +template <> int repack(struct ggml_tensor * t, const void * data, size_t data_size) { + return repack_q8_0_to_q8_0_16_bl(t, 1, data, data_size); +} + +template <> int repack(struct ggml_tensor * t, const void * data, size_t data_size) { + return repack_q2_K_to_q2_K_16_bl(t, 1, data, data_size); +} +#endif + // gemv template void gemv(int, float *, size_t, const void *, const void *, int, int); @@ -2939,6 +4031,28 @@ template <> void gemv(int n, float * s, size_t ggml_gemv_q8_0_4x8_q8_0(n, s, bs, vx, vy, nr, nc); } +#if defined __riscv_zvfh +template <> void gemv(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemv_q4_0_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemv(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemv_q4_K_16x1_q8_K(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemv(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemv_iq4_nl_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemv(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemv_q8_0_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemv(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemv_q2_K_16x1_q8_K(n, s, bs, vx, vy, nr, nc); +} +#endif + // gemm template void gemm(int, float *, size_t, const void *, const void *, int, int); @@ -3014,6 +4128,28 @@ template <> void gemm(int n, float * s, size_t ggml_gemm_q8_0_4x8_q8_0(n, s, bs, vx, vy, nr, nc); } +#if defined __riscv_zvfh +template <> void gemm(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemm_q4_0_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemm(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemm_q4_K_16x1_q8_K(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemm(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemm_iq4_nl_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemm(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemm_q8_0_16x1_q8_0(n, s, bs, vx, vy, nr, nc); +} + +template <> void gemm(int n, float * s, size_t bs, const void * vx, const void * vy, int nr, int nc) { + ggml_gemm_q2_K_16x1_q8_K(n, s, bs, vx, vy, nr, nc); +} +#endif + class tensor_traits_base : public ggml::cpu::tensor_traits { public: virtual int repack(struct ggml_tensor * t, const void * data, size_t data_size) = 0; @@ -3032,7 +4168,7 @@ template src[1])); - size = GGML_PAD(size, sizeof(int64_t)); // + padding for next bloc. + size = GGML_PAD(size, sizeof(int64_t)); // + padding for next block. const int64_t ne02 = op->src[0]->ne[2]; // n_as, n_expert const int64_t ne12 = op->src[1]->ne[2]; // n_tokens @@ -3297,7 +4433,7 @@ template wdata; auto * wdata_src1_end = (char *)wdata + GGML_PAD(nbw3, sizeof(int64_t)); - // total of [n_as][ne12 + 1] elemets of type mmid_row_mapping (2*int32_t = int64_t) + // total of [n_as][ne12 + 1] elements of type mmid_row_mapping (2*int32_t = int64_t) auto * matrix_row_counts = (int64_t *) (wdata_src1_end); // [n_as] struct mmid_row_mapping * matrix_rows = (struct mmid_row_mapping *) (matrix_row_counts + n_as); // [n_as][ne12] @@ -3422,9 +4558,20 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons static const ggml::cpu::repack::tensor_traits q8_0_4x4_q8_0; static const ggml::cpu::repack::tensor_traits q8_0_4x8_q8_0; + // instances for RISC-V + // + // These implement outer-product style matrix multiplication kernels with + // an interleave of 1. +#if defined __riscv_zvfh + static const ggml::cpu::repack::tensor_traits q4_0_16x1_q8_0; + static const ggml::cpu::repack::tensor_traits q4_K_16x1_q8_K; + static const ggml::cpu::repack::tensor_traits iq4_nl_16x1_q8_0; + static const ggml::cpu::repack::tensor_traits q8_0_16x1_q8_0; + static const ggml::cpu::repack::tensor_traits q2_K_16x1_q8_K; +#endif + if (cur->type == GGML_TYPE_Q4_0) { - if (ggml_cpu_has_avx2() || (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0) - || (ggml_cpu_has_riscv_v() && (ggml_cpu_get_rvv_vlen() >= QK4_0))) { + if (ggml_cpu_has_avx2() || (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0)) { if (cur->ne[1] % 8 == 0) { return &q4_0_8x8_q8_0; } @@ -3439,6 +4586,17 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons return &q4_0_4x4_q8_0; } } + if (ggml_cpu_has_riscv_v()) { + #if defined __riscv_zvfh + switch (__riscv_vlenb() * 8) { + case 128: { break; } // TODO + case 256: { if (cur->ne[1] % 16 == 0) { return &q4_0_16x1_q8_0; } break; } + case 512: { break; } // TODO + case 1024: { break; } // TODO + default: { return nullptr; } + } + #endif + } } else if (cur->type == GGML_TYPE_Q4_K) { if (ggml_cpu_has_avx2()) { if (cur->ne[1] % 8 == 0) { @@ -3455,12 +4613,34 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons return &q4_K_8x4_q8_K; } } + if (ggml_cpu_has_riscv_v()) { + #if defined __riscv_zvfh + switch (__riscv_vlenb() * 8) { + case 128: { break; } // TODO + case 256: { if (cur->ne[1] % 16 == 0) { return &q4_K_16x1_q8_K; } break; } + case 512: { break; } // TODO + case 1024: { break; } // TODO + default: { return nullptr; } + } + #endif + } } else if (cur->type == GGML_TYPE_Q2_K) { if (ggml_cpu_has_avx512()) { if (cur->ne[1] % 8 == 0) { return &q2_K_8x8_q8_K; } } + if (ggml_cpu_has_riscv_v()) { + #if defined __riscv_zvfh + switch (__riscv_vlenb() * 8) { + case 128: { break; } // TODO + case 256: { if (cur->ne[1] % 16 == 0) { return &q2_K_16x1_q8_K; } break; } + case 512: { break; } // TODO + case 1024: { break; } // TODO + default: { return nullptr; } + } + #endif + } } else if (cur->type == GGML_TYPE_Q5_K) { if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) { if (cur->ne[1] % 8 == 0) { @@ -3494,6 +4674,17 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons return &iq4_nl_4x4_q8_0; } } + if (ggml_cpu_has_riscv_v()) { + #if defined __riscv_zvfh + switch (__riscv_vlenb() * 8) { + case 128: { break; } // TODO + case 256: { if (cur->ne[1] % 16 == 0) { return &iq4_nl_16x1_q8_0; } break; } + case 512: { break; } // TODO + case 1024: { break; } // TODO + default: { return nullptr; } + } + #endif + } } else if (cur->type == GGML_TYPE_MXFP4) { if (ggml_cpu_has_avx2()) { if (cur->ne[1] % 8 == 0) { @@ -3516,6 +4707,17 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons return &q8_0_4x4_q8_0; } } + if (ggml_cpu_has_riscv_v()) { + #if defined __riscv_zvfh + switch (__riscv_vlenb() * 8) { + case 128: { break; } // TODO + case 256: { if (cur->ne[1] % 16 == 0) { return &q8_0_16x1_q8_0; } break; } + case 512: { break; } // TODO + case 1024: { break; } // TODO + default: { return nullptr; } + } + #endif + } } return nullptr; diff --git a/ggml/src/ggml-cpu/repack.h b/ggml/src/ggml-cpu/repack.h index b9f821630c..cb21edf623 100644 --- a/ggml/src/ggml-cpu/repack.h +++ b/ggml/src/ggml-cpu/repack.h @@ -28,13 +28,17 @@ template struct block { // control size static_assert(sizeof(block<4, 4>) == 4 * sizeof(ggml_half) + QK8_0 * 2, "wrong block<4,4> size/padding"); static_assert(sizeof(block<4, 8>) == 8 * sizeof(ggml_half) + QK8_0 * 4, "wrong block<4,8> size/padding"); +static_assert(sizeof(block<4, 16>) == 16 * sizeof(ggml_half) + QK8_0 * 8, "wrong block<4,16> size/padding"); static_assert(sizeof(block<8, 4>) == 4 * sizeof(ggml_half) + QK8_0 * 4, "wrong block<8,4> size/padding"); static_assert(sizeof(block<8, 8>) == 8 * sizeof(ggml_half) + QK8_0 * 8, "wrong block<8,8> size/padding"); +static_assert(sizeof(block<8, 16>) == 16 * sizeof(ggml_half) + QK8_0 * 16, "wrong block<8,16> size/padding"); using block_q4_0x4 = block<4, 4>; using block_q4_0x8 = block<4, 8>; +using block_q4_0x16 = block<4, 16>; using block_q8_0x4 = block<8, 4>; using block_q8_0x8 = block<8, 8>; +using block_q8_0x16 = block<8, 16>; struct block_q4_Kx8 { ggml_half d[8]; // super-block scale for quantized scales @@ -44,7 +48,14 @@ struct block_q4_Kx8 { }; static_assert(sizeof(block_q4_Kx8) == sizeof(ggml_half) * 16 + K_SCALE_SIZE * 8 + QK_K * 4, "wrong q4_K block size/padding"); +struct block_q4_Kx16 { + ggml_half d[16]; // super-block scale for quantized scales + ggml_half dmin[16]; // super-block scale for quantized mins + uint8_t scales[192]; // scales and mins, quantized with 6 bits + uint8_t qs[2048]; // 4--bit quants +}; +static_assert(sizeof(block_q4_Kx16) == sizeof(ggml_half) * 32 + K_SCALE_SIZE * 16 + QK_K * 8, "wrong q4_K block size/padding"); struct block_q2_Kx8 { ggml_half d[8]; // super-block scale for quantized scales ggml_half dmin[8]; // super-block scale for quantized mins @@ -53,6 +64,13 @@ struct block_q2_Kx8 { }; static_assert(sizeof(block_q2_Kx8) == sizeof(ggml_half) * 16 + QK_K/2 + QK_K * 2, "wrong q2_K block size/padding"); +struct block_q2_Kx16 { + ggml_half d[16]; // Super-block scale for quantized scales + ggml_half dmin[16]; // Super-block scale for quantized mins + uint8_t scales[256]; // Sub-block scales (16 cols * 16 sub-blocks) + uint8_t qs[1024]; // Data (16 cols * 64 bytes per block) +}; +static_assert(sizeof(block_q2_Kx16) == sizeof(ggml_half) * 32 + QK_K + QK_K * 4, "wrong q2_K block size/padding"); struct block_q5_Kx8 { ggml_half d[8]; // super-block scale for quantized scales @@ -97,6 +115,12 @@ struct block_iq4_nlx8 { static_assert(sizeof(block_iq4_nlx8) == 8 * sizeof(ggml_half) + QK4_NL * 4, "wrong iq4_nlx8 block size/padding"); +struct block_iq4_nlx16 { + ggml_half d[16]; // deltas for 16 iq4_nl blocks + uint8_t qs[QK4_NL * 8]; // nibbles / quants for 16 iq4_nl blocks +}; + +static_assert(sizeof(block_iq4_nlx16) == 16 * sizeof(ggml_half) + QK4_NL * 8, "wrong iq4_nlx16 block size/padding"); struct block_mxfp4x4 { uint8_t e[4]; uint8_t qs[QK_MXFP4 * 2]; @@ -109,7 +133,6 @@ struct block_mxfp4x8 { }; static_assert(sizeof(block_mxfp4x8) == 8 + QK_MXFP4 * 4, "wrong mxfp4x8 block size/padding"); - #if defined(__cplusplus) extern "C" { #endif @@ -132,6 +155,8 @@ void ggml_gemv_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void ggml_gemv_iq4_nl_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemv_mxfp4_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemv_mxfp4_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); @@ -146,10 +171,22 @@ void ggml_gemm_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void ggml_gemm_iq4_nl_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_mxfp4_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_mxfp4_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q8_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q8_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q8_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q8_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +#if defined __riscv_zvfh +void ggml_quantize_mat_q8_0_4x1(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); +void ggml_quantize_mat_q8_K_4x1(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); +void ggml_gemv_q4_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_iq4_nl_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q2_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_iq4_nl_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q8_0_16x1_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q2_K_16x1_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +#endif // Native implementations void ggml_quantize_mat_q8_0_4x4_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); @@ -170,6 +207,8 @@ void ggml_gemv_iq4_nl_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs void ggml_gemv_iq4_nl_8x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemv_mxfp4_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemv_mxfp4_8x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_4x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_4x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q4_0_8x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); @@ -184,10 +223,22 @@ void ggml_gemm_iq4_nl_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs void ggml_gemm_iq4_nl_8x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_mxfp4_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_mxfp4_8x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q8_0_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q8_0_4x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q8_0_4x4_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); void ggml_gemm_q8_0_4x8_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +#if defined __riscv_zvfh +void ggml_quantize_mat_q8_0_4x1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); +void ggml_quantize_mat_q8_K_4x1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k); +void ggml_gemv_q4_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q8_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q2_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_iq4_nl_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q8_0_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q2_K_16x1_q8_K_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_iq4_nl_16x1_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +#endif #if defined(__cplusplus) } // extern "C" diff --git a/ggml/src/ggml-cpu/simd-mappings.h b/ggml/src/ggml-cpu/simd-mappings.h index 22de55700d..0deda93098 100644 --- a/ggml/src/ggml-cpu/simd-mappings.h +++ b/ggml/src/ggml-cpu/simd-mappings.h @@ -479,13 +479,51 @@ do { \ // F16 AVX512 -// F16 AVX +#if defined(__AVX512FP16__) + +#define GGML_F16_STEP 128 +#define GGML_F16_EPR 32 + +#define GGML_F16x32 __m512h +#define GGML_F16x32_ZERO _mm512_setzero_ph() +#define GGML_F16x32_SET1(x) _mm512_set1_ph(__extension__(_Float16)(x)) +#define GGML_F16x32_LOAD(x) _mm512_loadu_ph(x) +#define GGML_F16x32_STORE(x, y) _mm512_storeu_ph(x, y) +#define GGML_F16x32_FMA(a, b, c) _mm512_fmadd_ph(b, c, a) +#define GGML_F16x32_ADD _mm512_add_ph +#define GGML_F16x32_MUL _mm512_mul_ph +#define GGML_F16x32_REDUCE(res, x) \ +do { \ + int offset = GGML_F16_ARR >> 1; \ + for (int i = 0; i < offset; ++i) { \ + x[i] = _mm512_add_ph(x[i], x[offset+i]); \ + } \ + offset >>= 1; \ + for (int i = 0; i < offset; ++i) { \ + x[i] = _mm512_add_ph(x[i], x[offset+i]); \ + } \ + offset >>= 1; \ + for (int i = 0; i < offset; ++i) { \ + x[i] = _mm512_add_ph(x[i], x[offset+i]); \ + } \ + res = (ggml_float) _mm512_reduce_add_ph(x[0]); \ +} while (0) + +#define GGML_F16_VEC GGML_F16x32 +#define GGML_F16_VEC_ZERO GGML_F16x32_ZERO +#define GGML_F16_VEC_SET1 GGML_F16x32_SET1 +#define GGML_F16_VEC_LOAD(p, i) GGML_F16x32_LOAD(p) +#define GGML_F16_VEC_STORE(p, r, i) GGML_F16x32_STORE(p, r[i]) +#define GGML_F16_VEC_FMA GGML_F16x32_FMA +#define GGML_F16_VEC_ADD GGML_F16x32_ADD +#define GGML_F16_VEC_MUL GGML_F16x32_MUL +#define GGML_F16_VEC_REDUCE GGML_F16x32_REDUCE + +#else // Fallback FP16 <-> FP32 #define GGML_F16_STEP 64 #define GGML_F16_EPR 16 -// AVX512 has FP16 extension (AVX512_FP16) but I don't have it on my machine so I use FP32 instead - #define GGML_F32Cx16 __m512 #define GGML_F32Cx16_ZERO _mm512_setzero_ps() #define GGML_F32Cx16_SET1(x) _mm512_set1_ps(x) @@ -525,6 +563,8 @@ do { \ #define GGML_F16_VEC_MUL GGML_F32Cx16_MUL #define GGML_F16_VEC_REDUCE GGML_F32Cx16_REDUCE + +#endif // __AVX512FP16__ #elif defined(__AVX__) #define GGML_SIMD diff --git a/ggml/src/ggml-cpu/vec.h b/ggml/src/ggml-cpu/vec.h index 3198b33b50..a0375a28de 100644 --- a/ggml/src/ggml-cpu/vec.h +++ b/ggml/src/ggml-cpu/vec.h @@ -126,7 +126,7 @@ inline static void ggml_vec_dot_f16_unroll(const int n, const int xs, float * GG const int ggml_f16_epr = sve_register_length / 16; // running when 16 const int ggml_f16_step = 8 * ggml_f16_epr; // choose 8 SVE registers - const int np = (n & ~(ggml_f16_step - 1)); + int np = (n & ~(ggml_f16_step - 1)); svfloat16_t sum_00 = svdup_n_f16(0.0f); svfloat16_t sum_01 = svdup_n_f16(0.0f); @@ -224,71 +224,75 @@ inline static void ggml_vec_dot_f16_unroll(const int n, const int xs, float * GG } GGML_F16x_VEC_REDUCE(sumf[0], sum_00, sum_01, sum_02, sum_03); GGML_F16x_VEC_REDUCE(sumf[1], sum_10, sum_11, sum_12, sum_13); + np = n; + #elif defined(__riscv_v_intrinsic) + #if defined(__riscv_zvfh) + size_t vl = __riscv_vsetvlmax_e32m4(); - #elif defined(__riscv_v_intrinsic) && defined(__riscv_zvfh) - size_t vl = __riscv_vsetvlmax_e32m4(); + // initialize accumulators to all zeroes + vfloat32m4_t vsum0_0 = __riscv_vfmv_v_f_f32m4(0.0f, vl); + vfloat32m4_t vsum0_1 = __riscv_vfmv_v_f_f32m4(0.0f, vl); + vfloat32m4_t vsum1_0 = __riscv_vfmv_v_f_f32m4(0.0f, vl); + vfloat32m4_t vsum1_1 = __riscv_vfmv_v_f_f32m4(0.0f, vl); - // initialize accumulators to all zeroes - vfloat32m4_t vsum0_0 = __riscv_vfmv_v_f_f32m4(0.0f, vl); - vfloat32m4_t vsum0_1 = __riscv_vfmv_v_f_f32m4(0.0f, vl); - vfloat32m4_t vsum1_0 = __riscv_vfmv_v_f_f32m4(0.0f, vl); - vfloat32m4_t vsum1_1 = __riscv_vfmv_v_f_f32m4(0.0f, vl); + // calculate step size + const size_t epr = __riscv_vsetvlmax_e16m2(); + const size_t step = epr * 2; + int np = (n & ~(step - 1)); - // calculate step size - const size_t epr = __riscv_vsetvlmax_e16m2(); - const size_t step = epr * 2; - const int np = (n & ~(step - 1)); + // unroll by 2 along the row dimension + for (int i = 0; i < np; i += step) { + vfloat16m2_t ay0 = __riscv_vle16_v_f16m2((const _Float16 *)(y + i), epr); + vfloat16m2_t ax0_0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i), epr); + vfloat16m2_t ax1_0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i), epr); + vsum0_0 = __riscv_vfwmacc_vv_f32m4(vsum0_0, ax0_0, ay0, epr); + vsum1_0 = __riscv_vfwmacc_vv_f32m4(vsum1_0, ax1_0, ay0, epr); - // unroll by 2 along the row dimension - for (int i = 0; i < np; i += step) { - vfloat16m2_t ay0 = __riscv_vle16_v_f16m2((const _Float16 *)(y + i), epr); - vfloat16m2_t ax0_0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i), epr); - vfloat16m2_t ax1_0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i), epr); - vsum0_0 = __riscv_vfwmacc_vv_f32m4(vsum0_0, ax0_0, ay0, epr); - vsum1_0 = __riscv_vfwmacc_vv_f32m4(vsum1_0, ax1_0, ay0, epr); + vfloat16m2_t ay1 = __riscv_vle16_v_f16m2((const _Float16 *)(y + i + epr), epr); + vfloat16m2_t ax0_1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i + epr), epr); + vfloat16m2_t ax1_1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i + epr), epr); + vsum0_1 = __riscv_vfwmacc_vv_f32m4(vsum0_1, ax0_1, ay1, epr); + vsum1_1 = __riscv_vfwmacc_vv_f32m4(vsum1_1, ax1_1, ay1, epr); + } - vfloat16m2_t ay1 = __riscv_vle16_v_f16m2((const _Float16 *)(y + i + epr), epr); - vfloat16m2_t ax0_1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i + epr), epr); - vfloat16m2_t ax1_1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i + epr), epr); - vsum0_1 = __riscv_vfwmacc_vv_f32m4(vsum0_1, ax0_1, ay1, epr); - vsum1_1 = __riscv_vfwmacc_vv_f32m4(vsum1_1, ax1_1, ay1, epr); - } + vfloat32m4_t vsum0 = __riscv_vfadd_vv_f32m4(vsum0_0, vsum0_1, vl); + vfloat32m4_t vsum1 = __riscv_vfadd_vv_f32m4(vsum1_0, vsum1_1, vl); - vfloat32m4_t vsum0 = __riscv_vfadd_vv_f32m4(vsum0_0, vsum0_1, vl); - vfloat32m4_t vsum1 = __riscv_vfadd_vv_f32m4(vsum1_0, vsum1_1, vl); + // leftovers + for (int i = np; i < n; i += vl) { + vl = __riscv_vsetvl_e16m2(n - i); + vfloat16m2_t ay = __riscv_vle16_v_f16m2((const _Float16 *)(y + i), vl); + vfloat16m2_t ax0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i), vl); + vfloat16m2_t ax1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i), vl); - // leftovers - for (int i = np; i < n; i += vl) { - vl = __riscv_vsetvl_e16m2(n - i); - vfloat16m2_t ay = __riscv_vle16_v_f16m2((const _Float16 *)(y + i), vl); - vfloat16m2_t ax0 = __riscv_vle16_v_f16m2((const _Float16 *)(x[0] + i), vl); - vfloat16m2_t ax1 = __riscv_vle16_v_f16m2((const _Float16 *)(x[1] + i), vl); + vsum0 = __riscv_vfwmacc_vv_f32m4(vsum0, ax0, ay, vl); + vsum1 = __riscv_vfwmacc_vv_f32m4(vsum1, ax1, ay, vl); + } - vsum0 = __riscv_vfwmacc_vv_f32m4(vsum0, ax0, ay, vl); - vsum1 = __riscv_vfwmacc_vv_f32m4(vsum1, ax1, ay, vl); - } - - // reduce - vl = __riscv_vsetvlmax_e32m2(); - vfloat32m2_t acc0_0 = __riscv_vfadd_vv_f32m2(__riscv_vget_v_f32m4_f32m2(vsum0, 0), - __riscv_vget_v_f32m4_f32m2(vsum0, 1), vl); - vl = __riscv_vsetvlmax_e32m1(); - vfloat32m1_t acc0_1 = __riscv_vfadd_vv_f32m1(__riscv_vget_v_f32m2_f32m1(acc0_0, 0), - __riscv_vget_v_f32m2_f32m1(acc0_0, 1), vl); - vfloat32m1_t redsum0 = __riscv_vfredusum_vs_f32m1_f32m1( - acc0_1, __riscv_vfmv_v_f_f32m1(0.0f, 1), vl); - - vl = __riscv_vsetvlmax_e32m2(); - vfloat32m2_t acc1_0 = __riscv_vfadd_vv_f32m2(__riscv_vget_v_f32m4_f32m2(vsum1, 0), - __riscv_vget_v_f32m4_f32m2(vsum1, 1), vl); - vl = __riscv_vsetvlmax_e32m1(); - vfloat32m1_t acc1_1 = __riscv_vfadd_vv_f32m1(__riscv_vget_v_f32m2_f32m1(acc1_0, 0), - __riscv_vget_v_f32m2_f32m1(acc1_0, 1), vl); - vfloat32m1_t redsum1 = __riscv_vfredusum_vs_f32m1_f32m1( - acc1_1, __riscv_vfmv_v_f_f32m1(0.0f, 1), vl); - sumf[0] = __riscv_vfmv_f_s_f32m1_f32(redsum0); - sumf[1] = __riscv_vfmv_f_s_f32m1_f32(redsum1); + // reduce + vl = __riscv_vsetvlmax_e32m2(); + vfloat32m2_t acc0_0 = __riscv_vfadd_vv_f32m2(__riscv_vget_v_f32m4_f32m2(vsum0, 0), + __riscv_vget_v_f32m4_f32m2(vsum0, 1), vl); + vl = __riscv_vsetvlmax_e32m1(); + vfloat32m1_t acc0_1 = __riscv_vfadd_vv_f32m1(__riscv_vget_v_f32m2_f32m1(acc0_0, 0), + __riscv_vget_v_f32m2_f32m1(acc0_0, 1), vl); + vfloat32m1_t redsum0 = __riscv_vfredusum_vs_f32m1_f32m1( + acc0_1, __riscv_vfmv_v_f_f32m1(0.0f, 1), vl); + vl = __riscv_vsetvlmax_e32m2(); + vfloat32m2_t acc1_0 = __riscv_vfadd_vv_f32m2(__riscv_vget_v_f32m4_f32m2(vsum1, 0), + __riscv_vget_v_f32m4_f32m2(vsum1, 1), vl); + vl = __riscv_vsetvlmax_e32m1(); + vfloat32m1_t acc1_1 = __riscv_vfadd_vv_f32m1(__riscv_vget_v_f32m2_f32m1(acc1_0, 0), + __riscv_vget_v_f32m2_f32m1(acc1_0, 1), vl); + vfloat32m1_t redsum1 = __riscv_vfredusum_vs_f32m1_f32m1( + acc1_1, __riscv_vfmv_v_f_f32m1(0.0f, 1), vl); + sumf[0] = __riscv_vfmv_f_s_f32m1_f32(redsum0); + sumf[1] = __riscv_vfmv_f_s_f32m1_f32(redsum1); + np = n; + #else + const int np = 0; + #endif #else const int np = (n & ~(GGML_F16_STEP - 1)); @@ -313,21 +317,17 @@ inline static void ggml_vec_dot_f16_unroll(const int n, const int xs, float * GG for (int k = 0; k < GGML_VEC_DOT_UNROLL; ++k) { GGML_F16_VEC_REDUCE(sumf[k], sum[k]); } - - // leftovers - for (int i = np; i < n; ++i) { - for (int j = 0; j < GGML_VEC_DOT_UNROLL; ++j) { - sumf[j] += (ggml_float)(GGML_CPU_FP16_TO_FP32(x[j][i])*GGML_CPU_FP16_TO_FP32(y[i])); - } - } #endif #else - for (int i = 0; i < n; ++i) { + // scalar path + const int np = 0; +#endif + // scalar and leftovers + for (int i = np; i < n; ++i) { for (int j = 0; j < GGML_VEC_DOT_UNROLL; ++j) { sumf[j] += (ggml_float)(GGML_CPU_FP16_TO_FP32(x[j][i])*GGML_CPU_FP16_TO_FP32(y[i])); } } -#endif for (int i = 0; i < GGML_VEC_DOT_UNROLL; ++i) { s[i] = (float)sumf[i]; @@ -532,40 +532,45 @@ inline static void ggml_vec_mad_f16(const int n, ggml_fp16_t * GGML_RESTRICT y, svst1_f16(pg, (__fp16 *)(y + np2), hy); } np = n; -#elif defined(__riscv_zvfh) // implies __riscv_v_intrinsic - const ggml_fp16_t s = GGML_CPU_FP32_TO_FP16(v); - const _Float16 scale = *(const _Float16*)(&s); +#elif defined(__riscv_v_intrinsic) // implies __riscv_v_intrinsic + #if defined (__riscv_zvfh) + const ggml_fp16_t s = GGML_CPU_FP32_TO_FP16(v); + const _Float16 scale = *(const _Float16*)(&s); - // calculate step size - const int epr = __riscv_vsetvlmax_e16m4(); - const int step = epr * 2; - int np = (n & ~(step - 1)); + // calculate step size + const int epr = __riscv_vsetvlmax_e16m4(); + const int step = epr * 2; + int np = (n & ~(step - 1)); - // unroll by 2 - for (int i = 0; i < np; i += step) { - vfloat16m4_t ax0 = __riscv_vle16_v_f16m4((const _Float16*)x + i, epr); - vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, epr); - ay0 = __riscv_vfmacc_vf_f16m4(ay0, scale, ax0, epr); - __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, epr); - __asm__ __volatile__ ("" ::: "memory"); + // unroll by 2 + for (int i = 0; i < np; i += step) { + vfloat16m4_t ax0 = __riscv_vle16_v_f16m4((const _Float16*)x + i, epr); + vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, epr); + ay0 = __riscv_vfmacc_vf_f16m4(ay0, scale, ax0, epr); + __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, epr); + __asm__ __volatile__ ("" ::: "memory"); - vfloat16m4_t ax1 = __riscv_vle16_v_f16m4((const _Float16*)x + i + epr, epr); - vfloat16m4_t ay1 = __riscv_vle16_v_f16m4((const _Float16*)y + i + epr, epr); - ay1 = __riscv_vfmacc_vf_f16m4(ay1, scale, ax1, epr); - __riscv_vse16_v_f16m4((_Float16*)y + i + epr, ay1, epr); - __asm__ __volatile__ ("" ::: "memory"); - } + vfloat16m4_t ax1 = __riscv_vle16_v_f16m4((const _Float16*)x + i + epr, epr); + vfloat16m4_t ay1 = __riscv_vle16_v_f16m4((const _Float16*)y + i + epr, epr); + ay1 = __riscv_vfmacc_vf_f16m4(ay1, scale, ax1, epr); + __riscv_vse16_v_f16m4((_Float16*)y + i + epr, ay1, epr); + __asm__ __volatile__ ("" ::: "memory"); + } - // leftovers - int vl; - for (int i = np; i < n; i += vl) { - vl = __riscv_vsetvl_e16m4(n - i); - vfloat16m4_t ax0 = __riscv_vle16_v_f16m4((const _Float16*)x + i, vl); - vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, vl); - ay0 = __riscv_vfmacc_vf_f16m4(ay0, scale, ax0, vl); - __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, vl); - } - np = n; + // leftovers + int vl; + for (int i = np; i < n; i += vl) { + vl = __riscv_vsetvl_e16m4(n - i); + vfloat16m4_t ax0 = __riscv_vle16_v_f16m4((const _Float16*)x + i, vl); + vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, vl); + ay0 = __riscv_vfmacc_vf_f16m4(ay0, scale, ax0, vl); + __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, vl); + } + np = n; + #else + // fall to scalar path + const int np = 0; + #endif #elif defined(GGML_SIMD) const int np = (n & ~(GGML_F16_STEP - 1)); @@ -584,10 +589,11 @@ inline static void ggml_vec_mad_f16(const int n, ggml_fp16_t * GGML_RESTRICT y, } } #else + // scalar path const int np = 0; #endif - // leftovers + // scalar and leftovers for (int i = np; i < n; ++i) { y[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(y[i]) + GGML_CPU_FP16_TO_FP32(x[i])*v); } @@ -785,7 +791,7 @@ inline static void ggml_vec_scale_f16(const int n, ggml_fp16_t * y, const float const int ggml_f16_step = 2 * ggml_f16_epr; GGML_F16x_VEC vx = GGML_F16x_VEC_SET1(v); - const int np = (n & ~(ggml_f16_step - 1)); + int np = (n & ~(ggml_f16_step - 1)); svfloat16_t ay1, ay2; for (int i = 0; i < np; i += ggml_f16_step) { @@ -805,36 +811,43 @@ inline static void ggml_vec_scale_f16(const int n, ggml_fp16_t * y, const float svfloat16_t out = svmul_f16_m(pg, hy, vx); svst1_f16(pg, (__fp16 *)(y + np), out); } -#elif defined(__riscv_v_intrinsic) && defined(__riscv_zvfh) - const ggml_fp16_t s = GGML_CPU_FP32_TO_FP16(v); - const _Float16 scale = *(const _Float16*)(&s); + np = n; +#elif defined(__riscv_v_intrinsic) + #if defined(__riscv_zvfh) + const ggml_fp16_t s = GGML_CPU_FP32_TO_FP16(v); + const _Float16 scale = *(const _Float16*)(&s); - // calculate step size - const int epr = __riscv_vsetvlmax_e16m4(); - const int step = epr * 2; - const int np = (n & ~(step - 1)); + // calculate step size + const int epr = __riscv_vsetvlmax_e16m4(); + const int step = epr * 2; + int np = (n & ~(step - 1)); - // unroll by 2 - for (int i = 0; i < np; i += step) { - vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, epr); - ay0 = __riscv_vfmul_vf_f16m4(ay0, scale, epr); - __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, epr); - __asm__ __volatile__ ("" ::: "memory"); + // unroll by 2 + for (int i = 0; i < np; i += step) { + vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, epr); + ay0 = __riscv_vfmul_vf_f16m4(ay0, scale, epr); + __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, epr); + __asm__ __volatile__ ("" ::: "memory"); - vfloat16m4_t ay1 = __riscv_vle16_v_f16m4((const _Float16*)y + i + epr, epr); - ay1 = __riscv_vfmul_vf_f16m4(ay1, scale, epr); - __riscv_vse16_v_f16m4((_Float16*)y + i + epr, ay1, epr); - __asm__ __volatile__ ("" ::: "memory"); - } + vfloat16m4_t ay1 = __riscv_vle16_v_f16m4((const _Float16*)y + i + epr, epr); + ay1 = __riscv_vfmul_vf_f16m4(ay1, scale, epr); + __riscv_vse16_v_f16m4((_Float16*)y + i + epr, ay1, epr); + __asm__ __volatile__ ("" ::: "memory"); + } - // leftovers - int vl; - for (int i = np; i < n; i += vl) { - vl = __riscv_vsetvl_e16m4(n - i); - vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, vl); - ay0 = __riscv_vfmul_vf_f16m4(ay0, scale, vl); - __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, vl); - } + // leftovers + int vl; + for (int i = np; i < n; i += vl) { + vl = __riscv_vsetvl_e16m4(n - i); + vfloat16m4_t ay0 = __riscv_vle16_v_f16m4((const _Float16*)y + i, vl); + ay0 = __riscv_vfmul_vf_f16m4(ay0, scale, vl); + __riscv_vse16_v_f16m4((_Float16*)y + i, ay0, vl); + } + np = n; + #else + // fall to scalar path + const int np = 0; + #endif #elif defined(GGML_SIMD) const int np = (n & ~(GGML_F16_STEP - 1)); @@ -850,17 +863,14 @@ inline static void ggml_vec_scale_f16(const int n, ggml_fp16_t * y, const float GGML_F16_VEC_STORE(y + i + j*GGML_F16_EPR, ay, j); } } - - // leftovers +#else + // scalar path + const int np = 0; +#endif + // scalar and leftovers for (int i = np; i < n; ++i) { y[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(y[i])*v); } -#else - // scalar - for (int i = 0; i < n; ++i) { - y[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(y[i])*v); - } -#endif } inline static void ggml_vec_norm_f32 (const int n, float * s, const float * x) { ggml_vec_dot_f32(n, s, 0, x, 0, x, 0, 1); *s = sqrtf(*s); } diff --git a/ggml/src/ggml-cuda/CMakeLists.txt b/ggml/src/ggml-cuda/CMakeLists.txt index 262f88204e..b54d4a6b10 100644 --- a/ggml/src/ggml-cuda/CMakeLists.txt +++ b/ggml/src/ggml-cuda/CMakeLists.txt @@ -116,12 +116,11 @@ if (CUDAToolkit_FOUND) list(APPEND GGML_SOURCES_CUDA ${SRCS}) add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS) else() - file(GLOB SRCS "template-instances/fattn-vec*q4_0-q4_0.cu") - list(APPEND GGML_SOURCES_CUDA ${SRCS}) - file(GLOB SRCS "template-instances/fattn-vec*q8_0-q8_0.cu") - list(APPEND GGML_SOURCES_CUDA ${SRCS}) - file(GLOB SRCS "template-instances/fattn-vec*f16-f16.cu") - list(APPEND GGML_SOURCES_CUDA ${SRCS}) + list(APPEND GGML_SOURCES_CUDA + template-instances/fattn-vec-instance-f16-f16.cu + template-instances/fattn-vec-instance-q4_0-q4_0.cu + template-instances/fattn-vec-instance-q8_0-q8_0.cu + template-instances/fattn-vec-instance-bf16-bf16.cu) endif() ggml_add_backend_library(ggml-cuda @@ -182,6 +181,16 @@ if (CUDAToolkit_FOUND) target_link_libraries(ggml-cuda PRIVATE CUDA::cuda_driver) endif() + if (GGML_CUDA_NCCL) + find_package(NCCL) + if (NCCL_FOUND) + add_compile_definitions(GGML_USE_NCCL) + target_link_libraries(ggml-cuda PRIVATE NCCL::NCCL) + else() + message(STATUS "Warning: NCCL not found, performance for multiple CUDA GPUs will be suboptimal") + endif() + endif() + set(CUDA_CXX_FLAGS "") set(CUDA_FLAGS -use_fast_math -extended-lambda) diff --git a/ggml/src/ggml-cuda/argsort.cu b/ggml/src/ggml-cuda/argsort.cu index 4896669c32..ed4e5de70f 100644 --- a/ggml/src/ggml-cuda/argsort.cu +++ b/ggml/src/ggml-cuda/argsort.cu @@ -47,9 +47,11 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool, #ifdef STRIDED_ITERATOR_AVAILABLE auto offset_iterator = cuda::make_strided_iterator(cuda::make_counting_iterator(0), ncols); #else - ggml_cuda_pool_alloc offsets_alloc(pool, nrows + 1); + // offset_iterator needs to populate nrows + 1 elements, so we also have to ceildiv nrows + 1 by block_size + const int nrows_offset = nrows + 1; + ggml_cuda_pool_alloc offsets_alloc(pool, nrows_offset); int * offset_iterator = offsets_alloc.get(); - const dim3 offset_grid((nrows + block_size - 1) / block_size); + const dim3 offset_grid((nrows_offset + block_size - 1) / block_size); init_offsets<<>>(offset_iterator, ncols, nrows); #endif CUDA_CHECK(cudaMemcpyAsync(temp_keys, x, ncols * nrows * sizeof(float), cudaMemcpyDeviceToDevice, stream)); @@ -58,24 +60,24 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool, if (order == GGML_SORT_ORDER_ASC) { if (nrows == 1) { - DeviceRadixSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) + CUDA_CHECK(DeviceRadixSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) temp_indices, dst, // values (indices) - ncols, 0, sizeof(float) * 8, stream); + ncols, 0, sizeof(float) * 8, stream)); } else { - DeviceSegmentedSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) + CUDA_CHECK(DeviceSegmentedSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) temp_indices, dst, // values (indices) ncols * nrows, nrows, // num items, num segments - offset_iterator, offset_iterator + 1, stream); + offset_iterator, offset_iterator + 1, stream)); } } else { if (nrows == 1) { - DeviceRadixSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) + CUDA_CHECK(DeviceRadixSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) temp_indices, dst, // values (indices) - ncols, 0, sizeof(float) * 8, stream); + ncols, 0, sizeof(float) * 8, stream)); } else { - DeviceSegmentedSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys, temp_indices, + CUDA_CHECK(DeviceSegmentedSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, ncols * nrows, nrows, offset_iterator, offset_iterator + 1, - stream); + stream)); } } @@ -84,22 +86,22 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool, if (order == GGML_SORT_ORDER_ASC) { if (nrows == 1) { - DeviceRadixSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) + CUDA_CHECK(DeviceRadixSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) temp_indices, dst, // values (indices) - ncols, 0, sizeof(float) * 8, stream); + ncols, 0, sizeof(float) * 8, stream)); } else { - DeviceSegmentedSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, - ncols * nrows, nrows, offset_iterator, offset_iterator + 1, stream); + CUDA_CHECK(DeviceSegmentedSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, + ncols * nrows, nrows, offset_iterator, offset_iterator + 1, stream)); } } else { if (nrows == 1) { - DeviceRadixSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) + CUDA_CHECK(DeviceRadixSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place) temp_indices, dst, // values (indices) - ncols, 0, sizeof(float) * 8, stream); + ncols, 0, sizeof(float) * 8, stream)); } else { - DeviceSegmentedSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, + CUDA_CHECK(DeviceSegmentedSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, ncols * nrows, nrows, offset_iterator, - offset_iterator + 1, stream); + offset_iterator + 1, stream)); } } } diff --git a/ggml/src/ggml-cuda/binbcast.cu b/ggml/src/ggml-cuda/binbcast.cu index 7339fe0c07..adb4d5f0cb 100644 --- a/ggml/src/ggml-cuda/binbcast.cu +++ b/ggml/src/ggml-cuda/binbcast.cu @@ -472,6 +472,36 @@ void ggml_cuda_op_fused_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst, } } +void ggml_cuda_op_fused_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst, int n_fuse) { + GGML_ASSERT(2 <= n_fuse && n_fuse <= 8); + + switch (n_fuse) { + case 2: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 3: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 4: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 5: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 6: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 7: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + case 8: + ggml_cuda_op_fused_binbcast_impl(ctx, dst); + break; + default: + GGML_ASSERT(false && "Unsupported n_fuse value"); + } +} + void ggml_cuda_op_repeat_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; diff --git a/ggml/src/ggml-cuda/binbcast.cuh b/ggml/src/ggml-cuda/binbcast.cuh index 62bc950111..12624785b4 100644 --- a/ggml/src/ggml-cuda/binbcast.cuh +++ b/ggml/src/ggml-cuda/binbcast.cuh @@ -9,3 +9,4 @@ void ggml_cuda_op_div(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_repeat_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_fused_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst, int n_fuse); +void ggml_cuda_op_fused_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst, int n_fuse); diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 36d8a3aaab..8a4246223b 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -65,8 +65,9 @@ #define GGML_CUDA_CC_VEGA (GGML_CUDA_CC_OFFSET_AMD + 0x900) // Vega56/64, minimum for fp16 dual issue #define GGML_CUDA_CC_VEGA20 (GGML_CUDA_CC_OFFSET_AMD + 0x906) // MI50/Radeon VII, minimum for dp4a #define GGML_CUDA_CC_CDNA1 (GGML_CUDA_CC_OFFSET_AMD + 0x908) // MI100, minimum for MFMA, acc registers -#define GGML_CUDA_CC_CDNA2 (GGML_CUDA_CC_OFFSET_AMD + 0x910) // MI210, minimum acc register renameing +#define GGML_CUDA_CC_CDNA2 (GGML_CUDA_CC_OFFSET_AMD + 0x90a) // MI210 (gfx90a), minimum acc register renaming #define GGML_CUDA_CC_CDNA3 (GGML_CUDA_CC_OFFSET_AMD + 0x942) // MI300 +#define GGML_CUDA_CC_CDNA4 (GGML_CUDA_CC_OFFSET_AMD + 0x950) // MI350X/MI355X // RDNA removes MFMA, dp4a, xnack, acc registers, wave size is 32 #define GGML_CUDA_CC_RDNA1 (GGML_CUDA_CC_OFFSET_AMD + 0x1010) // RX 5000 @@ -87,7 +88,8 @@ #define GGML_CUDA_CC_IS_CDNA(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_RDNA1) #define GGML_CUDA_CC_IS_CDNA1(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_CDNA2) #define GGML_CUDA_CC_IS_CDNA2(cc) (cc >= GGML_CUDA_CC_CDNA2 && cc < GGML_CUDA_CC_CDNA3) -#define GGML_CUDA_CC_IS_CDNA3(cc) (cc >= GGML_CUDA_CC_CDNA3 && cc < GGML_CUDA_CC_RDNA1) +#define GGML_CUDA_CC_IS_CDNA3(cc) (cc >= GGML_CUDA_CC_CDNA3 && cc < GGML_CUDA_CC_CDNA4) +#define GGML_CUDA_CC_IS_CDNA4(cc) (cc >= GGML_CUDA_CC_CDNA4 && cc < GGML_CUDA_CC_RDNA1) // Moore Threads #define MUSART_HMASK 40300 // MUSA rc4.3, min. ver. for half2 -> uint mask comparisons @@ -186,6 +188,10 @@ void ggml_cuda_error(const char * stmt, const char * func, const char * file, in #define CUBLAS_CHECK(err) CUDA_CHECK_GEN(err, CUBLAS_STATUS_SUCCESS, cublas_get_error_str) +#ifdef GGML_USE_NCCL +#define NCCL_CHECK(err) CUDA_CHECK_GEN(err, ncclSuccess, ncclGetErrorString) +#endif // GGML_USE_NCCL + #if !defined(GGML_USE_HIP) && !defined(GGML_CUDA_NO_VMM) static const char * cu_get_error_str(CUresult err) { const char * err_str; @@ -799,6 +805,35 @@ static __device__ __forceinline__ float ggml_cuda_e8m0_to_fp32(uint8_t x) { #endif // CUDART_VERSION >= 12050 } +static __device__ __forceinline__ float ggml_cuda_ue4m3_to_fp32(uint8_t x) { +#if defined(GGML_USE_HIP) && defined(CDNA3) && defined(FP8_AVAILABLE) && HIP_VERSION >= 60200000 + // ROCm does not support fp8 in software on devices with fp8 hardware, + // but CDNA3 supports only e4m3_fnuz (no inf). + const uint32_t bits = x * (x != 0x7F && x != 0xFF); // Convert NaN to 0.0f to match CPU implementation. + const __hip_fp8_e4m3_fnuz xf = *reinterpret_cast(&bits); + return static_cast(xf) / 2; +#else +#if defined(FP8_AVAILABLE) && !defined(GGML_USE_HIP) + const uint32_t bits = x * (x != 0x7F && x != 0xFF); // Convert NaN to 0.0f to match CPU implementation. + const __nv_fp8_e4m3 xf = *reinterpret_cast(&bits); + return static_cast(xf) / 2; +#else + if (x == 0 || (x == 0x7F && x != 0xFF)) { // Convert NaN to 0.0f + return 0.0f; + } + const int exp = (x >> 3) & 0xF; + const int man = x & 0x7; + float raw; + if (exp == 0) { + raw = ldexpf((float) man, -9); + } else { + raw = ldexpf(1.0f + (float) man / 8.0f, exp - 7); + } + return static_cast(raw / 2); +#endif // defined(FP8_AVAILABLE) && !defined(GGML_USE_HIP) +#endif // defined(GGML_USE_HIP) && defined(CDNA3) && defined(FP8_AVAILABLE) && HIP_VERSION >= 60200000 +} + __device__ __forceinline__ uint8_t ggml_cuda_float_to_fp4_e2m1(float x, float e) { const uint8_t sign_bit = (x < 0.0f) << 3; float ax = fabsf(x) * e; @@ -931,6 +966,13 @@ struct ggml_cuda_type_traits { static constexpr int qi = QI_MXFP4; }; +template<> +struct ggml_cuda_type_traits { + static constexpr int qk = QK_NVFP4; + static constexpr int qr = QR_NVFP4; + static constexpr int qi = QI_NVFP4; +}; + template<> struct ggml_cuda_type_traits { static constexpr int qk = QK_K; @@ -1050,6 +1092,10 @@ struct ggml_cuda_device_info { cuda_device_info devices[GGML_CUDA_MAX_DEVICES] = {}; std::array default_tensor_split = {}; + +#ifdef GGML_USE_NCCL + ncclComm_t comms[GGML_CUDA_MAX_DEVICES]; +#endif // GGML_USE_NCCL }; const ggml_cuda_device_info & ggml_cuda_info(); @@ -1121,19 +1167,6 @@ struct ggml_tensor_extra_gpu { #define USE_CUDA_GRAPH #endif -struct ggml_cuda_graph_node_properties { - void * node_data; - ggml_op node_op; - enum ggml_type node_type; - int32_t flags; - int64_t ne[GGML_MAX_DIMS]; - size_t nb[GGML_MAX_DIMS]; - void * src_data[GGML_MAX_SRC]; - int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)]; -}; - -static_assert(std::is_trivial::value, "ggml_cuda_graph_node_properties must be trivial"); - struct ggml_cuda_graph { #ifdef USE_CUDA_GRAPH ~ggml_cuda_graph() { @@ -1150,13 +1183,13 @@ struct ggml_cuda_graph { std::vector nodes; bool disable_due_to_gpu_arch = false; bool warmup_complete = false; - std::vector props; - - // these are extra tensors (inputs) that participate in the ggml graph but are not nodes - // they properties also have to match in order to be able to safely reuse a CUDA graph - // ref: https://github.com/ggml-org/llama.cpp/pull/18583 - // ref: https://github.com/ggml-org/llama.cpp/pull/19165 - std::vector extra; + struct node_properties { + ggml_tensor node; + void * node_src_data_ptrs[GGML_MAX_SRC]; + int64_t node_src_ne[GGML_MAX_SRC][GGML_MAX_DIMS]; + size_t node_src_nb[GGML_MAX_SRC][GGML_MAX_DIMS]; + }; + std::vector node_props; bool is_enabled() const { static const bool disable_cuda_graphs_due_to_env = (getenv("GGML_CUDA_DISABLE_GRAPHS") != nullptr); diff --git a/ggml/src/ggml-cuda/conv2d-transpose.cu b/ggml/src/ggml-cuda/conv2d-transpose.cu index 03224e404d..6cbd6f879e 100644 --- a/ggml/src/ggml-cuda/conv2d-transpose.cu +++ b/ggml/src/ggml-cuda/conv2d-transpose.cu @@ -1,12 +1,20 @@ -#include - #include "conv2d-transpose.cuh" -#include "ggml.h" +#include "convert.cuh" -__global__ void conv2d_transpose_kernel(const float * __restrict__ input, const half * __restrict__ kernel, - float * __restrict__ output, const int in_w, const int in_h, const int out_w, - const int out_h, const int kernel_w, const int kernel_h, const int stride, - const int c_in, const int c_out, const int batches) { +template +static __global__ void conv2d_transpose_kernel(const float * __restrict__ input, + const kernel_t * __restrict__ kernel, + float * __restrict__ output, + const int in_w, + const int in_h, + const int out_w, + const int out_h, + const int kernel_w, + const int kernel_h, + const int stride, + const int c_in, + const int c_out, + const int batches) { const int global_idx = blockIdx.x * blockDim.x + threadIdx.x; const int total_elements = out_w * out_h * c_out * batches; @@ -26,24 +34,32 @@ __global__ void conv2d_transpose_kernel(const float * __restrict__ input, const for (int c_in_idx = 0; c_in_idx < c_in; c_in_idx++) { for (int kh = 0; kh < kernel_h; ++kh) { int in_y = out_y_idx - kh; - if (in_y < 0 || in_y % stride) continue; + if (in_y < 0 || in_y % stride) { + continue; + } in_y /= stride; - if (in_y >= in_h) continue; + if (in_y >= in_h) { + continue; + } for (int kw = 0; kw < kernel_w; ++kw) { int in_x = out_x_idx - kw; - if (in_x < 0 || in_x % stride) continue; + if (in_x < 0 || in_x % stride) { + continue; + } in_x /= stride; - if (in_x >= in_w) continue; + if (in_x >= in_w) { + continue; + } const int input_idx = (in_w * in_h * c_in) * n_idx + (in_w * in_h) * c_in_idx + (in_w) *in_y + in_x; const int kernel_idx = (kernel_h * kernel_w * c_out) * c_in_idx + (kernel_h * kernel_w) * c_idx + (kernel_w) *kh + kw; - float input_val = input[input_idx]; - half kern_val = kernel[kernel_idx]; + float input_val = input[input_idx]; + kernel_t kern_val = kernel[kernel_idx]; - accumulator += input_val * (float) kern_val; + accumulator += input_val * ggml_cuda_cast(kern_val); } } } @@ -56,11 +72,12 @@ void ggml_cuda_conv_2d_transpose_p0(ggml_backend_cuda_context & ctx, ggml_tensor const ggml_tensor * kernel = dst->src[0]; const ggml_tensor * input = dst->src[1]; - GGML_ASSERT(kernel->type == GGML_TYPE_F16 && input->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32); + GGML_ASSERT(kernel->type == GGML_TYPE_F16 || kernel->type == GGML_TYPE_F32); + GGML_ASSERT(input->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32); const float * input_data = (const float *) input->data; float * output_data = (float *) dst->data; - const half * kernel_data = (const half *) kernel->data; + const void * kernel_data = kernel->data; const int input_w = input->ne[0]; const int input_h = input->ne[1]; @@ -82,10 +99,17 @@ void ggml_cuda_conv_2d_transpose_p0(ggml_backend_cuda_context & ctx, ggml_tensor GGML_ASSERT(ggml_is_contiguous(kernel)); GGML_ASSERT(ggml_is_contiguous(dst)); - const int total = (output_w * output_h * channels_out * batches); + const int total = output_w * output_h * channels_out * batches; const int blocks = (total + CUDA_CONV2D_TRANSPOSE_BLOCK_SIZE - 1) / CUDA_CONV2D_TRANSPOSE_BLOCK_SIZE; - conv2d_transpose_kernel<<>>( - input_data, kernel_data, output_data, input_w, input_h, output_w, output_h, kernel_w, kernel_h, stride, - channels_in, channels_out, batches); + if (kernel->type == GGML_TYPE_F16) { + conv2d_transpose_kernel<<>>( + input_data, (const half *) kernel_data, output_data, input_w, input_h, output_w, output_h, kernel_w, + kernel_h, stride, channels_in, channels_out, batches); + + } else { + conv2d_transpose_kernel<<>>( + input_data, (const float *) kernel_data, output_data, input_w, input_h, output_w, output_h, kernel_w, + kernel_h, stride, channels_in, channels_out, batches); + } } diff --git a/ggml/src/ggml-cuda/conv2d-transpose.cuh b/ggml/src/ggml-cuda/conv2d-transpose.cuh index c9430b2485..72889c5f0f 100644 --- a/ggml/src/ggml-cuda/conv2d-transpose.cuh +++ b/ggml/src/ggml-cuda/conv2d-transpose.cuh @@ -1,4 +1,5 @@ #include "common.cuh" #define CUDA_CONV2D_TRANSPOSE_BLOCK_SIZE 256 + void ggml_cuda_conv_2d_transpose_p0(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/convert.cu b/ggml/src/ggml-cuda/convert.cu index b70492c7d6..79ccfe568a 100644 --- a/ggml/src/ggml-cuda/convert.cu +++ b/ggml/src/ggml-cuda/convert.cu @@ -617,6 +617,45 @@ static void dequantize_row_mxfp4_cuda(const void * vx, dst_t * y, const int64_t dequantize_block_mxfp4<<>>(vx, y); } +template +static __global__ void dequantize_block_nvfp4( + const void * __restrict__ vx, + dst_t * __restrict__ yy, + const int64_t ne) { + const int64_t i = blockIdx.x; + const int tid = threadIdx.x; + + const int64_t base = i * QK_NVFP4; + if (base >= ne) { + return; + } + + const block_nvfp4 * x = (const block_nvfp4 *) vx; + const block_nvfp4 & xb = x[i]; + + const int sub = tid / (QK_NVFP4_SUB / 2); + const int j = tid % (QK_NVFP4_SUB / 2); + + const float d = ggml_cuda_ue4m3_to_fp32(xb.d[sub]); + const uint8_t q = xb.qs[sub * (QK_NVFP4_SUB / 2) + j]; + + const int64_t y0 = base + sub * QK_NVFP4_SUB + j; + const int64_t y1 = y0 + QK_NVFP4_SUB / 2; + + yy[y0] = ggml_cuda_cast(d * kvalues_mxfp4[q & 0x0F]); + yy[y1] = ggml_cuda_cast(d * kvalues_mxfp4[q >> 4]); +} + +template +static void dequantize_row_nvfp4_cuda( + const void * vx, + dst_t * y, + const int64_t k, + cudaStream_t stream) { + GGML_ASSERT(k % QK_NVFP4 == 0); + const int nb = k / QK_NVFP4; + dequantize_block_nvfp4<<>>(vx, y, k); +} template static __global__ void convert_unary( const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t ne00, const int64_t ne01, @@ -715,6 +754,8 @@ to_fp16_cuda_t ggml_get_to_fp16_cuda(ggml_type type) { return dequantize_row_iq3_s_cuda; case GGML_TYPE_MXFP4: return dequantize_row_mxfp4_cuda; + case GGML_TYPE_NVFP4: + return dequantize_row_nvfp4_cuda; case GGML_TYPE_F32: return convert_unary_cont_cuda; case GGML_TYPE_BF16: @@ -766,6 +807,8 @@ to_fp32_cuda_t ggml_get_to_fp32_cuda(ggml_type type) { return dequantize_row_iq3_s_cuda; case GGML_TYPE_MXFP4: return dequantize_row_mxfp4_cuda; + case GGML_TYPE_NVFP4: + return dequantize_row_nvfp4_cuda; case GGML_TYPE_F16: return convert_unary_cont_cuda; case GGML_TYPE_BF16: diff --git a/ggml/src/ggml-cuda/convert.cuh b/ggml/src/ggml-cuda/convert.cuh index 09f9a33f90..f5d37c7b99 100644 --- a/ggml/src/ggml-cuda/convert.cuh +++ b/ggml/src/ggml-cuda/convert.cuh @@ -41,6 +41,16 @@ template return __bfloat162float(x); } else if constexpr(std::is_same_v && std::is_same_v) { return __float22half2_rn(x); + } else if constexpr(std::is_same_v && std::is_same_v) { +#ifdef GGML_USE_HIP + return make_float2(__bfloat162float(__low2bfloat16(x)), __bfloat162float(__high2bfloat16(x))); +#else +#if __CUDA_ARCH__ >= 800 + return __bfloat1622float2(x); +#else + return make_float2(__bfloat162float(x.x), __bfloat162float(x.y)); +#endif // __CUDA_ARCH__ >= 800 +#endif // GGML_USE_HIP } else if constexpr(std::is_same_v && std::is_same_v) { // bypass compile error on cuda 12.0.1 #ifdef GGML_USE_HIP diff --git a/ggml/src/ggml-cuda/cpy.cu b/ggml/src/ggml-cuda/cpy.cu index ee84303ef0..d208acf2d5 100644 --- a/ggml/src/ggml-cuda/cpy.cu +++ b/ggml/src/ggml-cuda/cpy.cu @@ -56,7 +56,8 @@ static __global__ void cpy_scalar_transpose(const char * cx, char * cdst, const const int tx = blockIdx.y * CUDA_CPY_TILE_DIM_2D + threadIdx.x; // transpose block offset const int ty = blockIdx.x * CUDA_CPY_TILE_DIM_2D + threadIdx.y; - __shared__ float tile[CUDA_CPY_TILE_DIM_2D][CUDA_CPY_TILE_DIM_2D+1]; + __shared__ float tile[2][CUDA_CPY_TILE_DIM_2D][CUDA_CPY_TILE_DIM_2D+1]; + int cur_tile_buf = 0; #pragma unroll for (int i = 0; i < CUDA_CPY_BLOCK_NM; ++i) { @@ -70,7 +71,7 @@ static __global__ void cpy_scalar_transpose(const char * cx, char * cdst, const if(x < ne01 && y + j < ne00){ const int row = threadIdx.y+j; const int col = threadIdx.x * sizeof(float)/sizeof(T); - T *tile2 = reinterpret_cast(tile[row]); + T *tile2 = reinterpret_cast(tile[cur_tile_buf][row]); tile2[col] = src[imat*n + (y+j)*ne01 + x]; } } @@ -81,10 +82,12 @@ static __global__ void cpy_scalar_transpose(const char * cx, char * cdst, const for (int j = 0; j < CUDA_CPY_TILE_DIM_2D; j += CUDA_CPY_BLOCK_ROWS) { if (ty + j < ne01 && tx < ne00) { const int col = (threadIdx.y+j)*sizeof(float)/sizeof(T); - const T *tile2 = reinterpret_cast(tile[threadIdx.x]); + const T *tile2 = reinterpret_cast(tile[cur_tile_buf][threadIdx.x]); dst[imat*n + (ty+j)*ne00 + tx] = tile2[col]; } } + + cur_tile_buf = (cur_tile_buf + 1) % 2; } GGML_UNUSED_VARS(ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, diff --git a/ggml/src/ggml-cuda/fattn-common.cuh b/ggml/src/ggml-cuda/fattn-common.cuh index b6a7460da8..beeb523894 100644 --- a/ggml/src/ggml-cuda/fattn-common.cuh +++ b/ggml/src/ggml-cuda/fattn-common.cuh @@ -74,6 +74,37 @@ static __device__ __forceinline__ float vec_dot_fattn_vec_KQ_f16( return sum; } +template +static __device__ __forceinline__ float vec_dot_fattn_vec_KQ_bf16( + const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8 , const void * __restrict__ Q_ds_v) { + + const nv_bfloat162 * K_bf16 = (const nv_bfloat162 *) K_c; + GGML_UNUSED(Q_q8); + GGML_UNUSED(Q_ds_v); + + constexpr int cpy_nb = ggml_cuda_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += nthreads*cpy_ne) { + __align__(16) nv_bfloat162 tmp[cpy_ne]; + ggml_cuda_memcpy_1(tmp, K_bf16 + k_KQ_0 + (threadIdx.x % nthreads)*cpy_ne); +#pragma unroll + for (int k_KQ_1 = 0; k_KQ_1 < cpy_ne; ++k_KQ_1) { +#ifdef V_DOT2_F32_F16_AVAILABLE + // FIXME replace macros in vector FA kernel with templating and use FP32 for BF16 + ggml_cuda_mad(sum, ggml_cuda_cast(tmp[k_KQ_1]), __half22float2(((const half2 *) Q_v)[k_KQ_0/nthreads + k_KQ_1])); +#else + ggml_cuda_mad(sum, ggml_cuda_cast(tmp[k_KQ_1]), ((const float2 *) Q_v)[k_KQ_0/nthreads + k_KQ_1]); +#endif // V_DOT2_F32_F16_AVAILABLE + } + } + + return sum; +} + template static __device__ __forceinline__ float vec_dot_fattn_vec_KQ_q4_0( const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8, const void * __restrict__ Q_ds_v) { @@ -321,6 +352,19 @@ static __device__ __forceinline__ void dequantize_V_f16(const void * __restrict_ } } +template +static __device__ __forceinline__ void dequantize_V_bf16(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + static_assert(std::is_same_v, "BF16 V dequantization only supports float output"); + static_assert(ne % 2 == 0, "bad ne"); + __align__(16) nv_bfloat162 tmp[ne/2]; + ggml_cuda_memcpy_1(tmp, (const nv_bfloat16 *) vx + i0); + float2 * dst_f2 = (float2 *) dst; +#pragma unroll + for (int l = 0; l < ne/2; ++l) { + dst_f2[l] = ggml_cuda_cast(tmp[l]); + } +} + template static __device__ __forceinline__ void dequantize_V_q4_0(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { const block_q4_0 * x = (const block_q4_0 *) vx; @@ -547,6 +591,8 @@ constexpr __device__ vec_dot_KQ_t get_vec_dot_KQ() { return vec_dot_fattn_vec_KQ_q5_1; } else if constexpr (type_K == GGML_TYPE_Q8_0) { return vec_dot_fattn_vec_KQ_q8_0; + } else if constexpr (type_K == GGML_TYPE_BF16) { + return vec_dot_fattn_vec_KQ_bf16; } else { static_assert(type_K == -1, "bad type"); return nullptr; @@ -567,6 +613,8 @@ constexpr __device__ dequantize_V_t get_dequantize_V() { return dequantize_V_q5_1; } else if constexpr (type_V == GGML_TYPE_Q8_0) { return dequantize_V_q8_0; + } else if constexpr (type_V == GGML_TYPE_BF16) { + return dequantize_V_bf16; } else { static_assert(type_V == -1, "bad type"); return nullptr; @@ -628,9 +676,96 @@ static __global__ void flash_attn_mask_to_KV_max( template // D == head size __launch_bounds__(D, 1) -static __global__ void flash_attn_stream_k_fixup( - float * __restrict__ dst, const float2 * __restrict__ dst_fixup, const int ne01, const int ne02, const int ne03, - const int ne11, const int ne12, const int nbatch_fa) { +static __global__ void flash_attn_stream_k_fixup_uniform( + float * __restrict__ dst, + const float2 * __restrict__ dst_fixup, + const int ne01, const int ne02, + const int ne12, const int nblocks_stream_k, + const int gqa_ratio, + const int blocks_per_tile, + const uint3 fd_iter_j_z_ne12, + const uint3 fd_iter_j_z, + const uint3 fd_iter_j) { + constexpr int ncols = ncols1*ncols2; + + const int tile_idx = blockIdx.x; // One block per output tile. + const int j = blockIdx.y; + const int c = blockIdx.z; + const int jc = j*ncols2 + c; + const int tid = threadIdx.x; + + // nblocks_stream_k is a multiple of ntiles_dst (== gridDim.x), so each tile gets the same number of blocks. + const int b_first = tile_idx * blocks_per_tile; + const int b_last = b_first + blocks_per_tile - 1; + + const float * dst_fixup_data = ((const float *) dst_fixup) + nblocks_stream_k*(2*2*ncols); + + // z_KV == K/V head index, zt_gqa = Q head start index per K/V head, jt = token position start index + const uint2 dm0 = fast_div_modulo(tile_idx, fd_iter_j_z_ne12); + const uint2 dm1 = fast_div_modulo(dm0.y, fd_iter_j_z); + const uint2 dm2 = fast_div_modulo(dm1.y, fd_iter_j); + + const int sequence = dm0.x; + const int z_KV = dm1.x; + const int zt_gqa = dm2.x; + const int jt = dm2.y; + + const int zt_Q = z_KV*gqa_ratio + zt_gqa*ncols2; // Global Q head start index. + + if (jt*ncols1 + j >= ne01 || zt_gqa*ncols2 + c >= gqa_ratio) { + return; + } + + dst += sequence*ne02*ne01*D + jt*ne02*(ncols1*D) + zt_Q*D + (j*ne02 + c)*D + tid; + + // Load the partial result that needs a fixup + float dst_val = *dst; + float max_val; + float rowsum; + { + const float2 tmp = dst_fixup[b_last*ncols + jc]; + max_val = tmp.x; + rowsum = tmp.y; + } + + // Combine with all previous blocks in this tile. + for (int bidx = b_last - 1; bidx >= b_first; --bidx) { + const float dst_add = dst_fixup_data[bidx*ncols*D + jc*D + tid]; + + const float2 tmp = dst_fixup[(nblocks_stream_k + bidx)*ncols + jc]; + + const float max_val_new = fmaxf(max_val, tmp.x); + + const float diff_val = max_val - max_val_new; + const float diff_add = tmp.x - max_val_new; + + const float scale_val = diff_val >= SOFTMAX_FTZ_THRESHOLD ? expf(diff_val) : 0.0f; + const float scale_add = diff_add >= SOFTMAX_FTZ_THRESHOLD ? expf(diff_add) : 0.0f; + + dst_val = scale_val*dst_val + scale_add*dst_add; + rowsum = scale_val*rowsum + scale_add*tmp.y; + + max_val = max_val_new; + } + + // Write back final result: + *dst = dst_val / rowsum; +} + +// General fixup kernel for the case where the number of blocks per tile is not uniform across tiles +// (blocks_num.x not a multiple of ntiles_dst) +template // D == head size +__launch_bounds__(D, 1) +static __global__ void flash_attn_stream_k_fixup_general( + float * __restrict__ dst, + const float2 * __restrict__ dst_fixup, + const int ne01, const int ne02, + const int gqa_ratio, + const int total_work, + const uint3 fd_iter_k_j_z_ne12, + const uint3 fd_iter_k_j_z, + const uint3 fd_iter_k_j, + const uint3 fd_iter_k) { constexpr int ncols = ncols1*ncols2; const int bidx0 = blockIdx.x; @@ -641,27 +776,26 @@ static __global__ void flash_attn_stream_k_fixup( const float * dst_fixup_data = ((const float *) dst_fixup) + gridDim.x*(2*2*ncols); - const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. - - const int iter_k = (ne11 + (nbatch_fa - 1)) / nbatch_fa; - const int iter_j = (ne01 + (ncols1 - 1)) / ncols1; - const int iter_z_gqa = (gqa_ratio + (ncols2 - 1)) / ncols2; - - const int kbc0 = int64_t(bidx0 + 0)*(iter_k*iter_j*iter_z_gqa*ne12*ne03) / gridDim.x; - const int kbc0_stop = int64_t(bidx0 + 1)*(iter_k*iter_j*iter_z_gqa*ne12*ne03) / gridDim.x; + const int kbc0 = int64_t(bidx0 + 0)*total_work / gridDim.x; + const int kbc0_stop = int64_t(bidx0 + 1)*total_work / gridDim.x; const bool did_not_have_any_data = kbc0 == kbc0_stop; - const bool wrote_beginning_of_tile = kbc0 % iter_k == 0; - const bool did_not_write_last = kbc0/iter_k == kbc0_stop/iter_k && kbc0_stop % iter_k != 0; + const bool wrote_beginning_of_tile = fastmodulo(kbc0, fd_iter_k) == 0; + const bool did_not_write_last = fastdiv(kbc0, fd_iter_k) == fastdiv(kbc0_stop, fd_iter_k) && fastmodulo(kbc0_stop, fd_iter_k) != 0; if (did_not_have_any_data || wrote_beginning_of_tile || did_not_write_last) { return; } // z_KV == K/V head index, zt_gqa = Q head start index per K/V head, jt = token position start index - const int sequence = kbc0 /(iter_k*iter_j*iter_z_gqa*ne12); - const int z_KV = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence)/(iter_k*iter_j*iter_z_gqa); - const int zt_gqa = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence - iter_k*iter_j*iter_z_gqa * z_KV)/(iter_k*iter_j); - const int jt = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence - iter_k*iter_j*iter_z_gqa * z_KV - iter_k*iter_j * zt_gqa) / iter_k; + const uint2 dm0 = fast_div_modulo(kbc0, fd_iter_k_j_z_ne12); + const uint2 dm1 = fast_div_modulo(dm0.y, fd_iter_k_j_z); + const uint2 dm2 = fast_div_modulo(dm1.y, fd_iter_k_j); + const uint2 dm3 = fast_div_modulo(dm2.y, fd_iter_k); + + const int sequence = dm0.x; + const int z_KV = dm1.x; + const int zt_gqa = dm2.x; + const int jt = dm3.x; const int zt_Q = z_KV*gqa_ratio + zt_gqa*ncols2; // Global Q head start index. @@ -685,10 +819,11 @@ static __global__ void flash_attn_stream_k_fixup( // Iterate over previous blocks and compute the combined results. // All CUDA blocks that get here must have a previous block that needs a fixup. + const int tile_kbc0 = fastdiv(kbc0, fd_iter_k); int bidx = bidx0 - 1; int kbc_stop = kbc0; while(true) { - const int kbc = int64_t(bidx)*(iter_k*iter_j*iter_z_gqa*ne12*ne03) / gridDim.x; + const int kbc = int64_t(bidx)*total_work / gridDim.x; if (kbc == kbc_stop) { // Did not have any data. bidx--; kbc_stop = kbc; @@ -714,7 +849,7 @@ static __global__ void flash_attn_stream_k_fixup( max_val = max_val_new; // If this block started in a previous tile we are done and don't need to combine additional partial results. - if (kbc % iter_k == 0 || kbc/iter_k < kbc0/iter_k) { + if (fastmodulo(kbc, fd_iter_k) == 0 || fastdiv(kbc, fd_iter_k) < tile_kbc0) { break; } bidx--; @@ -892,7 +1027,7 @@ void launch_fattn( const int ntiles_x = ((Q->ne[1] + ncols1 - 1) / ncols1); const int gqa_ratio = Q->ne[2] / K->ne[2]; const int ntiles_z_gqa = ((gqa_ratio + ncols2 - 1) / ncols2); - const int ntiles_total = ntiles_x * ntiles_z_gqa * K->ne[2] * Q->ne[3]; + const int ntiles_dst = ntiles_x * ntiles_z_gqa * K->ne[2] * Q->ne[3]; // Optional optimization where the mask is scanned to determine whether part of the calculation can be skipped. // Only worth the overhead if there is at lease one FATTN_KQ_STRIDE x FATTN_KQ_STRIDE square to be skipped or @@ -919,37 +1054,51 @@ void launch_fattn( GGML_ASSERT(max_blocks_per_sm > 0); int parallel_blocks = max_blocks_per_sm; + const int ntiles_KV = (K->ne[1] + nbatch_fa - 1) / nbatch_fa; // Max. number of parallel blocks limited by KV cache length. + dim3 blocks_num; if (stream_k) { // For short contexts it can be faster to have the SMs work on whole tiles because this lets us skip the fixup. const int max_blocks = max_blocks_per_sm*nsm; - const int tiles_nwaves = (ntiles_total + max_blocks - 1) / max_blocks; - const int tiles_efficiency_percent = 100 * ntiles_total / (max_blocks*tiles_nwaves); - - const int nblocks_stream_k = max_blocks; + const int tiles_nwaves = (ntiles_dst + max_blocks - 1) / max_blocks; + const int tiles_efficiency_percent = 100 * ntiles_dst / (max_blocks*tiles_nwaves); const bool use_stream_k = cc >= GGML_CUDA_CC_ADA_LOVELACE || amd_wmma_available(cc) || tiles_efficiency_percent < 75; - blocks_num.x = use_stream_k ? nblocks_stream_k : ntiles_total; + blocks_num.x = ntiles_dst; blocks_num.y = 1; blocks_num.z = 1; - if (ntiles_total % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles. + if(use_stream_k) { + const int nblocks_stream_k_raw = std::min(max_blocks, ntiles_KV*ntiles_dst); + // Round down to a multiple of ntiles_dst so that each output tile gets the same number of blocks (avoids fixup). + // Only do this if the occupancy loss from rounding is acceptable. + const int nblocks_stream_k_rounded = (nblocks_stream_k_raw / ntiles_dst) * ntiles_dst; + const int max_efficiency_loss_percent = 5; + const int efficiency_loss_percent = nblocks_stream_k_rounded > 0 + ? 100 * (nblocks_stream_k_raw - nblocks_stream_k_rounded) / nblocks_stream_k_raw + : 100; + const int nblocks_stream_k = efficiency_loss_percent <= max_efficiency_loss_percent + ? nblocks_stream_k_rounded + : nblocks_stream_k_raw; + + blocks_num.x = nblocks_stream_k; + } + + if (ntiles_dst % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles. dst_tmp_meta.alloc((size_t(blocks_num.x) * ncols * (2 + DV/2))); } } else { - const int ntiles_KQ = (K->ne[1] + nbatch_fa - 1) / nbatch_fa; // Max. number of parallel blocks limited by tensor size. - // parallel_blocks must not be larger than what the tensor size allows: - parallel_blocks = std::min(parallel_blocks, ntiles_KQ); + parallel_blocks = std::min(parallel_blocks, ntiles_KV); // If ntiles_total % blocks_per_wave != 0 then some efficiency is lost due to tail effects. // Test whether parallel_blocks can be set to a higher value for better efficiency. const int blocks_per_wave = nsm * max_blocks_per_sm; int nwaves_best = 0; int efficiency_percent_best = 0; - for (int parallel_blocks_test = parallel_blocks; parallel_blocks_test <= ntiles_KQ; ++parallel_blocks_test) { - const int nblocks_total = ntiles_total * parallel_blocks_test; + for (int parallel_blocks_test = parallel_blocks; parallel_blocks_test <= ntiles_KV; ++parallel_blocks_test) { + const int nblocks_total = ntiles_dst * parallel_blocks_test; const int nwaves = (nblocks_total + blocks_per_wave - 1) / blocks_per_wave; const int efficiency_percent = 100 * nblocks_total / (nwaves*blocks_per_wave); @@ -1015,13 +1164,40 @@ void launch_fattn( CUDA_CHECK(cudaGetLastError()); if (stream_k) { - if (ntiles_total % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles. + if ((int)blocks_num.x % ntiles_dst == 0 && (int)blocks_num.x > ntiles_dst) { + // Optimized fixup: nblocks_stream_k is a multiple of ntiles_dst, launch one block per tile. + const int nblocks_sk = (int)blocks_num.x; + const int bpt = nblocks_sk / ntiles_dst; + + const uint3 fd0 = init_fastdiv_values(ntiles_x * ntiles_z_gqa * K->ne[2]); + const uint3 fd1 = init_fastdiv_values(ntiles_x * ntiles_z_gqa); + const uint3 fd2 = init_fastdiv_values(ntiles_x); + + const dim3 block_dim_combine(DV, 1, 1); + const dim3 blocks_num_combine = {(unsigned)ntiles_dst, ncols1, ncols2}; + + flash_attn_stream_k_fixup_uniform + <<>> + ((float *) KQV->data, dst_tmp_meta.ptr, + Q->ne[1], Q->ne[2], K->ne[2], nblocks_sk, + gqa_ratio, bpt, fd0, fd1, fd2); + } else if (ntiles_dst % blocks_num.x != 0) { + // General fixup for the cases where nblocks_stream_k < ntiles_dst. + const int total_work = ntiles_KV * ntiles_dst; + + const uint3 fd_k_j_z_ne12 = init_fastdiv_values(ntiles_KV * ntiles_x * ntiles_z_gqa * K->ne[2]); + const uint3 fd_k_j_z = init_fastdiv_values(ntiles_KV * ntiles_x * ntiles_z_gqa); + const uint3 fd_k_j = init_fastdiv_values(ntiles_KV * ntiles_x); + const uint3 fd_k = init_fastdiv_values(ntiles_KV); + const dim3 block_dim_combine(DV, 1, 1); const dim3 blocks_num_combine = {blocks_num.x, ncols1, ncols2}; - flash_attn_stream_k_fixup + flash_attn_stream_k_fixup_general <<>> - ((float *) KQV->data, dst_tmp_meta.ptr, Q->ne[1], Q->ne[2], Q->ne[3], K->ne[1], K->ne[2], nbatch_fa); + ((float *) KQV->data, dst_tmp_meta.ptr, + Q->ne[1], Q->ne[2], gqa_ratio, total_work, + fd_k_j_z_ne12, fd_k_j_z, fd_k_j, fd_k); } } else if (parallel_blocks > 1) { const dim3 block_dim_combine(DV, 1, 1); diff --git a/ggml/src/ggml-cuda/fattn-mma-f16.cuh b/ggml/src/ggml-cuda/fattn-mma-f16.cuh index beb7e32e4f..b613ae61fb 100644 --- a/ggml/src/ggml-cuda/fattn-mma-f16.cuh +++ b/ggml/src/ggml-cuda/fattn-mma-f16.cuh @@ -66,6 +66,11 @@ static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_co GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 32, 128, 2, 32, 128, 128, 128, 2, true); GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 64, 128, 2, 32, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 8, 64, 4, 32, 256, 256, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 16, 64, 4, 32, 256, 256, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 32, 128, 2, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 64, 256, 1, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 288, 256, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 288, 256, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 128, 1, false); @@ -80,6 +85,11 @@ static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_co GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 32, 128, 2, 64, 128, 128, 64, 2, true); GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 64, 128, 2, 64, 128, 128, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 8, 64, 4, 32, 96, 64, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 16, 64, 4, 32, 96, 64, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 32, 128, 2, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 64, 256, 1, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 96, 64, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 96, 64, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 128, 1, false); @@ -89,6 +99,11 @@ static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_co } static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_config_volta(const int DKQ, const int DV, const int ncols) { + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 8, 64, 4, 32, 256, 256, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 16, 64, 4, 32, 256, 256, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 32, 128, 2, 32, 128, 128, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 64, 256, 1, 32, 128, 128, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 288, 256, 64, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 288, 256, 64, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 64, 1, false); @@ -103,6 +118,10 @@ static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_co GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 32, 128, 2, 64, 128, 128, 64, 2, true); GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 64, 128, 2, 64, 128, 128, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 16, 64, 4, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 32, 128, 2, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(512, 512, 64, 256, 1, 32, 128, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 96, 64, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 128, 1, false); GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 64, 256, 1, 32, 160, 128, 128, 1, false); @@ -1215,7 +1234,7 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( } // If attention sinks are used, potentially re-scale if KQ_max is small. - // Also add the sink as a value to KQ_rowsum, this is done after synchonization of KQ_rowsum + // Also add the sink as a value to KQ_rowsum, this is done after synchronization of KQ_rowsum // so it's being done unconditionally for every thread. if (!is_fixup && (np == 1 || threadIdx.y % np == 0) && sinks_f) { float KQ_max_scale[cols_per_thread]; @@ -1552,7 +1571,7 @@ static __global__ void flash_attn_ext_f16( #if defined(FLASH_ATTN_AVAILABLE) && (defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || (defined(AMD_WMMA_AVAILABLE) && defined(RDNA4)) || defined(AMD_MFMA_AVAILABLE)) // Skip unused kernel variants for faster compilation: - if (use_logit_softcap && !(DKQ == 128 || DKQ == 256)) { + if (use_logit_softcap && !(DKQ == 128 || DKQ == 256 || DKQ == 512)) { NO_DEVICE_CODE; return; } @@ -1815,6 +1834,15 @@ DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(112, 112, 64) DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(128, 128, 64) DECL_FATTN_MMA_F16_CASE_ALL_NCOLS2(256, 256, 64) +extern DECL_FATTN_MMA_F16_CASE(512, 512, 2, 4); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 4, 4); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 8, 4); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 16, 4); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 1, 8); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 2, 8); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 4, 8); +extern DECL_FATTN_MMA_F16_CASE(512, 512, 8, 8); + // The number of viable configurations for Deepseek is very limited: extern DECL_FATTN_MMA_F16_CASE(576, 512, 1, 16); extern DECL_FATTN_MMA_F16_CASE(576, 512, 2, 16); diff --git a/ggml/src/ggml-cuda/fattn-tile.cu b/ggml/src/ggml-cuda/fattn-tile.cu index 3fcb09b7a2..25b16e83ca 100644 --- a/ggml/src/ggml-cuda/fattn-tile.cu +++ b/ggml/src/ggml-cuda/fattn-tile.cu @@ -38,6 +38,10 @@ void ggml_cuda_flash_attn_ext_tile(ggml_backend_cuda_context & ctx, ggml_tensor GGML_ASSERT(V->ne[0] == K->ne[0]); ggml_cuda_flash_attn_ext_tile_case<256, 256>(ctx, dst); } break; + case 512: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_cuda_flash_attn_ext_tile_case<512, 512>(ctx, dst); + } break; case 576: { GGML_ASSERT(V->ne[0] == 512); ggml_cuda_flash_attn_ext_tile_case<576, 512>(ctx, dst); diff --git a/ggml/src/ggml-cuda/fattn-tile.cuh b/ggml/src/ggml-cuda/fattn-tile.cuh index f3fa80ab23..26721cc4c7 100644 --- a/ggml/src/ggml-cuda/fattn-tile.cuh +++ b/ggml/src/ggml-cuda/fattn-tile.cuh @@ -68,6 +68,10 @@ static constexpr __host__ __device__ uint32_t ggml_cuda_fattn_tile_get_config_nv GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 2, 64, 64) @@ -124,6 +128,10 @@ static constexpr __host__ __device__ uint32_t ggml_cuda_fattn_tile_get_config_nv GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 2, 32, 128) GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 2, 32, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 32, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 32, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 2, 32, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 32, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 32, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 2, 32, 64) @@ -187,6 +195,11 @@ static constexpr __host__ __device__ uint32_t ggml_cuda_fattn_tile_get_config_am GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 2, 32, 128) GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 2, 32, 128) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 32, 512, 1, 128, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 2, 64, 64) @@ -251,6 +264,11 @@ static constexpr __host__ __device__ uint32_t ggml_cuda_fattn_tile_get_config_am GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 5, 32, 256) GGML_CUDA_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 3, 64, 128) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 4, 64, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(512, 512, 32, 256, 2, 128, 64) + GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 64, 64) GGML_CUDA_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 4, 64, 64) @@ -767,7 +785,7 @@ static __global__ void flash_attn_tile( #ifdef GGML_USE_WMMA_FATTN (ncols2 != 1 && DV != 40 && DV != 72 && DV != 512) || #endif // GGML_USE_WMMA_FATTN - (use_logit_softcap && !(DV == 128 || DV == 256)) + (use_logit_softcap && !(DV == 128 || DV == 256 || DV == 512)) ) { GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, max_bias, m0, m1, n_head_log2, logit_softcap, @@ -1192,7 +1210,7 @@ static void launch_fattn_tile_switch_ncols2(ggml_backend_cuda_context & ctx, ggm const int gqa_limit = nvidia && gqa_ratio <= 4 && DV <= 256 ? 16 : INT_MAX; const bool use_gqa_opt = mask && max_bias == 0.0f && Q->ne[1] <= gqa_limit && K->ne[1] % FATTN_KQ_STRIDE == 0; - if constexpr (DV == 512) { + if constexpr (DKQ == 576) { if (use_gqa_opt && gqa_ratio % 16 == 0) { launch_fattn_tile_switch_ncols1(ctx, dst); return; @@ -1203,7 +1221,7 @@ static void launch_fattn_tile_switch_ncols2(ggml_backend_cuda_context & ctx, ggm } } - if constexpr (DV <= 256) { + if constexpr (DKQ <= 512) { if (use_gqa_opt && gqa_ratio % 8 == 0) { launch_fattn_tile_switch_ncols1(ctx, dst); return; @@ -1214,13 +1232,15 @@ static void launch_fattn_tile_switch_ncols2(ggml_backend_cuda_context & ctx, ggm return; } - if (use_gqa_opt && gqa_ratio % 2 == 0) { - launch_fattn_tile_switch_ncols1(ctx, dst); + if constexpr (DV <= 256) { + if (use_gqa_opt && gqa_ratio % 2 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + + launch_fattn_tile_switch_ncols1(ctx, dst); return; } - - launch_fattn_tile_switch_ncols1(ctx, dst); - return; } GGML_ABORT("fatal error"); } @@ -1255,4 +1275,5 @@ extern DECL_FATTN_TILE_CASE( 96, 96); extern DECL_FATTN_TILE_CASE(112, 112); extern DECL_FATTN_TILE_CASE(128, 128); extern DECL_FATTN_TILE_CASE(256, 256); +extern DECL_FATTN_TILE_CASE(512, 512); extern DECL_FATTN_TILE_CASE(576, 512); diff --git a/ggml/src/ggml-cuda/fattn-vec.cuh b/ggml/src/ggml-cuda/fattn-vec.cuh index 3f4a78cc6e..f0bd42a576 100644 --- a/ggml/src/ggml-cuda/fattn-vec.cuh +++ b/ggml/src/ggml-cuda/fattn-vec.cuh @@ -10,7 +10,7 @@ static constexpr __device__ int ggml_cuda_fattn_vec_get_nthreads_device() { return 128; } -// Currenlty llvm with the amdgcn target does not support unrolling loops +// Currently llvm with the amdgcn target does not support unrolling loops // that contain a break that can not be resolved at compile time. #ifdef __clang__ #pragma clang diagnostic push @@ -75,17 +75,17 @@ static __global__ void flash_attn_ext_vec( #endif // GGML_USE_HIP constexpr int nthreads = ggml_cuda_fattn_vec_get_nthreads_device(); - constexpr int nthreads_KQ = type_K == GGML_TYPE_F16 ? 128 / cpy_nb : nthreads_KQ_q; - constexpr int nthreads_V = type_V == GGML_TYPE_F16 ? 128 / cpy_nb : nthreads_V_q; + constexpr int nthreads_KQ = (type_K == GGML_TYPE_F16 || type_K == GGML_TYPE_BF16) ? 128 / cpy_nb : nthreads_KQ_q; + constexpr int nthreads_V = (type_V == GGML_TYPE_F16 || type_V == GGML_TYPE_BF16) ? 128 / cpy_nb : nthreads_V_q; static_assert(WARP_SIZE % nthreads_KQ == 0, "bad nthreads_K"); static_assert(WARP_SIZE % nthreads_V == 0, "bad nthreads_V"); - constexpr int V_rows_per_thread = type_V == GGML_TYPE_F16 ? 2*cpy_ne : 4; + constexpr int V_rows_per_thread = (type_V == GGML_TYPE_F16 || type_V == GGML_TYPE_BF16) ? 2*cpy_ne : 4; constexpr int V_cols_per_iter = WARP_SIZE / nthreads_V; constexpr vec_dot_KQ_t vec_dot_KQ = get_vec_dot_KQ(); - constexpr bool Q_q8_1 = type_K != GGML_TYPE_F16; + constexpr bool Q_q8_1 = type_K != GGML_TYPE_F16 && type_K != GGML_TYPE_BF16; #ifdef V_DOT2_F32_F16_AVAILABLE constexpr dequantize_V_t dequantize_V = get_dequantize_V(); #else @@ -323,8 +323,18 @@ static __global__ void flash_attn_ext_vec( #pragma unroll for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V*V_rows_per_thread/2) { half2 tmp[V_rows_per_thread/2]; - dequantize_V(V + k*nb21, tmp, - 2*i_VKQ_0 + (nthreads_V == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_V)*V_rows_per_thread); + if constexpr (type_V == GGML_TYPE_BF16) { + float2 tmp_f[V_rows_per_thread/2]; + dequantize_V(V + k*nb21, tmp_f, + 2*i_VKQ_0 + (nthreads_V == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_V)*V_rows_per_thread); +#pragma unroll + for (int i_VKQ_1 = 0; i_VKQ_1 < V_rows_per_thread/2; ++i_VKQ_1) { + tmp[i_VKQ_1] = __float22half2_rn(tmp_f[i_VKQ_1]); + } + } else { + dequantize_V(V + k*nb21, tmp, + 2*i_VKQ_0 + (nthreads_V == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_V)*V_rows_per_thread); + } #pragma unroll for (int i_VKQ_1 = 0; i_VKQ_1 < V_rows_per_thread/2; ++i_VKQ_1) { #pragma unroll @@ -563,6 +573,7 @@ void ggml_cuda_flash_attn_ext_vec_case(ggml_backend_cuda_context & ctx, ggml_ten extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q5_0); \ extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q5_1); \ extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q8_0); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_BF16); \ EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_F16) EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q4_0) @@ -570,6 +581,7 @@ EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q4_1) EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q5_0) EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q5_1) EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q8_0) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_BF16) EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_F16) EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q4_0) @@ -577,6 +589,7 @@ EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q4_1) EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q5_0) EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q5_1) EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q8_0) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_BF16) EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_F16) EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q4_0) @@ -584,3 +597,4 @@ EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q4_1) EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q5_0) EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q5_1) EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q8_0) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_BF16) diff --git a/ggml/src/ggml-cuda/fattn-wmma-f16.cuh b/ggml/src/ggml-cuda/fattn-wmma-f16.cuh index cd3bfd4051..aaf711a618 100644 --- a/ggml/src/ggml-cuda/fattn-wmma-f16.cuh +++ b/ggml/src/ggml-cuda/fattn-wmma-f16.cuh @@ -18,7 +18,7 @@ #if defined(RDNA4) && ROCWMMA_VERSION_MAJOR > 1 #define GGML_USE_WMMA_FATTN #elif defined(RDNA4) -#warning "rocwmma fattn is not suported on RDNA4 on rocwmma < v2.0.0, expect degraded performance" +#warning "rocwmma fattn is not supported on RDNA4 on rocwmma < v2.0.0, expect degraded performance" #endif // defined(RDNA4) && ROCWMMA_VERSION_MAJOR > 1 #endif // defined(GGML_HIP_ROCWMMA_FATTN) diff --git a/ggml/src/ggml-cuda/fattn.cu b/ggml/src/ggml-cuda/fattn.cu index 85c177f496..ea6607cd33 100644 --- a/ggml/src/ggml-cuda/fattn.cu +++ b/ggml/src/ggml-cuda/fattn.cu @@ -75,13 +75,17 @@ static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2(ggml_backend_cuda_con return; } - if (use_gqa_opt && gqa_ratio % 2 == 0) { - ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); - return; - } + if constexpr (DKQ <= 256) { + if (use_gqa_opt && gqa_ratio % 2 == 0) { + ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); + return; + } - ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); - return; + ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); + return; + } else { + GGML_ABORT("fatal error"); + } } if (use_gqa_opt && gqa_ratio > 4) { @@ -94,12 +98,16 @@ static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2(ggml_backend_cuda_con return; } - if (use_gqa_opt && gqa_ratio > 1) { - ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); - return; - } + if constexpr (DKQ <= 256) { + if (use_gqa_opt && gqa_ratio > 1) { + ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); + return; + } - ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); + ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ctx, dst); + } else { + GGML_ABORT("fatal error"); + } } static void ggml_cuda_flash_attn_ext_mma_f16(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { @@ -135,6 +143,10 @@ static void ggml_cuda_flash_attn_ext_mma_f16(ggml_backend_cuda_context & ctx, gg GGML_ASSERT(V->ne[0] == 256); ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<256, 256>(ctx, dst); break; + case 512: + GGML_ASSERT(V->ne[0] == 512); + ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<512, 512>(ctx, dst); + break; case 576: { // For Deepseek, go straight to the ncols1 switch to avoid compiling unnecessary kernels. GGML_ASSERT(V->ne[0] == 512); @@ -224,6 +236,7 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_F16) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_F16) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_F16) FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q4_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_0) @@ -231,6 +244,7 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q4_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q4_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_Q4_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q4_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_1) @@ -238,6 +252,7 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q4_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q4_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_Q4_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q5_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q5_0) @@ -245,6 +260,7 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q5_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q5_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_Q5_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q5_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q5_1) @@ -252,6 +268,7 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q5_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q5_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_Q5_1) FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q8_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q8_0) @@ -259,10 +276,20 @@ static void ggml_cuda_flash_attn_ext_vec(ggml_backend_cuda_context & ctx, ggml_t FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q8_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q8_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_Q8_0) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_BF16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_BF16) #else FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_F16) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_0) FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_BF16, GGML_TYPE_BF16) #endif // GGML_CUDA_FA_ALL_QUANTS GGML_ABORT("fatal error"); @@ -325,6 +352,14 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const return BEST_FATTN_KERNEL_NONE; } break; + case 512: + if (V->ne[0] != K->ne[0]) { + return BEST_FATTN_KERNEL_NONE; + } + if (!gqa_opt_applies) { + return BEST_FATTN_KERNEL_NONE; + } + break; case 576: if (V->ne[0] != 512) { return BEST_FATTN_KERNEL_NONE; @@ -355,6 +390,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const #endif // GGML_CUDA_FA_ALL_QUANTS case GGML_TYPE_Q4_0: case GGML_TYPE_Q8_0: + case GGML_TYPE_BF16: break; default: return BEST_FATTN_KERNEL_NONE; @@ -408,7 +444,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const } // Use the WMMA kernel if possible: - if (ggml_cuda_should_use_wmma_fattn(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 576) { + if (ggml_cuda_should_use_wmma_fattn(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 512 && Q->ne[0] != 576) { if (can_use_vector_kernel && Q->ne[1] <= 2) { return BEST_FATTN_KERNEL_VEC; } @@ -441,7 +477,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const } // Use MFMA flash attention for CDNA (MI100+): - if (amd_mfma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 256 && Q->ne[0] != 576) { + if (amd_mfma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 256 && Q->ne[0] != 512 && Q->ne[0] != 576) { const int64_t eff_nq = Q->ne[1] * (gqa_opt_applies ? gqa_ratio : 1); // MMA vs tile crossover benchmarked on MI300X @ d32768: // hsk=64 (gqa=4): MMA wins at eff >= 128 (+11%) diff --git a/ggml/src/ggml-cuda/gated_delta_net.cu b/ggml/src/ggml-cuda/gated_delta_net.cu new file mode 100644 index 0000000000..6b44bec731 --- /dev/null +++ b/ggml/src/ggml-cuda/gated_delta_net.cu @@ -0,0 +1,273 @@ +#include "gated_delta_net.cuh" + +template +__global__ void __launch_bounds__((ggml_cuda_get_physical_warp_size() < S_v ? ggml_cuda_get_physical_warp_size() : S_v) * 4, 2) +gated_delta_net_cuda(const float * q, + const float * k, + const float * v, + const float * g, + const float * beta, + const float * curr_state, + float * dst, + int64_t H, + int64_t n_tokens, + int64_t n_seqs, + int64_t sq1, + int64_t sq2, + int64_t sq3, + int64_t sv1, + int64_t sv2, + int64_t sv3, + int64_t sb1, + int64_t sb2, + int64_t sb3, + const uint3 neqk1_magic, + const uint3 rq3_magic, + float scale) { + const uint32_t h_idx = blockIdx.x; + const uint32_t sequence = blockIdx.y; + // each warp owns one column, using warp-level primitives to reduce across rows + const int lane = threadIdx.x; + const int col = blockIdx.z * blockDim.y + threadIdx.y; + + const uint32_t iq1 = fastmodulo(h_idx, neqk1_magic); + const uint32_t iq3 = fastdiv(sequence, rq3_magic); + + const int64_t attn_score_elems = S_v * H * n_tokens * n_seqs; + float * attn_data = dst; + float * state = dst + attn_score_elems; + + const int64_t state_offset = (sequence * H + h_idx) * S_v * S_v; + state += state_offset; + curr_state += state_offset + col * S_v; + attn_data += (sequence * n_tokens * H + h_idx) * S_v; + + constexpr int warp_size = ggml_cuda_get_physical_warp_size() < S_v ? ggml_cuda_get_physical_warp_size() : S_v; + static_assert(S_v % warp_size == 0, "S_v must be a multiple of warp_size"); + constexpr int rows_per_lane = (S_v + warp_size - 1) / warp_size; + float s_shard[rows_per_lane]; + // state is stored transposed: M[col][i] = S[i][col], row col is contiguous + +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + s_shard[r] = curr_state[i]; + } + + for (int t = 0; t < n_tokens; t++) { + const float * q_t = q + iq3 * sq3 + t * sq2 + iq1 * sq1; + const float * k_t = k + iq3 * sq3 + t * sq2 + iq1 * sq1; + const float * v_t = v + sequence * sv3 + t * sv2 + h_idx * sv1; + + const int64_t gb_offset = sequence * sb3 + t * sb2 + h_idx * sb1; + const float * beta_t = beta + gb_offset; + const float * g_t = g + gb_offset * (KDA ? S_v : 1); + + const float beta_val = *beta_t; + + // Cache k and q in registers + float k_reg[rows_per_lane]; + float q_reg[rows_per_lane]; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + k_reg[r] = k_t[i]; + q_reg[r] = q_t[i]; + } + + if constexpr (!KDA) { + const float g_val = expf(*g_t); + + // kv[col] = (S^T @ k)[col] = sum_i S[i][col] * k[i] + float kv_shard = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + kv_shard += s_shard[r] * k_reg[r]; + } + float kv_col = warp_reduce_sum(kv_shard); + + // delta[col] = (v[col] - g * kv[col]) * beta + float delta_col = (v_t[col] - g_val * kv_col) * beta_val; + + // fused: S[i][col] = g * S[i][col] + k[i] * delta[col] + // attn[col] = (S^T @ q)[col] = sum_i S[i][col] * q[i] + float attn_partial = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + s_shard[r] = g_val * s_shard[r] + k_reg[r] * delta_col; + attn_partial += s_shard[r] * q_reg[r]; + } + + float attn_col = warp_reduce_sum(attn_partial); + + if (lane == 0) { + attn_data[col] = attn_col * scale; + } + } else { + // kv[col] = sum_i g[i] * S[i][col] * k[i] + float kv_shard = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + kv_shard += expf(g_t[i]) * s_shard[r] * k_reg[r]; + } + + float kv_col = warp_reduce_sum(kv_shard); + + // delta[col] = (v[col] - kv[col]) * beta + float delta_col = (v_t[col] - kv_col) * beta_val; + + // fused: S[i][col] = g[i] * S[i][col] + k[i] * delta[col] + // attn[col] = (S^T @ q)[col] = sum_i S[i][col] * q[i] + float attn_partial = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + s_shard[r] = expf(g_t[i]) * s_shard[r] + k_reg[r] * delta_col; + attn_partial += s_shard[r] * q_reg[r]; + } + + float attn_col = warp_reduce_sum(attn_partial); + + if (lane == 0) { + attn_data[col] = attn_col * scale; + } + } + + attn_data += S_v * H; + } + + // Write state back to global memory (transposed layout) +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + state[col * S_v + i] = s_shard[r]; + } +} + +template +static void launch_gated_delta_net( + const float * q_d, const float * k_d, const float * v_d, + const float * g_d, const float * b_d, const float * s_d, + float * dst_d, + int64_t S_v, int64_t H, int64_t n_tokens, int64_t n_seqs, + int64_t sq1, int64_t sq2, int64_t sq3, + int64_t sv1, int64_t sv2, int64_t sv3, + int64_t sb1, int64_t sb2, int64_t sb3, + int64_t neqk1, int64_t rq3, + float scale, cudaStream_t stream) { + //TODO: Add chunked kernel for even faster pre-fill + const int warp_size = ggml_cuda_info().devices[ggml_cuda_get_device()].warp_size; + const int num_warps = 4; + dim3 grid_dims(H, n_seqs, (S_v + num_warps - 1) / num_warps); + dim3 block_dims(warp_size <= S_v ? warp_size : S_v, num_warps, 1); + + const uint3 neqk1_magic = init_fastdiv_values(neqk1); + const uint3 rq3_magic = init_fastdiv_values(rq3); + + int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc; + + switch (S_v) { + case 16: + gated_delta_net_cuda<16, KDA><<>>( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, + n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + break; + case 32: + gated_delta_net_cuda<32, KDA><<>>( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, + n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + break; + case 64: { + gated_delta_net_cuda<64, KDA><<>>( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, + n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + break; + } + case 128: { + gated_delta_net_cuda<128, KDA><<>>( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, + n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + break; + } + default: + GGML_ABORT("fatal error"); + break; + } +} + +void ggml_cuda_op_gated_delta_net(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + ggml_tensor * src_q = dst->src[0]; + ggml_tensor * src_k = dst->src[1]; + ggml_tensor * src_v = dst->src[2]; + ggml_tensor * src_g = dst->src[3]; + ggml_tensor * src_beta = dst->src[4]; + ggml_tensor * src_state = dst->src[5]; + + GGML_TENSOR_LOCALS(int64_t, neq, src_q, ne); + GGML_TENSOR_LOCALS(size_t , nbq, src_q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, src_k, ne); + GGML_TENSOR_LOCALS(size_t , nbk, src_k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, src_v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, src_v, nb); + GGML_TENSOR_LOCALS(size_t, nbb, src_beta, nb); + + const int64_t S_v = nev0; + const int64_t H = nev1; + const int64_t n_tokens = nev2; + const int64_t n_seqs = nev3; + + const bool kda = (src_g->ne[0] == S_v); + + GGML_ASSERT(neq1 == nek1); + const int64_t neqk1 = neq1; + + const int64_t rq3 = nev3 / neq3; + + const float * q_d = (const float *) src_q->data; + const float * k_d = (const float *) src_k->data; + const float * v_d = (const float *) src_v->data; + const float * g_d = (const float *) src_g->data; + const float * b_d = (const float *) src_beta->data; + + const float * s_d = (const float *) src_state->data; + float * dst_d = (float *) dst->data; + + GGML_ASSERT(ggml_is_contiguous_rows(src_q)); + GGML_ASSERT(ggml_is_contiguous_rows(src_k)); + GGML_ASSERT(ggml_is_contiguous_rows(src_v)); + GGML_ASSERT(ggml_are_same_stride(src_q, src_k)); + GGML_ASSERT(src_g->ne[0] == 1 || kda); + GGML_ASSERT(ggml_is_contiguous(src_g)); + GGML_ASSERT(ggml_is_contiguous(src_beta)); + GGML_ASSERT(ggml_is_contiguous(src_state)); + + // strides in floats (beta strides used for both g and beta offset computation) + const int64_t sq1 = nbq1 / sizeof(float); + const int64_t sq2 = nbq2 / sizeof(float); + const int64_t sq3 = nbq3 / sizeof(float); + const int64_t sv1 = nbv1 / sizeof(float); + const int64_t sv2 = nbv2 / sizeof(float); + const int64_t sv3 = nbv3 / sizeof(float); + const int64_t sb1 = nbb1 / sizeof(float); + const int64_t sb2 = nbb2 / sizeof(float); + const int64_t sb3 = nbb3 / sizeof(float); + + const float scale = 1.0f / sqrtf((float) S_v); + + cudaStream_t stream = ctx.stream(); + + if (kda) { + launch_gated_delta_net(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, + S_v, H, n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1, rq3, scale, stream); + } else { + launch_gated_delta_net(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, + S_v, H, n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1, rq3, scale, stream); + } +} diff --git a/ggml/src/ggml-cuda/gated_delta_net.cuh b/ggml/src/ggml-cuda/gated_delta_net.cuh new file mode 100644 index 0000000000..7375e81c0c --- /dev/null +++ b/ggml/src/ggml-cuda/gated_delta_net.cuh @@ -0,0 +1,4 @@ +#include "common.cuh" +#include "ggml.h" + +void ggml_cuda_op_gated_delta_net(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index 7e6d330354..3113de017f 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -53,6 +53,7 @@ #include "ggml-cuda/upscale.cuh" #include "ggml-cuda/wkv.cuh" #include "ggml-cuda/gla.cuh" +#include "ggml-cuda/gated_delta_net.cuh" #include "ggml-cuda/set.cuh" #include "ggml-cuda/set-rows.cuh" #include "ggml-cuda/pad_reflect_1d.cuh" @@ -81,7 +82,6 @@ #include #include #include -#include static_assert(sizeof(half) == sizeof(ggml_fp16_t), "wrong fp16 size"); @@ -123,7 +123,10 @@ static cudaError_t ggml_cuda_device_malloc(void ** ptr, size_t size, int device) err = cudaMallocManaged(ptr, size); #if defined(GGML_USE_HIP) if (err == hipSuccess) { - CUDA_CHECK(cudaMemAdvise(*ptr, size, hipMemAdviseSetCoarseGrain, device)); + // hipMemAdviseSetCoarseGrain is an optional performance hint; + // ignore errors (e.g. hipErrorInvalidValue on some APU/iGPU configs). + (void)cudaMemAdvise(*ptr, size, hipMemAdviseSetCoarseGrain, device); + (void)hipGetLastError(); // clear any error } // fall back to cudaMalloc if not supported (e.g. on Windows) @@ -204,7 +207,14 @@ static ggml_cuda_device_info ggml_cuda_init() { GGML_ASSERT(info.device_count <= GGML_CUDA_MAX_DEVICES); int64_t total_vram = 0; - GGML_LOG_INFO("%s: found %d " GGML_CUDA_NAME " devices:\n", __func__, info.device_count); + for (int id = 0; id < info.device_count; ++id) { + cudaDeviceProp prop; + CUDA_CHECK(cudaGetDeviceProperties(&prop, id)); + total_vram += prop.totalGlobalMem; + } + GGML_LOG_INFO("%s: found %d " GGML_CUDA_NAME " devices (Total VRAM: %zu MiB):\n", + __func__, info.device_count, (size_t)(total_vram / (1024 * 1024))); + total_vram = 0; std::vector> turing_devices_without_mma; for (int id = 0; id < info.device_count; ++id) { @@ -242,6 +252,7 @@ static ggml_cuda_device_info ggml_cuda_init() { #else info.devices[id].supports_cooperative_launch = false; #endif // !(GGML_USE_MUSA) + #if defined(GGML_USE_HIP) info.devices[id].smpbo = prop.sharedMemPerBlock; @@ -256,22 +267,25 @@ static ggml_cuda_device_info ggml_cuda_init() { info.devices[id].cc += prop.minor * 0x10; } } - GGML_LOG_INFO(" Device %d: %s, %s (0x%x), VMM: %s, Wave Size: %d\n", + GGML_LOG_INFO(" Device %d: %s, %s (0x%x), VMM: %s, Wave Size: %d, VRAM: %zu MiB\n", id, prop.name, prop.gcnArchName, info.devices[id].cc & 0xffff, - device_vmm ? "yes" : "no", prop.warpSize); + device_vmm ? "yes" : "no", prop.warpSize, + (size_t)(prop.totalGlobalMem / (1024 * 1024))); #elif defined(GGML_USE_MUSA) // FIXME: Ensure compatibility with varying warp sizes across different MUSA archs. info.devices[id].warp_size = 32; info.devices[id].smpbo = prop.sharedMemPerBlockOptin; info.devices[id].cc = GGML_CUDA_CC_OFFSET_MTHREADS + prop.major * 0x100; info.devices[id].cc += prop.minor * 0x10; - GGML_LOG_INFO(" Device %d: %s, compute capability %d.%d, VMM: %s\n", - id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no"); + GGML_LOG_INFO(" Device %d: %s, compute capability %d.%d, VMM: %s, VRAM: %zu MiB\n", + id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no", + (size_t)(prop.totalGlobalMem / (1024 * 1024))); #else info.devices[id].smpbo = prop.sharedMemPerBlockOptin; info.devices[id].cc = 100*prop.major + 10*prop.minor; - GGML_LOG_INFO(" Device %d: %s, compute capability %d.%d, VMM: %s\n", - id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no"); + GGML_LOG_INFO(" Device %d: %s, compute capability %d.%d, VMM: %s, VRAM: %zu MiB\n", + id, prop.name, prop.major, prop.minor, device_vmm ? "yes" : "no", + (size_t)(prop.totalGlobalMem / (1024 * 1024))); std::string device_name(prop.name); if (device_name == "NVIDIA GeForce MX450") { turing_devices_without_mma.push_back({ id, device_name }); @@ -286,6 +300,7 @@ static ggml_cuda_device_info ggml_cuda_init() { // TODO: Check for future drivers the default scheduling strategy and // remove this call again when cudaDeviceScheduleSpin is default. if (prop.major == 12 && prop.minor == 1) { + CUDA_CHECK(cudaSetDevice(id)); CUDA_CHECK(cudaSetDeviceFlags(cudaDeviceScheduleSpin)); } @@ -309,6 +324,28 @@ static ggml_cuda_device_info ggml_cuda_init() { // configure logging to stdout // CUBLAS_CHECK(cublasLoggerConfigure(1, 1, 0, nullptr)); + for (int id = 0; id < info.device_count; ++id) { + ggml_cuda_set_device(id); + for (int id_other = 0; id_other < info.device_count; ++id_other) { + if (id == id_other) { + continue; + } + int can_access_peer; + CUDA_CHECK(cudaDeviceCanAccessPeer(&can_access_peer, id, id_other)); + if (can_access_peer) { + CUDA_CHECK(cudaDeviceEnablePeerAccess(id_other, 0)); + } + } + } + +#ifdef GGML_USE_NCCL + int dev_ids[GGML_CUDA_MAX_DEVICES]; + for (int id = 0; id < info.device_count; ++id) { + dev_ids[id] = id; + } + NCCL_CHECK(ncclCommInitAll(info.comms, info.device_count, dev_ids)); +#endif // GGML_USE_NCCL + return info; } @@ -617,26 +654,46 @@ static enum ggml_status ggml_backend_cuda_buffer_init_tensor(ggml_backend_buffer } static void ggml_backend_cuda_buffer_memset_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) { - ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context; + ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *) buffer->context; ggml_cuda_set_device(ctx->device); - CUDA_CHECK(cudaMemsetAsync((char *)tensor->data + offset, value, size, cudaStreamPerThread)); + CUDA_CHECK(cudaMemsetAsync((char *) tensor->data + offset, value, size, cudaStreamPerThread)); CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread)); } static void ggml_backend_cuda_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { - ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context; + ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *) buffer->context; ggml_cuda_set_device(ctx->device); - CUDA_CHECK(cudaMemcpyAsync((char *)tensor->data + offset, data, size, cudaMemcpyHostToDevice, cudaStreamPerThread)); + CUDA_CHECK(cudaMemcpyAsync((char *) tensor->data + offset, data, size, cudaMemcpyHostToDevice, cudaStreamPerThread)); CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread)); } static void ggml_backend_cuda_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { + ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *) buffer->context; + + ggml_cuda_set_device(ctx->device); + CUDA_CHECK(cudaMemcpyAsync(data, (const char *) tensor->data + offset, size, cudaMemcpyDeviceToHost, cudaStreamPerThread)); + CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread)); +} + +static void ggml_backend_cuda_buffer_set_tensor_2d(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, + size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data) { + ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *) buffer->context; + + ggml_cuda_set_device(ctx->device); + CUDA_CHECK(cudaMemcpy2DAsync( + (char *) tensor->data + offset, stride_tensor, data, stride_data, size, n_copies, cudaMemcpyHostToDevice, cudaStreamPerThread)); + CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread)); +} + +static void ggml_backend_cuda_buffer_get_tensor_2d(ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, + size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data) { ggml_backend_cuda_buffer_context * ctx = (ggml_backend_cuda_buffer_context *)buffer->context; ggml_cuda_set_device(ctx->device); - CUDA_CHECK(cudaMemcpyAsync(data, (const char *)tensor->data + offset, size, cudaMemcpyDeviceToHost, cudaStreamPerThread)); + CUDA_CHECK(cudaMemcpy2DAsync( + data, stride_data, (const char *) tensor->data + offset, stride_tensor, size, n_copies, cudaMemcpyDeviceToHost, cudaStreamPerThread)); CUDA_CHECK(cudaStreamSynchronize(cudaStreamPerThread)); } @@ -676,6 +733,8 @@ static const ggml_backend_buffer_i ggml_backend_cuda_buffer_interface = { /* .memset_tensor = */ ggml_backend_cuda_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_cuda_buffer_set_tensor, /* .get_tensor = */ ggml_backend_cuda_buffer_get_tensor, + /* .set_tensor_2d = */ ggml_backend_cuda_buffer_set_tensor_2d, + /* .get_tensor_2d = */ ggml_backend_cuda_buffer_get_tensor_2d, /* .cpy_tensor = */ ggml_backend_cuda_buffer_cpy_tensor, /* .clear = */ ggml_backend_cuda_buffer_clear, /* .reset = */ NULL, @@ -988,6 +1047,8 @@ static const ggml_backend_buffer_i ggml_backend_cuda_split_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_cuda_split_buffer_set_tensor, /* .get_tensor = */ ggml_backend_cuda_split_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, /* .clear = */ ggml_backend_cuda_split_buffer_clear, /* .reset = */ NULL, @@ -1064,6 +1125,83 @@ static const ggml_backend_buffer_type_i ggml_backend_cuda_split_buffer_type_inte /* .is_host = */ ggml_backend_cuda_split_buffer_type_is_host, }; +bool ggml_backend_cuda_allreduce_tensor(ggml_backend_t * backends, struct ggml_tensor ** tensors, size_t n_backends) { +#ifdef GGML_USE_NCCL + const int64_t ne = ggml_nelements(tensors[0]); + // FIXME the input of llm_graph_context::build_in_out_ids can produce a tensor with 0 elements if n_outputs == 0 + // This then causes a crash in this function + if (ne == 0) { + return true; + } + for (size_t i = 0; i < n_backends; ++i) { + GGML_ASSERT(tensors[i] != nullptr); + GGML_ASSERT(ggml_nelements(tensors[i]) == ne); + GGML_ASSERT(ggml_is_contiguously_allocated(tensors[i])); + } + + const ggml_cuda_device_info info = ggml_cuda_info(); + + // For small tensors, simply reduce them as FP32. + // The following heuristic for how "small" a tensor should be is based on RTX 4090s connected via 16x PCIe 4.0. + if ((n_backends <= 2 && ne < 32768) || (n_backends == 3 && ne < 131072) || (n_backends >= 4 && ne < 262144)) { + NCCL_CHECK(ncclGroupStart()); + for (size_t i = 0; i < n_backends; ++i) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backends[i]->context; + NCCL_CHECK(ncclAllReduce(tensors[i]->data, tensors[i]->data, ne, ncclFloat, ncclSum, info.comms[cuda_ctx->device], cuda_ctx->stream())); + } + NCCL_CHECK(ncclGroupEnd()); + + return true; + } + + // For large tensors it's faster to compress them to BF16 for the reduction: + to_bf16_cuda_t to_bf16 = ggml_get_to_bf16_cuda(GGML_TYPE_F32); + to_fp32_cuda_t to_fp32 = ggml_get_to_fp32_cuda(GGML_TYPE_BF16); + + ggml_cuda_pool_alloc tmp[GGML_CUDA_MAX_DEVICES]; + for (size_t i = 0; i < n_backends; ++i) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backends[i]->context; + tmp[i].pool = &cuda_ctx->pool(); + tmp[i].alloc(ne); + + ggml_cuda_set_device(i); + to_bf16(tensors[i]->data, tmp[i].get(), ne, cuda_ctx->stream()); + CUDA_CHECK(cudaGetLastError()); + } + + NCCL_CHECK(ncclGroupStart()); + for (size_t i = 0; i < n_backends; ++i) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backends[i]->context; + NCCL_CHECK(ncclAllReduce(tmp[i].get(), tmp[i].get(), ne, ncclBfloat16, ncclSum, info.comms[cuda_ctx->device], cuda_ctx->stream())); + } + NCCL_CHECK(ncclGroupEnd()); + + for (size_t i = 0; i < n_backends; ++i) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backends[i]->context; + + ggml_cuda_set_device(i); + to_fp32(tmp[i].get(), (float *) tensors[i]->data, ne, cuda_ctx->stream()); + CUDA_CHECK(cudaGetLastError()); + } + + return true; +#else + // If NCCL is installed it is used by default for optimal performance. + // However, NVIDIA does not distribute NCCL with CUDA so users may be unwittingly missing this package. + // RCCL is disabled by default, users are explicitly opting in. + // Therefore print no warning for RCCL. +#if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) + static bool warning_printed = false; + if (!warning_printed) { + GGML_LOG_WARN("%s: NVIDIA Collective Communications Library (NCCL) is unavailable, multi GPU performance will be suboptimal\n", __func__); + warning_printed = true; + } +#endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) + GGML_UNUSED_VARS(backends, tensors, n_backends); + return false; +#endif // GGML_USE_NCCL +} + ggml_backend_buffer_type_t ggml_backend_cuda_split_buffer_type(int main_device, const float * tensor_split) { static std::mutex mutex; std::lock_guard lock(mutex); @@ -1225,6 +1363,34 @@ static cudaError_t ggml_cuda_cpy_tensor_2d( } } +struct cublas_force_compute_type { + bool fp32 = false; + bool fp16 = false; +}; + +static const cublas_force_compute_type & ggml_cuda_cublas_get_force_compute_type() { + static const cublas_force_compute_type compute_type = [] { + cublas_force_compute_type result; + + const bool ggml_cuda_force_cublas_compute_32f_env = getenv("GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F") != nullptr; + const bool ggml_cuda_force_cublas_compute_16f_env = getenv("GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F") != nullptr; + + GGML_ASSERT(ggml_cuda_force_cublas_compute_16f_env == false || ggml_cuda_force_cublas_compute_32f_env == false); + + if (ggml_cuda_force_cublas_compute_32f_env) { + GGML_LOG_INFO("Detected GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F\n"); + result.fp32 = true; + } else if (ggml_cuda_force_cublas_compute_16f_env) { + GGML_LOG_INFO("Detected GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F\n"); + result.fp16 = true; + } + + return result; + }(); + + return compute_type; +} + static void ggml_cuda_op_mul_mat_cublas( ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst, const char * src0_dd_i, const float * src1_ddf_i, @@ -1253,7 +1419,12 @@ static void ggml_cuda_op_mul_mat_cublas( const bool supports_bf16 = GGML_CUDA_CC_IS_NVIDIA(cc) || GGML_CUDA_CC_IS_AMD(cc) || (GGML_CUDA_CC_IS_MTHREADS(cc) && cc >= GGML_CUDA_CC_QY2); - const bool use_fp16 = (src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type)) && ggml_is_contiguous(src0) && row_diff == src0->ne[1] && dst->op_params[0] == GGML_PREC_DEFAULT; + const bool use_fp16 = + src0->type != GGML_TYPE_NVFP4 && + (src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type)) && + ggml_is_contiguous(src0) && + row_diff == src0->ne[1] && + dst->op_params[0] == GGML_PREC_DEFAULT; if (supports_bf16 && src0->type == GGML_TYPE_BF16 && ggml_is_contiguous(src0) && row_diff == src0->ne[1]) { ggml_cuda_pool_alloc src1_as_bf16(ctx.pool(id)); @@ -1307,7 +1478,13 @@ static void ggml_cuda_op_mul_mat_cublas( CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(id), stream)); - if (GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) { + const auto & force_compute_type = ggml_cuda_cublas_get_force_compute_type(); + + if (!force_compute_type.fp16 && (GGML_CUDA_CC_IS_CDNA(cc) + || GGML_CUDA_CC_IS_RDNA4(cc) + || cc == GGML_CUDA_CC_VOLTA + || force_compute_type.fp32)) + { const float alpha = 1.0f; const float beta = 0.0f; CUBLAS_CHECK( @@ -1371,64 +1548,6 @@ static void ggml_cuda_op_mul_mat_cublas( GGML_UNUSED_VARS(dst, src1_ddq_i, src1_padded_row_size); } -static void ggml_cuda_set_peer_access(const int n_tokens, int main_device) { - static bool peer_access_enabled = false; - - const bool enable_peer_access = n_tokens <= GGML_CUDA_PEER_MAX_BATCH_SIZE; - - if (peer_access_enabled == enable_peer_access) { - return; - } - -#ifdef NDEBUG - for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) { - ggml_cuda_set_device(id); - CUDA_CHECK(cudaDeviceSynchronize()); - } - - for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) { - ggml_cuda_set_device(id); - - for (int id_other = 0; id_other < ggml_backend_cuda_get_device_count(); ++id_other) { - if (id == id_other) { - continue; - } - if (id != main_device && id_other != main_device) { - continue; - } - - int can_access_peer; - CUDA_CHECK(cudaDeviceCanAccessPeer(&can_access_peer, id, id_other)); - if (can_access_peer) { - if (enable_peer_access) { - cudaError_t err = cudaDeviceEnablePeerAccess(id_other, 0); - if (err != cudaErrorPeerAccessAlreadyEnabled) { - CUDA_CHECK(err); - } else { - // reset the error - (void)cudaGetLastError(); - } - } else { - cudaError_t err = cudaDeviceDisablePeerAccess(id_other); - if (err != cudaErrorPeerAccessNotEnabled) { - CUDA_CHECK(err); - } else { - // reset the error - (void)cudaGetLastError(); - } - } - } - } - } - - ggml_cuda_set_device(main_device); -#endif // NDEBUG - - peer_access_enabled = enable_peer_access; - - GGML_UNUSED(main_device); -} - static cudaError_t ggml_cuda_Memcpy2DPeerAsync( void * dst, int dstDevice, size_t dpitch, void * src, int srcDevice, size_t spitch, size_t width, size_t height, cudaStream_t stream) { @@ -1906,10 +2025,23 @@ static void ggml_cuda_mul_mat_batched_cublas_impl(ggml_backend_cuda_context & ct cudaDataType_t cu_data_type_b = traits::data_type; const void * alpha = traits::get_alpha(); const void * beta = traits::get_beta(); - const float alpha_f32 = 1.0f; - const float beta_f32 = 0.0f; - if (dst->op_params[0] == GGML_PREC_DEFAULT) { + const auto & force_compute_type = ggml_cuda_cublas_get_force_compute_type(); + + int id = ggml_cuda_get_device(); + const int cc = ggml_cuda_info().devices[id].cc; + static constexpr bool is_src0_type_f16 = src0_type == GGML_TYPE_F16; + + // bf16 and fp32 are already being computed in fp32 (ensure it using static_assert), + // so checking necessity of forced fp32 only for fp16 src0_type + static_assert(is_src0_type_f16 || traits::compute_type == CUBLAS_COMPUTE_32F); + + const bool need_compute_32f = is_src0_type_f16 && !force_compute_type.fp16 && (GGML_CUDA_CC_IS_CDNA(cc) + || GGML_CUDA_CC_IS_RDNA4(cc) + || cc == GGML_CUDA_CC_VOLTA + || force_compute_type.fp32); + + if (dst->op_params[0] == GGML_PREC_DEFAULT && !need_compute_32f) { if constexpr (src0_type == GGML_TYPE_F32) { dst_t = (char *) dst_ddf; // Direct F32 output } else { @@ -1919,18 +2051,10 @@ static void ggml_cuda_mul_mat_batched_cublas_impl(ggml_backend_cuda_context & ct } } else { dst_t = (char *) dst_ddf; - cu_compute_type = CUBLAS_COMPUTE_32F; - cu_data_type = CUDA_R_32F; - alpha = &alpha_f32; - beta = &beta_f32; - } - - int id = ggml_cuda_get_device(); - const int cc = ggml_cuda_info().devices[id].cc; - if (GGML_CUDA_CC_IS_CDNA(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) { - cu_compute_type = CUBLAS_COMPUTE_32F; - alpha = &alpha_f32; - beta = &beta_f32; + cu_compute_type = batched_mul_mat_traits::compute_type; + cu_data_type = batched_mul_mat_traits::data_type; + alpha = batched_mul_mat_traits::get_alpha(); + beta = batched_mul_mat_traits::get_beta(); } GGML_ASSERT(ne12 % ne02 == 0); @@ -2283,7 +2407,8 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * static_assert(MMVQ_MAX_BATCH_SIZE == MMVF_MAX_BATCH_SIZE); if (ne2 <= MMVQ_MAX_BATCH_SIZE) { if (ggml_is_quantized(src0->type)) { - if (ne2 <= MMVQ_MMID_MAX_BATCH_SIZE) { + const int mmvq_mmid_max = get_mmvq_mmid_max_batch(src0->type, cc); + if (ne2 <= mmvq_mmid_max) { ggml_cuda_mul_mat_vec_q(ctx, src0, src1, ids, dst); return; } @@ -2423,11 +2548,6 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * } static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct ggml_tensor * dst) { - // why is this here instead of mul_mat? - if (dst->src[0] != nullptr && ggml_backend_buft_is_cuda_split(dst->src[0]->buffer->buft)) { - ggml_cuda_set_peer_access(dst->src[1]->ne[1], ctx.device); - } - switch (dst->op) { case GGML_OP_ARGMAX: ggml_cuda_argmax(ctx, dst); @@ -2733,6 +2853,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_GATED_LINEAR_ATTN: ggml_cuda_op_gated_linear_attn(ctx, dst); break; + case GGML_OP_GATED_DELTA_NET: + ggml_cuda_op_gated_delta_net(ctx, dst); + break; case GGML_OP_RWKV_WKV7: ggml_cuda_op_rwkv_wkv7(ctx, dst); break; @@ -2782,21 +2905,43 @@ static void ggml_backend_cuda_free(ggml_backend_t backend) { } static void ggml_backend_cuda_set_tensor_async(ggml_backend_t backend, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { - ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context; + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backend->context; ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type"); - CUDA_CHECK(cudaMemcpyAsync((char *)tensor->data + offset, data, size, cudaMemcpyHostToDevice, cuda_ctx->stream())); + CUDA_CHECK(cudaMemcpyAsync((char *) tensor->data + offset, data, size, cudaMemcpyHostToDevice, cuda_ctx->stream())); } static void ggml_backend_cuda_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { - ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *)backend->context; + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backend->context; ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type"); - CUDA_CHECK(cudaMemcpyAsync(data, (const char *)tensor->data + offset, size, cudaMemcpyDeviceToHost, cuda_ctx->stream())); + CUDA_CHECK(cudaMemcpyAsync(data, (const char *) tensor->data + offset, size, cudaMemcpyDeviceToHost, cuda_ctx->stream())); +} + +static void ggml_backend_cuda_set_tensor_2d_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, + size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backend->context; + ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + + GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type"); + + CUDA_CHECK(cudaMemcpy2DAsync( + (char *) tensor->data + offset, stride_tensor, data, stride_data, size, n_copies, cudaMemcpyHostToDevice, cuda_ctx->stream())); +} + +static void ggml_backend_cuda_get_tensor_2d_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, + size_t offset, size_t size, size_t n_copies, size_t stride_tensor, size_t stride_data) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backend->context; + ggml_backend_buffer_t buf = tensor->view_src ? tensor->view_src->buffer : tensor->buffer; + + GGML_ASSERT(buf->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) && "unsupported buffer type"); + + CUDA_CHECK(cudaMemcpy2DAsync( + data, stride_data, (const char *) tensor->data + offset, stride_tensor, size, n_copies, cudaMemcpyDeviceToHost, cuda_ctx->stream())); } static bool ggml_backend_cuda_cpy_tensor_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const ggml_tensor * src, ggml_tensor * dst) { @@ -2807,21 +2952,21 @@ static bool ggml_backend_cuda_cpy_tensor_async(ggml_backend_t backend_src, ggml_ return false; } - if (!ggml_backend_buffer_is_cuda(src->buffer) || !ggml_backend_buffer_is_cuda(dst->buffer)) { + if (!ggml_backend_buffer_is_cuda(buf_src) || !ggml_backend_buffer_is_cuda(buf_dst)) { return false; } // device -> device copy - ggml_backend_cuda_context * cuda_ctx_src = (ggml_backend_cuda_context *)backend_src->context; - ggml_backend_cuda_context * cuda_ctx_dst = (ggml_backend_cuda_context *)backend_dst->context; + ggml_backend_cuda_context * cuda_ctx_src = (ggml_backend_cuda_context *) backend_src->context; + ggml_backend_cuda_context * cuda_ctx_dst = (ggml_backend_cuda_context *) backend_dst->context; - ggml_backend_cuda_buffer_context * buf_ctx_src = (ggml_backend_cuda_buffer_context *)buf_src->context; - ggml_backend_cuda_buffer_context * buf_ctx_dst = (ggml_backend_cuda_buffer_context *)buf_dst->context; + ggml_backend_cuda_buffer_context * buf_ctx_src = (ggml_backend_cuda_buffer_context *) buf_src->context; + ggml_backend_cuda_buffer_context * buf_ctx_dst = (ggml_backend_cuda_buffer_context *) buf_dst->context; if (cuda_ctx_src->device != buf_ctx_src->device || cuda_ctx_dst->device != buf_ctx_dst->device) { #ifndef NDEBUG GGML_LOG_DEBUG("%s: backend and buffer devices do not match\n", __func__); -#endif +#endif // NDEBUG return false; } @@ -2834,7 +2979,7 @@ static bool ggml_backend_cuda_cpy_tensor_async(ggml_backend_t backend_src, ggml_ return false; #else CUDA_CHECK(cudaMemcpyPeerAsync(dst->data, cuda_ctx_dst->device, src->data, cuda_ctx_src->device, ggml_nbytes(dst), cuda_ctx_src->stream())); -#endif +#endif // GGML_CUDA_NO_PEER_COPY } // record event on src stream after the copy @@ -2883,14 +3028,18 @@ static bool ggml_cuda_graph_check_compability(ggml_cgraph * cgraph) { } // [TAG_MUL_MAT_ID_CUDA_GRAPHS] - if (node->op == GGML_OP_MUL_MAT_ID && (!ggml_is_quantized(node->src[0]->type) || node->ne[2] > MMVQ_MMID_MAX_BATCH_SIZE)) { - // under these conditions, the mul_mat_id operation will need to synchronize the stream, so we cannot use CUDA graphs - // TODO: figure out a way to enable for larger batch sizes, without hurting performance - // ref: https://github.com/ggml-org/llama.cpp/pull/18958 - use_cuda_graph = false; + if (node->op == GGML_OP_MUL_MAT_ID) { + const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc; + const int mmvq_mmid_max = get_mmvq_mmid_max_batch(node->src[0]->type, cc); + if (!ggml_is_quantized(node->src[0]->type) || node->ne[2] > mmvq_mmid_max) { + // under these conditions, the mul_mat_id operation will need to synchronize the stream, so we cannot use CUDA graphs + // TODO: figure out a way to enable for larger batch sizes, without hurting performance + // ref: https://github.com/ggml-org/llama.cpp/pull/18958 + use_cuda_graph = false; #ifndef NDEBUG - GGML_LOG_DEBUG("%s: disabling CUDA graphs due to unsupported node type\n", __func__); + GGML_LOG_DEBUG("%s: disabling CUDA graphs due to unsupported node type\n", __func__); #endif + } } if (!use_cuda_graph) { @@ -2901,74 +3050,6 @@ static bool ggml_cuda_graph_check_compability(ggml_cgraph * cgraph) { return use_cuda_graph; } -static void ggml_cuda_graph_node_set_properties(ggml_cuda_graph_node_properties * props, ggml_tensor * node) { - memset(props, 0, sizeof(ggml_cuda_graph_node_properties)); - props->node_data = node->data; - props->node_op = node->op; - props->node_type = node->type; - props->flags = node->flags; - for (int i = 0; i < GGML_MAX_DIMS; i++) { - props->ne[i] = node->ne[i]; - props->nb[i] = node->nb[i]; - } - for (int i = 0; i < GGML_MAX_SRC; i++) { - if (!node->src[i]) { - continue; - } - - props->src_data[i] = node->src[i]->data; - } - memcpy(props->op_params, node->op_params, GGML_MAX_OP_PARAMS); -} - -static bool ggml_cuda_graph_node_properties_match(ggml_tensor * node, ggml_cuda_graph_node_properties * props) { - if (node->data != props->node_data && node->op != GGML_OP_VIEW) { - return false; - } - - if (node->op != props->node_op) { - return false; - } - - if (node->type != props->node_type) { - return false; - } - - for (int i = 0; i < GGML_MAX_DIMS; i++) { - if (node->ne[i] != props->ne[i]) { - return false; - } - if (node->nb[i] != props->nb[i]) { - return false; - } - } - - if (node->op != GGML_OP_VIEW) { - for (int i = 0; i < GGML_MAX_SRC; i++) { - if (!node->src[i]) { - if (props->src_data[i] != nullptr) { - return false; - } - continue; - } - - if (node->src[i]->data != props->src_data[i]) { - return false; - } - } - } - - if (memcmp(props->op_params, node->op_params, GGML_MAX_OP_PARAMS) != 0) { - return false; - } - - if ((node->flags & GGML_TENSOR_FLAG_COMPUTE) != (props->flags & GGML_TENSOR_FLAG_COMPUTE)) { - return false; - } - - return true; -} - static const void * ggml_cuda_graph_get_key(ggml_cgraph * cgraph) { return cgraph->nodes[0]; } @@ -2980,52 +3061,27 @@ static bool ggml_cuda_graph_update_required(ggml_backend_cuda_context * cuda_ctx ggml_cuda_graph * graph = cuda_ctx->cuda_graph(graph_key); // Check if the graph size has changed - if (graph->props.size() != (size_t)cgraph->n_nodes) { + if ((int)graph->node_props.size() != cgraph->n_nodes) { res = true; - graph->props.resize(cgraph->n_nodes); + graph->node_props.resize(cgraph->n_nodes); } - // Loop over nodes in GGML graph to determine if CUDA graph update is required - // and store properties to allow this comparison for the next token - std::unordered_set seen_node; - std::vector srcs_extra; for (int i = 0; i < cgraph->n_nodes; i++) { - bool props_match = true; + ggml_cuda_graph::node_properties prop = {}; + memcpy(&prop.node, cgraph->nodes[i], sizeof(ggml_tensor)); - seen_node.insert(cgraph->nodes[i]); - - if (!res) { - props_match = ggml_cuda_graph_node_properties_match(cgraph->nodes[i], &graph->props[i]); - } - if (!props_match) { - res = true; - } - ggml_cuda_graph_node_set_properties(&graph->props[i], cgraph->nodes[i]); - - for (int src_idx = 0; src_idx < GGML_MAX_SRC; ++src_idx) { - ggml_tensor * src = cgraph->nodes[i]->src[src_idx]; - if (src && seen_node.find(src) == seen_node.end()) { - srcs_extra.push_back(src); + for (int j = 0; j < GGML_MAX_SRC; ++j) { + if (cgraph->nodes[i]->src[j]) { + prop.node_src_data_ptrs[j] = cgraph->nodes[i]->src[j]->data; + memcpy(prop.node_src_ne[j], cgraph->nodes[i]->src[j]->ne, sizeof(prop.node_src_ne[j])); + memcpy(prop.node_src_nb[j], cgraph->nodes[i]->src[j]->nb, sizeof(prop.node_src_nb[j])); } } - } - if (graph->extra.size() != (size_t) srcs_extra.size()) { - res = true; - graph->extra.resize(srcs_extra.size()); - } - - for (size_t i = 0; i < srcs_extra.size(); ++i) { - bool props_match = true; - - if (!res) { - props_match = ggml_cuda_graph_node_properties_match(srcs_extra[i], &graph->extra[i]); - } - - if (!props_match) { + if (res || memcmp(&graph->node_props[i], &prop, sizeof(prop)) != 0) { + graph->node_props[i] = prop; res = true; } - ggml_cuda_graph_node_set_properties(&graph->extra[i], srcs_extra[i]); } return res; @@ -3240,6 +3296,71 @@ static bool ggml_cuda_topk_moe_fusion(const struct ggml_cgraph * cgraph, int nod return true; } +// returns whether the write (out) nodes overwrite the read nodes in operation +static bool ggml_cuda_check_fusion_memory_ranges(const ggml_cgraph * cgraph, + const int node_idx, + const int node_count, + const int * out_nodes, + const int out_count, + const bool is_topk_moe = false) { + auto nodes_overlap = [&](const ggml_tensor * a, const ggml_tensor * b) { + const int64_t a_start = (int64_t) a->data; + const int64_t a_end = a_start + ggml_backend_buft_get_alloc_size(a->buffer->buft, a); + + const int64_t b_start = (int64_t) b->data; + const int64_t b_end = b_start + ggml_backend_buft_get_alloc_size(b->buffer->buft, b); + + if ((b_start <= a_start && a_start < b_end) || (a_start <= b_start && b_start < a_end)) { + return true; + } + + return false; + }; + + bool is_ok = true; + // exception for topk-moe, as each row is read entirely before writing + if (ggml_nrows(cgraph->nodes[node_idx]) == 1 && is_topk_moe) { + return true; + } + + for (int i = 0; i < out_count; ++i) { + const ggml_tensor * dst = cgraph->nodes[out_nodes[i]]; + + for (int j = node_idx; j < node_idx + node_count; ++j) { + // Loop over all srcs of all nodes in the fusion. If the src overlaps + // the destination and the src is not an intermediate node that's being + // elided, then disable fusion. + + for (int src_idx = 0; src_idx < GGML_MAX_SRC; ++src_idx) { + const ggml_tensor * src = cgraph->nodes[j]->src[src_idx]; + + if (!src || src->op == GGML_OP_NONE) { + continue; + } + + if (nodes_overlap(dst, src)) { + bool found = false; + + for (int k = node_idx; k < j; ++k) { + if (cgraph->nodes[k] == src) { + found = true; + break; + } + } + + if (!found) { + is_ok = false; + break; + } + } + } + } + } + + return is_ok; +} + + static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, int node_idx, std::initializer_list ops, @@ -3269,7 +3390,8 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, const ggml_tensor * glu = cgraph->nodes[node_idx + 4]; if (ggml_cuda_should_fuse_mul_mat(ffn_up, ffn_gate, glu, ffn_up_bias, ffn_gate_bias)) { - return true; + int out_nodes[] = { node_idx + 4 }; + return ggml_cuda_check_fusion_memory_ranges(cgraph, node_idx, (int)ops.size(), out_nodes, 1); } } @@ -3280,7 +3402,8 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, const ggml_tensor * glu = cgraph->nodes[node_idx + 2]; if (ggml_cuda_should_fuse_mul_mat(ffn_up, ffn_gate, glu)) { - return true; + int out_nodes[] = { node_idx + 2 }; + return ggml_cuda_check_fusion_memory_ranges(cgraph, node_idx, (int)ops.size(), out_nodes, 1); } } @@ -3330,7 +3453,7 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, return false; } - //rms_norm kernel assumes contigous rows + //rms_norm kernel assumes contiguous rows if (!ggml_is_contiguous_rows(mul->src[0]) || !ggml_is_contiguous_rows(mul->src[1])) { return false; } @@ -3342,6 +3465,46 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, return true; } + if (ops.size() == 2 && ops.begin()[0] == GGML_OP_SSM_CONV && ops.begin()[1] == GGML_OP_UNARY + && unary_ops.size() == 1 && unary_ops.begin()[0] == GGML_UNARY_OP_SILU) { + const ggml_tensor * ssm_conv = cgraph->nodes[node_idx]; + const ggml_tensor * silu = cgraph->nodes[node_idx+1]; + + if (ssm_conv->type != GGML_TYPE_F32 || silu->type != GGML_TYPE_F32) { + return false; + } + + return true; + } + + if (ops.size() == 2 && ops.begin()[0] == GGML_OP_UNARY && ops.begin()[1] == GGML_OP_MUL + && unary_ops.size() == 1 && (unary_ops.begin()[0] == GGML_UNARY_OP_SILU || unary_ops.begin()[0] == GGML_UNARY_OP_SIGMOID || unary_ops.begin()[0] == GGML_UNARY_OP_SOFTPLUS)) { + const ggml_tensor * unary = cgraph->nodes[node_idx]; + const ggml_tensor * mul = cgraph->nodes[node_idx+1]; + + if (ggml_get_unary_op(unary) != unary_ops.begin()[0]) { + return false; + } + + if (unary->type != GGML_TYPE_F32 && unary->type != GGML_TYPE_F16) { + return false; + } + + if (unary->type != mul->type) { + return false; + } + + const ggml_tensor * other = (mul->src[0] == unary) ? mul->src[1] : mul->src[0]; + if (other->type != unary->type) { + return false; + } + if (!ggml_is_contiguous_1(other) || !ggml_is_contiguous_1(unary->src[0]) || !ggml_are_same_shape(other, unary)) { + return false; + } + + return true; + } + if (ops.size() == 3 && ops.begin()[0] == GGML_OP_SCALE && ops.begin()[1] == GGML_OP_UNARY && ops.begin()[2] == GGML_OP_SCALE && unary_ops.size() == 1 && unary_ops.begin()[0] == GGML_UNARY_OP_TANH) { const ggml_tensor *scale = cgraph->nodes[node_idx]; @@ -3562,7 +3725,8 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud out_nodes[1] = i + ops.size() - 1; if (ggml_can_fuse_subgraph(cgraph, i, ops.size(), ops.data(), out_nodes, 2) && - ggml_cuda_should_use_topk_moe(node, logits, weights, ids)) { + ggml_cuda_should_use_topk_moe(node, logits, weights, ids) && + ggml_cuda_check_fusion_memory_ranges(cgraph, i, ops.size(), out_nodes, 2, /*is_topk_moe=*/ true)) { ggml_cuda_op_topk_moe(*cuda_ctx, logits, weights, ids, clamp, scale, bias, args); i += ops.size() - 1; continue; @@ -3577,7 +3741,8 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud int out_nodes[2] = { i + 1, i + 5 }; if (ggml_can_fuse_subgraph(cgraph, i, ops.size(), ops.data(), out_nodes, 2) && - ggml_cuda_should_use_topk_moe(softmax, logits, weights, ids)) { + ggml_cuda_should_use_topk_moe(softmax, logits, weights, ids) && + ggml_cuda_check_fusion_memory_ranges(cgraph, i, ops.size(), out_nodes, 2, /*is_topk_moe=*/ true)) { ggml_cuda_op_topk_moe(*cuda_ctx, logits, weights, ids, clamp, scale, bias, args); i += ops.size() - 1; continue; @@ -3595,10 +3760,10 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud continue; } - if (node->op == GGML_OP_ADD) { + if (node->op == GGML_OP_ADD || node->op == GGML_OP_MUL) { int n_fuse = 0; ggml_op ops[8]; - std::fill(ops, ops + 8, GGML_OP_ADD); + std::fill(ops, ops + 8, node->op); for (; n_fuse <= 6; ++n_fuse){ if (!ggml_can_fuse(cgraph, i + n_fuse, ops + n_fuse, 2)) { @@ -3615,13 +3780,17 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud n_fuse++; if (n_fuse > 1) { - ggml_tensor fused_add_node; - memcpy(&fused_add_node, node, sizeof(ggml_tensor)); + ggml_tensor fused_node; + memcpy(&fused_node, node, sizeof(ggml_tensor)); for (int j = 0; j < n_fuse - 1; ++j) { - fused_add_node.src[j + 2] = cgraph->nodes[i + j + 1]->src[1]; + fused_node.src[j + 2] = cgraph->nodes[i + j + 1]->src[1]; + } + fused_node.data = cgraph->nodes[i + n_fuse - 1]->data; + if (node->op == GGML_OP_ADD) { + ggml_cuda_op_fused_add(*cuda_ctx, &fused_node, n_fuse); + } else { + ggml_cuda_op_fused_mul(*cuda_ctx, &fused_node, n_fuse); } - fused_add_node.data = cgraph->nodes[i + n_fuse - 1]->data; - ggml_cuda_op_fused_add(*cuda_ctx, &fused_add_node, n_fuse); i += n_fuse - 1; continue; @@ -3830,6 +3999,20 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud continue; } + if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_SSM_CONV, GGML_OP_UNARY }, { GGML_UNARY_OP_SILU })) { + ggml_cuda_op_ssm_conv(*cuda_ctx, node, cgraph->nodes[i+1]); + i++; + continue; + } + + if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_UNARY, GGML_OP_MUL }, { GGML_UNARY_OP_SILU }) || + ggml_cuda_can_fuse(cgraph, i, { GGML_OP_UNARY, GGML_OP_MUL }, { GGML_UNARY_OP_SIGMOID }) || + ggml_cuda_can_fuse(cgraph, i, { GGML_OP_UNARY, GGML_OP_MUL }, { GGML_UNARY_OP_SOFTPLUS })) { + ggml_cuda_op_unary_mul(*cuda_ctx, node, cgraph->nodes[i+1]); + i++; + continue; + } + if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_SCALE, GGML_OP_UNARY, GGML_OP_SCALE }, { GGML_UNARY_OP_TANH })) { i += 2; ggml_cuda_op_softcap(*cuda_ctx, cgraph->nodes[i], node); @@ -4248,6 +4431,8 @@ static const ggml_backend_i ggml_backend_cuda_interface = { /* .free = */ ggml_backend_cuda_free, /* .set_tensor_async = */ ggml_backend_cuda_set_tensor_async, /* .get_tensor_async = */ ggml_backend_cuda_get_tensor_async, + /* .get_tensor_2d_async = */ ggml_backend_cuda_set_tensor_2d_async, + /* .set_tensor_2d_async = */ ggml_backend_cuda_get_tensor_2d_async, /* .cpy_tensor_async = */ ggml_backend_cuda_cpy_tensor_async, /* .synchronize = */ ggml_backend_cuda_synchronize, /* .graph_plan_create = */ NULL, @@ -4604,6 +4789,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_TYPE_Q5_1: case GGML_TYPE_Q8_0: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -4849,6 +5035,13 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_GATED_LINEAR_ATTN: case GGML_OP_RWKV_WKV7: return true; + case GGML_OP_GATED_DELTA_NET: + //TODO: enable once MUSA compiler is solved https://github.com/ggml-org/llama.cpp/pull/19504#issuecomment-4018634327 +#ifdef GGML_USE_MUSA + return false; +#else + return true; +#endif // GGML_USE_MUSA case GGML_OP_FLASH_ATTN_EXT: return ggml_cuda_flash_attn_ext_supported(dev_ctx->device, op); case GGML_OP_CROSS_ENTROPY_LOSS: @@ -5027,6 +5220,9 @@ static ggml_backend_feature * ggml_backend_cuda_get_features(ggml_backend_reg_t static void * ggml_backend_cuda_reg_get_proc_address(ggml_backend_reg_t reg, const char * name) { GGML_UNUSED(reg); + if (strcmp(name, "ggml_backend_allreduce_tensor") == 0) { + return (void *)ggml_backend_cuda_allreduce_tensor; + } if (strcmp(name, "ggml_backend_split_buffer_type") == 0) { return (void *)ggml_backend_cuda_split_buffer_type; } diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index 5d1dadd3e4..c91dd2d9ad 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -1025,7 +1025,8 @@ namespace ggml_cuda_mma { const floatx2_t& a_frag = reinterpret_cast(A.x[0]); const floatx2_t& b_frag = reinterpret_cast(B.x[0]); acc_frag = __builtin_amdgcn_mfma_f32_16x16x8_xf32(a_frag, b_frag, acc_frag, 0, 0, 0); -#elif defined(CDNA2) || defined(CDNA1) +#elif defined(CDNA4) || defined(CDNA2) || defined(CDNA1) + // CDNA4 (gfx950) does not support xf32 MFMA, use f32 path like CDNA2/CDNA1 #pragma unroll for (int i = 0; i < 2; ++i) { acc_frag = __builtin_amdgcn_mfma_f32_16x16x4f32(A.x[i], B.x[i], acc_frag, 0, 0, 0); @@ -1187,7 +1188,7 @@ namespace ggml_cuda_mma { #elif defined(AMD_MFMA_AVAILABLE) using floatx4_t = __attribute__((ext_vector_type(4))) float; floatx4_t& acc_frag = reinterpret_cast(D.x[0]); -#if defined(CDNA3) || defined(CDNA2) +#if defined(CDNA4) || defined(CDNA3) || defined(CDNA2) using bf16x4_t = __attribute__((ext_vector_type(4))) __bf16; const bf16x4_t& a_frag = reinterpret_cast(A.x[0]); const bf16x4_t& b_frag = reinterpret_cast(B.x[0]); @@ -1216,12 +1217,12 @@ namespace ggml_cuda_mma { #if defined(AMD_MFMA_AVAILABLE) using int32x4_t = __attribute__((__vector_size__(4 * sizeof(int)))) int; int32x4_t * acc = (int32x4_t *) D.x; -#if defined(CDNA3) +#if defined(CDNA4) || defined(CDNA3) acc[0] = __builtin_amdgcn_mfma_i32_16x16x32_i8(((int64_t *) A.x)[0], ((int64_t *) B.x)[0], acc[0], 0, 0, 0); -#elif defined(CDNA2) || defined(CDNA) +#elif defined(CDNA2) || defined(CDNA1) acc[0] = __builtin_amdgcn_mfma_i32_16x16x16i8(A.x[0], B.x[0], acc[0], @@ -1230,7 +1231,7 @@ namespace ggml_cuda_mma { B.x[1], acc[0], 0, 0, 0); -#endif // defined(CDNA3) +#endif // defined(CDNA4) || defined(CDNA3) #elif defined(AMD_WMMA_AVAILABLE) @@ -1295,12 +1296,12 @@ namespace ggml_cuda_mma { #if defined(AMD_MFMA_AVAILABLE) using int32x16_t = __attribute__((__vector_size__(16 * sizeof(int)))) int; int32x16_t * acc = (int32x16_t *) D.x; -#if defined(CDNA3) +#if defined(CDNA4) || defined(CDNA3) acc[0] = __builtin_amdgcn_mfma_i32_32x32x16_i8(((int64_t *) A.x)[0], ((int64_t *) B.x)[0], acc[0], 0, 0, 0); -#elif defined(CDNA2) || defined(CDNA) +#elif defined(CDNA2) || defined(CDNA1) acc[0] = __builtin_amdgcn_mfma_i32_32x32x8i8(A.x[0], B.x[0], acc[0], @@ -1309,7 +1310,7 @@ namespace ggml_cuda_mma { B.x[1], acc[0], 0, 0, 0); -#endif // defined(CDNA3) +#endif // defined(CDNA4) || defined(CDNA3) #else GGML_UNUSED_VARS(D, A, B); diff --git a/ggml/src/ggml-cuda/mmq.cu b/ggml/src/ggml-cuda/mmq.cu index 9a69f41d15..27b4145ac9 100644 --- a/ggml/src/ggml-cuda/mmq.cu +++ b/ggml/src/ggml-cuda/mmq.cu @@ -23,6 +23,9 @@ static void ggml_cuda_mul_mat_q_switch_type(ggml_backend_cuda_context & ctx, con case GGML_TYPE_MXFP4: mul_mat_q_case(ctx, args, stream); break; + case GGML_TYPE_NVFP4: + mul_mat_q_case(ctx, args, stream); + break; case GGML_TYPE_Q2_K: mul_mat_q_case(ctx, args, stream); break; @@ -273,6 +276,7 @@ bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11, int64_t case GGML_TYPE_Q5_1: case GGML_TYPE_Q8_0: case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: @@ -362,5 +366,4 @@ bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11, int64_t } return (!GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE; - } diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh index 255e59f6fc..1891114147 100644 --- a/ggml/src/ggml-cuda/mmq.cuh +++ b/ggml/src/ggml-cuda/mmq.cuh @@ -68,6 +68,8 @@ static mmq_q8_1_ds_layout mmq_get_q8_1_ds_layout(const ggml_type type_x) { return MMQ_Q8_1_DS_LAYOUT_D4; case GGML_TYPE_MXFP4: return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_NVFP4: + return MMQ_Q8_1_DS_LAYOUT_D4; case GGML_TYPE_Q2_K: return MMQ_Q8_1_DS_LAYOUT_D2S6; case GGML_TYPE_Q3_K: @@ -189,6 +191,7 @@ static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml case GGML_TYPE_Q5_1: return MMQ_DP4A_TXS_Q8_1; case GGML_TYPE_Q8_0: return MMQ_DP4A_TXS_Q8_0; case GGML_TYPE_MXFP4: return MMQ_DP4A_TXS_Q8_1; + case GGML_TYPE_NVFP4: return MMQ_DP4A_TXS_Q8_0_16; case GGML_TYPE_Q2_K: return MMQ_DP4A_TXS_Q2_K; case GGML_TYPE_Q3_K: return MMQ_DP4A_TXS_Q3_K; case GGML_TYPE_Q4_K: return MMQ_DP4A_TXS_Q4_K; @@ -206,12 +209,13 @@ static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml } } -#define MMQ_MMA_TILE_X_K_Q8_0 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0 + 4) -#define MMQ_MMA_TILE_X_K_FP4 (2*MMQ_TILE_NE_K + 8 + 4) -#define MMQ_MMA_TILE_X_K_Q8_1 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0 + 4) -#define MMQ_MMA_TILE_X_K_Q2_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K + 4) -#define MMQ_MMA_TILE_X_K_Q3_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/2 + 4) -#define MMQ_MMA_TILE_X_K_Q6_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI6_K + MMQ_TILE_NE_K/8 + 7) +#define MMQ_MMA_TILE_X_K_Q8_0 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_FP4 (2*MMQ_TILE_NE_K + 8 + 4) // MXFP4 +#define MMQ_MMA_TILE_X_K_NVFP4 (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/2 + 4) // NVFP4 +#define MMQ_MMA_TILE_X_K_Q8_1 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_Q2_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K + 4) +#define MMQ_MMA_TILE_X_K_Q3_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/2 + 4) +#define MMQ_MMA_TILE_X_K_Q6_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI6_K + MMQ_TILE_NE_K/8 + 7) static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding."); @@ -220,6 +224,8 @@ static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_FP4 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_FP4 == MMQ_MMA_TILE_X_K_Q8_1, "Wrong tile size for MXFP4"); +static_assert(MMQ_MMA_TILE_X_K_NVFP4 % 8 == 4, "Wrong padding."); + static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) { switch (type) { @@ -230,6 +236,7 @@ static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) { case GGML_TYPE_Q8_0: return MMQ_MMA_TILE_X_K_Q8_0; // tile sizes are the same for Q8_1 and FP4 for blackwell case GGML_TYPE_MXFP4: return MMQ_MMA_TILE_X_K_Q8_1; + case GGML_TYPE_NVFP4: return MMQ_MMA_TILE_X_K_NVFP4; case GGML_TYPE_Q2_K: return MMQ_MMA_TILE_X_K_Q2_K; case GGML_TYPE_Q3_K: return MMQ_MMA_TILE_X_K_Q3_K; case GGML_TYPE_Q4_K: return MMQ_MMA_TILE_X_K_Q8_1; @@ -379,17 +386,25 @@ static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a( #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += warp_size) { const int i = i0 + threadIdx.x; - const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); int u[2*VDR_Q4_0_Q8_1_MMQ]; -#pragma unroll - for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_0)]; + constexpr int max_cpy = ggml_cuda_get_max_cpy_bytes(); + constexpr int mcpy_int = max_cpy / sizeof(int); + static_assert(VDR_Q4_0_Q8_1_MMQ == 4, "bad VDR_Q4_0_Q8_1_MMQ"); + + int tmp0[4], tmp1[4]; + + #pragma unroll + for (int l0 = 0; l0 < 4 / mcpy_int; ++l0) { + ggml_cuda_memcpy_1(tmp0 + l0 * mcpy_int, &y_qs[j*MMQ_TILE_Y_K + kyqs + l0 * mcpy_int] ); + ggml_cuda_memcpy_1(tmp1 + l0 * mcpy_int, &y_qs[j*MMQ_TILE_Y_K + kyqs + QI4_0 + l0 * mcpy_int]); } + u[0]=tmp0[0]; u[2]=tmp0[1]; u[4]=tmp0[2]; u[6]=tmp0[3]; + u[1]=tmp1[0]; u[3]=tmp1[1]; u[5]=tmp1[2]; u[7]=tmp1[3]; + sum[j0/nwarps*mmq_y/warp_size + i0/warp_size] += vec_dot_q4_0_q8_1_impl (&x_qs[i*(MMQ_TILE_NE_K + 1) + k0/QR4_0], u, x_df[i*(MMQ_TILE_NE_K/QI4_0) + i/QI4_0 + k0/(QR4_0*QI4_0)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); @@ -482,17 +497,25 @@ static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a( #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += warp_size) { const int i = i0 + threadIdx.x; - const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); int u[2*VDR_Q4_1_Q8_1_MMQ]; -#pragma unroll - for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_1)]; + constexpr int max_cpy = ggml_cuda_get_max_cpy_bytes(); + constexpr int mcpy_int = max_cpy / sizeof(int); + static_assert(VDR_Q4_0_Q8_1_MMQ == 4, "bad VDR_Q4_0_Q8_1_MMQ"); + + int tmp0[4], tmp1[4]; + + #pragma unroll + for (int l0 = 0; l0 < 4 / mcpy_int; ++l0) { + ggml_cuda_memcpy_1(tmp0 + l0 * mcpy_int, &y_qs[j*MMQ_TILE_Y_K + kyqs + l0 * mcpy_int] ); + ggml_cuda_memcpy_1(tmp1 + l0 * mcpy_int, &y_qs[j*MMQ_TILE_Y_K + kyqs + QI4_1 + l0 * mcpy_int]); } + u[0]=tmp0[0]; u[2]=tmp0[1]; u[4]=tmp0[2]; u[6]=tmp0[3]; + u[1]=tmp1[0]; u[3]=tmp1[1]; u[5]=tmp1[2]; u[7]=tmp1[3]; + sum[j0/nwarps*mmq_y/warp_size + i0/warp_size] += vec_dot_q4_1_q8_1_impl (&x_qs[i*(MMQ_TILE_NE_K + 1) + k0/QR4_1], u, x_dm[i*(MMQ_TILE_NE_K/QI4_1) + i/QI4_1 + k0/(QR4_1*QI4_1)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); @@ -826,6 +849,65 @@ static __device__ __forceinline__ void load_tiles_mxfp4_fp4(const char * __restr } } + +template +static __device__ __forceinline__ void load_tiles_nvfp4(const char * __restrict__ x, + int * __restrict__ x_tile, + const int kb0, + const int i_max, + const int stride) { + constexpr int nwarps = mmq_get_nwarps_device(); + constexpr int warp_size = ggml_cuda_get_physical_warp_size(); + +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) + int * x_qs = (int *) x_tile; + float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); +#else + constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_NVFP4, mmq_y); + int * x_qs = (int *) x_tile; + float * x_df = (float *) (x_qs + txs.qs); +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) + + constexpr int threads_per_row = MMQ_ITER_K / QK_NVFP4; + constexpr int rows_per_warp = warp_size / threads_per_row; + const int kbx = threadIdx.x % threads_per_row; + const int row_in_warp = threadIdx.x / threads_per_row; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += rows_per_warp * nwarps) { + int i = i0 + threadIdx.y * rows_per_warp + row_in_warp; + + if constexpr (need_check) { + i = min(i, i_max); + } + + const block_nvfp4 * bxi = (const block_nvfp4 *) x + kb0 + i * stride + kbx; + const uint32_t * __restrict__ src_qs = reinterpret_cast(bxi->qs); + const int kqs = 16 * kbx; + const int ksc = 4 * kbx; + +#pragma unroll + for (int sub = 0; sub < QK_NVFP4 / QK_NVFP4_SUB; ++sub) { + const int2 q0 = get_int_from_table_16(src_qs[2 * sub + 0], kvalues_mxfp4); + const int2 q1 = get_int_from_table_16(src_qs[2 * sub + 1], kvalues_mxfp4); + +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) + x_qs[i * MMQ_MMA_TILE_X_K_NVFP4 + kqs + 4 * sub + 0] = q0.x; + x_qs[i * MMQ_MMA_TILE_X_K_NVFP4 + kqs + 4 * sub + 1] = q1.x; + x_qs[i * MMQ_MMA_TILE_X_K_NVFP4 + kqs + 4 * sub + 2] = q0.y; + x_qs[i * MMQ_MMA_TILE_X_K_NVFP4 + kqs + 4 * sub + 3] = q1.y; + x_df[i * MMQ_MMA_TILE_X_K_NVFP4 + ksc + sub] = ggml_cuda_ue4m3_to_fp32(bxi->d[sub]); +#else + x_qs[i * (2 * MMQ_TILE_NE_K + 1) + kqs + 4 * sub + 0] = q0.x; + x_qs[i * (2 * MMQ_TILE_NE_K + 1) + kqs + 4 * sub + 1] = q1.x; + x_qs[i * (2 * MMQ_TILE_NE_K + 1) + kqs + 4 * sub + 2] = q0.y; + x_qs[i * (2 * MMQ_TILE_NE_K + 1) + kqs + 4 * sub + 3] = q1.y; + x_df[i * (2 * MMQ_TILE_NE_K * 2 / QI_NVFP4) + i / (QK_NVFP4_SUB / QI_NVFP4) + ksc + sub] = ggml_cuda_ue4m3_to_fp32(bxi->d[sub]); +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) + } + } +} + template static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) { @@ -1229,7 +1311,7 @@ static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma( #endif // defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } -// Used for Q3_K, IQ2_S, and IQ2_XS +// Used for NVFP4, Q3_K, IQ2_S, and IQ2_XS template static __device__ __forceinline__ void vec_dot_q8_0_16_q8_1_dp4a( const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) { @@ -3261,6 +3343,14 @@ struct mmq_type_traits { static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; +template +struct mmq_type_traits { + static constexpr int vdr = VDR_NVFP4_Q8_1_MMQ; + static constexpr load_tiles_mmq_t load_tiles = load_tiles_nvfp4; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_16_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_16_q8_1_dp4a; +}; + template struct mmq_type_traits { static constexpr int vdr = VDR_Q2_K_Q8_1_MMQ; @@ -3555,7 +3645,7 @@ static __global__ void mul_mat_q( tile_x_max_i, tile_y_max_j, 0, ncols_x/qk); return; } -#endif // (defined(GGML_USE_HIP) && !defined(CDNA3)) || __CUDA_ARCH__ < GGML_CUDA_CC_VOLTA +#endif // (defined(GGML_USE_HIP) && !defined(CDNA4) && !defined(CDNA3)) || __CUDA_ARCH__ < GGML_CUDA_CC_VOLTA constexpr int ITER_K = get_iter_k(type); @@ -4069,6 +4159,7 @@ extern DECL_MMQ_CASE(GGML_TYPE_Q5_0); extern DECL_MMQ_CASE(GGML_TYPE_Q5_1); extern DECL_MMQ_CASE(GGML_TYPE_Q8_0); extern DECL_MMQ_CASE(GGML_TYPE_MXFP4); +extern DECL_MMQ_CASE(GGML_TYPE_NVFP4); extern DECL_MMQ_CASE(GGML_TYPE_Q2_K); extern DECL_MMQ_CASE(GGML_TYPE_Q3_K); extern DECL_MMQ_CASE(GGML_TYPE_Q4_K); @@ -4095,3 +4186,4 @@ void ggml_cuda_op_mul_mat_q( const int64_t src1_padded_row_size, cudaStream_t stream); bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11, int64_t n_experts); + diff --git a/ggml/src/ggml-cuda/mmvq.cu b/ggml/src/ggml-cuda/mmvq.cu index ce25ccf427..07b10167bc 100644 --- a/ggml/src/ggml-cuda/mmvq.cu +++ b/ggml/src/ggml-cuda/mmvq.cu @@ -15,6 +15,7 @@ static constexpr __device__ vec_dot_q_cuda_t get_vec_dot_q_cuda(ggml_type type) case GGML_TYPE_Q5_1: return vec_dot_q5_1_q8_1; case GGML_TYPE_Q8_0: return vec_dot_q8_0_q8_1; case GGML_TYPE_MXFP4: return vec_dot_mxfp4_q8_1; + case GGML_TYPE_NVFP4: return vec_dot_nvfp4_q8_1; case GGML_TYPE_Q2_K: return vec_dot_q2_K_q8_1; case GGML_TYPE_Q3_K: return vec_dot_q3_K_q8_1; case GGML_TYPE_Q4_K: return vec_dot_q4_K_q8_1; @@ -33,7 +34,7 @@ static constexpr __device__ vec_dot_q_cuda_t get_vec_dot_q_cuda(ggml_type type) } } -static constexpr __device__ int get_vdr_mmvq(ggml_type type) { +static constexpr __host__ __device__ int get_vdr_mmvq(ggml_type type) { switch (type) { case GGML_TYPE_Q4_0: return VDR_Q4_0_Q8_1_MMVQ; case GGML_TYPE_Q4_1: return VDR_Q4_1_Q8_1_MMVQ; @@ -41,6 +42,7 @@ static constexpr __device__ int get_vdr_mmvq(ggml_type type) { case GGML_TYPE_Q5_1: return VDR_Q5_1_Q8_1_MMVQ; case GGML_TYPE_Q8_0: return VDR_Q8_0_Q8_1_MMVQ; case GGML_TYPE_MXFP4: return VDR_MXFP4_Q8_1_MMVQ; + case GGML_TYPE_NVFP4: return VDR_NVFP4_Q8_1_MMVQ; case GGML_TYPE_Q2_K: return VDR_Q2_K_Q8_1_MMVQ; case GGML_TYPE_Q3_K: return VDR_Q3_K_Q8_1_MMVQ; case GGML_TYPE_Q4_K: return VDR_Q4_K_Q8_1_MMVQ; @@ -60,11 +62,17 @@ static constexpr __device__ int get_vdr_mmvq(ggml_type type) { enum mmvq_parameter_table_id { MMVQ_PARAMETERS_GENERIC = 0, MMVQ_PARAMETERS_GCN, - MMVQ_PARAMETERS_RDNA2 + MMVQ_PARAMETERS_RDNA2, + MMVQ_PARAMETERS_RDNA3_0, + MMVQ_PARAMETERS_RDNA4 }; static constexpr __device__ mmvq_parameter_table_id get_device_table_id() { -#if defined(RDNA2) || defined(RDNA3) || defined(RDNA4) +#if defined(RDNA4) + return MMVQ_PARAMETERS_RDNA4; +#elif defined(RDNA3_0) + return MMVQ_PARAMETERS_RDNA3_0; +#elif defined(RDNA2) || defined(RDNA3_5) return MMVQ_PARAMETERS_RDNA2; #elif defined(GCN) || defined(CDNA) return MMVQ_PARAMETERS_GCN; @@ -74,7 +82,13 @@ static constexpr __device__ mmvq_parameter_table_id get_device_table_id() { } static __host__ mmvq_parameter_table_id get_device_table_id(int cc) { - if (GGML_CUDA_CC_IS_RDNA2(cc) || GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) { + if (GGML_CUDA_CC_IS_RDNA4(cc)) { + return MMVQ_PARAMETERS_RDNA4; + } + if (GGML_CUDA_CC_IS_RDNA3_0(cc)) { + return MMVQ_PARAMETERS_RDNA3_0; + } + if (GGML_CUDA_CC_IS_RDNA2(cc) || GGML_CUDA_CC_IS_RDNA3_5(cc)) { return MMVQ_PARAMETERS_RDNA2; } if (GGML_CUDA_CC_IS_GCN(cc) || GGML_CUDA_CC_IS_CDNA(cc)) { @@ -83,7 +97,198 @@ static __host__ mmvq_parameter_table_id get_device_table_id(int cc) { return MMVQ_PARAMETERS_GENERIC; } -static constexpr __host__ __device__ int calc_nwarps(int ncols_dst, mmvq_parameter_table_id table_id) { +// Per-architecture maximum batch size for which MMVQ should be used for MUL_MAT_ID. +// Returns a value <= MMVQ_MAX_BATCH_SIZE. Default is MMVQ_MAX_BATCH_SIZE. +// Check https://github.com/ggml-org/llama.cpp/pull/20905#issuecomment-4145835627 for details + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_pascal_older(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ1_S: return 6; + case GGML_TYPE_IQ1_M: return 6; + case GGML_TYPE_IQ2_S: return 4; + case GGML_TYPE_IQ2_XS: return 5; + case GGML_TYPE_IQ2_XXS: return 5; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 4; + case GGML_TYPE_IQ4_NL: return 6; + case GGML_TYPE_IQ4_XS: return 5; + case GGML_TYPE_MXFP4: return 4; + case GGML_TYPE_Q2_K: return 4; + case GGML_TYPE_Q3_K: return 4; + case GGML_TYPE_Q4_0: return 6; + case GGML_TYPE_Q4_1: return 6; + case GGML_TYPE_Q4_K: return 5; + case GGML_TYPE_Q5_0: return 6; + case GGML_TYPE_Q5_1: return 6; + case GGML_TYPE_Q5_K: return 5; + case GGML_TYPE_Q6_K: return 4; + case GGML_TYPE_Q8_0: return 4; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_turing_plus(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ2_S: return 7; + case GGML_TYPE_IQ3_S: return 6; + case GGML_TYPE_IQ3_XXS: return 7; + case GGML_TYPE_MXFP4: return 7; + case GGML_TYPE_Q2_K: return 7; + case GGML_TYPE_Q3_K: return 5; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_gcn(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ1_S: return 5; + case GGML_TYPE_IQ1_M: return 5; + case GGML_TYPE_IQ2_S: return 4; + case GGML_TYPE_IQ2_XS: return 4; + case GGML_TYPE_IQ2_XXS: return 4; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 4; + case GGML_TYPE_IQ4_NL: return 6; + case GGML_TYPE_IQ4_XS: return 4; + case GGML_TYPE_Q2_K: return 4; + case GGML_TYPE_Q3_K: return 4; + case GGML_TYPE_Q4_0: return 5; + case GGML_TYPE_Q4_1: return 5; + case GGML_TYPE_Q4_K: return 4; + case GGML_TYPE_Q5_K: return 4; + case GGML_TYPE_Q6_K: return 4; + case GGML_TYPE_Q8_0: return 4; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_cdna(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ2_S: return 5; + case GGML_TYPE_IQ2_XS: return 5; + case GGML_TYPE_IQ2_XXS: return 5; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 5; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_rdna1_rdna2(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ2_S: return 4; + case GGML_TYPE_IQ2_XS: return 4; + case GGML_TYPE_IQ2_XXS: return 4; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 4; + case GGML_TYPE_Q2_K: return 7; + case GGML_TYPE_Q3_K: return 4; + case GGML_TYPE_Q4_K: return 5; + case GGML_TYPE_Q5_K: return 6; + case GGML_TYPE_Q6_K: return 5; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_rdna3(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ1_S: return 6; + case GGML_TYPE_IQ1_M: return 6; + case GGML_TYPE_IQ2_S: return 4; + case GGML_TYPE_IQ2_XS: return 4; + case GGML_TYPE_IQ2_XXS: return 4; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 4; + case GGML_TYPE_IQ4_NL: return 6; + case GGML_TYPE_IQ4_XS: return 6; + case GGML_TYPE_Q4_K: return 4; + case GGML_TYPE_Q5_K: return 4; + case GGML_TYPE_Q6_K: return 4; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +static constexpr __host__ __device__ int get_mmvq_mmid_max_batch_rdna4(ggml_type type) { + switch (type) { + case GGML_TYPE_IQ1_S: return 7; + case GGML_TYPE_IQ1_M: return 7; + case GGML_TYPE_IQ2_S: return 4; + case GGML_TYPE_IQ2_XS: return 4; + case GGML_TYPE_IQ2_XXS: return 4; + case GGML_TYPE_IQ3_S: return 4; + case GGML_TYPE_IQ3_XXS: return 4; + case GGML_TYPE_IQ4_NL: return 7; + case GGML_TYPE_IQ4_XS: return 5; + case GGML_TYPE_MXFP4: return 5; + case GGML_TYPE_Q3_K: return 4; + case GGML_TYPE_Q4_0: return 7; + case GGML_TYPE_Q4_1: return 7; + case GGML_TYPE_Q4_K: return 4; + case GGML_TYPE_Q5_0: return 7; + case GGML_TYPE_Q5_1: return 7; + case GGML_TYPE_Q5_K: return 5; + case GGML_TYPE_Q6_K: return 5; + case GGML_TYPE_Q8_0: return 7; + default: return MMVQ_MAX_BATCH_SIZE; + } +} + +// Host function: returns the max batch size for the current arch+type at runtime. +int get_mmvq_mmid_max_batch(ggml_type type, int cc) { + // NVIDIA: Volta, Ada Lovelace, and Blackwell always use MMVQ for MUL_MAT_ID. + if (GGML_CUDA_CC_IS_NVIDIA(cc)) { + if (cc == GGML_CUDA_CC_VOLTA || cc >= GGML_CUDA_CC_ADA_LOVELACE) { + return MMVQ_MAX_BATCH_SIZE; + } + if (cc >= GGML_CUDA_CC_TURING) { + return get_mmvq_mmid_max_batch_turing_plus(type); + } + return get_mmvq_mmid_max_batch_pascal_older(type); + } + + // AMD + if (GGML_CUDA_CC_IS_AMD(cc)) { + if (GGML_CUDA_CC_IS_RDNA4(cc)) { + return get_mmvq_mmid_max_batch_rdna4(type); + } + if (GGML_CUDA_CC_IS_RDNA3(cc)) { + return get_mmvq_mmid_max_batch_rdna3(type); + } + if (GGML_CUDA_CC_IS_RDNA1(cc) || GGML_CUDA_CC_IS_RDNA2(cc)) { + return get_mmvq_mmid_max_batch_rdna1_rdna2(type); + } + if (GGML_CUDA_CC_IS_CDNA(cc)) { + return get_mmvq_mmid_max_batch_cdna(type); + } + if (GGML_CUDA_CC_IS_GCN(cc)) { + return get_mmvq_mmid_max_batch_gcn(type); + } + } + return MMVQ_MAX_BATCH_SIZE; +} + +// Device constexpr: returns the max batch size for the current arch+type at compile time. +template +static constexpr __device__ int get_mmvq_mmid_max_batch_for_device() { +#if defined(RDNA4) + return get_mmvq_mmid_max_batch_rdna4(type); +#elif defined(RDNA3) + return get_mmvq_mmid_max_batch_rdna3(type); +#elif defined(RDNA2) || defined(RDNA1) + return get_mmvq_mmid_max_batch_rdna1_rdna2(type); +#elif defined(CDNA) + return get_mmvq_mmid_max_batch_cdna(type); +#elif defined(GCN) + return get_mmvq_mmid_max_batch_gcn(type); +#elif defined(__CUDA_ARCH__) && (__CUDA_ARCH__ == GGML_CUDA_CC_VOLTA || __CUDA_ARCH__ >= GGML_CUDA_CC_ADA_LOVELACE) + return MMVQ_MAX_BATCH_SIZE; +#elif defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= GGML_CUDA_CC_TURING + return get_mmvq_mmid_max_batch_turing_plus(type); +#else + return get_mmvq_mmid_max_batch_pascal_older(type); +#endif +} + +static constexpr __host__ __device__ int calc_nwarps(ggml_type type, int ncols_dst, mmvq_parameter_table_id table_id) { if (table_id == MMVQ_PARAMETERS_GENERIC) { switch (ncols_dst) { case 1: @@ -114,14 +319,58 @@ static constexpr __host__ __device__ int calc_nwarps(int ncols_dst, mmvq_paramet return 1; } } + if (table_id == MMVQ_PARAMETERS_RDNA4) { + // nwarps=8 benefits types with simple vec_dot on RDNA4 (ncols_dst=1). + // Types with complex vec_dot (Q3_K, IQ2_*, IQ3_*) regress due to register + // pressure and lookup table contention at higher thread counts. + if (ncols_dst == 1) { + switch (type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ4_NL: + case GGML_TYPE_IQ4_XS: + return 8; + default: + return 1; + } + } + return 1; + } + if (table_id == MMVQ_PARAMETERS_RDNA3_0) { + // RDNA3 (W7900): stricter whitelist than RDNA4. + // Q2_K / Q5_K / IQ4_XS regress in full quant sweeps. + if (ncols_dst == 1) { + switch (type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ4_NL: + return 8; + default: + return 1; + } + } + return 1; + } return 1; } -static constexpr __host__ __device__ int calc_rows_per_block(int ncols_dst, int table_id) { +static constexpr __host__ __device__ int calc_rows_per_block(int ncols_dst, int table_id, bool small_k = false, int nwarps = 1) { if (table_id == MMVQ_PARAMETERS_GENERIC || table_id == MMVQ_PARAMETERS_GCN) { switch (ncols_dst) { case 1: - return 1; + return small_k ? nwarps : 1; case 2: case 3: case 4: @@ -137,8 +386,8 @@ static constexpr __host__ __device__ int calc_rows_per_block(int ncols_dst, int return 1; } -template -__launch_bounds__(calc_nwarps(ncols_dst, get_device_table_id())*ggml_cuda_get_physical_warp_size(), 1) +template +__launch_bounds__(calc_nwarps(type, ncols_dst, get_device_table_id())*ggml_cuda_get_physical_warp_size(), 1) static __global__ void mul_mat_vec_q( const void * __restrict__ vx, const void * __restrict__ vy, const int32_t * __restrict__ ids, const ggml_cuda_mm_fusion_args_device fusion, float * __restrict__ dst, const uint32_t ncols_x, const uint3 nchannels_y, const uint32_t stride_row_x, const uint32_t stride_col_y, @@ -151,8 +400,8 @@ static __global__ void mul_mat_vec_q( constexpr int qi = ggml_cuda_type_traits::qi; constexpr int vdr = get_vdr_mmvq(type); constexpr mmvq_parameter_table_id table_id = get_device_table_id(); - constexpr int nwarps = calc_nwarps(ncols_dst, table_id); - constexpr int rows_per_cuda_block = calc_rows_per_block(ncols_dst, table_id); + constexpr int nwarps = calc_nwarps(type, ncols_dst, table_id); + constexpr int rows_per_cuda_block = calc_rows_per_block(ncols_dst, table_id, small_k, nwarps); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); constexpr vec_dot_q_cuda_t vec_dot_q_cuda = get_vec_dot_q_cuda(type); @@ -164,22 +413,13 @@ static __global__ void mul_mat_vec_q( const uint32_t channel_dst = blockIdx.y; - uint32_t token_idx = 0; uint32_t channel_x; uint32_t channel_y; uint32_t sample_dst; - if constexpr (is_multi_token_id) { - // Multi-token MUL_MAT_ID path, adding these in the normal path causes a perf regression for n_tokens=1 case - token_idx = blockIdx.z; - channel_x = ids[channel_dst + token_idx * ids_stride]; - channel_y = fastmodulo(channel_dst, nchannels_y); - sample_dst = 0; - } else { - channel_x = ncols_dst == 1 && ids ? ids[channel_dst] : fastdiv(channel_dst, channel_ratio); - channel_y = ncols_dst == 1 && ids ? fastmodulo(channel_dst, nchannels_y) : channel_dst; - sample_dst = blockIdx.z; - } + channel_x = ncols_dst == 1 && ids ? ids[channel_dst] : fastdiv(channel_dst, channel_ratio); + channel_y = ncols_dst == 1 && ids ? fastmodulo(channel_dst, nchannels_y) : channel_dst; + sample_dst = blockIdx.z; const uint32_t sample_x = fastdiv(sample_dst, sample_ratio); const uint32_t sample_y = sample_dst; @@ -236,9 +476,6 @@ static __global__ void mul_mat_vec_q( float tmp_gate[ncols_dst][rows_per_cuda_block] = {{0.0f}}; const block_q8_1 * y = ((const block_q8_1 *) vy) + sample_y*stride_sample_y + channel_y*stride_channel_y; - if constexpr (is_multi_token_id) { - y += token_idx*stride_col_y; - } const int kbx_offset = sample_x*stride_sample_x + channel_x*stride_channel_x + row0*stride_row_x; for (int kbx = tid / (qi/vdr); kbx < blocks_per_row_x; kbx += blocks_per_iter) { @@ -292,10 +529,6 @@ static __global__ void mul_mat_vec_q( dst += sample_dst*stride_sample_dst + channel_dst*stride_channel_dst + row0; - if constexpr (is_multi_token_id) { - dst += token_idx*stride_col_dst; - } - // sum up partial sums and write back result #pragma unroll for (int j = 0; j < ncols_dst; ++j) { @@ -355,16 +588,82 @@ static __global__ void mul_mat_vec_q( } } +// Dedicated MoE multi-token kernel. +// Grid: (ceil(nrows_x / c_rows_per_block), nchannels_dst) +// Block: (warp_size, ncols_dst) - each warp handles one token independently. +// No shared memory reduction needed since each warp works alone. +template +__launch_bounds__(get_mmvq_mmid_max_batch_for_device()*ggml_cuda_get_physical_warp_size(), 1) +static __global__ void mul_mat_vec_q_moe( + const void * __restrict__ vx, const void * __restrict__ vy, const int32_t * __restrict__ ids, + float * __restrict__ dst, + const uint32_t ncols_x, const uint3 nchannels_y, const uint32_t nrows_x, + const uint32_t stride_row_x, const uint32_t stride_col_y, const uint32_t stride_col_dst, + const uint32_t stride_channel_x, const uint32_t stride_channel_y, const uint32_t stride_channel_dst, + const uint32_t ncols_dst, const uint32_t ids_stride) { + + constexpr int qk = ggml_cuda_type_traits::qk; + constexpr int qi = ggml_cuda_type_traits::qi; + constexpr int vdr = get_vdr_mmvq(type); + constexpr int warp_size = ggml_cuda_get_physical_warp_size(); + + constexpr vec_dot_q_cuda_t vec_dot_q_cuda = get_vec_dot_q_cuda(type); + + const uint32_t token_idx = threadIdx.y; + const int row0 = c_rows_per_block*blockIdx.x; + const int blocks_per_row_x = ncols_x / qk; + constexpr int blocks_per_iter = vdr * warp_size / qi; + + const uint32_t channel_dst = blockIdx.y; + + if (token_idx >= ncols_dst) { + return; + } + + const uint32_t channel_x = ids[channel_dst + token_idx * ids_stride]; + const uint32_t channel_y = fastmodulo(channel_dst, nchannels_y); + + const block_q8_1 * y = ((const block_q8_1 *) vy) + channel_y*stride_channel_y + token_idx*stride_col_y; + const int kbx_offset = channel_x*stride_channel_x + row0*stride_row_x; + + // partial sum for each thread + float tmp[c_rows_per_block] = {0.0f}; + + for (int kbx = threadIdx.x / (qi/vdr); kbx < blocks_per_row_x; kbx += blocks_per_iter) { + const int kby = kbx * (qk/QK8_1); + const int kqs = vdr * (threadIdx.x % (qi/vdr)); + +#pragma unroll + for (int i = 0; i < c_rows_per_block; ++i) { + tmp[i] += vec_dot_q_cuda(vx, &y[kby], kbx_offset + i*stride_row_x + kbx, kqs); + } + } + + // Warp-level reduction only - no shared memory needed +#pragma unroll + for (int i = 0; i < c_rows_per_block; ++i) { + tmp[i] = warp_reduce_sum(tmp[i]); + } + + // Write results + if (threadIdx.x < c_rows_per_block && (c_rows_per_block == 1 || uint32_t(row0 + threadIdx.x) < nrows_x)) { + dst[channel_dst*stride_channel_dst + token_idx*stride_col_dst + row0 + threadIdx.x] = tmp[threadIdx.x]; + } +} + +template static std::pair calc_launch_params( const int ncols_dst, const int nrows_x, const int nchannels_dst, const int nsamples_or_ntokens, - const int warp_size, const mmvq_parameter_table_id table_id) { - const int64_t nblocks = (nrows_x + calc_rows_per_block(ncols_dst, table_id) - 1) / calc_rows_per_block(ncols_dst, table_id); + const int warp_size, const mmvq_parameter_table_id table_id, const bool small_k = false) { + const int nwarps = calc_nwarps(type, ncols_dst, table_id); + const int rpb = calc_rows_per_block(ncols_dst, table_id, small_k, nwarps); + const int64_t nblocks = (nrows_x + rpb - 1) / rpb; const dim3 block_nums(nblocks, nchannels_dst, nsamples_or_ntokens); - const dim3 block_dims(warp_size, calc_nwarps(ncols_dst, table_id), 1); + const dim3 block_dims(warp_size, nwarps, 1); return {block_nums, block_dims}; } -template +template static void mul_mat_vec_q_switch_fusion( const void * vx, const void * vy, const int32_t * ids, const ggml_cuda_mm_fusion_args_device fusion, float * dst, const uint32_t ncols_x, const uint3 nchannels_y, const uint32_t stride_row_x, const uint32_t stride_col_y, @@ -377,7 +676,7 @@ static void mul_mat_vec_q_switch_fusion( const bool has_fusion = fusion.gate != nullptr || fusion.x_bias != nullptr || fusion.gate_bias != nullptr; if constexpr (c_ncols_dst == 1) { if (has_fusion) { - mul_mat_vec_q<<>> + mul_mat_vec_q<<>> (vx, vy, ids, fusion, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst, channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst, ids_stride); @@ -387,12 +686,33 @@ static void mul_mat_vec_q_switch_fusion( GGML_ASSERT(!has_fusion && "fusion only supported for ncols_dst=1"); - mul_mat_vec_q<<>> + mul_mat_vec_q<<>> (vx, vy, ids, fusion, dst, ncols_x, nchannels_y, stride_row_x, stride_col_y, stride_col_dst, channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst, ids_stride); } +template +static void mul_mat_vec_q_moe_launch( + const void * vx, const void * vy, const int32_t * ids, float * dst, + const uint32_t ncols_x, const uint3 nchannels_y, const uint32_t nrows_x, + const uint32_t stride_row_x, const uint32_t stride_col_y, const uint32_t stride_col_dst, + const uint32_t stride_channel_x, const uint32_t stride_channel_y, const uint32_t stride_channel_dst, + const uint32_t ncols_dst, const uint32_t ids_stride, + const int warp_size, const int nchannels_dst, cudaStream_t stream) { + + constexpr int rows_per_block = 2; // 2 gives best perf based on tuning + const int64_t nblocks_rows = (nrows_x + rows_per_block - 1) / rows_per_block; + const dim3 block_nums(nblocks_rows, nchannels_dst); + const dim3 block_dims(warp_size, ncols_dst); + + mul_mat_vec_q_moe<<>>( + vx, vy, ids, dst, ncols_x, nchannels_y, nrows_x, + stride_row_x, stride_col_y, stride_col_dst, + stride_channel_x, stride_channel_y, stride_channel_dst, + ncols_dst, ids_stride); +} + template static void mul_mat_vec_q_switch_ncols_dst( const void * vx, const void * vy, const int32_t * ids, const ggml_cuda_mm_fusion_args_device fusion, float * dst, @@ -411,35 +731,92 @@ static void mul_mat_vec_q_switch_ncols_dst( const uint3 sample_ratio_fd = init_fastdiv_values(nsamples_dst / nsamples_x); const int device = ggml_cuda_get_device(); + const int cc = ggml_cuda_info().devices[device].cc; const int warp_size = ggml_cuda_info().devices[device].warp_size; - const mmvq_parameter_table_id table_id = get_device_table_id(ggml_cuda_info().devices[device].cc); + const mmvq_parameter_table_id table_id = get_device_table_id(cc); const bool has_fusion = fusion.gate != nullptr || fusion.x_bias != nullptr || fusion.gate_bias != nullptr; const bool has_ids = ids != nullptr; + const auto should_use_small_k = [&](int c_ncols_dst) { + // When K is small, increase rows_per_block to match nwarps so each warp has more work to do + // Trigger when the full thread block covers all K blocks in a single loop iteration and few threads remain idle. + constexpr int qk = ggml_cuda_type_traits::qk; + constexpr int qi = ggml_cuda_type_traits::qi; + constexpr int vdr = get_vdr_mmvq(type); + const int blocks_per_row_x = ncols_x / qk; + const int blocks_per_iter_1warp = vdr * warp_size / qi; + const int nwarps = calc_nwarps(type, c_ncols_dst, table_id); + bool use = nwarps > 1 && blocks_per_row_x < nwarps * blocks_per_iter_1warp; + + constexpr std::array iq_slow_turing = { + GGML_TYPE_IQ3_XXS, + GGML_TYPE_IQ3_S, + }; + constexpr std::array iq_slow_other = { + GGML_TYPE_IQ1_S, GGML_TYPE_IQ1_M, GGML_TYPE_IQ2_XXS, GGML_TYPE_IQ2_XS, + GGML_TYPE_IQ2_S, GGML_TYPE_IQ3_XXS, GGML_TYPE_IQ3_S, GGML_TYPE_IQ4_XS, + }; + constexpr std::array slow_pascal = { + GGML_TYPE_IQ3_S, + GGML_TYPE_Q2_K, + GGML_TYPE_Q3_K, + }; + + const bool is_nvidia_turing_plus = GGML_CUDA_CC_IS_NVIDIA(cc) && cc >= GGML_CUDA_CC_TURING; + const bool is_nvidia_pascal_older = GGML_CUDA_CC_IS_NVIDIA(cc) && cc < GGML_CUDA_CC_VOLTA; + + if (is_nvidia_turing_plus) { + if (ncols_dst == 1 && + std::find(iq_slow_turing.begin(), iq_slow_turing.end(), type) != iq_slow_turing.end()) { + use = false; + } + } else if ((ncols_dst == 1 && std::find(iq_slow_other.begin(), iq_slow_other.end(), type) != iq_slow_other.end()) || + (is_nvidia_pascal_older && std::find(slow_pascal.begin(), slow_pascal.end(), type) != slow_pascal.end()) || + GGML_CUDA_CC_IS_RDNA(cc)) { + use = false; + } + + return use; + }; + if (has_ids && ncols_dst > 1) { - // Multi-token MUL_MAT_ID path only - single-token goes through regular path below - constexpr int c_ncols_dst = 1; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, ncols_dst, warp_size, table_id); - mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, - channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, - sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, - dims.first, dims.second, 0, ids_stride, stream); + // Multi-token MUL_MAT_ID path - dedicated MoE kernel + mul_mat_vec_q_moe_launch( + vx, vy, ids, dst, ncols_x, nchannels_y_fd, nrows_x, + stride_row_x, stride_col_y, stride_col_dst, + stride_channel_x, stride_channel_y, stride_channel_dst, + ncols_dst, ids_stride, warp_size, nchannels_dst, stream); return; } switch (ncols_dst) { case 1: { constexpr int c_ncols_dst = 1; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); - mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, - channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, - sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, - dims.first, dims.second, 0, ids_stride, stream); + + bool use_small_k = should_use_small_k(c_ncols_dst); + + if (use_small_k) { + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, + nsamples_dst, warp_size, table_id, true); + mul_mat_vec_q_switch_fusion( + vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, + channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, + stride_sample_x, stride_sample_y, stride_sample_dst, dims.first, dims.second, 0, ids_stride, + stream); + } else { + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, + nsamples_dst, warp_size, table_id); + mul_mat_vec_q_switch_fusion( + vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, + channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, + stride_sample_x, stride_sample_y, stride_sample_dst, dims.first, dims.second, 0, ids_stride, + stream); + } } break; case 2: { constexpr int c_ncols_dst = 2; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -447,7 +824,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 3: { constexpr int c_ncols_dst = 3; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -455,7 +832,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 4: { constexpr int c_ncols_dst = 4; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -463,7 +840,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 5: { constexpr int c_ncols_dst = 5; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -471,7 +848,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 6: { constexpr int c_ncols_dst = 6; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -479,7 +856,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 7: { constexpr int c_ncols_dst = 7; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -487,7 +864,7 @@ static void mul_mat_vec_q_switch_ncols_dst( } break; case 8: { constexpr int c_ncols_dst = 8; - std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); + std::pair dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id); mul_mat_vec_q_switch_fusion(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst, channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst, @@ -545,6 +922,12 @@ static void mul_mat_vec_q_switch_type( nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst, nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, ids_stride, stream); break; + case GGML_TYPE_NVFP4: + mul_mat_vec_q_switch_ncols_dst + (vx, vy, ids, fusion, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst, + nchannels_x, nchannels_y, nchannels_dst, stride_channel_x, stride_channel_y, stride_channel_dst, + nsamples_x, nsamples_dst, stride_sample_x, stride_sample_y, stride_sample_dst, ids_stride, stream); + break; case GGML_TYPE_Q2_K: mul_mat_vec_q_switch_ncols_dst (vx, vy, ids, fusion, dst, ncols_x, nrows_x, ncols_dst, stride_row_x, stride_col_y, stride_col_dst, diff --git a/ggml/src/ggml-cuda/mmvq.cuh b/ggml/src/ggml-cuda/mmvq.cuh index 8a154631f6..6bf0a8e867 100644 --- a/ggml/src/ggml-cuda/mmvq.cuh +++ b/ggml/src/ggml-cuda/mmvq.cuh @@ -1,7 +1,10 @@ #include "common.cuh" #define MMVQ_MAX_BATCH_SIZE 8 // Max. batch size for which to use MMVQ kernels. -#define MMVQ_MMID_MAX_BATCH_SIZE 4 // Max. batch size for which to use MMVQ kernels for MUL_MAT_ID + +// Returns the maximum batch size for which MMVQ should be used for MUL_MAT_ID, +// based on the quantization type and GPU architecture (compute capability). +int get_mmvq_mmid_max_batch(ggml_type type, int cc); void ggml_cuda_mul_mat_vec_q(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * ids, ggml_tensor * dst, const ggml_cuda_mm_fusion_args_host * fusion = nullptr); diff --git a/ggml/src/ggml-cuda/quantize.cu b/ggml/src/ggml-cuda/quantize.cu index a8c68e44b1..4300ffc148 100644 --- a/ggml/src/ggml-cuda/quantize.cu +++ b/ggml/src/ggml-cuda/quantize.cu @@ -235,7 +235,7 @@ static __global__ void quantize_mmq_q8_1( q.z = roundf(xi.z*d_inv); q.w = roundf(xi.w*d_inv); - // Write back 4 int8 values as a single 32 bit value for better memroy bandwidth: + // Write back 4 int8 values as a single 32 bit value for better memory bandwidth: char4 * yqs4 = (char4 *) y[ib].qs; yqs4[iqs/4] = q; diff --git a/ggml/src/ggml-cuda/softmax.cu b/ggml/src/ggml-cuda/softmax.cu index dc06d06930..285c0e9543 100644 --- a/ggml/src/ggml-cuda/softmax.cu +++ b/ggml/src/ggml-cuda/softmax.cu @@ -46,7 +46,7 @@ struct soft_max_params { }; // When ncols_template == 0 the bounds for the loops in this function are not known and can't be unrolled. -// As we want to keep pragma unroll for all other cases we supress the clang transformation warning here. +// As we want to keep pragma unroll for all other cases we suppress the clang transformation warning here. #ifdef __clang__ #pragma clang diagnostic push #pragma clang diagnostic ignored "-Wpass-failed" diff --git a/ggml/src/ggml-cuda/solve_tri.cu b/ggml/src/ggml-cuda/solve_tri.cu index 177ffc268f..07ca33f513 100644 --- a/ggml/src/ggml-cuda/solve_tri.cu +++ b/ggml/src/ggml-cuda/solve_tri.cu @@ -83,7 +83,7 @@ static void solve_tri_f32_cublas(ggml_backend_cuda_context & ctx, // ====================== // When ncols_template == 0 the bounds for the loops in this function are not // known and can't be unrolled. As we want to keep pragma unroll for all other -// cases we supress the clang transformation warning here. +// cases we suppress the clang transformation warning here. #ifdef __clang__ # pragma clang diagnostic push # pragma clang diagnostic ignored "-Wpass-failed" diff --git a/ggml/src/ggml-cuda/ssm-conv.cu b/ggml/src/ggml-cuda/ssm-conv.cu index 6d5ea704c6..b77cdc1c13 100644 --- a/ggml/src/ggml-cuda/ssm-conv.cu +++ b/ggml/src/ggml-cuda/ssm-conv.cu @@ -1,6 +1,7 @@ #include "ssm-conv.cuh" +#include "unary.cuh" -template +template static __global__ void ssm_conv_f32(const float * __restrict__ src0, const float * __restrict__ src1, const int src0_nb0, const int src0_nb1, const int src0_nb2, const int src1_nb1, float * __restrict__ dst, const int dst_nb0, const int dst_nb1, const int dst_nb2, @@ -41,11 +42,11 @@ static __global__ void ssm_conv_f32(const float * __restrict__ src0, const float for (size_t j = 0; j < d_conv; j++) { sumf += x[(i + j) % d_conv] * w[j]; } - y_block[i * stride_y + tid] = sumf; + y_block[i * stride_y + tid] = apply_silu ? ggml_cuda_op_silu_single(sumf) : sumf; } } -template +template static __global__ void ssm_conv_long_token_f32(const float * __restrict__ src0, const float * __restrict__ src1, const int src0_nb0, const int src0_nb1, const int src0_nb2, const int src1_nb1, float * __restrict__ dst, const int dst_nb0, @@ -65,36 +66,49 @@ static __global__ void ssm_conv_long_token_f32(const float * __restrict__ src0, const int stride_w = src1_nb1 / sizeof(float); const int stride_y = dst_nb1 / sizeof(float); - float x[d_conv] = { 0.0f }; - float w[d_conv] = { 0.0f }; + const int64_t local_n_t = min(split_n_t, n_t - bidz * split_n_t); + const int n_cols = d_conv - 1 + split_n_t; + extern __shared__ float smem[]; + + constexpr int load_cols = d_conv - 1 + split_n_t; + constexpr int total_elems = split_d_inner * load_cols; + int row = tid / load_cols; + int col = tid % load_cols; +#pragma unroll + for (int idx = 0; idx < total_elems; idx += split_d_inner) { + if (row < (int)split_d_inner) { + smem[row * n_cols + col] = x_block[row * stride_x + col]; + } + + col += split_d_inner; + row += col / load_cols; + col = col % load_cols; + if (idx >= total_elems - tid - split_d_inner) { + break; + } + } + __syncthreads(); + + // Load weights into registers (done once, small) + float w[d_conv] = { 0.0f }; #pragma unroll for (size_t j = 0; j < d_conv; j++) { w[j] = w_block[tid * stride_w + j]; } + // Compute from shared memory + for (int64_t i = 0; i < local_n_t; i++) { + float sumf = 0.0f; #pragma unroll - for (int64_t i = 0; i < split_n_t; i++) { - if (bidz * split_n_t + i < n_t) { - float sumf = 0.0f; - - if (i == 0) { - for (size_t j = 0; j < d_conv; j++) { - x[j] = x_block[tid * stride_x + j]; - } - } else { - x[(i - 1) % d_conv] = x_block[tid * stride_x + i + d_conv - 1]; - } - -#pragma unroll - for (size_t j = 0; j < d_conv; j++) { - sumf += x[(i + j) % d_conv] * w[j]; - } - y_block[i * stride_y + tid] = sumf; + for (size_t j = 0; j < d_conv; j++) { + sumf += smem[tid * n_cols + i + j] * w[j]; } + y_block[i * stride_y + tid] = apply_silu ? ggml_cuda_op_silu_single(sumf) : sumf; } } +template static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int src0_nb0, const int src0_nb1, const int src0_nb2, const int src1_nb1, float * dst, const int dst_nb0, const int dst_nb1, const int dst_nb2, const int64_t nc, const int64_t nr, const int64_t n_t, @@ -106,12 +120,13 @@ static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int constexpr int kNC = decltype(NC)::value; if (n_t <= 32) { const dim3 blocks(n_s, (nr + threads - 1) / threads, 1); - ssm_conv_f32<<>>(src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, + ssm_conv_f32<<>>(src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t); } else { const int64_t split_n_t = 32; dim3 blocks(n_s, (nr + threads - 1) / threads, (n_t + split_n_t - 1) / split_n_t); - ssm_conv_long_token_f32<<>>( + const size_t smem_size = threads * (kNC - 1 + split_n_t) * sizeof(float); + ssm_conv_long_token_f32<<>>( src0, src1, src0_nb0, src0_nb1, src0_nb2, src1_nb1, dst, dst_nb0, dst_nb1, dst_nb2, n_t); } }; @@ -119,32 +134,42 @@ static void ssm_conv_f32_cuda(const float * src0, const float * src1, const int switch (nc) { case 3: launch_kernel(std::integral_constant{}); break; case 4: launch_kernel(std::integral_constant{}); break; + case 5: launch_kernel(std::integral_constant{}); break; case 9: launch_kernel(std::integral_constant{}); break; - default: GGML_ABORT("Only support kernel sizes 3, 4, 9 right now."); + default: GGML_ABORT("Only support kernel sizes 3, 4, 5, 9 right now."); } } -void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { +void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst, ggml_tensor * silu_dst) { const struct ggml_tensor * src0 = dst->src[0]; // conv_x const struct ggml_tensor * src1 = dst->src[1]; // conv1d.weight + const bool fuse_silu = silu_dst != nullptr; + + // When fusing, write to silu_dst (the node downstream references). + const struct ggml_tensor * out = fuse_silu ? silu_dst : dst; const int64_t nc = src1->ne[0]; // d_conv const int64_t nr = src0->ne[1]; // d_inner - const int64_t n_t = dst->ne[1]; // tokens per sequence - const int64_t n_s = dst->ne[2]; // number of sequences in the batch + const int64_t n_t = out->ne[1]; // tokens per sequence + const int64_t n_s = out->ne[2]; // number of sequences in the batch - GGML_ASSERT(dst->ne[0] == nr); + GGML_ASSERT(out->ne[0] == nr); GGML_ASSERT(src0->nb[0] == sizeof(float)); GGML_ASSERT(src1->nb[0] == sizeof(float)); GGML_ASSERT(src0->nb[1] == src0->ne[0] * sizeof(float)); const float * src0_d = (const float *) src0->data; const float * src1_d = (const float *) src1->data; - float * dst_d = (float *) dst->data; + float * dst_d = (float *) out->data; cudaStream_t stream = ctx.stream(); GGML_ASSERT(src0->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); - ssm_conv_f32_cuda(src0_d, src1_d, src0->nb[0], src0->nb[1], src0->nb[2], src1->nb[1], dst_d, dst->nb[0], dst->nb[1], - dst->nb[2], nc, nr, n_t, n_s, stream); + GGML_ASSERT(out->type == GGML_TYPE_F32); + if (fuse_silu) { + ssm_conv_f32_cuda(src0_d, src1_d, src0->nb[0], src0->nb[1], src0->nb[2], src1->nb[1], dst_d, out->nb[0], out->nb[1], + out->nb[2], nc, nr, n_t, n_s, stream); + } else { + ssm_conv_f32_cuda(src0_d, src1_d, src0->nb[0], src0->nb[1], src0->nb[2], src1->nb[1], dst_d, out->nb[0], out->nb[1], + out->nb[2], nc, nr, n_t, n_s, stream); + } } diff --git a/ggml/src/ggml-cuda/ssm-conv.cuh b/ggml/src/ggml-cuda/ssm-conv.cuh index 8e6c1f00bf..f96a1cd248 100644 --- a/ggml/src/ggml-cuda/ssm-conv.cuh +++ b/ggml/src/ggml-cuda/ssm-conv.cuh @@ -1,3 +1,3 @@ #include "common.cuh" -void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst); +void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst, ggml_tensor * silu_dst = nullptr); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu index dc16829021..22d383173f 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_1-ncols2_8.cu @@ -8,3 +8,4 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 1, 8); DECL_FATTN_MMA_F16_CASE(112, 112, 1, 8); DECL_FATTN_MMA_F16_CASE(128, 128, 1, 8); DECL_FATTN_MMA_F16_CASE(256, 256, 1, 8); +DECL_FATTN_MMA_F16_CASE(512, 512, 1, 8); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu index 517993cb06..d2415bfa95 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_16-ncols2_4.cu @@ -8,4 +8,5 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 16, 4); DECL_FATTN_MMA_F16_CASE(112, 112, 16, 4); DECL_FATTN_MMA_F16_CASE(128, 128, 16, 4); DECL_FATTN_MMA_F16_CASE(256, 256, 16, 4); +DECL_FATTN_MMA_F16_CASE(512, 512, 16, 4); DECL_FATTN_MMA_F16_CASE(576, 512, 16, 4); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu index 97b19c67ad..8eec1d74e2 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_4.cu @@ -8,4 +8,5 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 2, 4); DECL_FATTN_MMA_F16_CASE(112, 112, 2, 4); DECL_FATTN_MMA_F16_CASE(128, 128, 2, 4); DECL_FATTN_MMA_F16_CASE(256, 256, 2, 4); +DECL_FATTN_MMA_F16_CASE(512, 512, 2, 4); DECL_FATTN_MMA_F16_CASE(576, 512, 2, 4); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu index 163b1d939e..84b674cd05 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_2-ncols2_8.cu @@ -8,3 +8,4 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 2, 8); DECL_FATTN_MMA_F16_CASE(112, 112, 2, 8); DECL_FATTN_MMA_F16_CASE(128, 128, 2, 8); DECL_FATTN_MMA_F16_CASE(256, 256, 2, 8); +DECL_FATTN_MMA_F16_CASE(512, 512, 2, 8); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu index 989626dfa5..3475dfea08 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_4.cu @@ -8,4 +8,5 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 4, 4); DECL_FATTN_MMA_F16_CASE(112, 112, 4, 4); DECL_FATTN_MMA_F16_CASE(128, 128, 4, 4); DECL_FATTN_MMA_F16_CASE(256, 256, 4, 4); +DECL_FATTN_MMA_F16_CASE(512, 512, 4, 4); DECL_FATTN_MMA_F16_CASE(576, 512, 4, 4); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu index bad296b414..5906398db9 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_4-ncols2_8.cu @@ -8,3 +8,4 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 4, 8); DECL_FATTN_MMA_F16_CASE(112, 112, 4, 8); DECL_FATTN_MMA_F16_CASE(128, 128, 4, 8); DECL_FATTN_MMA_F16_CASE(256, 256, 4, 8); +DECL_FATTN_MMA_F16_CASE(512, 512, 4, 8); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu index 173de7aac7..684cd25ce0 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_4.cu @@ -8,4 +8,5 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 8, 4); DECL_FATTN_MMA_F16_CASE(112, 112, 8, 4); DECL_FATTN_MMA_F16_CASE(128, 128, 8, 4); DECL_FATTN_MMA_F16_CASE(256, 256, 8, 4); +DECL_FATTN_MMA_F16_CASE(512, 512, 8, 4); DECL_FATTN_MMA_F16_CASE(576, 512, 8, 4); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu index 680a13ca6d..4bc60d62f9 100644 --- a/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu +++ b/ggml/src/ggml-cuda/template-instances/fattn-mma-f16-instance-ncols1_8-ncols2_8.cu @@ -8,3 +8,4 @@ DECL_FATTN_MMA_F16_CASE(96, 96, 8, 8); DECL_FATTN_MMA_F16_CASE(112, 112, 8, 8); DECL_FATTN_MMA_F16_CASE(128, 128, 8, 8); DECL_FATTN_MMA_F16_CASE(256, 256, 8, 8); +DECL_FATTN_MMA_F16_CASE(512, 512, 8, 8); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-tile-instance-dkq512-dv512.cu b/ggml/src/ggml-cuda/template-instances/fattn-tile-instance-dkq512-dv512.cu new file mode 100644 index 0000000000..7c61d8d2ec --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-tile-instance-dkq512-dv512.cu @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.cuh" + +DECL_FATTN_TILE_CASE(512, 512); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-bf16.cu new file mode 100644 index 0000000000..3a2fa99b05 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-f16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-f16.cu new file mode 100644 index 0000000000..60f0f6f795 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-f16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_F16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_0.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_0.cu new file mode 100644 index 0000000000..489e05f08c --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_0.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_1.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_1.cu new file mode 100644 index 0000000000..6fa3c26d30 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q4_1.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_0.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_0.cu new file mode 100644 index 0000000000..421027fb29 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_0.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_1.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_1.cu new file mode 100644 index 0000000000..abbc943480 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q5_1.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q8_0.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q8_0.cu new file mode 100644 index 0000000000..d641f859d8 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-bf16-q8_0.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_BF16, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_BF16, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_BF16, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-f16-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-f16-bf16.cu new file mode 100644 index 0000000000..d1071dc243 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-f16-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_0-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_0-bf16.cu new file mode 100644 index 0000000000..8afda31423 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_0-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_1-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_1-bf16.cu new file mode 100644 index 0000000000..506864ac18 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q4_1-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_0-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_0-bf16.cu new file mode 100644 index 0000000000..0bbda8371e --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_0-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_1-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_1-bf16.cu new file mode 100644 index 0000000000..79be24daf9 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q5_1-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q8_0-bf16.cu b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q8_0-bf16.cu new file mode 100644 index 0000000000..45636e5e70 --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/fattn-vec-instance-q8_0-bf16.cu @@ -0,0 +1,7 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_BF16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_BF16); diff --git a/ggml/src/ggml-cuda/template-instances/generate_cu_files.py b/ggml/src/ggml-cuda/template-instances/generate_cu_files.py index e382df1ae2..40d51f93fa 100755 --- a/ggml/src/ggml-cuda/template-instances/generate_cu_files.py +++ b/ggml/src/ggml-cuda/template-instances/generate_cu_files.py @@ -3,9 +3,9 @@ from glob import glob import os -HEAD_SIZES_KQ = [40, 64, 72, 80, 96, 112, 128, 256, 576] +HEAD_SIZES_KQ = [40, 64, 72, 80, 96, 112, 128, 256, 512, 576] -TYPES_KV = ["GGML_TYPE_F16", "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0"] +TYPES_KV = ["GGML_TYPE_F16", "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0", "GGML_TYPE_BF16"] SOURCE_FATTN_TILE = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. @@ -35,7 +35,7 @@ TYPES_MMQ = [ "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0", "GGML_TYPE_Q2_K", "GGML_TYPE_Q3_K", "GGML_TYPE_Q4_K", "GGML_TYPE_Q5_K", "GGML_TYPE_Q6_K", "GGML_TYPE_IQ2_XXS", "GGML_TYPE_IQ2_XS", "GGML_TYPE_IQ2_S", "GGML_TYPE_IQ3_XXS", "GGML_TYPE_IQ3_S", - "GGML_TYPE_IQ1_S", "GGML_TYPE_IQ4_NL", "GGML_TYPE_IQ4_XS", "GGML_TYPE_MXFP4" + "GGML_TYPE_IQ1_S", "GGML_TYPE_IQ4_NL", "GGML_TYPE_IQ4_XS", "GGML_TYPE_MXFP4", "GGML_TYPE_NVFP4" ] SOURCE_MMQ = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. @@ -83,6 +83,8 @@ for ncols in [8, 16, 32, 64]: continue if head_size_kq == 72: continue + if head_size_kq == 512 and ncols2 not in (4, 8): + continue if head_size_kq != 576 and ncols2 in (16, 32): continue if head_size_kq == 576 and ncols2 not in (4, 16, 32): diff --git a/ggml/src/ggml-cuda/template-instances/mmq-instance-nvfp4.cu b/ggml/src/ggml-cuda/template-instances/mmq-instance-nvfp4.cu new file mode 100644 index 0000000000..2cb140d35a --- /dev/null +++ b/ggml/src/ggml-cuda/template-instances/mmq-instance-nvfp4.cu @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../mmq.cuh" + +DECL_MMQ_CASE(GGML_TYPE_NVFP4); diff --git a/ggml/src/ggml-cuda/top-k.cu b/ggml/src/ggml-cuda/top-k.cu index 785a18389f..59ce36fb1c 100644 --- a/ggml/src/ggml-cuda/top-k.cu +++ b/ggml/src/ggml-cuda/top-k.cu @@ -25,14 +25,14 @@ static void top_k_cub(ggml_cuda_pool & pool, auto indexes_in = cuda::make_counting_iterator(0); size_t temp_storage_bytes = 0; - DeviceTopK::MaxPairs(nullptr, temp_storage_bytes, src, cuda::discard_iterator(), indexes_in, dst, ncols, k, - env); + CUDA_CHECK(DeviceTopK::MaxPairs(nullptr, temp_storage_bytes, src, cuda::discard_iterator(), indexes_in, dst, ncols, k, + env)); ggml_cuda_pool_alloc temp_storage_alloc(pool, temp_storage_bytes); void * d_temp_storage = temp_storage_alloc.get(); - DeviceTopK::MaxPairs(d_temp_storage, temp_storage_bytes, src, cuda::discard_iterator(), indexes_in, dst, - ncols, k, env); + CUDA_CHECK(DeviceTopK::MaxPairs(d_temp_storage, temp_storage_bytes, src, cuda::discard_iterator(), indexes_in, dst, + ncols, k, env)); } #elif defined(GGML_CUDA_USE_CUB) // CUB_TOP_K_AVAILABLE diff --git a/ggml/src/ggml-cuda/topk-moe.cu b/ggml/src/ggml-cuda/topk-moe.cu index 08a88990dd..3020e5c743 100644 --- a/ggml/src/ggml-cuda/topk-moe.cu +++ b/ggml/src/ggml-cuda/topk-moe.cu @@ -119,6 +119,18 @@ __launch_bounds__(4 * WARP_SIZE, 1) __global__ void topk_moe_cuda(const float * } } + // Sanitize NaN to -FLT_MAX so the iterative argmax produces unique expert IDs. + // NaN comparisons always return false, which would cause the same expert to be + // selected repeatedly. -FLT_MAX compares normally and is still excluded by the + // -INFINITY sentinel used after each selection round. + // More relevant for the cuBLAS path. See https://github.com/ggml-org/llama.cpp/issues/19659 +#pragma unroll + for (int i = 0; i < experts_per_thread; i++) { + if (__isnanf(wt[i])) { + wt[i] = -FLT_MAX; + } + } + // selection_wt is only needed when bias is present (selection uses wt + bias) // when no bias, we use wt directly for both selection and weight values float selection_wt[has_bias ? experts_per_thread : 1]; diff --git a/ggml/src/ggml-cuda/unary.cu b/ggml/src/ggml-cuda/unary.cu index d4866067a4..4ad30fa1f3 100644 --- a/ggml/src/ggml-cuda/unary.cu +++ b/ggml/src/ggml-cuda/unary.cu @@ -560,3 +560,58 @@ void ggml_cuda_op_leaky_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) leaky_relu_cuda((const float *)src0_d, (float *)dst_d, ggml_nelements(src0), negative_slope, stream); } } + +/* fused unary + mul */ + +template +static void ggml_cuda_op_unary_mul_impl(ggml_backend_cuda_context & ctx, ggml_tensor * unary_node, ggml_tensor * mul_node) { + // unary_node: UNARY op applied to unary_node->src[0] + // mul_node: MUL(a, b) where one of a/b is unary_node + // Output goes to mul_node->data + + const ggml_tensor * unary_src = unary_node->src[0]; // input to the unary op + const ggml_tensor * other_src = (mul_node->src[0] == unary_node) ? mul_node->src[1] : mul_node->src[0]; + + GGML_ASSERT(ggml_is_contiguous_1(unary_src)); + GGML_ASSERT(unary_src->nb[0] == ggml_element_size(unary_src)); + GGML_ASSERT(ggml_is_contiguous_1(other_src)); + GGML_ASSERT(other_src->nb[0] == ggml_element_size(other_src)); + GGML_ASSERT(ggml_are_same_shape(unary_src, other_src)); + + GGML_ASSERT(unary_src->type == GGML_TYPE_F32 || unary_src->type == GGML_TYPE_F16); + GGML_ASSERT(unary_src->type == other_src->type); + GGML_ASSERT(unary_src->type == mul_node->type); + + cudaStream_t stream = ctx.stream(); + + const int64_t k = ggml_nelements(mul_node); + const int64_t nc = unary_src->ne[0]; + const int64_t unary_stride = unary_src->nb[1]; + const int64_t other_stride = other_src->nb[1]; + + if (unary_src->type == GGML_TYPE_F16) { + unary_gated_cuda((const half *) unary_src->data, (const half *) other_src->data, + (half *) mul_node->data, k, nc, + unary_stride / sizeof(half), other_stride / sizeof(half), stream); + } else { + unary_gated_cuda((const float *) unary_src->data, (const float *) other_src->data, + (float *) mul_node->data, k, nc, + unary_stride / sizeof(float), other_stride / sizeof(float), stream); + } +} + +void ggml_cuda_op_unary_mul(ggml_backend_cuda_context & ctx, ggml_tensor * unary_node, ggml_tensor * mul_node) { + switch (ggml_get_unary_op(unary_node)) { + case GGML_UNARY_OP_SILU: + ggml_cuda_op_unary_mul_impl(ctx, unary_node, mul_node); + break; + case GGML_UNARY_OP_SIGMOID: + ggml_cuda_op_unary_mul_impl(ctx, unary_node, mul_node); + break; + case GGML_UNARY_OP_SOFTPLUS: + ggml_cuda_op_unary_mul_impl(ctx, unary_node, mul_node); + break; + default: + GGML_ABORT("Unsupported unary op for fused unary+mul"); + } +} diff --git a/ggml/src/ggml-cuda/unary.cuh b/ggml/src/ggml-cuda/unary.cuh index 609046e569..f1dd2183a6 100644 --- a/ggml/src/ggml-cuda/unary.cuh +++ b/ggml/src/ggml-cuda/unary.cuh @@ -89,6 +89,8 @@ void ggml_cuda_op_geglu_quick(ggml_backend_cuda_context & ctx, ggml_tensor * dst void ggml_cuda_op_xielu(ggml_backend_cuda_context & ctx, ggml_tensor * dst); +void ggml_cuda_op_unary_mul(ggml_backend_cuda_context & ctx, ggml_tensor * unary_node, ggml_tensor * mul_node); + __device__ __forceinline__ float ggml_cuda_op_silu_single(float x) { return x / (1.0f + expf(-x)); } diff --git a/ggml/src/ggml-cuda/vecdotq.cuh b/ggml/src/ggml-cuda/vecdotq.cuh index ab803aca21..40b2b41e7e 100644 --- a/ggml/src/ggml-cuda/vecdotq.cuh +++ b/ggml/src/ggml-cuda/vecdotq.cuh @@ -322,6 +322,38 @@ static __device__ __forceinline__ float vec_dot_mxfp4_q8_1( return d * sumi; } +#define VDR_NVFP4_Q8_1_MMVQ 4 +#define VDR_NVFP4_Q8_1_MMQ 8 + +static __device__ __forceinline__ float vec_dot_nvfp4_q8_1( + const void * __restrict__ vbq, + const block_q8_1 * __restrict__ bq8_1, + const int32_t & kbx, + const int32_t & iqs) { + + const block_nvfp4 * bq4 = (const block_nvfp4 *) vbq + kbx; + float sum = 0.0f; +#pragma unroll + for (int i = 0; i < VDR_NVFP4_Q8_1_MMVQ/2; i++) { + const int32_t iqs0 = iqs + 2*i; + const int32_t iqs1 = iqs0 + 1; + const int32_t is = iqs0 >> 1; + const int2 v0 = get_int_from_table_16(get_int_b4(bq4->qs, iqs0), kvalues_mxfp4); + const int2 v1 = get_int_from_table_16(get_int_b4(bq4->qs, iqs1), kvalues_mxfp4); + const block_q8_1 * bq8 = bq8_1 + (is >> 1); + const int32_t i8 = ((is & 1) << 2); + + int sumi = ggml_cuda_dp4a(v0.x, get_int_b4(bq8->qs, i8 + 0), 0); + sumi = ggml_cuda_dp4a(v0.y, get_int_b4(bq8->qs, i8 + 2), sumi); + sumi = ggml_cuda_dp4a(v1.x, get_int_b4(bq8->qs, i8 + 1), sumi); + sumi = ggml_cuda_dp4a(v1.y, get_int_b4(bq8->qs, i8 + 3), sumi); + + const float d = ggml_cuda_ue4m3_to_fp32(bq4->d[is]) * __low2float(bq8->ds); + sum += d * float(sumi); + } + + return sum; +} #define VDR_Q2_K_Q8_1_MMVQ 1 #define VDR_Q2_K_Q8_1_MMQ 4 diff --git a/ggml/src/ggml-cuda/vendors/cuda.h b/ggml/src/ggml-cuda/vendors/cuda.h index ba032cfab4..323c980193 100644 --- a/ggml/src/ggml-cuda/vendors/cuda.h +++ b/ggml/src/ggml-cuda/vendors/cuda.h @@ -6,9 +6,14 @@ #include #include -#if CUDART_VERSION >= 12050 +#ifdef GGML_USE_NCCL +#include +#endif // GGML_USE_NCCL + +#if CUDART_VERSION >= 11080 #include -#endif // CUDART_VERSION >= 12050 +#define FP8_AVAILABLE +#endif // CUDART_VERSION >= 11080 #if CUDART_VERSION >= 12080 #include diff --git a/ggml/src/ggml-cuda/vendors/hip.h b/ggml/src/ggml-cuda/vendors/hip.h index 5cc1b54319..898fec31e3 100644 --- a/ggml/src/ggml-cuda/vendors/hip.h +++ b/ggml/src/ggml-cuda/vendors/hip.h @@ -10,6 +10,11 @@ #include #endif // defined(GGML_HIP_ROCWMMA_FATTN) +#ifdef GGML_USE_NCCL +#include +#endif // GGML_USE_NCCL + + #define CUBLAS_GEMM_DEFAULT HIPBLAS_GEMM_DEFAULT #define CUBLAS_GEMM_DEFAULT_TENSOR_OP HIPBLAS_GEMM_DEFAULT #define CUBLAS_OP_N HIPBLAS_OP_N @@ -28,6 +33,7 @@ #define CU_MEM_LOCATION_TYPE_DEVICE hipMemLocationTypeDevice #define CU_MEM_ACCESS_FLAGS_PROT_READWRITE hipMemAccessFlagsProtReadWrite #define CU_CHECK(fn) {hipError_t err = fn; if(err != hipSuccess) { GGML_ABORT("HipVMM Failure: %s\n", hipGetErrorString(err)); }} +#define NCCL_CHECK(fn) {ncclResult_t err = fn; if(err != ncclSuccess) { GGML_ABORT("RCCL Failure RCCL returned: %i\n", err); }} #define __shfl_sync(mask, var, laneMask, width) __shfl(var, laneMask, width) #define __shfl_up_sync(mask, var, laneMask, width) __shfl_up(var, laneMask, width) #define __shfl_xor_sync(mask, var, laneMask, width) __shfl_xor(var, laneMask, width) @@ -183,6 +189,10 @@ #define GCN #endif // defined(GCN5) || defined(GCN4) +#if defined(__gfx950__) +#define CDNA4 +#endif // defined(__gfx950__) + #if defined(__gfx942__) #define CDNA3 #endif // defined(__gfx942__) @@ -195,9 +205,9 @@ #define CDNA1 #endif // defined(__gfx908__) -#if defined(CDNA3) || defined(CDNA2) || defined(CDNA1) +#if defined(CDNA4) || defined(CDNA3) || defined(CDNA2) || defined(CDNA1) #define CDNA // For the entire family -#endif // defined(CDNA3) || defined(CDNA2) || defined(CDNA1) +#endif // defined(CDNA4) || defined(CDNA3) || defined(CDNA2) || defined(CDNA1) #if defined(__GFX12__) #define RDNA4 @@ -207,6 +217,14 @@ #define RDNA3 #endif // defined(__GFX11__) +#if defined(__gfx1150__) || defined(__gfx1151__) +#define RDNA3_5 +#endif // defined(__gfx1150__) || defined(__gfx1151__) + +#if defined(RDNA3) && !defined(RDNA3_5) +#define RDNA3_0 +#endif // defined(RDNA3) && !defined(RDNA3_5) + #if defined(__gfx1030__) || defined(__gfx1031__) || defined(__gfx1032__) || defined(__gfx1033__) || \ defined(__gfx1034__) || defined(__gfx1035__) || defined(__gfx1036__) || defined(__gfx1037__) #define RDNA2 @@ -227,6 +245,12 @@ typedef __hip_bfloat16 nv_bfloat16; typedef __hip_bfloat162 nv_bfloat162; +#if HIP_VERSION >= 60200000 +#include +typedef __hip_fp8_e4m3 __nv_fp8_e4m3; +#define FP8_AVAILABLE +#endif // HIP_VERSION >= 60200000 + typedef int8_t int8x4_t __attribute__((ext_vector_type(4))); typedef uint8_t uint8x4_t __attribute__((ext_vector_type(4))); static __device__ __forceinline__ int __vsubss4(const int a, const int b) { diff --git a/ggml/src/ggml-ext.h b/ggml/src/ggml-ext.h new file mode 100644 index 0000000000..56b0e6d314 --- /dev/null +++ b/ggml/src/ggml-ext.h @@ -0,0 +1,56 @@ +#pragma once + +#include "ggml.h" +#include "ggml-backend.h" + +// This is a "staging" header for new ggml API +// It is not publicly available and it should not be used by 3rd party projects +// +// When the API matures enough, it will be moved to the official public API + +// +// Meta backend +// + +#define GGML_BACKEND_META_MAX_DEVICES 16 + +enum ggml_backend_meta_split_axis { + // tensor split by tensor dimensions: + GGML_BACKEND_SPLIT_AXIS_0 = 0, + GGML_BACKEND_SPLIT_AXIS_1 = 1, + GGML_BACKEND_SPLIT_AXIS_2 = 2, + GGML_BACKEND_SPLIT_AXIS_3 = 3, + + GGML_BACKEND_SPLIT_AXIS_MIRRORED = 10, // all values on all backends + GGML_BACKEND_SPLIT_AXIS_PARTIAL = 11, // each backend has a partial sum + + // for internal bookkeeping only: + GGML_BACKEND_SPLIT_AXIS_NONE = 98, + GGML_BACKEND_SPLIT_AXIS_UNKNOWN = 99, +}; +GGML_API const char * ggml_backend_meta_split_axis_name(enum ggml_backend_meta_split_axis split_axis); + +struct ggml_backend_meta_split_state { + enum ggml_backend_meta_split_axis axis; + + // for tensors with axis >= 0 && axis < GGML_MAX_DIMS: + // - each device has a slice of the tensor along the split axis + // - most tensors have n_segments == 1 and a contiguous slice of the tensor data + // - some tensors have an inhomogenenous data layout along the split axis, + // those tensors are divided into segments which are each individually split across devices + // - ne has one entry per segment and device that add up to ggml_tensor::ne for that axis, + // the outer/inner loops are over segments/devices like [seg0_dev0, seg0_dev1, seg1_dev0, seg1_dev1], + // - for example, a transformer may have a fused QKV matrix rather than 3 matrices, those would be 3 separate segments + // that each need to be split individually across devices so that each device gets a slice of Q, K, and V + int64_t ne[16*GGML_BACKEND_META_MAX_DEVICES]; + uint32_t n_segments; +}; + +// function to assign split states for statically allocated tensors, compute tensor split states will be assigned to be compatible: +typedef struct ggml_backend_meta_split_state(*ggml_backend_meta_get_split_state_t)(const struct ggml_tensor * tensor, void * userdata); + +// create a new meta device from "simple" devices, meta buffer type/buffer/backend is then derived from this: +// TODO: this looks a bit strange - a backend API creates a device. I think we should try +// express this as a backend registry functionality instead +GGML_API ggml_backend_dev_t ggml_backend_meta_device( + ggml_backend_dev_t * devs, size_t n_devs, ggml_backend_meta_get_split_state_t get_split_state, void * get_split_state_ud); diff --git a/ggml/src/ggml-hexagon/ggml-hexagon.cpp b/ggml/src/ggml-hexagon/ggml-hexagon.cpp index 7a44443a8a..3d68b80048 100644 --- a/ggml/src/ggml-hexagon/ggml-hexagon.cpp +++ b/ggml/src/ggml-hexagon/ggml-hexagon.cpp @@ -7,10 +7,14 @@ #include #include -#include #include +#include +#include #include #include +#include +#include +#include #ifdef _WIN32 # include @@ -33,7 +37,7 @@ #include "ggml-impl.h" #include "ggml-quants.h" #include "op-desc.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp_iface.h" #include "htp-drv.h" @@ -44,11 +48,14 @@ static int opt_etm = 0; static int opt_verbose = 0; static int opt_profile = 0; static int opt_hostbuf = 1; // hostbuf ON by default -static int opt_experimental = 0; +static int opt_use_hmx = 1; // when set, enable HMX; when 0, use HVX only // Enable all stages by default -static int opt_opmask = HTP_OPMASK_QUEUE | HTP_OPMASK_QUANTIZE | HTP_OPMASK_COMPUTE; -static int opt_opsync = 0; // synchronous ops +static int opt_opmask = HTP_OPMASK_QUEUE | HTP_OPMASK_COMPUTE; +static int opt_opsync = 0; // synchronous ops +static int opt_opbatch = 1024; // max number of ops in a batch +static int opt_opqueue = 16; // max number of pending batches +static std::regex* opt_opfilter = NULL; // regex of ops to not claim #define HEX_VERBOSE(...) \ if (opt_verbose) GGML_LOG_DEBUG(__VA_ARGS__) @@ -85,7 +92,7 @@ static void ggml_hexagon_dump_op_exec(const std::string &sess_name, const ggml_t op_desc desc(op); GGML_LOG_DEBUG("ggml-hex: %s execute-op %s: %s : %s : %s : %s : %s : flags 0x%x\n", sess_name.c_str(), - ggml_op_name(op->op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, req_flags); + ggml_op_desc(op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, req_flags); } static void ggml_hexagon_dump_op_supp(const std::string &sess_name, const struct ggml_tensor * op, bool supp) { @@ -93,7 +100,7 @@ static void ggml_hexagon_dump_op_supp(const std::string &sess_name, const struct op_desc desc(op); GGML_LOG_DEBUG("ggml-hex: %s supports-op %s : %s : %s : %s : %s : %s : %s\n", sess_name.c_str(), - ggml_op_name(op->op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, supp ? "yes" : "no"); + ggml_op_desc(op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, supp ? "yes" : "no"); } static void ggml_hexagon_dump_op_prof(const std::string &sess_name, const ggml_tensor * op, @@ -102,25 +109,16 @@ static void ggml_hexagon_dump_op_prof(const std::string &sess_name, const ggml_t op_desc desc(op); GGML_LOG_DEBUG("ggml-hex: %s profile-op %s: %s : %s : %s : %s : %s : op-usec %u op-cycles %u op-pkts %u (%f) call-usec %llu\n", sess_name.c_str(), - ggml_op_name(op->op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, + ggml_op_desc(op), desc.names, desc.dims, desc.types, desc.strides, desc.buffs, op_usec, op_cycles, op_pkts, (float) op_cycles / op_pkts, (unsigned long long) call_usec); } // ** backend sessions +struct ggml_hexagon_opbatch; +struct ggml_hexagon_opshm; + struct ggml_hexagon_session { - ggml_hexagon_session(int dev_id, ggml_backend_dev_t dev) noexcept(false); - ~ggml_hexagon_session() noexcept(true); - - void allocate(int dev_id) noexcept(false); - void release() noexcept(true); - - void enqueue(struct htp_general_req &req, struct dspqueue_buffer *bufs, uint32_t n_bufs, bool sync = false); - void flush(); - - ggml_backend_buffer_type buffer_type = {}; - ggml_backend_buffer_type repack_buffer_type = {}; - std::string name; remote_handle64 handle; dspqueue_t queue; @@ -132,88 +130,29 @@ struct ggml_hexagon_session { bool valid_handle; bool valid_queue; bool valid_iface; - std::atomic op_pending; - uint32_t prof_usecs; - uint32_t prof_cycles; - uint32_t prof_pkts; + + std::atomic op_pending; + ggml_hexagon_opbatch *op_batch; + ggml_hexagon_opshm *op_shm; + + ggml_backend_buffer_type buffer_type = {}; + ggml_backend_buffer_type repack_buffer_type = {}; + + ggml_hexagon_session(int dev_id, ggml_backend_dev_t dev) noexcept(false); + ~ggml_hexagon_session() noexcept(true); + + const char* c_name() const { return name.c_str(); } + + void allocate(int dev_id) noexcept(false); + void release() noexcept(true); + + void enqueue_op(htp_op_code opcode, const ggml_tensor *op); + void flush(bool all = true); + + void flush_pending(bool all = false); + void flush_batch(); }; -void ggml_hexagon_session::enqueue(struct htp_general_req &req, struct dspqueue_buffer *bufs, uint32_t n_bufs, bool sync) { - // Bump pending flag (cleared in the session::flush once we get the responce) - this->op_pending++; // atomic inc - - int err = dspqueue_write(this->queue, - 0, // flags - the framework will autoset this - n_bufs, // number of buffers - bufs, // buffer references - sizeof(req), // Message length - (const uint8_t *) &req, // Message - DSPQUEUE_TIMEOUT // Timeout - ); - - if (err != 0) { - GGML_ABORT("ggml-hex: %s dspqueue_write failed: 0x%08x\n", this->name.c_str(), (unsigned) err); - } - - if (sync) { - flush(); - } -} - -// Flush HTP response queue i.e wait for all outstanding requests to complete -void ggml_hexagon_session::flush() { - dspqueue_t q = this->queue; - - // Repeatedly read packets from the queue until it's empty. We don't - // necessarily get a separate callback for each packet, and new packets - // may arrive while we're processing the previous one. - - while (this->op_pending) { - struct htp_general_rsp rsp; - uint32_t rsp_size; - uint32_t flags; - - struct dspqueue_buffer bufs[HTP_MAX_PACKET_BUFFERS]; - uint32_t n_bufs; - - // Read response packet from queue - int err = dspqueue_read(q, &flags, - HTP_MAX_PACKET_BUFFERS, // Maximum number of buffer references - &n_bufs, // Number of buffer references - bufs, // Buffer references - sizeof(rsp), // Max message length - &rsp_size, // Message length - (uint8_t *) &rsp, // Message - DSPQUEUE_TIMEOUT); // Timeout - - if (err == AEE_EEXPIRED) { - // TODO: might need to bail out if the HTP is stuck on something - continue; - } - - if (err != 0) { - GGML_ABORT("ggml-hex: dspqueue_read failed: 0x%08x\n", (unsigned) err); - } - - // Basic sanity checks - if (rsp_size != sizeof(rsp)) { - GGML_ABORT("ggml-hex: dspcall : bad response (size)\n"); - } - - if (rsp.status != HTP_STATUS_OK) { - GGML_LOG_ERROR("ggml-hex: dspcall : dsp-rsp: %s\n", status_to_str(rsp.status)); - // TODO: handle errors - } - - // TODO: update profiling implementation, currently only works for opt_opsync mode - this->prof_usecs = rsp.prof_usecs; - this->prof_cycles = rsp.prof_cycles; - this->prof_pkts = rsp.prof_pkts; - - this->op_pending--; // atomic dec - } -} - // ** backend buffers struct ggml_backend_hexagon_buffer_type_context { @@ -226,82 +165,99 @@ struct ggml_backend_hexagon_buffer_type_context { std::string name; }; -struct ggml_backend_hexagon_buffer_context { - bool mmap_to(ggml_hexagon_session * s) { - HEX_VERBOSE("ggml-hex: %s mmaping buffer: base %p domain-id %d session-id %d size %zu fd %d repack %d\n", - s->name.c_str(), (void *) this->base, s->domain_id, s->session_id, this->size, this->fd, - (int) this->repack); +struct ggml_hexagon_shared_buffer { + ggml_hexagon_session * sess; + uint8_t * base; + size_t size; + int fd; + bool mapped; + bool pinned; - int err = fastrpc_mmap(s->domain_id, this->fd, (void *) this->base, 0, this->size, FASTRPC_MAP_FD); + void mmap(bool pinned = false) { + int err = fastrpc_mmap(sess->domain_id, this->fd, (void *) this->base, 0, this->size, FASTRPC_MAP_FD_DELAYED); if (err != 0) { - GGML_LOG_ERROR("ggml-hex: buffer mapping failed : domain_id %d size %zu fd %d error 0x%08x\n", - s->domain_id, this->size, this->fd, (unsigned) err); - return false; + GGML_LOG_ERROR("ggml-hex: %s buffer mapping failed : domain_id %d size %zu fd %d error 0x%08x\n", sess->c_name(), + sess->domain_id, this->size, this->fd, (unsigned) err); + throw std::runtime_error("ggml-hex: fastrpc_mmap failed (see log for details)"); } - return true; - } + if (pinned) { + err = htp_iface_mmap(sess->handle, this->fd, this->size, pinned); + if (err != 0) { + GGML_LOG_ERROR("ggml-hex: %s buffer pinning failed : domain_id %d size %zu fd %d error 0x%08x\n", sess->c_name(), + sess->domain_id, this->size, this->fd, (unsigned) err); + throw std::runtime_error("ggml-hex: htp_iface_mmap failed (see log for details)"); + } + } - bool mmap() { - if (this->mapped) { - return true; - } - if (!mmap_to(this->sess)) { - return false; - } this->mapped = true; - return true; + this->pinned = pinned; + HEX_VERBOSE("ggml-hex: %s mapped buffer: base %p size %zu fd %d pinned %u\n", + sess->c_name(), (void *) this->base, this->size, this->fd, pinned); } - void munmap() { - if (!this->mapped) { - return; - } + void unmap() { + if (!this->mapped) return; + + htp_iface_munmap(sess->handle, this->fd); + fastrpc_munmap(sess->domain_id, this->fd, (void *) this->base, this->size); + + HEX_VERBOSE("ggml-hex: %s unmapped buffer: base %p size %zu fd %d\n", sess->c_name(), + (void *) this->base, size, this->fd); - fastrpc_munmap(this->sess->domain_id, this->fd, this->base, this->size); this->mapped = false; + this->fd = -1; } - ggml_backend_hexagon_buffer_context(ggml_hexagon_session * sess, size_t size, bool repack) { - size += 4 * 1024; // extra page for padding + void alloc(size_t size, bool pinned = false) { + if (this->base) return; - this->base = (uint8_t *) rpcmem_alloc2(RPCMEM_HEAP_ID_SYSTEM, RPCMEM_DEFAULT_FLAGS | RPCMEM_HEAP_NOREG, size); + this->base = (uint8_t *) rpcmem_alloc2(RPCMEM_HEAP_ID_SYSTEM, RPCMEM_DEFAULT_FLAGS, size); if (!this->base) { - GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer : size %zu\n", sess->name.c_str(), size); + GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer : size %zu\n", sess->c_name(), size); throw std::runtime_error("ggml-hex: rpcmem_alloc failed (see log for details)"); } this->fd = rpcmem_to_fd(this->base); if (this->fd < 0) { - GGML_LOG_ERROR("ggml-hex: %s failed to get FD for buffer %p\n", sess->name.c_str(), (void *) this->base); - rpcmem_free(this->base); - this->base = NULL; + GGML_LOG_ERROR("ggml-hex: %s failed to get FD for buffer %p\n", sess->c_name(), (void *) this->base); throw std::runtime_error("ggml-hex: rpcmem_to_fd failed (see log for details)"); } + this->size = size; - HEX_VERBOSE("ggml-hex: %s allocated buffer: base %p size %zu fd %d repack %d\n", sess->name.c_str(), - (void *) this->base, size, this->fd, (int) repack); + HEX_VERBOSE("ggml-hex: %s allocated buffer: base %p size %zu fd %d pinned %d\n", sess->c_name(), + (void *) this->base, this->size, this->fd, (int) pinned); + + mmap(pinned); + } + + void free() { + if (!this->base) return; + + unmap(); + rpcmem_free(this->base); + + HEX_VERBOSE("ggml-hex: %s freed buffer: base %p size %zu fd %d\n", sess->c_name(), + (void *) this->base, size, this->fd); + + this->base = NULL; + } + + ggml_hexagon_shared_buffer(ggml_hexagon_session * sess, size_t size, bool pinned = false) { + size += 4 * 1024; // extra page for padding this->sess = sess; - this->size = size; + this->size = 0; + this->base = nullptr; + this->fd = -1; this->mapped = false; - this->repack = repack; + + alloc(size, pinned); } - ~ggml_backend_hexagon_buffer_context() { - munmap(); - if (this->base) { - rpcmem_free(this->base); - this->base = NULL; - } + ~ggml_hexagon_shared_buffer() { + free(); } - - ggml_hexagon_session * sess; // primary session - uint8_t * base; - size_t size; - int fd; - bool mapped; // mmap is done - bool repack; // repacked buffer }; static ggml_hexagon_session * ggml_backend_hexagon_buffer_get_sess(ggml_backend_buffer_t buffer) { @@ -309,30 +265,26 @@ static ggml_hexagon_session * ggml_backend_hexagon_buffer_get_sess(ggml_backend_ } static void ggml_backend_hexagon_buffer_free_buffer(ggml_backend_buffer_t buffer) { - auto ctx = static_cast(buffer->context); - delete ctx; + auto sbuf = static_cast(buffer->context); + delete sbuf; } static void * ggml_backend_hexagon_buffer_get_base(ggml_backend_buffer_t buffer) { - auto ctx = static_cast(buffer->context); - return ctx->base; + auto sbuf = static_cast(buffer->context); + return sbuf->base; } static enum ggml_status ggml_backend_hexagon_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) { - auto ctx = static_cast(buffer->context); - auto sess = ctx->sess; + auto sbuf = static_cast(buffer->context); + auto sess = sbuf->sess; - HEX_VERBOSE("ggml-hex: %s init-tensor %s : base %p data %p nbytes %zu usage %d repack %d\n", sess->name.c_str(), - tensor->name, (void *) ctx->base, tensor->data, ggml_nbytes(tensor), (int) buffer->usage, - (int) ctx->repack); + HEX_VERBOSE("ggml-hex: %s init-tensor %s : base %p data %p nbytes %zu usage %d\n", sess->c_name(), + tensor->name, (void *) sbuf->base, tensor->data, ggml_nbytes(tensor), (int) buffer->usage); if (tensor->view_src != NULL && tensor->view_offs == 0) { - ; // nothing to do for the view - } else { - if (!ctx->mapped) { - ctx->mmap(); - } + return GGML_STATUS_SUCCESS; // nothing to do for the view } + return GGML_STATUS_SUCCESS; } @@ -402,6 +354,7 @@ static void pack_q4_0_quants(block_q4_0 * x, const uint8_t * qs, unsigned int bi static void repack_row_q4x4x2(uint8_t * y, const block_q4_0 * x, int64_t k) { static const int qk = QK_Q4_0x4x2; const int nb = (k + qk - 1) / qk; // number of blocks (padded) + const int nloe = k % qk; // leftovers const int dblk_size = 8 * 2; // 8x __fp16 const int qblk_size = qk / 2; // int4 @@ -435,15 +388,17 @@ static void repack_row_q4x4x2(uint8_t * y, const block_q4_0 * x, int64_t k) { unpack_q4_0_quants(qs, &x[i * 8 + 6], 6); unpack_q4_0_quants(qs, &x[i * 8 + 7], 7); + bool partial = (nloe && i == nb-1); + uint8_t * q = y_q + (i * qblk_size); for (int j = 0; j < qk / 2; j++) { - q[j] = (qs[j + 128] << 4) | qs[j]; + q[j] = partial ? (qs[j*2+1] << 4) | qs[j*2+0] : (qs[j+128] << 4) | qs[j+000]; } } // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Repack the scales ggml_half * d = (ggml_half *) (y_d + i * dblk_size); @@ -457,7 +412,7 @@ static void repack_row_q4x4x2(uint8_t * y, const block_q4_0 * x, int64_t k) { d[7] = x[i * 8 + 7].d; } - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_q4x4x2(y, i, k); } @@ -467,6 +422,7 @@ static void repack_row_q4x4x2(uint8_t * y, const block_q4_0 * x, int64_t k) { static void unpack_row_q4x4x2(block_q4_0 * x, const uint8_t * y, int64_t k) { static const int qk = QK_Q4_0x4x2; const int nb = (k + qk - 1) / qk; // number of blocks (padded) + const int nloe = k % qk; // leftovers const int dblk_size = 8 * 2; // 8x __fp16 const int qblk_size = qk / 2; // int4 @@ -475,7 +431,7 @@ static void unpack_row_q4x4x2(block_q4_0 * x, const uint8_t * y, int64_t k) { const uint8_t * y_q = y + 0; // quants first const uint8_t * y_d = y + qrow_size; // then scales - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_q4x4x2(y, i, k); } @@ -485,10 +441,17 @@ static void unpack_row_q4x4x2(block_q4_0 * x, const uint8_t * y, int64_t k) { for (int i = 0; i < nb; i++) { uint8_t qs[QK_Q4_0x4x2]; // unpacked quants + bool partial = (nloe && i == nb-1); + const uint8_t * q = y_q + (i * qblk_size); for (int j = 0; j < qk / 2; j++) { - qs[j] = q[j] & 0xf; - qs[j + 128] = q[j] >> 4; + if (partial) { + qs[j*2+0] = q[j] & 0xf; + qs[j*2+1] = q[j] >> 4; + } else { + qs[j+000] = q[j] & 0xf; + qs[j+128] = q[j] >> 4; + } } pack_q4_0_quants(&x[i * 8 + 0], qs, 0); @@ -503,7 +466,7 @@ static void unpack_row_q4x4x2(block_q4_0 * x, const uint8_t * y, int64_t k) { // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales const ggml_half * d = (const ggml_half *) (y_d + i * dblk_size); @@ -552,7 +515,7 @@ static void init_row_q4x4x2(block_q4_0 * x, int64_t k) { // Init the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales x[i * 8 + 0].d = 0; @@ -770,7 +733,7 @@ static void repack_row_q8x4x2(uint8_t * y, const block_q8_0 * x, int64_t k) { // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Repack the scales ggml_half * d = (ggml_half *) (y_d + i * dblk_size); @@ -784,7 +747,7 @@ static void repack_row_q8x4x2(uint8_t * y, const block_q8_0 * x, int64_t k) { d[7] = x[i * 8 + 7].d; } - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_q8x4x2(y, i, k); } @@ -802,7 +765,7 @@ static void unpack_row_q8x4x2(block_q8_0 * x, const uint8_t * y, int64_t k) { const uint8_t * y_q = y + 0; // quants first const uint8_t * y_d = y + qrow_size; // then scales - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_q8x4x2(y, i, k); } @@ -829,7 +792,7 @@ static void unpack_row_q8x4x2(block_q8_0 * x, const uint8_t * y, int64_t k) { // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales const ggml_half * d = (const ggml_half *) (y_d + i * dblk_size); @@ -878,7 +841,7 @@ static void init_row_q8x4x2(block_q8_0 * x, int64_t k) { // Init the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_Q8_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales x[i * 8 + 0].d = 0; @@ -1078,6 +1041,7 @@ static void pack_mxfp4_quants(block_mxfp4 * x, const uint8_t * qs, unsigned int static void repack_row_mxfp4x4x2(uint8_t * y, const block_mxfp4 * x, int64_t k) { static const int qk = QK_MXFP4x4x2; const int nb = (k + qk - 1) / qk; // number of blocks (padded) + const int nloe = k % qk; // leftovers const int eblk_size = 8 * 1; // 8x E8M0 const int qblk_size = qk / 2; // int4 @@ -1112,15 +1076,17 @@ static void repack_row_mxfp4x4x2(uint8_t * y, const block_mxfp4 * x, int64_t k) unpack_mxfp4_quants(qs, &x[i * 8 + 6], 6); unpack_mxfp4_quants(qs, &x[i * 8 + 7], 7); + bool partial = (nloe && i == nb-1); + uint8_t * q = y_q + (i * qblk_size); for (int j = 0; j < qk / 2; j++) { - q[j] = (qs[j + 128] << 4) | qs[j]; + q[j] = partial ? (qs[j*2+1] << 4) | qs[j*2+0] : (qs[j+128] << 4) | qs[j+000]; } } // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_MXFP4x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Repack the scales uint8_t * e = (uint8_t *) (y_e + i * eblk_size); @@ -1134,7 +1100,7 @@ static void repack_row_mxfp4x4x2(uint8_t * y, const block_mxfp4 * x, int64_t k) e[7] = x[i * 8 + 7].e; } - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_mxfp4x4x2(y, i, k); } @@ -1144,6 +1110,7 @@ static void repack_row_mxfp4x4x2(uint8_t * y, const block_mxfp4 * x, int64_t k) static void unpack_row_mxfp4x4x2(block_mxfp4 * x, const uint8_t * y, int64_t k) { static const int qk = QK_MXFP4x4x2; const int nb = (k + qk - 1) / qk; // number of blocks (padded) + const int nloe = k % qk; // leftovers const int eblk_size = 8 * 1; // 8x E8M0 const int qblk_size = qk / 2; // int4 @@ -1152,7 +1119,7 @@ static void unpack_row_mxfp4x4x2(block_mxfp4 * x, const uint8_t * y, int64_t k) const uint8_t * y_q = y + 0; // quants first const uint8_t * y_e = y + qrow_size; // then scales - if (opt_verbose > 1) { + if (opt_verbose > 2) { for (int i = 0; i < nb; i++) { dump_packed_block_mxfp4x4x2(y, i, k); } @@ -1162,10 +1129,17 @@ static void unpack_row_mxfp4x4x2(block_mxfp4 * x, const uint8_t * y, int64_t k) for (int i = 0; i < nb; i++) { uint8_t qs[QK_MXFP4x4x2]; // unpacked quants + bool partial = (nloe && i == nb-1); + const uint8_t * q = y_q + (i * qblk_size); for (int j = 0; j < qk / 2; j++) { - qs[j] = q[j] & 0xf; - qs[j + 128] = q[j] >> 4; + if (partial) { + qs[j*2+0] = q[j] & 0xf; + qs[j*2+1] = q[j] >> 4; + } else { + qs[j+000] = q[j] & 0xf; + qs[j+128] = q[j] >> 4; + } } pack_mxfp4_quants(&x[i * 8 + 0], qs, 0); @@ -1180,7 +1154,7 @@ static void unpack_row_mxfp4x4x2(block_mxfp4 * x, const uint8_t * y, int64_t k) // Repack the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_MXFP4_0x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales const uint8_t * e = (const uint8_t *) (y_e + i * eblk_size); @@ -1229,7 +1203,7 @@ static void init_row_mxfp4x4x2(block_mxfp4 * x, int64_t k) { // Init the scales // Note: Do not combine with the loop above. For tensor sizes not multiple of 256 (QK_MXFP4x4x2) - // the last block is truncated and overriden by the scales. + // the last block is truncated and overridden by the scales. for (int i = 0; i < nb; i++) { // Unpack the scales x[i * 8 + 0].e = 0; @@ -1364,11 +1338,10 @@ static void ggml_backend_hexagon_buffer_set_tensor(ggml_backend_buffer_t buffer, const void * data, size_t offset, size_t size) { - auto ctx = (ggml_backend_hexagon_buffer_context *) buffer->context; - auto sess = ctx->sess; + auto sbuf = (ggml_hexagon_shared_buffer *) buffer->context; + auto sess = sbuf->sess; - HEX_VERBOSE("ggml-hex: %s set-tensor %s : data %p offset %zu size %zu\n", sess->name.c_str(), tensor->name, data, - offset, size); + HEX_VERBOSE("ggml-hex: %s set-tensor %s : data %p offset %zu size %zu\n", sess->c_name(), tensor->name, data, offset, size); switch (tensor->type) { case GGML_TYPE_Q4_0: @@ -1383,6 +1356,13 @@ static void ggml_backend_hexagon_buffer_set_tensor(ggml_backend_buffer_t buffer, repack_q8_0_q8x4x2(tensor, data, size); break; + case GGML_TYPE_IQ4_NL: + GGML_ASSERT(offset == 0); + GGML_ASSERT(offset + size <= ggml_nbytes(tensor)); + // IQ4_NL has identical block layout to Q4_0 (ggml_half d + uint8_t qs[16]) + repack_q4_0_q4x4x2(tensor, data, size); + break; + case GGML_TYPE_MXFP4: GGML_ASSERT(offset == 0); GGML_ASSERT(offset + size <= ggml_nbytes(tensor)); @@ -1400,11 +1380,10 @@ static void ggml_backend_hexagon_buffer_get_tensor(ggml_backend_buffer_t buffer, void * data, size_t offset, size_t size) { - auto ctx = (ggml_backend_hexagon_buffer_context *) buffer->context; - auto sess = ctx->sess; + auto sbuf = (ggml_hexagon_shared_buffer *) buffer->context; + auto sess = sbuf->sess; - HEX_VERBOSE("ggml-hex: %s get-tensor %s : data %p offset %zu size %zu\n", sess->name.c_str(), tensor->name, data, - offset, size); + HEX_VERBOSE("ggml-hex: %s get-tensor %s : data %p offset %zu size %zu\n", sess->c_name(), tensor->name, data, offset, size); switch (tensor->type) { case GGML_TYPE_Q4_0: @@ -1419,6 +1398,12 @@ static void ggml_backend_hexagon_buffer_get_tensor(ggml_backend_buffer_t buffer, repack_q8x4x2_q8_0(data, tensor, size); break; + case GGML_TYPE_IQ4_NL: + GGML_ASSERT(offset == 0); + GGML_ASSERT(offset + size <= ggml_nbytes(tensor)); + repack_q4x4x2_q4_0(data, tensor, size); + break; + case GGML_TYPE_MXFP4: GGML_ASSERT(offset == 0); GGML_ASSERT(offset + size <= ggml_nbytes(tensor)); @@ -1442,10 +1427,10 @@ static bool ggml_backend_hexagon_buffer_cpy_tensor(ggml_backend_buffer_t bu } static void ggml_backend_hexagon_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) { - auto ctx = (ggml_backend_hexagon_buffer_context *) buffer->context; - auto sess = ctx->sess; - HEX_VERBOSE("ggml-hex: %s clear-buff base %p size %zu\n", sess->name.c_str(), (void *) ctx->base, ctx->size); - memset(ctx->base, value, ctx->size); + auto sbuf = (ggml_hexagon_shared_buffer *) buffer->context; + auto sess = sbuf->sess; + HEX_VERBOSE("ggml-hex: %s clear-buff base %p size %zu\n", sess->c_name(), (void *) sbuf->base, sbuf->size); + memset(sbuf->base, value, sbuf->size); } static ggml_backend_buffer_i ggml_backend_hexagon_buffer_interface = { @@ -1455,6 +1440,8 @@ static ggml_backend_buffer_i ggml_backend_hexagon_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_hexagon_buffer_set_tensor, /* .get_tensor = */ ggml_backend_hexagon_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_hexagon_buffer_cpy_tensor, /* .clear = */ ggml_backend_hexagon_buffer_clear, /* .reset = */ NULL, @@ -1470,10 +1457,10 @@ static ggml_backend_buffer_t ggml_backend_hexagon_buffer_type_alloc_buffer( ggml_backend_buffer_type_t buffer_type, size_t size) { auto sess = static_cast(buffer_type->context)->sess; try { - ggml_backend_hexagon_buffer_context * ctx = new ggml_backend_hexagon_buffer_context(sess, size, false /*repack*/); - return ggml_backend_buffer_init(buffer_type, ggml_backend_hexagon_buffer_interface, ctx, size); + ggml_hexagon_shared_buffer * sbuf = new ggml_hexagon_shared_buffer(sess, size); + return ggml_backend_buffer_init(buffer_type, ggml_backend_hexagon_buffer_interface, sbuf, size); } catch (const std::exception & exc) { - GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer context: %s\n", sess->name.c_str(), exc.what()); + GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer context (host): %s\n", sess->c_name(), exc.what()); return nullptr; } } @@ -1482,10 +1469,10 @@ static ggml_backend_buffer_t ggml_backend_hexagon_repack_buffer_type_alloc_buffe ggml_backend_buffer_type_t buffer_type, size_t size) { auto sess = static_cast(buffer_type->context)->sess; try { - ggml_backend_hexagon_buffer_context * ctx = new ggml_backend_hexagon_buffer_context(sess, size, true /*repack*/); - return ggml_backend_buffer_init(buffer_type, ggml_backend_hexagon_buffer_interface, ctx, size); + ggml_hexagon_shared_buffer * sbuf = new ggml_hexagon_shared_buffer(sess, size); + return ggml_backend_buffer_init(buffer_type, ggml_backend_hexagon_buffer_interface, sbuf, size); } catch (const std::exception & exc) { - GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer context: %s\n", sess->name.c_str(), exc.what()); + GGML_LOG_ERROR("ggml-hex: %s failed to allocate buffer context (repack): %s\n", sess->c_name(), exc.what()); return nullptr; } } @@ -1500,7 +1487,7 @@ static size_t ggml_backend_hexagon_buffer_type_get_alloc_size(ggml_backend_buffe } static size_t ggml_backend_hexagon_buffer_type_get_max_size(ggml_backend_buffer_type_t buffer_type) { - return 1 * 1024 * 1024 * 1024; // 1GB per buffer + return 1UL * 1024 * 1024 * 1024; // 1GB per buffer GGML_UNUSED(buffer_type); } @@ -1532,6 +1519,373 @@ static ggml_backend_buffer_type_i ggml_backend_hexagon_repack_buffer_type_interf /* .is_host = */ ggml_backend_hexagon_repack_buffer_type_is_host, }; +// Backend session implementation + +struct ggml_hexagon_opshm { + ggml_hexagon_shared_buffer *sbuf; + + std::vector block_mask; + size_t block_size; + + uint8_t * base() const { return this->sbuf->base; } + int fd() const { return this->sbuf->fd; } + size_t n_blocks() const { return this->block_mask.size(); } + + ggml_hexagon_opshm(ggml_hexagon_session *sess, size_t max_batch, size_t max_pending) { + size_t n_bufs = HTP_OP_MAX_BUFS; + size_t n_ops = max_batch; + size_t n_tensors = n_ops + n_ops * HTP_OP_MAX_INPUTS; + + block_mask.resize(max_pending, true); + + block_size = sizeof(htp_buf_desc) * n_bufs + + sizeof(htp_tensor) * n_tensors + + sizeof(htp_op_desc) * n_ops; + + sbuf = new ggml_hexagon_shared_buffer(sess, block_size * block_mask.size(), true /* pinned */); + + if (opt_verbose) { + GGML_LOG_INFO("ggml-hex: %s allocated shared buf %zu : block-size %zu max-batch %zu max-pending %zu\n", + sess->c_name(), (size_t) sbuf->size, block_size, max_batch, max_pending); + } + } + + ~ggml_hexagon_opshm() { + delete sbuf; + } + + uint8_t * allocate() { + auto it = std::find(block_mask.begin(), block_mask.end(), true); + if (it == block_mask.end()) + return nullptr; + + unsigned int i = std::distance(block_mask.begin(), it); + uint8_t* addr = sbuf->base + (i * block_size); + block_mask[i] = false; + + HEX_VERBOSE("ggml-hex: %s allocated op shm #%u %p\n", sbuf->sess->c_name(), i, (void*) addr); + return addr; + } + + void release(uint8_t * addr) { + int i = (addr - sbuf->base) / block_size; + block_mask[i] = true; + HEX_VERBOSE("ggml-hex: %s released op shm #%u %p\n", sbuf->sess->c_name(), i, (void*) addr); + } +}; + +struct ggml_hexagon_opbatch { + const char* name; + + std::vector buffers; + std::vector tensors; + std::vector ops; + + std::unordered_map b_map; // buffer fd to index + std::unordered_map t_map; // tensor ptr to index + std::unordered_multimap d_map; // tensor data to index + + unsigned int n_bufs; // num buffers in the batch + unsigned int n_tens; // num tensors ... + unsigned int n_ops; // num ops ... + size_t b_vmem; // sum of all buffer sizes + + unsigned int n_bufs_max; + unsigned int n_tens_max; + unsigned int n_ops_max; + size_t b_vmem_max; + + void reset() { + n_bufs = 0; + n_tens = 0; + n_ops = 0; + b_vmem = 0; + + b_map.clear(); + t_map.clear(); + d_map.clear(); + } + + ggml_hexagon_opbatch(ggml_hexagon_session *sess, size_t max_batch) { + name = sess->c_name(); + + n_bufs_max = HTP_OP_MAX_BUFS; + n_ops_max = max_batch; + n_tens_max = n_ops_max + n_ops_max * HTP_OP_MAX_INPUTS; + + b_vmem_max = HTP_OP_MAX_VMEM; + + buffers.resize(n_bufs_max); + tensors.resize(n_tens_max); + ops.resize(n_ops_max); + + b_map.reserve(n_bufs_max); + t_map.reserve(n_tens_max); + d_map.reserve(n_tens_max); + + reset(); + } + + bool empty() const { return n_ops == 0; } + + // add buffer and return its index + int add_buffer(ggml_hexagon_shared_buffer * sbuf) { + // Lookup by fd + auto it = b_map.find(sbuf->fd); + if (it != b_map.end()) { return it->second; } + + // Add new buffer to the batch + int bi = n_bufs++; + GGML_ASSERT(n_bufs < HTP_OP_MAX_BUFS); + + b_map.insert({sbuf->fd, bi}); + + htp_buf_desc &b = buffers[bi]; + b.base = (uint64_t) sbuf->base; + b.fd = sbuf->fd; + b.size = sbuf->size; + + b_vmem += b.size; + + HEX_VERBOSE("ggml-hex: add-buffer #%u : fd %d base %p size %zu : vmem %zu\n", bi, b.fd, (void*) sbuf->base, (size_t) b.size, b_vmem); + + return bi; + } + + bool same_shape(const htp_tensor * h, const ggml_tensor * t) const { + return (h->ne[0] == t->ne[0]) && (h->ne[1] == t->ne[1]) && (h->ne[2] == t->ne[2]) && (h->ne[3] == t->ne[3]) && + (h->nb[0] == t->nb[0]) && (h->nb[1] == t->nb[1]) && (h->nb[2] == t->nb[2]) && (h->nb[3] == t->nb[3]); + } + + // add tensor and return its index + int add_tensor(const ggml_tensor * t) { + auto sbuf = static_cast(t->buffer->context); + + // First lookup by tensor data + auto range = d_map.equal_range(t->data); + for (auto it = range.first; it != range.second; ++it) { + htp_tensor * h = &tensors[it->second]; + if (same_shape(h, t)) { return it->second; } + } + + // Lookup by tensor ptr + auto it = t_map.find(t); + if (it != t_map.end()) { return it->second; } + + // Add new tensor to the batch + int ti = n_tens++; + GGML_ASSERT(n_tens <= n_tens_max); + + t_map.insert({t, ti}); + d_map.insert({t->data, ti}); + + uint64_t t_offset = (uint8_t *) t->data - sbuf->base; + size_t t_size = ggml_nbytes(t); + + htp_tensor &h = tensors[ti]; + h.bi = add_buffer(sbuf); + h.data = t_offset; + h.size = t_size; + h.type = t->type; + h.ne[0] = t->ne[0]; h.ne[1] = t->ne[1]; h.ne[2] = t->ne[2]; h.ne[3] = t->ne[3]; + h.nb[0] = t->nb[0]; h.nb[1] = t->nb[1]; h.nb[2] = t->nb[2]; h.nb[3] = t->nb[3]; + + h.flags = 0; + if (ggml_backend_buffer_get_usage(t->buffer) == GGML_BACKEND_BUFFER_USAGE_COMPUTE) { + h.flags |= HTP_TENSOR_COMPUTE; + } + + HEX_VERBOSE("ggml-hex: add-tensor #%u %s : bi %d data %p offset %zu size %zu flags 0x%x : %zu:%zu:%zu:%zu\n", + ti, t->name, h.bi, (void*) t->data, (size_t) t_offset, t_size, h.flags, + (size_t) t->ne[0], (size_t) t->ne[1], (size_t) t->ne[2], (size_t) t->ne[3]); + + return ti; + } + + bool fit_op(const struct ggml_tensor *t) const { + if (n_ops >= n_ops_max ) return false; + + // check how much extras we will need + size_t extra_bufs = 0; + size_t extra_vmem = 0; + size_t extra_tens = 0; + + auto fit_tensor = [&](const ggml_tensor *t) { + if (!t_map.count(t)) { + extra_tens++; + + auto sbuf = static_cast(t->buffer->context); + if (!b_map.count(sbuf->fd)) { + extra_vmem += sbuf->size; + extra_bufs += 1; + } + } + }; + + for (unsigned int i=0; i < HTP_OP_MAX_INPUTS && t->src[i]; i++) { + fit_tensor(t->src[i]); + } + fit_tensor(t); + + if ((extra_bufs + n_bufs) > n_bufs_max) return false; + if ((extra_tens + n_tens) > n_tens_max) return false; + if ((extra_vmem + b_vmem) > b_vmem_max) return false; + + return true; + } + + // assumes that fit_op() was called first and returned true + void add_op(htp_op_code opcode, const struct ggml_tensor * t) { + // Add new op + htp_op_desc &o = ops[n_ops++]; + GGML_ASSERT(n_ops <= n_ops_max); + + memcpy(&o.params, &t->op_params, sizeof(t->op_params)); + o.opcode = opcode; + o.flags = 0; + + if (!(opt_opmask & HTP_OPMASK_COMPUTE)) { + o.flags |= HTP_OPFLAGS_SKIP_COMPUTE; + } + + ggml_hexagon_dump_op_exec(name, t, o.flags); + + for (unsigned int i=0; i < HTP_OP_MAX_INPUTS; i++) { + o.src[i] = t->src[i] ? add_tensor(t->src[i]) : 0xffff; + } + o.dst = add_tensor(t); + } + + size_t flush(uint8_t * mem_addr, size_t mem_size) { + static_assert(sizeof(htp_buf_desc) % 8 == 0, "sizeof(htp_buf_desc) must be multiple of 8"); + static_assert(sizeof(htp_tensor) % 8 == 0, "sizeof(htp_tensor) must be multiple of 8"); + static_assert(sizeof(htp_op_desc) % 8 == 0, "sizeof(htp_op_desc) must be multiple of 8"); + + const size_t b_size = sizeof(htp_buf_desc) * n_bufs; + const size_t t_size = sizeof(htp_tensor) * n_tens; + const size_t o_size = sizeof(htp_op_desc) * n_ops; + + const size_t m_size = b_size + t_size + o_size; + GGML_ASSERT(m_size <= mem_size); + + uint8_t * b_ptr = (uint8_t *) mem_addr; + uint8_t * t_ptr = (uint8_t *) b_ptr + b_size; + uint8_t * o_ptr = (uint8_t *) t_ptr + t_size; + + memcpy(b_ptr, (void *) buffers.data(), b_size); + memcpy(t_ptr, (void *) tensors.data(), t_size); + memcpy(o_ptr, (void *) ops.data(), o_size); + + HEX_VERBOSE("ggml-hex: %s flush-opbatch : n-bufs %u n-tensors %u n-ops %u vmem %zu : b-size %zu t-size %zu o-size %zu\n", + name, n_bufs, n_tens, n_ops, b_vmem, b_size, t_size, o_size); + + if (opt_verbose > 1) { + htp_buf_desc *b = (htp_buf_desc*) b_ptr; + for (unsigned int i=0; i < n_bufs; i++) { + GGML_LOG_DEBUG("ggml-hex: %s htp-buf #%u : fd %d base %p size %zu\n", name, i, + b[i].fd, (void *) b[i].base, (size_t) b[i].size); + } + htp_tensor *t = (htp_tensor*) t_ptr; + for (unsigned int i=0; i < n_tens; i++) { + GGML_LOG_DEBUG("ggml-hex: %s htp-tensor #%u : bi %u offset %u size %u : %zu:%zu:%zu:%zu\n", + name, i, t[i].bi, t[i].data, t[i].size, + (size_t) t[i].ne[0], (size_t) t[i].ne[1], (size_t) t[i].ne[2], (size_t) t[i].ne[3]); + } + } + + reset(); + + return m_size; + } +}; + +// Flush HTP response queue i.e wait for all outstanding requests to complete +void ggml_hexagon_session::flush_pending(bool all) { + while (this->op_pending) { + struct htp_opbatch_rsp rsp; + uint32_t rsp_size; + uint32_t flags; + + struct dspqueue_buffer dbuf; + uint32_t n_dbufs; + + // Read response packet from queue + int err = dspqueue_read(this->queue, &flags, 1, &n_dbufs, &dbuf, sizeof(rsp), &rsp_size, (uint8_t *) &rsp, DSPQUEUE_TIMEOUT); + if (err == AEE_EEXPIRED) { + continue; + } + + if (err != 0) { + GGML_ABORT("ggml-hex: dspqueue_read failed: 0x%08x\n", (unsigned) err); + } + + // Basic sanity checks + if (rsp_size != sizeof(rsp) || n_dbufs != 1) { + GGML_ABORT("ggml-hex: %s dspcall : bad response : size %u dspbufs %u\n", this->c_name(), rsp_size, n_dbufs); + } + + op_shm->release((uint8_t*) dbuf.ptr); + + if (rsp.status != HTP_STATUS_OK) { + GGML_LOG_ERROR("ggml-hex: %s dspcall : dsp-rsp: %s\n", this->c_name(), status_to_str(rsp.status)); + // TODO: handle errors + } + + // FIXME: profile will be per opreq + // this->prof_usecs = rsp.prof_usecs; + // this->prof_cycles = rsp.prof_cycles; + // this->prof_pkts = rsp.prof_pkts; + + this->op_pending--; // atomic dec + + if (!all) break; + } +} + +void ggml_hexagon_session::flush_batch() { + if (op_batch->empty()) { return; } + + htp_opbatch_req req; + req.n_bufs = op_batch->n_bufs; + req.n_tensors = op_batch->n_tens; + req.n_ops = op_batch->n_ops; + + dspqueue_buffer dbuf; + dbuf.fd = op_shm->fd(); + dbuf.flags = DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT; + dbuf.ptr = op_shm->allocate(); + if (!dbuf.ptr) { + flush_pending(false); + dbuf.ptr = op_shm->allocate(); + } + + dbuf.offset = (uint8_t*) dbuf.ptr - (uint8_t*) op_shm->base(); + dbuf.size = op_batch->flush((uint8_t*) dbuf.ptr, op_shm->block_size); + + // Bump pending flag (cleared in the session::flush once we get the response) + this->op_pending++; // atomic inc + + HEX_VERBOSE("ggml-hex: %s: queue-opbatch : %p size %u\n", this->c_name(), dbuf.ptr, dbuf.size); + + int err = dspqueue_write(this->queue, 0, 1, &dbuf, sizeof(req), (const uint8_t*) &req, DSPQUEUE_TIMEOUT); + if (err != 0) { + GGML_ABORT("ggml-hex: %s dspqueue_write failed: 0x%08x\n", this->c_name(), (unsigned) err); + } +} + +void ggml_hexagon_session::enqueue_op(htp_op_code opcode, const ggml_tensor *op) { + if (!op_batch->fit_op(op)) { + flush_batch(); + } + op_batch->add_op(opcode, op); +} + +// Flush HTP response queue i.e wait for all outstanding requests to complete +void ggml_hexagon_session::flush(bool all) { + flush_batch(); + flush_pending(all); +} + void ggml_hexagon_session::allocate(int dev_id) noexcept(false) { this->valid_session = false; this->valid_handle = false; @@ -1544,9 +1898,6 @@ void ggml_hexagon_session::allocate(int dev_id) noexcept(false) { this->name = std::string("HTP") + std::to_string(dev_id); this->op_pending = 0; - this->prof_usecs = 0; - this->prof_cycles = 0; - this->prof_pkts = 0; GGML_LOG_INFO("ggml-hex: allocating new session: %s\n", this->name.c_str()); @@ -1638,11 +1989,14 @@ void ggml_hexagon_session::allocate(int dev_id) noexcept(false) { } } + const size_t req_q_size = (sizeof(htp_opbatch_req) * opt_opqueue * 2) + 1024; + const size_t rsp_q_size = (sizeof(htp_opbatch_rsp) * opt_opqueue * 2) + 1024; + // Now let's setup the DSP queue err = dspqueue_create(this->domain_id, 0, // Flags - 128 * 1024, // Request queue size (in bytes) - 64 * 1024, // Response queue size (in bytes) + req_q_size, // Request queue size (in bytes) + rsp_q_size, // Response queue size (in bytes) nullptr, // Read packet callback (we handle reads explicitly) nullptr, // Error callback (we handle errors during reads) (void *) this, // Callback context @@ -1671,12 +2025,16 @@ void ggml_hexagon_session::allocate(int dev_id) noexcept(false) { // Start the DSP-side service. We need to pass the queue ID to the // DSP in a FastRPC call; the DSP side will import the queue and start // listening for packets in a callback. - err = htp_iface_start(this->handle, dev_id, this->queue_id, opt_nhvx); + err = htp_iface_start(this->handle, dev_id, this->queue_id, opt_nhvx, opt_use_hmx); if (err != 0) { GGML_LOG_ERROR("ggml-hex: failed to start session: 0x%08x\n", (unsigned) err); throw std::runtime_error("ggml-hex: iface start failed (see log for details)"); } this->valid_iface = true; + + // Allocate buffers and state for op batching + this->op_batch = new ggml_hexagon_opbatch(this, opt_opbatch); + this->op_shm = new ggml_hexagon_opshm(this, opt_opbatch, opt_opqueue); } void ggml_hexagon_session::release() noexcept(true) { @@ -1684,6 +2042,9 @@ void ggml_hexagon_session::release() noexcept(true) { int err; + delete this->op_batch; + delete this->op_shm; + // Stop the DSP-side service and close the queue if (this->valid_iface) { err = htp_iface_stop(this->handle); @@ -1715,6 +2076,9 @@ ggml_hexagon_session::ggml_hexagon_session(int dev_id, ggml_backend_dev_t dev) n buffer_type.device = dev; repack_buffer_type.device = dev; + op_batch = nullptr; + op_shm = nullptr; + try { allocate(dev_id); @@ -1777,9 +2141,13 @@ static bool ggml_hexagon_supported_flash_attn_ext(const struct ggml_hexagon_sess return false; } - return opt_experimental; -} + if (dst->ne[2] != 1 || dst->ne[3] != 1) { + // FA during prompt still needs work + return false; + } + return true; +} static bool ggml_hexagon_supported_mul_mat(const struct ggml_hexagon_session * sess, const struct ggml_tensor * dst) { const struct ggml_tensor * src0 = dst->src[0]; @@ -1796,17 +2164,18 @@ static bool ggml_hexagon_supported_mul_mat(const struct ggml_hexagon_session * s switch (src0->type) { case GGML_TYPE_Q4_0: case GGML_TYPE_Q8_0: + case GGML_TYPE_IQ4_NL: case GGML_TYPE_MXFP4: if (src0->ne[0] % 32) { return false; } - if (src0->ne[1] > 16 * 1024) { + if (ggml_nrows(src0) > 16 * 1024) { return false; // typically the lm-head which would be too large for VTCM } - if ((src1->ne[2] != 1 || src1->ne[3] != 1)) { - return false; + if (ggml_nrows(src1) > 1024 || src1->ne[2] != 1 || src1->ne[3] != 1) { + return false; // no huge batches or broadcasting (for now) } // src0 (weights) must be repacked @@ -1820,6 +2189,9 @@ static bool ggml_hexagon_supported_mul_mat(const struct ggml_hexagon_session * s GGML_LOG_DEBUG("ggml_hexagon_supported_mul_mat: permuted F16 src0 not supported\n"); return false; } + if (ggml_nrows(src1) > 1024) { + return false; // no huge batches (for now) + } break; default: @@ -1842,6 +2214,7 @@ static bool ggml_hexagon_supported_mul_mat_id(const struct ggml_hexagon_session switch (src0->type) { case GGML_TYPE_Q4_0: case GGML_TYPE_Q8_0: + case GGML_TYPE_IQ4_NL: case GGML_TYPE_MXFP4: if ((src0->ne[0] % 32)) { return false; @@ -1865,15 +2238,26 @@ static bool ggml_hexagon_supported_binary(const struct ggml_hexagon_session * se const struct ggml_tensor * src1 = op->src[1]; const struct ggml_tensor * dst = op; - if (src0->type != GGML_TYPE_F32) { - return false; - } - if (src1->type != GGML_TYPE_F32) { - return false; - } - if (dst->type != GGML_TYPE_F32) { + if (src0->type == GGML_TYPE_F32) { + if (src1->type != GGML_TYPE_F32) { + return false; + } + if (dst->type != GGML_TYPE_F32) { + return false; + } + } + else if (src0->type == GGML_TYPE_F16) { + if (src1->type != GGML_TYPE_F16) { + return false; + } + if (dst->type != GGML_TYPE_F16) { + return false; + } + } + else { return false; } + if (!ggml_are_same_shape(src0, dst)) { return false; } @@ -2028,6 +2412,23 @@ static bool ggml_hexagon_supported_softmax(const struct ggml_hexagon_session * s } } + // Reject non-HVX-aligned sizes when ne[0] > HVX_F32_LANES + // The HVX softmax implementation has issues with tail handling for larger non-aligned sizes + // Small sizes (ne[0] <= 32) work correctly with tail-only processing + const int64_t ne0 = src0->ne[0]; + if (ne0 > 32 && (ne0 & (32 - 1)) != 0) { + return false; + } + + // HVX vector size constraints for softmax + #define SOFTMAX_MAX_ROW_SIZE 131072 // 128K elements max for numerical precision + + // Reject very large row sizes to avoid numerical precision issues + // Softmax accumulation over many elements can lead to precision loss + if (ne0 > SOFTMAX_MAX_ROW_SIZE) { + return false; + } + return true; } @@ -2141,325 +2542,63 @@ static bool ggml_hexagon_supported_rope(const struct ggml_hexagon_session * sess return true; } -enum dspqbuf_type { - DSPQBUF_TYPE_DSP_WRITE_CPU_READ = 0, - DSPQBUF_TYPE_CPU_WRITE_DSP_READ, - DSPQBUF_TYPE_CONSTANT, -}; +static bool ggml_hexagon_supported_ssm_conv(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) { + const struct ggml_tensor * src0 = op->src[0]; + const struct ggml_tensor * src1 = op->src[1]; + const struct ggml_tensor * dst = op; -static void dspqbuf_dump(dspqueue_buffer * d, const struct ggml_tensor * t, dspqbuf_type type) { - if (opt_verbose < 2) return; - - auto buf = static_cast(t->buffer->context); - auto sess = buf->sess; - - GGML_LOG_DEBUG("ggml-hex: %s dspqbuf : %s base-addr %p base-size %zu data %p offset %u size %u\n", sess->name.c_str(), - t->name, (void *) buf->base, buf->size, (void *) d->ptr, (unsigned int) d->offset, - (unsigned int) d->size); -} - -// Init hexagon tensor from GGML tensor and Hexagon buffer -static void htp_req_tensor_init(htp_tensor * h, const ggml_tensor * t) { - h->data = 0; // updated by the receiver - h->type = t->type; - h->ne[0] = t->ne[0]; - h->ne[1] = t->ne[1]; - h->ne[2] = t->ne[2]; - h->ne[3] = t->ne[3]; - h->nb[0] = t->nb[0]; - h->nb[1] = t->nb[1]; - h->nb[2] = t->nb[2]; - h->nb[3] = t->nb[3]; -} - -static size_t htp_req_buff_init(htp_tensor *h, dspqueue_buffer * d, const ggml_tensor * t, dspqbuf_type type) { - if (!t) { - return 0; + // Only support FP32 for now + if (src0->type != GGML_TYPE_F32 || src1->type != GGML_TYPE_F32 || dst->type != GGML_TYPE_F32) { + return false; } - auto buf = static_cast(t->buffer->context); - - memset(d, 0, sizeof(*d)); - d->fd = buf->fd; - d->ptr = t->data; - d->offset = (uint8_t *) t->data - buf->base; - d->size = ggml_nbytes(t); - - if (!d->size) { - // Some requests contain srcs where ggml_nbytes() returns 0 but the rest of the op is non-empty - d->size = 64; + // Check IO tensor shapes and dims + if (src0->ne[3] != 1 || src1->ne[2] != 1 || src1->ne[3] != 1 || dst->ne[3] != 1) { + return false; // src0 should be effectively 3D } - switch (type) { - case DSPQBUF_TYPE_DSP_WRITE_CPU_READ: - // Flush CPU - d->flags = DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER; - break; - case DSPQBUF_TYPE_CPU_WRITE_DSP_READ: - // Flush CPU, Invalidate DSP - d->flags = DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT; - break; - default: - // Constant buffer, no cache maintenance - d->flags = 0; - break; + const int d_conv = src1->ne[0]; + const int d_inner = src0->ne[1]; + const int n_t = dst->ne[1]; + const int n_s = dst->ne[2]; + + if (src0->ne[0] != d_conv - 1 + n_t || src0->ne[1] != d_inner || src0->ne[2] != n_s) { + return false; + } + if (src1->ne[0] != d_conv || src1->ne[1] != d_inner) { + return false; + } + if (dst->ne[0] != d_inner || dst->ne[1] != n_t || dst->ne[2] != n_s) { + return false; } - htp_req_tensor_init(h, t); - - dspqbuf_dump(d, t, type); - - return 1; -} - -typedef size_t (*htp_req_init_func_t)(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * op); - -template -static inline void ggml_hexagon_dispatch_op(ggml_hexagon_session *sess, const struct ggml_tensor * op, uint32_t flags) { - uint64_t t = ggml_time_us(); - - // Construct HTP request - htp_general_req req; - memset(&req, 0, sizeof(req)); - - req.flags = flags; - if (!(opt_opmask & HTP_OPMASK_QUANTIZE)) { - req.flags |= HTP_OPFLAGS_SKIP_QUANTIZE; - } - if (!(opt_opmask & HTP_OPMASK_COMPUTE)) { - req.flags |= HTP_OPFLAGS_SKIP_COMPUTE; + // TODO: add support for non-contiguous tensors + if (!ggml_is_contiguous(src0) || !ggml_is_contiguous(src1) || !ggml_is_contiguous(dst)) { + return false; } - ggml_hexagon_dump_op_exec(sess->name, op, req.flags); + return true; +} - if ((opt_opmask & HTP_OPMASK_QUEUE)) { - dspqueue_buffer bufs[HTP_MAX_PACKET_BUFFERS]; - size_t n_bufs = _init_req_func(&req, bufs, op); - sess->enqueue(req, bufs, n_bufs, opt_opsync); +static bool ggml_hexagon_supported_cumsum(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) { + const struct ggml_tensor * src0 = op->src[0]; + const struct ggml_tensor * dst = op; + + if (src0->type != GGML_TYPE_F32 || dst->type != GGML_TYPE_F32) { + return false; } - t = ggml_time_us() - t; - - ggml_hexagon_dump_op_prof(sess->name, op, sess->prof_usecs, sess->prof_cycles, sess->prof_pkts, t); -} - -template -static inline size_t init_binary_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - switch (t->op) { - case GGML_OP_MUL_MAT: - req->op = HTP_OP_MUL_MAT; - break; - case GGML_OP_MUL: - req->op = HTP_OP_MUL; - break; - case GGML_OP_ADD: - req->op = HTP_OP_ADD; - break; - case GGML_OP_SUB: - req->op = HTP_OP_SUB; - break; - case GGML_OP_DIV: - req->op = HTP_OP_DIV; - break; - default: - GGML_ABORT("ggml-hex: binary : unsupported op: %d\n", t->op); - break; + if (!ggml_is_contiguous(src0) || !ggml_is_contiguous(dst)) { + return false; } - // src0: Weights (mulmat) or First Operand (binary op). - // If constant (e.g. weights), no cache management is needed. - // src1: Input Activations (mulmat) or Second Operand (binary op). - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], _is_src0_constant ? DSPQBUF_TYPE_CONSTANT : DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_cpy_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - req->op = HTP_OP_CPY; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_get_rows_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - req->op = HTP_OP_GET_ROWS; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_argsort_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - req->op = HTP_OP_ARGSORT; - memcpy(&req->op_params, &t->op_params, sizeof(t->op_params)); - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -template -static inline size_t init_binary_id_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - switch (t->op) { - case GGML_OP_MUL_MAT_ID: - req->op = HTP_OP_MUL_MAT_ID; - break; - case GGML_OP_ADD_ID: - req->op = HTP_OP_ADD_ID; - break; - default: - GGML_ABORT("ggml-hex: unsupported op: %d\n", t->op); - } - - // src0: Weights (mulmat) or Input Activations (other op). - // If constant, no cache management is needed. - // src1: Input Activations (mulmat) or Second Operand (binary op). - // src2: Expert IDs (mulmat) or Activated Experts (other op). - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], _is_src0_constant ? DSPQBUF_TYPE_CONSTANT : DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src2, &bufs[n_bufs], t->src[2], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_set_rows_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - req->op = HTP_OP_SET_ROWS; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_unary_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - memcpy(&req->op_params, &t->op_params, sizeof(t->op_params)); - - bool supported = false; - - switch (t->op) { - case GGML_OP_RMS_NORM: - req->op = HTP_OP_RMS_NORM; - supported = true; - break; - - case GGML_OP_SCALE: - req->op = HTP_OP_SCALE; - supported = true; - break; - - case GGML_OP_SQR: - req->op = HTP_OP_SQR; - supported = true; - break; - - case GGML_OP_SQRT: - req->op = HTP_OP_SQRT; - supported = true; - break; - - case GGML_OP_UNARY: - if (ggml_get_unary_op(t) == GGML_UNARY_OP_SILU) { - req->op = HTP_OP_UNARY_SILU; - supported = true; - } else if (ggml_get_unary_op(t) == GGML_UNARY_OP_GELU) { - req->op = HTP_OP_UNARY_GELU; - supported = true; - } - break; - - case GGML_OP_GLU: - if (ggml_get_glu_op(t) == GGML_GLU_OP_SWIGLU) { - req->op = HTP_OP_GLU_SWIGLU; - supported = true; - } else if (ggml_get_glu_op(t) == GGML_GLU_OP_SWIGLU_OAI) { - req->op = HTP_OP_GLU_SWIGLU_OAI; - supported = true; - } else if (ggml_get_glu_op(t) == GGML_GLU_OP_GEGLU) { - req->op = HTP_OP_GLU_GEGLU; - supported = true; - } - break; - - case GGML_OP_SOFT_MAX: - req->op = HTP_OP_SOFTMAX; - supported = true; - break; - - default: - break; - } - - if (!supported) { - GGML_ABORT("ggml-hex: unary : unsupported op: %d\n", t->op); - } - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_sum_rows_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - memcpy(&req->op_params, &t->op_params, sizeof(t->op_params)); - req->op = HTP_OP_SUM_ROWS; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_rope_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - memcpy(&req->op_params, &t->op_params, sizeof(t->op_params)); - req->op = HTP_OP_ROPE; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src2, &bufs[n_bufs], t->src[2], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; -} - -static inline size_t init_flash_attn_ext_req(htp_general_req * req, dspqueue_buffer * bufs, const ggml_tensor * t) { - memcpy(&req->op_params, &t->op_params, sizeof(t->op_params)); - req->op = HTP_OP_FLASH_ATTN_EXT; - - size_t n_bufs = 0; - n_bufs += htp_req_buff_init(&req->src0, &bufs[n_bufs], t->src[0], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src1, &bufs[n_bufs], t->src[1], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src2, &bufs[n_bufs], t->src[2], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src3, &bufs[n_bufs], t->src[3], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->src4, &bufs[n_bufs], t->src[4], DSPQBUF_TYPE_CPU_WRITE_DSP_READ); - n_bufs += htp_req_buff_init(&req->dst, &bufs[n_bufs], t, DSPQBUF_TYPE_DSP_WRITE_CPU_READ); - - return n_bufs; + GGML_UNUSED(sess); + return true; } static const char * ggml_backend_hexagon_name(ggml_backend_t backend) { auto sess = static_cast(backend->context); - return sess->name.c_str(); + return sess->c_name(); } static void ggml_backend_hexagon_free(ggml_backend_t backend) { @@ -2468,135 +2607,74 @@ static void ggml_backend_hexagon_free(ggml_backend_t backend) { delete backend; } -static inline bool op_reuse_src1(const ggml_tensor * op1, const ggml_tensor * op0) { - return (op0 && op0->src[1] == op1->src[1] && ggml_is_quantized(op0->src[0]->type)); +static htp_op_code op_remap_to_htp(const ggml_tensor * t) { + switch (t->op) { + case GGML_OP_FLASH_ATTN_EXT: return HTP_OP_FLASH_ATTN_EXT; + case GGML_OP_MUL_MAT: return HTP_OP_MUL_MAT; + case GGML_OP_MUL_MAT_ID: return HTP_OP_MUL_MAT_ID; + case GGML_OP_MUL: return HTP_OP_MUL; + case GGML_OP_ADD: return HTP_OP_ADD; + case GGML_OP_ADD_ID: return HTP_OP_ADD_ID; + case GGML_OP_SUB: return HTP_OP_SUB; + case GGML_OP_DIV: return HTP_OP_DIV; + case GGML_OP_CPY: return HTP_OP_CPY; + case GGML_OP_CONT: return HTP_OP_CPY; + case GGML_OP_GET_ROWS: return HTP_OP_GET_ROWS; + case GGML_OP_SET_ROWS: return HTP_OP_SET_ROWS; + case GGML_OP_SUM_ROWS: return HTP_OP_SUM_ROWS; + case GGML_OP_ARGSORT: return HTP_OP_ARGSORT; + case GGML_OP_RMS_NORM: return HTP_OP_RMS_NORM; + case GGML_OP_SCALE: return HTP_OP_SCALE; + case GGML_OP_SQR: return HTP_OP_SQR; + case GGML_OP_SQRT: return HTP_OP_SQRT; + case GGML_OP_SOFT_MAX: return HTP_OP_SOFTMAX; + case GGML_OP_SSM_CONV: return HTP_OP_SSM_CONV; + case GGML_OP_ROPE: return HTP_OP_ROPE; + case GGML_OP_REPEAT: return HTP_OP_REPEAT; + case GGML_OP_CUMSUM: return HTP_OP_CUMSUM; + + case GGML_OP_UNARY: + switch (ggml_get_unary_op(t)) { + case GGML_UNARY_OP_SILU: return HTP_OP_UNARY_SILU; + case GGML_UNARY_OP_GELU: return HTP_OP_UNARY_GELU; + case GGML_UNARY_OP_SIGMOID: return HTP_OP_UNARY_SIGMOID; + case GGML_UNARY_OP_NEG: return HTP_OP_UNARY_NEG; + case GGML_UNARY_OP_EXP: return HTP_OP_UNARY_EXP; + case GGML_UNARY_OP_SOFTPLUS: return HTP_OP_UNARY_SOFTPLUS; + default: + break; + } + break; + + case GGML_OP_GLU: + switch (ggml_get_glu_op(t)) { + case GGML_GLU_OP_SWIGLU: return HTP_OP_GLU_SWIGLU; + case GGML_GLU_OP_SWIGLU_OAI: return HTP_OP_GLU_SWIGLU_OAI; + case GGML_GLU_OP_GEGLU: return HTP_OP_GLU_GEGLU; + default: break; + } + break; + + default: + GGML_ABORT("\nggml-hex: graph-compute %s is not supported\n", ggml_op_desc(t)); + } + return HTP_OP_INVALID; } -static inline bool is_compute_op(ggml_tensor *node) +static inline bool op_is_compute(ggml_tensor *node) { return !ggml_op_is_empty(node->op) && !ggml_is_empty(node) && (node->flags & GGML_TENSOR_FLAG_COMPUTE); } -// scan the graph and figure out last compute op index -static inline int last_compute_op(ggml_cgraph * graph) { - int last = 0; - for (int i = 0; i < graph->n_nodes; ++i) { - if (is_compute_op(graph->nodes[i])) { - last = i; - } - } - - return last; -} - static ggml_status ggml_backend_hexagon_graph_compute(ggml_backend_t backend, ggml_cgraph * graph) { auto sess = static_cast(backend->context); - HEX_VERBOSE("ggml-hex: %s graph-compute n_nodes %d\n", sess->name.c_str(), graph->n_nodes); - - const int last = last_compute_op(graph); - - const struct ggml_tensor * prev_op = nullptr; // prev executed op + HEX_VERBOSE("ggml-hex: %s graph-compute n_nodes %d\n", sess->c_name(), graph->n_nodes); for (int i = 0; i < graph->n_nodes; ++i) { - ggml_tensor * node = graph->nodes[i]; - - if (!is_compute_op(node)) { - continue; - } - - uint32_t flags = 0; - - // skip quantizer if src1 is reused - if (op_reuse_src1(node, prev_op)) { - flags |= HTP_OPFLAGS_SKIP_QUANTIZE; - } - - prev_op = node; - - // ask for early notification for the last Op - if (i == last) { - flags |= HTP_OPFLAGS_EARLY_WAKEUP; - } - - switch (node->op) { - case GGML_OP_MUL_MAT: - if (ggml_is_quantized(node->src[0]->type)) { - ggml_hexagon_dispatch_op>(sess, node, flags); - } else { - ggml_hexagon_dispatch_op>(sess, node, flags); - } - break; - case GGML_OP_MUL_MAT_ID: - if (ggml_is_quantized(node->src[0]->type)) { - ggml_hexagon_dispatch_op>(sess, node, flags); - } else { - ggml_hexagon_dispatch_op>(sess, node, flags); - } - break; - case GGML_OP_MUL: - case GGML_OP_ADD: - case GGML_OP_SUB: - case GGML_OP_DIV: - ggml_hexagon_dispatch_op>(sess, node, flags); - break; - case GGML_OP_ADD_ID: - ggml_hexagon_dispatch_op>(sess, node, flags); - break; - case GGML_OP_RMS_NORM: - case GGML_OP_SCALE: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - case GGML_OP_SQR: - case GGML_OP_SQRT: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - case GGML_OP_SUM_ROWS: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - case GGML_OP_UNARY: - if ((ggml_get_unary_op(node) == GGML_UNARY_OP_SILU) || - (ggml_get_unary_op(node) == GGML_UNARY_OP_GELU)) { - ggml_hexagon_dispatch_op(sess, node, flags); - } - break; - case GGML_OP_GLU: - if ((ggml_get_glu_op(node) == GGML_GLU_OP_SWIGLU) || - (ggml_get_glu_op(node) == GGML_GLU_OP_SWIGLU_OAI) || - (ggml_get_glu_op(node) == GGML_GLU_OP_GEGLU)) { - ggml_hexagon_dispatch_op(sess, node, flags); - } - break; - case GGML_OP_SOFT_MAX: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_ROPE: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_FLASH_ATTN_EXT: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_SET_ROWS: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_GET_ROWS: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_CPY: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - case GGML_OP_ARGSORT: - ggml_hexagon_dispatch_op(sess, node, flags); - break; - - default: - GGML_ABORT("\nggml-hex: graph-compute %s is not supported\n", ggml_op_desc(node)); + ggml_tensor * n = graph->nodes[i]; + if (op_is_compute(n)) { + sess->enqueue_op(op_remap_to_htp(n), n); } } @@ -2609,7 +2687,7 @@ static ggml_status ggml_backend_hexagon_graph_compute(ggml_backend_t backend, gg static void ggml_backend_hexagon_synchronize(ggml_backend_t backend) { auto sess = static_cast(backend->context); - HEX_VERBOSE("ggml-hex: %s synchronize\n", sess->name.c_str()); + HEX_VERBOSE("ggml-hex: %s synchronize\n", sess->c_name()); // Wait until all pending ops complete sess->flush(); @@ -2670,7 +2748,7 @@ static std::vector ggml_hexagon_graph_optimize_reorder(const std::vector(dev->context); - return sess->name.c_str(); + return sess->c_name(); GGML_UNUSED(dev); } @@ -2837,8 +2917,7 @@ static const char * ggml_backend_hexagon_device_get_description(ggml_backend_dev } static void ggml_backend_hexagon_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { - // ~2GB per session for now - *free = 2ULL * 1024 * 1024 * 1024; + *free = 0; *total = *free; GGML_UNUSED(dev); @@ -2917,9 +2996,47 @@ static bool ggml_hexagon_supported_cpy(const struct ggml_hexagon_session * sess, return true; } +static bool ggml_hexagon_supported_cont(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) { + GGML_UNUSED(sess); + const struct ggml_tensor * src0 = op->src[0]; + + // CONT is same-type only, supports f32 and f16 + if (src0->type != GGML_TYPE_F32 && src0->type != GGML_TYPE_F16) return false; + + return true; +} + +static bool ggml_hexagon_supported_repeat(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) { + GGML_UNUSED(sess); + const struct ggml_tensor * src0 = op->src[0]; + const struct ggml_tensor * dst = op; + + // Support f32 and f16 + if (src0->type != GGML_TYPE_F32 && src0->type != GGML_TYPE_F16) return false; + + // src and dst must be the same type + if (src0->type != dst->type) return false; + + // dst dims must be multiples of src dims + if (dst->ne[0] % src0->ne[0] != 0) return false; + if (dst->ne[1] % src0->ne[1] != 0) return false; + if (dst->ne[2] % src0->ne[2] != 0) return false; + if (dst->ne[3] % src0->ne[3] != 0) return false; + + // require contiguous tensors (no transposition) + if (ggml_is_transposed(src0) || ggml_is_transposed(dst)) return false; + + return true; +} + static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) { auto sess = static_cast(dev->context); + // reject ops that match the filter + if (opt_opfilter && std::regex_match(ggml_op_desc(op), *opt_opfilter)) { + return false; + } + // all srcs & dsts must be mapped to the same session if (!ggml_hexagon_supported_buffers(sess, op)) { ggml_hexagon_dump_op_supp(sess->name, op, false); @@ -2936,6 +3053,13 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons supp = true; break; + case GGML_OP_MUL: + case GGML_OP_ADD: + case GGML_OP_SUB: + case GGML_OP_DIV: + supp = ggml_hexagon_supported_binary(sess, op); + break; + case GGML_OP_MUL_MAT: supp = ggml_hexagon_supported_mul_mat(sess, op); break; @@ -2944,13 +3068,6 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons supp = ggml_hexagon_supported_mul_mat_id(sess, op); break; - case GGML_OP_MUL: - case GGML_OP_ADD: - case GGML_OP_SUB: - case GGML_OP_DIV: - supp = ggml_hexagon_supported_binary(sess, op); - break; - case GGML_OP_ADD_ID: supp = ggml_hexagon_supported_add_id(sess, op); break; @@ -2974,21 +3091,34 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons break; case GGML_OP_UNARY: - { - const auto unary_op = ggml_get_unary_op(op); - if (unary_op == GGML_UNARY_OP_SILU || unary_op == GGML_UNARY_OP_GELU) { + switch (ggml_get_unary_op(op)) { + case GGML_UNARY_OP_NEG: + case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_SIGMOID: + case GGML_UNARY_OP_SOFTPLUS: + supp = ggml_hexagon_supported_unary(sess, op); + break; + case GGML_UNARY_OP_SILU: + case GGML_UNARY_OP_GELU: supp = ggml_hexagon_supported_activations(sess, op); - } - break; + break; + default: + break; } + break; + case GGML_OP_GLU: - { - const auto glu_op = ggml_get_glu_op(op); - if ((glu_op == GGML_GLU_OP_SWIGLU) || (glu_op == GGML_GLU_OP_SWIGLU_OAI) || (glu_op == GGML_GLU_OP_GEGLU)) { + switch (ggml_get_glu_op(op)) { + case GGML_GLU_OP_SWIGLU: + case GGML_GLU_OP_SWIGLU_OAI: + case GGML_GLU_OP_GEGLU: supp = ggml_hexagon_supported_activations(sess, op); - } - break; + break; + default: + break; } + break; + case GGML_OP_ROPE: supp = ggml_hexagon_supported_rope(sess, op); break; @@ -3009,10 +3139,26 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons supp = ggml_hexagon_supported_cpy(sess, op); break; + case GGML_OP_CONT: + supp = ggml_hexagon_supported_cont(sess, op); + break; + + case GGML_OP_REPEAT: + supp = ggml_hexagon_supported_repeat(sess, op); + break; + case GGML_OP_ARGSORT: supp = ggml_hexagon_supported_argsort(sess, op); break; + case GGML_OP_SSM_CONV: + supp = ggml_hexagon_supported_ssm_conv(sess, op); + break; + + case GGML_OP_CUMSUM: + supp = ggml_hexagon_supported_cumsum(sess, op); + break; + default: break; } @@ -3156,27 +3302,38 @@ static void ggml_hexagon_init(ggml_backend_reg * reg) { "please update hexagon_type to match ggml_type"); static_assert((unsigned int) HTP_TYPE_MXFP4 == (unsigned int) GGML_TYPE_MXFP4, "please update hexagon_type to match ggml_type"); + static_assert((unsigned int) HTP_TYPE_IQ4_NL == (unsigned int) GGML_TYPE_IQ4_NL, + "please update hexagon_type to match ggml_type"); - const char * str_experimental = getenv("GGML_HEXAGON_EXPERIMENTAL"); const char * str_verbose = getenv("GGML_HEXAGON_VERBOSE"); const char * str_hostbuf = getenv("GGML_HEXAGON_HOSTBUF"); const char * str_opmask = getenv("GGML_HEXAGON_OPMASK"); const char * str_opsync = getenv("GGML_HEXAGON_OPSYNC"); + const char * str_opbatch = getenv("GGML_HEXAGON_OPBATCH"); + const char * str_opqueue = getenv("GGML_HEXAGON_OPQUEUE"); + const char * str_opfilter= getenv("GGML_HEXAGON_OPFILTER"); const char * str_profile = getenv("GGML_HEXAGON_PROFILE"); const char * str_etm = getenv("GGML_HEXAGON_ETM"); const char * str_nhvx = getenv("GGML_HEXAGON_NHVX"); + const char * str_use_hmx = getenv("GGML_HEXAGON_USE_HMX"); const char * str_ndev = getenv("GGML_HEXAGON_NDEV"); const char * str_arch = getenv("GGML_HEXAGON_ARCH"); - opt_experimental = str_experimental ? atoi(str_experimental) : 0; + auto RE_ICASE = std::regex_constants::icase; + + opt_opfilter = str_opfilter ? new std::regex(str_opfilter, RE_ICASE) : NULL; opt_verbose = str_verbose ? atoi(str_verbose) : 0; opt_hostbuf = str_hostbuf ? atoi(str_hostbuf) : opt_hostbuf; - opt_opmask = str_opmask ? strtoul(str_opmask, NULL, 0) : opt_opmask; - opt_opsync = str_opsync ? atoi(str_opsync) : 0; + opt_opmask = str_opmask ? strtoul(str_opmask, NULL, 0) : opt_opmask; + opt_opsync = str_opsync ? atoi(str_opsync) : opt_opsync; + opt_opbatch = str_opbatch ? strtoul(str_opbatch, NULL, 0) : opt_opbatch; + opt_opqueue = str_opqueue ? strtoul(str_opqueue, NULL, 0) : opt_opqueue; opt_profile = str_profile ? atoi(str_profile) : 0; - opt_etm = str_etm ? atoi(str_etm) : 0; + opt_etm = str_etm ? atoi(str_etm) : 0; opt_nhvx = str_nhvx ? strtoul(str_nhvx, NULL, 0) : opt_nhvx; + opt_use_hmx = str_use_hmx ? atoi(str_use_hmx) : opt_use_hmx; opt_ndev = str_ndev ? strtoul(str_ndev, NULL, 0) : opt_ndev; + opt_hostbuf = str_hostbuf ? atoi(str_hostbuf) : opt_hostbuf; if (opt_ndev > GGML_HEXAGON_MAX_SESSIONS) { opt_ndev = GGML_HEXAGON_MAX_SESSIONS; @@ -3189,12 +3346,7 @@ static void ggml_hexagon_init(ggml_backend_reg * reg) { opt_arch = strtoul(str_arch, NULL, 0); } - opt_hostbuf = str_hostbuf ? atoi(str_hostbuf) : 1; - reg->context = new ggml_hexagon_registry(reg); - - HEX_VERBOSE("ggml-hex: size-of-general-req %zu size-of-general-rsp %zu\n", sizeof(struct htp_general_req), - sizeof(struct htp_general_rsp)); } static const struct ggml_backend_reg_i ggml_backend_hexagon_reg_i = { diff --git a/ggml/src/ggml-hexagon/htp-drv.cpp b/ggml/src/ggml-hexagon/htp-drv.cpp index 2530bb06d6..4c376b5fc9 100644 --- a/ggml/src/ggml-hexagon/htp-drv.cpp +++ b/ggml/src/ggml-hexagon/htp-drv.cpp @@ -282,7 +282,7 @@ static std::string get_driver_path() { // Replace \SystemRoot with an absolute path from system ENV windir const std::wstring systemRootEnv = L"windir"; - // Query the number of wide charactors this variable requires + // Query the number of wide characters this variable requires DWORD numWords = GetEnvironmentVariableW(systemRootEnv.c_str(), NULL, 0); if (numWords == 0) { GGML_LOG_ERROR("ggml-hex: Failed get systemRoot environment variable\n"); diff --git a/ggml/src/ggml-hexagon/htp/CMakeLists.txt b/ggml/src/ggml-hexagon/htp/CMakeLists.txt index 2c23b60da3..2b60f427ad 100644 --- a/ggml/src/ggml-hexagon/htp/CMakeLists.txt +++ b/ggml/src/ggml-hexagon/htp/CMakeLists.txt @@ -30,7 +30,10 @@ add_library(${HTP_LIB} SHARED set-rows-ops.c get-rows-ops.c cpy-ops.c + repeat-ops.c argsort-ops.c + ssm-conv.c + cumsum-ops.c ) target_compile_definitions(${HTP_LIB} PRIVATE @@ -38,6 +41,24 @@ target_compile_definitions(${HTP_LIB} PRIVATE $,FARF_HIGH=1,> FP32_QUANTIZE_GROUP_SIZE=${GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE}) +# HMX acceleration: available on v73+ architectures +set(HTP_HMX_VERSIONS v73 v75 v79 v81) +list(FIND HTP_HMX_VERSIONS ${DSP_VERSION} _hmx_idx) + +if (_hmx_idx GREATER_EQUAL 0) + target_sources(${HTP_LIB} PRIVATE + hmx-matmul-ops.c + ) + + # -mhmx enables HMX instruction set (needed by files that include hmx-utils.h) + set_source_files_properties( + hmx-matmul-ops.c + PROPERTIES COMPILE_OPTIONS "-mhmx" + ) + + target_compile_definitions(${HTP_LIB} PRIVATE HTP_HAS_HMX=1) +endif() + build_idl(htp_iface.idl ${HTP_LIB}) set_target_properties(${HTP_LIB} PROPERTIES EXPORT_COMPILE_COMMANDS ON) diff --git a/ggml/src/ggml-hexagon/htp/act-ops.c b/ggml/src/ggml-hexagon/htp/act-ops.c index 21bd4050a1..6416d2dfbc 100644 --- a/ggml/src/ggml-hexagon/htp/act-ops.c +++ b/ggml/src/ggml-hexagon/htp/act-ops.c @@ -14,59 +14,42 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" -#define htp_act_preamble3 \ - const uint32_t ne00 = src0->ne[0]; \ - const uint32_t ne01 = src0->ne[1]; \ - const uint32_t ne02 = src0->ne[2]; \ - const uint32_t ne03 = src0->ne[3]; \ - \ - const uint32_t ne10 = src1->ne[0]; \ - const uint32_t ne11 = src1->ne[1]; \ - const uint32_t ne12 = src1->ne[2]; \ - const uint32_t ne13 = src1->ne[3]; \ - \ - const uint32_t ne0 = dst->ne[0]; \ - const uint32_t ne1 = dst->ne[1]; \ - const uint32_t ne2 = dst->ne[2]; \ - const uint32_t ne3 = dst->ne[3]; \ - \ - const uint32_t nb00 = src0->nb[0]; \ - const uint32_t nb01 = src0->nb[1]; \ - const uint32_t nb02 = src0->nb[2]; \ - const uint32_t nb03 = src0->nb[3]; \ - \ - const uint32_t nb10 = src1->nb[0]; \ - const uint32_t nb11 = src1->nb[1]; \ - const uint32_t nb12 = src1->nb[2]; \ - const uint32_t nb13 = src1->nb[3]; \ - \ - const uint32_t nb0 = dst->nb[0]; \ - const uint32_t nb1 = dst->nb[1]; \ - const uint32_t nb2 = dst->nb[2]; \ - const uint32_t nb3 = dst->nb[3]; - -#define htp_act_preamble2 \ - const uint32_t ne00 = src0->ne[0]; \ - const uint32_t ne01 = src0->ne[1]; \ - const uint32_t ne02 = src0->ne[2]; \ - const uint32_t ne03 = src0->ne[3]; \ - \ - const uint32_t ne0 = dst->ne[0]; \ - const uint32_t ne1 = dst->ne[1]; \ - const uint32_t ne2 = dst->ne[2]; \ - const uint32_t ne3 = dst->ne[3]; \ - \ - const uint32_t nb00 = src0->nb[0]; \ - const uint32_t nb01 = src0->nb[1]; \ - const uint32_t nb02 = src0->nb[2]; \ - const uint32_t nb03 = src0->nb[3]; \ - \ - const uint32_t nb0 = dst->nb[0]; \ - const uint32_t nb1 = dst->nb[1]; \ - const uint32_t nb2 = dst->nb[2]; \ +#define htp_act_preamble \ + const struct htp_tensor * src0 = actx->octx->src[0]; \ + const struct htp_tensor * src1 = actx->octx->src[1]; \ + const struct htp_tensor * dst = actx->octx->dst; \ + \ + const uint32_t ne00 = src0->ne[0]; \ + const uint32_t ne01 = src0->ne[1]; \ + const uint32_t ne02 = src0->ne[2]; \ + const uint32_t ne03 = src0->ne[3]; \ + \ + const uint32_t nb00 = src0->nb[0]; \ + const uint32_t nb01 = src0->nb[1]; \ + const uint32_t nb02 = src0->nb[2]; \ + const uint32_t nb03 = src0->nb[3]; \ + \ + const uint32_t ne10 = src1 ? src1->ne[0] : 0; \ + const uint32_t ne11 = src1 ? src1->ne[1] : 0; \ + const uint32_t ne12 = src1 ? src1->ne[2] : 0; \ + const uint32_t ne13 = src1 ? src1->ne[3] : 0; \ + \ + const uint32_t nb10 = src1 ? src1->nb[0] : 0; \ + const uint32_t nb11 = src1 ? src1->nb[1] : 0; \ + const uint32_t nb12 = src1 ? src1->nb[2] : 0; \ + const uint32_t nb13 = src1 ? src1->nb[3] : 0; \ + \ + const uint32_t ne0 = dst->ne[0]; \ + const uint32_t ne1 = dst->ne[1]; \ + const uint32_t ne2 = dst->ne[2]; \ + const uint32_t ne3 = dst->ne[3]; \ + \ + const uint32_t nb0 = dst->nb[0]; \ + const uint32_t nb1 = dst->nb[1]; \ + const uint32_t nb2 = dst->nb[2]; \ const uint32_t nb3 = dst->nb[3]; struct htp_act_context { @@ -97,10 +80,7 @@ struct htp_act_context { static void glu_swiglu_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_act_context * actx = (struct htp_act_context *) data; - const struct htp_tensor * src0 = &actx->octx->src0; - const struct htp_tensor * src1 = &actx->octx->src1; - const struct htp_tensor * dst = &actx->octx->dst; - htp_act_preamble3; + htp_act_preamble; size_t src0_row_size = actx->src0_row_size; size_t src1_row_size = actx->src1_row_size; @@ -207,10 +187,7 @@ static void glu_swiglu_f32_per_thread(unsigned int nth, unsigned int ith, void * static void glu_swiglu_oai_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_act_context * actx = (struct htp_act_context *) data; - const struct htp_tensor * src0 = &actx->octx->src0; - const struct htp_tensor * src1 = &actx->octx->src1; - const struct htp_tensor * dst = &actx->octx->dst; - htp_act_preamble3; + htp_act_preamble; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); @@ -332,9 +309,7 @@ static void glu_swiglu_oai_f32_per_thread(unsigned int nth, unsigned int ith, vo static void unary_gelu_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_act_context * actx = (struct htp_act_context *) data; - const struct htp_tensor * src0 = &actx->octx->src0; - const struct htp_tensor * dst = &actx->octx->dst; - htp_act_preamble2; + htp_act_preamble; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); @@ -433,9 +408,7 @@ static void unary_gelu_f32_per_thread(unsigned int nth, unsigned int ith, void * static void unary_silu_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_act_context * actx = (struct htp_act_context *) data; - const struct htp_tensor * src0 = &actx->octx->src0; - const struct htp_tensor * dst = &actx->octx->dst; - htp_act_preamble2; + htp_act_preamble; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); @@ -533,10 +506,7 @@ static const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; static void glu_geglu_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_act_context * actx = (struct htp_act_context *) data; - const struct htp_tensor * src0 = &actx->octx->src0; - const struct htp_tensor * src1 = &actx->octx->src1; - const struct htp_tensor * dst = &actx->octx->dst; - htp_act_preamble3; + htp_act_preamble; size_t src0_row_size = actx->src0_row_size; size_t src1_row_size = actx->src1_row_size; @@ -652,9 +622,9 @@ static void glu_geglu_f32_per_thread(unsigned int nth, unsigned int ith, void * } static int execute_op_activations_f32(struct htp_ops_context * octx) { - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * dst = octx->dst; if (((src0->ne[0] * SIZEOF_FP32) != src0->nb[1]) || ((dst->ne[0] * SIZEOF_FP32) != dst->nb[1])) { FARF(ERROR, "Non-contiguous tensors are not supported at this time \n"); @@ -693,29 +663,24 @@ static int execute_op_activations_f32(struct htp_ops_context * octx) { return HTP_STATUS_NO_SUPPORT; } - const uint32_t n_threads = octx->n_threads; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); size_t src0_row_size = src0->nb[1]; - size_t src1_row_size = src1->nb[1]; // zero bytes if src1 is not used + size_t src1_row_size = src1 ? src1->nb[1] : src0->nb[1]; size_t dst_row_size = dst->nb[1]; - const bool src1_valid = src1->ne[0]; - if (!src1_valid) { - src1_row_size = src0_row_size; - } - const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); + // VTCM scratchpads for all tensors // N rows per thread, padded to HVX vector size - size_t spad_size_per_row = (src0_row_size_aligned + src1_row_size_aligned) + dst_row_size_aligned; size_t vtcm_row_per_thread = (octx->ctx->vtcm_size)/ (n_threads* spad_size_per_row); // Make sure the reserved vtcm size is sufficient - if(vtcm_row_per_thread ==0){ + if (vtcm_row_per_thread == 0) { FARF(ERROR, "act-%s : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", op_type, octx->ctx->vtcm_size, spad_size_per_row * n_threads); return HTP_STATUS_VTCM_TOO_SMALL; @@ -733,7 +698,11 @@ static int execute_op_activations_f32(struct htp_ops_context * octx) { octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; - if (src1->ne[0]) { + octx->src0_spad.src = NULL; + octx->src1_spad.src = NULL; + octx->dst_spad.src = NULL; + + if (src1) { FARF(HIGH, "%s: %ux%ux%ux%u x %ux%ux%ux%u -> %ux%ux%ux%u : src0-spad-size %u src1-spad-size %u dst-spad-size %u\n", op_type, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], octx->src0_spad.size, octx->src1_spad.size, @@ -748,13 +717,11 @@ static int execute_op_activations_f32(struct htp_ops_context * octx) { return HTP_STATUS_OK; } - uint32_t n_jobs = MIN(n_threads, src0_nrows); - // Prepare context struct htp_act_context actx; actx.octx = octx; - actx.src0_nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; + actx.src0_nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads; actx.src0_row_size = src0_row_size; actx.src1_row_size = src1_row_size; @@ -775,9 +742,9 @@ static int execute_op_activations_f32(struct htp_ops_context * octx) { // Pointers and GLU logic const uint8_t * data_src0 = (const uint8_t *) src0->data; - const uint8_t * data_src1 = (const uint8_t *) src1->data; + const uint8_t * data_src1 = src1 ? (const uint8_t *) src1->data : NULL; - if (!src1_valid && (octx->op == HTP_OP_GLU_SWIGLU || octx->op == HTP_OP_GLU_SWIGLU_OAI || octx->op == HTP_OP_GLU_GEGLU)) { + if (!src1 && (octx->op == HTP_OP_GLU_SWIGLU || octx->op == HTP_OP_GLU_SWIGLU_OAI || octx->op == HTP_OP_GLU_GEGLU)) { const int32_t swapped = octx->op_params[1]; data_src1 = data_src0; actx.src1_row_size = actx.src0_row_size; @@ -794,14 +761,14 @@ static int execute_op_activations_f32(struct htp_ops_context * octx) { actx.data_src1 = data_src1; actx.data_dst = (uint8_t *) dst->data; - worker_pool_run_func(octx->ctx->worker_pool, act_op_func, &actx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, act_op_func, &actx, n_threads); return HTP_STATUS_OK; } int op_activations(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - switch (octx->src0.type) { + switch (octx->src[0]->type) { case HTP_TYPE_F32: err = execute_op_activations_f32(octx); break; diff --git a/ggml/src/ggml-hexagon/htp/argsort-ops.c b/ggml/src/ggml-hexagon/htp/argsort-ops.c index a4cee980be..bdd0623615 100644 --- a/ggml/src/ggml-hexagon/htp/argsort-ops.c +++ b/ggml/src/ggml-hexagon/htp/argsort-ops.c @@ -12,7 +12,7 @@ #include "hex-dma.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" #ifndef MIN @@ -164,13 +164,19 @@ static void quicksort_values_indices_desc(float * values, int32_t * indices, int if (i < right) quicksort_values_indices_desc(values, indices, i, right); } +// LUT for ramp initialization of argsort output (first 32 members) +int32_t argosrt_ramp_lut[32] __attribute__((aligned(VLEN))) = { + 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, + 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31 +}; + static void htp_argsort_f32(unsigned int n, unsigned int i, void * data) { struct htp_argsort_context * actx = (struct htp_argsort_context *)data; struct htp_ops_context * octx = actx->octx; // Unpack context - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * dst = octx->dst; // Scratchpad memory uint8_t * spad = octx->src0_spad.data + octx->src0_spad.size_per_thread * i; @@ -205,8 +211,12 @@ static void htp_argsort_f32(unsigned int n, unsigned int i, void * data) { // Padded to 128 bytes. size_t values_size = hex_round_up(ne00 * sizeof(float), 128); + size_t num_vec_ind_values = hmx_ceil_div(ne00, VLEN/(sizeof(int32_t))); float * values_buf = (float *) spad; int32_t * indices_buf = (int32_t *) (spad + values_size); + HVX_Vector * indices_buf_vec = (HVX_Vector *) (spad + values_size); + const HVX_Vector ind_init_vec = *(HVX_Vector *)argosrt_ramp_lut; + const HVX_Vector ind_diff_vec = Q6_V_vsplat_R(32); for (uint32_t r = start_row; r < end_row; r++) { uint32_t src_offset = r * nb01; @@ -218,9 +228,11 @@ static void htp_argsort_f32(unsigned int n, unsigned int i, void * data) { hex_l2fetch(src_ptr, ne00 * sizeof(float), ne00 * sizeof(float), 1); hvx_copy_f32_au((uint8_t*)values_buf, src_ptr, ne00); - // Initialize indices - for (uint32_t j = 0; j < ne00; j++) { - indices_buf[j] = j; + // Initialize indices - Start with values 0..31, add 32 for additional vec iterations + HVX_Vector curr_ind_vec = ind_init_vec; + for (uint32_t j_vec = 0; j_vec < num_vec_ind_values; j_vec++) { + indices_buf_vec[j_vec] = curr_ind_vec; + curr_ind_vec = Q6_Vw_vadd_VwVw(curr_ind_vec, ind_diff_vec); } // Sort values and mirror swaps to indices @@ -237,13 +249,16 @@ static void htp_argsort_f32(unsigned int n, unsigned int i, void * data) { int op_argsort(struct htp_ops_context * octx) { // Check supported types - if (octx->src0.type != HTP_TYPE_F32) { + if (octx->src[0]->type != HTP_TYPE_F32) { return HTP_STATUS_NO_SUPPORT; } + const uint32_t total_rows = octx->src[0]->ne[1] * octx->src[0]->ne[2] * octx->src[0]->ne[3]; + const uint32_t n_threads = MIN(total_rows, octx->n_threads); + // Allocate scratchpad // We need 1 row of float + 1 row of int32 per thread. - uint32_t ne00 = octx->src0.ne[0]; + uint32_t ne00 = octx->src[0]->ne[0]; size_t values_size = hex_round_up(ne00 * sizeof(float), 128); size_t indices_size = hex_round_up(ne00 * sizeof(int32_t), 128); size_t spad_per_thread = values_size + indices_size; @@ -251,7 +266,7 @@ int op_argsort(struct htp_ops_context * octx) { // Make sure we round up to 256 for alignment requirements spad_per_thread = hex_round_up(spad_per_thread, 256); - size_t total_spad_size = spad_per_thread * octx->n_threads; + size_t total_spad_size = spad_per_thread * n_threads; if (octx->ctx->vtcm_size < total_spad_size) { FARF(ERROR, "argsort: VTCM size too small. Needed %zu, have %zu", total_spad_size, octx->ctx->vtcm_size); @@ -263,19 +278,16 @@ int op_argsort(struct htp_ops_context * octx) { octx->src0_spad.size_per_thread = spad_per_thread; FARF(HIGH, "argsort: %ux%ux%ux%u -> %ux%ux%ux%u (0x%x, 0x%x)", - octx->src0.ne[0], octx->src0.ne[1], octx->src0.ne[2], octx->src0.ne[3], - octx->dst.ne[0], octx->dst.ne[1], octx->dst.ne[2], octx->dst.ne[3], - octx->src0.data, octx->dst.data); - - uint32_t total_rows = octx->src0.ne[1] * octx->src0.ne[2] * octx->src0.ne[3]; - uint32_t n_jobs = MIN(total_rows, octx->n_threads); + octx->src[0]->ne[0], octx->src[0]->ne[1], octx->src[0]->ne[2], octx->src[0]->ne[3], + octx->dst->ne[0], octx->dst->ne[1], octx->dst->ne[2], octx->dst->ne[3], + octx->src[0]->data, octx->dst->data); struct htp_argsort_context actx; actx.octx = octx; - actx.nrows_per_thread = (total_rows + n_jobs - 1) / n_jobs; + actx.nrows_per_thread = (total_rows + n_threads - 1) / n_threads; // Run jobs - worker_pool_run_func(octx->ctx->worker_pool, htp_argsort_f32, &actx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, htp_argsort_f32, &actx, n_threads); return HTP_STATUS_OK; } diff --git a/ggml/src/ggml-hexagon/htp/binary-ops.c b/ggml/src/ggml-hexagon/htp/binary-ops.c index 00dbcf8798..52013ad0fe 100644 --- a/ggml/src/ggml-hexagon/htp/binary-ops.c +++ b/ggml/src/ggml-hexagon/htp/binary-ops.c @@ -14,7 +14,7 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" #ifndef MIN @@ -24,31 +24,29 @@ // Context for binary operations struct htp_binary_context { struct htp_ops_context * octx; - struct fastdiv_values dim1_div; - struct fastdiv_values dim2_div; - struct fastdiv_values dim12_div; + + struct fastdiv_values src0_dim1_div; // ne01 + struct fastdiv_values src0_dim2_div; // ne02 + struct fastdiv_values src0_dim12_div;// ne03 struct fastdiv_values src1_dim1_div; // ne11 struct fastdiv_values src1_dim2_div; // ne12 struct fastdiv_values src1_dim3_div; // ne13 - uint32_t nrows_per_thread; - bool split_at_ne01; - bool split_at_ne02; - - // Precomputed values uint32_t block_max; + uint32_t nrows_per_thread; size_t src0_row_size_aligned; size_t src1_row_size_aligned; size_t dst_row_size_aligned; - uint32_t src1_fetch_rows; // 1 or block_max - uint32_t src1_dma_stride; // 0 or stride + + bool split_at_ne01; + bool split_at_ne02; }; -#define htp_binary_preamble \ - const struct htp_tensor * src0 = &octx->src0; \ - const struct htp_tensor * src1 = &octx->src1; \ - struct htp_tensor * dst = &octx->dst; \ +#define htp_binary_preamble \ + const struct htp_tensor * src0 = octx->src[0]; \ + const struct htp_tensor * src1 = octx->src[1]; \ + const struct htp_tensor * dst = octx->dst; \ \ const uint32_t ne00 = src0->ne[0]; \ const uint32_t ne01 = src0->ne[1]; \ @@ -72,12 +70,11 @@ struct htp_binary_context { const uint32_t nb2 = dst->nb[2]; \ const uint32_t nb3 = dst->nb[3]; -static inline uint32_t calc_block_size(struct htp_binary_context * bctx, uint32_t ir, uint32_t end_row, - uint32_t ne01, uint32_t ne02) { +static inline uint32_t calc_block_size(struct htp_binary_context * bctx, uint32_t ir, uint32_t end_row, uint32_t ne01, uint32_t ne02) { uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); + i03 = fastdiv(ir, &bctx->src0_dim12_div); rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); + i02 = fastdiv(rem, &bctx->src0_dim1_div); i01 = rem - i02 * ne01; uint32_t rows_left = end_row - ir; @@ -95,43 +92,87 @@ static inline uint32_t calc_block_size(struct htp_binary_context * bctx, uint32_ } // Macro for scalar op switch -#define COMPUTE_SCALAR_OP(DST, SRC, VAL, N) \ - switch (octx->op) { \ - case HTP_OP_ADD: hvx_add_scalar_f32_aa(DST, SRC, VAL, N); break; \ - case HTP_OP_SUB: hvx_sub_scalar_f32_aa(DST, SRC, VAL, N); break; \ - case HTP_OP_MUL: hvx_mul_scalar_f32_aa(DST, SRC, VAL, N); break; \ - case HTP_OP_DIV: hvx_mul_scalar_f32_aa(DST, SRC, 1.0f / (VAL), N); break; \ - default: break; \ +#define COMPUTE_SCALAR_OP(DST, SRC, VAL, TYPE, N) \ + if(TYPE == HTP_TYPE_F32) { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ + case HTP_OP_SUB: hvx_sub_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ + case HTP_OP_MUL: hvx_mul_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ + case HTP_OP_DIV: hvx_mul_scalar_f32_aa(DST, SRC, 1.0f / (*(float *)VAL), N); break; \ + default: break; \ + } \ + } \ + else { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ + case HTP_OP_SUB: hvx_sub_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ + case HTP_OP_MUL: hvx_mul_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ + case HTP_OP_DIV: hvx_div_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ + default: break; \ + } \ } // Macro for vector op switch (All Aligned) -#define COMPUTE_VECTOR_OP_AAA(DST, SRC0, SRC1, N) \ - switch (octx->op) { \ - case HTP_OP_ADD: hvx_add_f32_aaa(DST, SRC0, SRC1, N); break; \ - case HTP_OP_SUB: hvx_sub_f32_aaa(DST, SRC0, SRC1, N); break; \ - case HTP_OP_MUL: hvx_mul_f32_aaa(DST, SRC0, SRC1, N); break; \ - case HTP_OP_DIV: hvx_div_f32_aaa(DST, SRC0, SRC1, N); break; \ - default: break; \ +#define COMPUTE_VECTOR_OP_AAA(DST, SRC0, SRC1, TYPE, N) \ + if(TYPE == HTP_TYPE_F32) { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f32_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f32_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f32_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f32_aaa(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ + } \ + else { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f16_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f16_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f16_aaa(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f16_aaa(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ } // Macro for vector op switch (Dst Aligned, Src0 Aligned, Src1 Unaligned) -#define COMPUTE_VECTOR_OP_AAU(DST, SRC0, SRC1, N) \ - switch (octx->op) { \ - case HTP_OP_ADD: hvx_add_f32_aau(DST, SRC0, SRC1, N); break; \ - case HTP_OP_SUB: hvx_sub_f32_aau(DST, SRC0, SRC1, N); break; \ - case HTP_OP_MUL: hvx_mul_f32_aau(DST, SRC0, SRC1, N); break; \ - case HTP_OP_DIV: hvx_div_f32_aau(DST, SRC0, SRC1, N); break; \ - default: break; \ +#define COMPUTE_VECTOR_OP_AAU(DST, SRC0, SRC1, TYPE, N) \ + if(TYPE == HTP_TYPE_F32) { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f32_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f32_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f32_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f32_aau(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ + } \ + else { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f16_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f16_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f16_aau(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f16_aau(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ } // Macro for vector op switch (All Unaligned - generic loop used in element repeat) -#define COMPUTE_VECTOR_OP_UUU(DST, SRC0, SRC1, N) \ - switch (octx->op) { \ - case HTP_OP_ADD: hvx_add_f32_uuu(DST, SRC0, SRC1, N); break; \ - case HTP_OP_SUB: hvx_sub_f32_uuu(DST, SRC0, SRC1, N); break; \ - case HTP_OP_MUL: hvx_mul_f32_uuu(DST, SRC0, SRC1, N); break; \ - case HTP_OP_DIV: hvx_div_f32_uuu(DST, SRC0, SRC1, N); break; \ - default: break; \ +#define COMPUTE_VECTOR_OP_UUU(DST, SRC0, SRC1, TYPE, N) \ + if(TYPE == HTP_TYPE_F32) { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f32_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f32_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f32_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f32_uuu(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ + } \ + else { \ + switch (octx->op) { \ + case HTP_OP_ADD: hvx_add_f16_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_SUB: hvx_sub_f16_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_MUL: hvx_mul_f16_uuu(DST, SRC0, SRC1, N); break; \ + case HTP_OP_DIV: hvx_div_f16_uuu(DST, SRC0, SRC1, N); break; \ + default: break; \ + } \ } // 1. Scalar src1 (ne10 == 1) @@ -140,11 +181,15 @@ static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; + const uint32_t src0_type = octx->src[0]->type; + const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; + FARF(HIGH, "binary-scalar: %d/%d (%u:%u) row-size %u (%u)", ith, nth, start_row, end_row, nb01, bctx->dst_row_size_aligned); + uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; @@ -158,9 +203,9 @@ static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); + i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); + i02 = fastdiv(rem, &bctx->src0_dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; @@ -169,8 +214,8 @@ static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); - dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, 0); + dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } @@ -183,9 +228,9 @@ static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); + i03 = fastdiv(ir, &bctx->src0_dim12_div); rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); + i02 = fastdiv(rem, &bctx->src0_dim1_div); i01 = rem - i02 * ne01; // src1 indices (broadcast/repeat) @@ -199,24 +244,23 @@ static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { for (uint32_t r = 0; r < current_block_size; r++) { uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; - float val = *(float *)src1_ptr; + COMPUTE_SCALAR_OP(r_dst, r_src0, src1_ptr, src0_type, ne00); src1_ptr += s1_stride; - COMPUTE_SCALAR_OP(r_dst, r_src0, val, ne00); } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; - dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); + p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); + p02 = fastdiv(prem, &bctx->src0_dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; - dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); + dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; @@ -230,11 +274,15 @@ static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, voi struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; + const uint32_t src0_type = octx->src[0]->type; + const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; + FARF(HIGH, "binary-same-shape: %d/%d (%u:%u) row-size %u (%u)", ith, nth, start_row, end_row, nb01, bctx->dst_row_size_aligned); + uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * src1_spad_base = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); @@ -250,9 +298,9 @@ static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, voi for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); + i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); + i02 = fastdiv(rem, &bctx->src0_dim1_div); i01 = rem - i02 * ne01; uint32_t i13 = (ne13 == 1) ? 0 : i03; @@ -260,23 +308,23 @@ static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, voi uint32_t i11 = (ne11 == 1) ? 0 : i01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; - uint8_t * src1_base = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; + uint8_t * src1_curr = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * s1_spad = src1_spad_base + spad_idx * src1_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); - dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); - dma_queue_push(q, dma_make_ptr(s1_spad, src1_base), bctx->src1_row_size_aligned, bctx->src1_dma_stride, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, 0); + dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); + dma_queue_push(q, dma_make_ptr(s1_spad, src1_curr), bctx->src1_row_size_aligned, nb11, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); - uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; + uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint8_t * s1_spad = (uint8_t *) dma_queue_pop(q).dst; @@ -284,23 +332,23 @@ static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, voi uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1 = s1_spad + r * bctx->src1_row_size_aligned; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; - COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, ne00); + COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, src0_type, ne00); } uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); + i03 = fastdiv(ir, &bctx->src0_dim12_div); rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); + i02 = fastdiv(rem, &bctx->src0_dim1_div); i01 = rem - i02 * ne01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; - dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); + p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); + p02 = fastdiv(prem, &bctx->src0_dim1_div); p01 = prem - p02 * ne01; uint32_t p13 = (ne13 == 1) ? 0 : p03; @@ -310,8 +358,8 @@ static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, voi uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; uint8_t * s1_next = (uint8_t *)src1->data + p13 * nb13 + p12 * nb12 + p11 * nb11; - dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); - dma_queue_push(q, dma_make_ptr(s1_spad, s1_next), bctx->src1_row_size_aligned, bctx->src1_dma_stride, ne00 * sizeof(float), next_block_size); + dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); + dma_queue_push(q, dma_make_ptr(s1_spad, s1_next), bctx->src1_row_size_aligned, nb11, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } @@ -326,13 +374,17 @@ static void binary_job_vector_row_broadcast(unsigned int nth, unsigned int ith, struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; + const uint32_t src0_type = octx->src[0]->type; + const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; - const uint32_t start_row = bctx->nrows_per_thread * ith; - const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); + const uint32_t start_row = bctx->nrows_per_thread * ith; + const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; + FARF(HIGH, "binary-row-bcast: %d/%d (%u:%u) row-size %u (%u)", ith, nth, start_row, end_row, nb01, bctx->dst_row_size_aligned); + uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); - uint8_t * src1_spad = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); + uint8_t * src1_spad_base = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; @@ -342,15 +394,14 @@ static void binary_job_vector_row_broadcast(unsigned int nth, unsigned int ith, uint32_t ir_prefetch = start_row; int spad_idx = 0; - void * s1_ptr = (void *) src1_spad; + void * s1_ptr = (void *) src1_spad_base; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); - rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t rem = ir_prefetch - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; @@ -358,41 +409,39 @@ static void binary_job_vector_row_broadcast(unsigned int nth, unsigned int ith, uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); - dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, 0); + dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); - uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; + uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; for (uint32_t r = 0; r < current_block_size; r++) { uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1 = (uint8_t *)s1_ptr; // Constant uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; - COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, ne00); + COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, src0_type, ne00); } - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); - rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir, &bctx->src0_dim12_div); + uint32_t rem = ir - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; - dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); - prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); - p01 = prem - p02 * ne01; + uint32_t p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t prem = ir_prefetch - p03 * (ne02 * ne01); + uint32_t p02 = fastdiv(prem, &bctx->src0_dim1_div); + uint32_t p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; - dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); + dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; @@ -406,15 +455,19 @@ static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; + const uint32_t src0_type = octx->src[0]->type; + const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; - const uint32_t start_row = bctx->nrows_per_thread * ith; - const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); + const uint32_t start_row = bctx->nrows_per_thread * ith; + const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; + FARF(HIGH, "binary-complex: %d/%d (%u:%u) row-size %u (%u)", ith, nth, start_row, end_row, nb01, bctx->dst_row_size_aligned); + uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); - size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; - size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; + size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; + size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; @@ -422,11 +475,10 @@ static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); - rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t rem = ir_prefetch - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; @@ -434,8 +486,8 @@ static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); - dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, 0); + dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } @@ -445,11 +497,10 @@ static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); - rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir, &bctx->src0_dim12_div); + uint32_t rem = ir - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; @@ -462,21 +513,20 @@ static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; // Read src1 from DDR (unaligned) - COMPUTE_VECTOR_OP_AAU(r_dst, r_src0, r_src1, ne00); + COMPUTE_VECTOR_OP_AAU(r_dst, r_src0, r_src1, src0_type, ne00); } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; - dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); - prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); - p01 = prem - p02 * ne01; + uint32_t p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t prem = ir_prefetch - p03 * (ne02 * ne01); + uint32_t p02 = fastdiv(prem, &bctx->src0_dim1_div); + uint32_t p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; - dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); + dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; @@ -490,15 +540,20 @@ static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; + const uint32_t src0_type = octx->src[0]->type; + const uint32_t elem_size_bytes = (src0_type == HTP_TYPE_F32) ? sizeof(float) : sizeof(_Float16); + const uint32_t row_size_bytes = ne00 * elem_size_bytes;; const uint32_t total_rows = ne01 * ne02 * ne03; - const uint32_t start_row = bctx->nrows_per_thread * ith; - const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); + const uint32_t start_row = bctx->nrows_per_thread * ith; + const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); - size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; - size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; + size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; + size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; + + FARF(HIGH, "binary-repeat: %d/%d (%u:%u) row-size %u (%u)", ith, nth, start_row, end_row, nb01, bctx->dst_row_size_aligned); dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; @@ -506,11 +561,10 @@ static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); - rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t rem = ir_prefetch - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; @@ -518,8 +572,8 @@ static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); - dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, 0); + dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } @@ -529,11 +583,10 @@ static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); - rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir, &bctx->src0_dim12_div); + uint32_t rem = ir - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; @@ -549,22 +602,21 @@ static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * for (uint32_t c = 0; c < ne00; c += ne10) { uint32_t len = MIN(ne10, ne00 - c); // Use UUU for speed and simplicity - COMPUTE_VECTOR_OP_UUU(r_dst + c * sizeof(float), r_src0 + c * sizeof(float), r_src1_row, len); + COMPUTE_VECTOR_OP_UUU(r_dst + c * elem_size_bytes, r_src0 + c * elem_size_bytes, r_src1_row, src0_type, len); } } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; - dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); - prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); - p01 = prem - p02 * ne01; + uint32_t p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t prem = ir_prefetch - p03 * (ne02 * ne01); + uint32_t p02 = fastdiv(prem, &bctx->src0_dim1_div); + uint32_t p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; - dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); + dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; @@ -577,10 +629,10 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - const struct htp_tensor * src2 = &octx->src2; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * src2 = octx->src[2]; + const struct htp_tensor * dst = octx->dst; const uint32_t ne00 = src0->ne[0]; const uint32_t ne01 = src0->ne[1]; @@ -592,6 +644,7 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { const uint32_t nb02 = src0->nb[2]; const uint32_t nb03 = src0->nb[3]; const uint32_t nb11 = src1->nb[1]; // src1 row stride + const uint32_t nb1 = dst->nb[1]; const uint32_t nb2 = dst->nb[2]; const uint32_t nb3 = dst->nb[3]; @@ -603,8 +656,8 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); - size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; - size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; + size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; + size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; @@ -612,11 +665,10 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir_prefetch, &bctx->dim12_div); - rem = ir_prefetch - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t rem = ir_prefetch - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; @@ -624,7 +676,7 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; - dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); + dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; @@ -635,11 +687,10 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; - uint32_t i03, i02, i01, rem; - i03 = fastdiv(ir, &bctx->dim12_div); - rem = ir - i03 * (ne02 * ne01); - i02 = fastdiv(rem, &bctx->dim1_div); - i01 = rem - i02 * ne01; + uint32_t i03 = fastdiv(ir, &bctx->src0_dim12_div); + uint32_t rem = ir - i03 * (ne02 * ne01); + uint32_t i02 = fastdiv(rem, &bctx->src0_dim1_div); + uint32_t i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; // linear within block since we split at ne01 @@ -658,11 +709,10 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); - uint32_t p03, p02, p01, prem; - p03 = fastdiv(ir_prefetch, &bctx->dim12_div); - prem = ir_prefetch - p03 * (ne02 * ne01); - p02 = fastdiv(prem, &bctx->dim1_div); - p01 = prem - p02 * ne01; + uint32_t p03 = fastdiv(ir_prefetch, &bctx->src0_dim12_div); + uint32_t prem = ir_prefetch - p03 * (ne02 * ne01); + uint32_t p02 = fastdiv(prem, &bctx->src0_dim1_div); + uint32_t p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); ir_prefetch += next_block_size; @@ -672,51 +722,49 @@ static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { dma_queue_flush(q); } -static int execute_op_binary_f32(struct htp_ops_context * octx) { - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - struct htp_tensor * dst = &octx->dst; +static int execute_op_binary(struct htp_ops_context * octx) { + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * dst = octx->dst; - const uint32_t n_threads = octx->n_threads; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); // Use packed row sizes for VTCM allocation - const size_t src0_row_size = src0->ne[0] * sizeof(float); - const size_t src1_row_size = src1->ne[0] * sizeof(float); - const size_t dst_row_size = dst->ne[0] * sizeof(float); + const uint32_t src0_type = octx->src[0]->type; + const size_t elem_size = (src0_type == HTP_TYPE_F32) ? sizeof(float) : sizeof(_Float16); + const size_t src0_row_size = src0->ne[0] * elem_size; + const size_t src1_row_size = src1->ne[0] * elem_size; + const size_t dst_row_size = dst->ne[0] * elem_size; - // Align to VLEN - const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); - const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); + size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); + size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); bool is_add_id = (octx->op == HTP_OP_ADD_ID); bool is_scalar = !is_add_id && (src1->ne[0] == 1); - // Determine which kernel we will use to alloc memory and dispatch - bool use_vector_same = !is_add_id && !is_scalar && src1->ne[0] == src0->ne[0] && + bool is_transposed = (src0->nb[1] < src0_row_size || src1->nb[1] < src1_row_size || dst->nb[1] < dst_row_size); + + bool is_same_shape = !is_add_id && !is_scalar && !is_transposed && + (src1->ne[0] == src0->ne[0] && src0->ne[0] % VLEN == 0) && (src1->ne[1] == src0->ne[1] || src1->ne[1] == 1) && (src1->ne[2] == src0->ne[2] || src1->ne[2] == 1) && (src1->ne[3] == src0->ne[3] || src1->ne[3] == 1); - bool is_row_bcast = use_vector_same && (src1->ne[1] == 1 && src1->ne[2] == 1 && src1->ne[3] == 1); - bool use_complex = !is_add_id && !is_scalar && !use_vector_same && (src1->ne[0] == src0->ne[0]); - bool use_repeat = !is_add_id && !is_scalar && !use_vector_same && (src1->ne[0] != src0->ne[0]); + bool is_row_bcast = is_same_shape && (src1->ne[1] == 1 && src1->ne[2] == 1 && src1->ne[3] == 1); + bool is_complex = !is_add_id && !is_scalar && !is_same_shape && (src1->ne[0] == src0->ne[0]); + bool is_repeat = !is_add_id && !is_scalar && !is_same_shape && (src1->ne[0] != src0->ne[0]); size_t spad_row_total; - if (is_scalar) { - spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); - } else if (is_row_bcast) { - spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); - } else if (use_vector_same) { + if (is_same_shape) { spad_row_total = 2 * (src0_row_size_aligned + src1_row_size_aligned + dst_row_size_aligned); - } else if (is_add_id) { - spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); // src1 read directly } else { spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); } size_t rows_per_buffer = octx->ctx->vtcm_size / (n_threads * spad_row_total); + // Adjust for static src1 in row_bcast case if (is_row_bcast) { size_t needed_static = src1_row_size_aligned; @@ -726,102 +774,99 @@ static int execute_op_binary_f32(struct htp_ops_context * octx) { } if (rows_per_buffer < 1) { - FARF(ERROR, "binary-f32: VTCM too small\n"); - return HTP_STATUS_VTCM_TOO_SMALL; + FARF(ERROR, "binary: VTCM too small\n"); + return HTP_STATUS_VTCM_TOO_SMALL; } octx->src0_spad.size_per_thread = rows_per_buffer * 2 * src0_row_size_aligned; octx->dst_spad.size_per_thread = rows_per_buffer * 2 * dst_row_size_aligned; - if (is_scalar || use_complex || use_repeat || is_add_id) { - octx->src1_spad.size_per_thread = 0; - } else if (is_row_bcast) { + if (is_add_id || is_scalar || is_complex || is_repeat || is_row_bcast) { octx->src1_spad.size_per_thread = 0; } else { octx->src1_spad.size_per_thread = rows_per_buffer * 2 * src1_row_size_aligned; } + octx->dst_spad.size = n_threads * octx->dst_spad.size_per_thread; octx->src0_spad.size = n_threads * octx->src0_spad.size_per_thread; if (is_row_bcast) { octx->src1_spad.size = src1_row_size_aligned; } else { octx->src1_spad.size = n_threads * octx->src1_spad.size_per_thread; } - octx->dst_spad.size = n_threads * octx->dst_spad.size_per_thread; if (octx->ctx->vtcm_size < (octx->src0_spad.size + octx->src1_spad.size + octx->dst_spad.size)) { return HTP_STATUS_VTCM_TOO_SMALL; } - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; - octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; + octx->src0_spad.data = octx->ctx->vtcm_base; octx->src0_spad.src = NULL; + octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->src1_spad.src = NULL; + octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; octx->dst_spad.src = NULL; if ((octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { return HTP_STATUS_OK; } - uint32_t n_jobs = MIN(n_threads, src0_nrows); - dma_queue * q = octx->ctx->dma[0]; if (is_row_bcast) { - dma_queue_push(q, dma_make_ptr(octx->src1_spad.data, (const void *) src1->data), src1_row_size_aligned, 0, src1->ne[0] * sizeof(float), 1); + dma_queue_push(q, dma_make_ptr(octx->src1_spad.data, (const void *) src1->data), src1_row_size_aligned, 0, src1->ne[0] * elem_size, 1); } struct htp_binary_context bctx; - bctx.octx = octx; - bctx.nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; - bctx.block_max = rows_per_buffer; + bctx.octx = octx; + bctx.nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads; + bctx.block_max = rows_per_buffer; bctx.src0_row_size_aligned = src0_row_size_aligned; bctx.src1_row_size_aligned = src1_row_size_aligned; bctx.dst_row_size_aligned = dst_row_size_aligned; - bctx.dim1_div = init_fastdiv_values(src0->ne[1]); - bctx.dim2_div = init_fastdiv_values(src0->ne[2]); - bctx.dim12_div = init_fastdiv_values(src0->ne[1] * src0->ne[2]); + bctx.src0_dim1_div = init_fastdiv_values(src0->ne[1]); + bctx.src0_dim2_div = init_fastdiv_values(src0->ne[2]); + bctx.src0_dim12_div = init_fastdiv_values(src0->ne[1] * src0->ne[2]); - bctx.src1_dim1_div = init_fastdiv_values(src1->ne[1]); - bctx.src1_dim2_div = init_fastdiv_values(src1->ne[2]); - bctx.src1_dim3_div = init_fastdiv_values(src1->ne[3]); + bctx.src1_dim1_div = init_fastdiv_values(src1->ne[1]); + bctx.src1_dim2_div = init_fastdiv_values(src1->ne[2]); + bctx.src1_dim3_div = init_fastdiv_values(src1->ne[3]); bool src0_contig_dim1 = (src0->nb[2] == src0->ne[1] * src0->nb[1]); - bool dst_contig_dim1 = (dst->nb[2] == src0->ne[1] * dst->nb[1]); + bool dst_contig_dim1 = (dst->nb[2] == src0->ne[1] * dst->nb[1]); bool src0_contig_dim2 = (src0->nb[3] == src0->ne[2] * src0->nb[2]); - bool dst_contig_dim2 = (dst->nb[3] == src0->ne[2] * dst->nb[2]); + bool dst_contig_dim2 = (dst->nb[3] == src0->ne[2] * dst->nb[2]); - bctx.split_at_ne01 = (src0->ne[2] > 1) && - ((src1->ne[1] > 1) || (src1->ne[2] > 1) || !src0_contig_dim1 || !dst_contig_dim1); - - bctx.split_at_ne02 = (src0->ne[3] > 1) && - ((src1->ne[2] > 1) || (src1->ne[3] > 1) || !src0_contig_dim2 || !dst_contig_dim2); - - // Precompute specific kernel parameters - if (use_vector_same) { - bctx.src1_dma_stride = (src1->ne[1] == 1) ? 0 : src1->nb[1]; - bctx.src1_fetch_rows = (src1->ne[1] == 1) ? 1 : rows_per_buffer; - } + bctx.split_at_ne01 = (src0->ne[2] > 1) && ((src1->ne[1] > 1) || (src1->ne[2] > 1) || !src0_contig_dim1 || !dst_contig_dim1); + bctx.split_at_ne02 = (src0->ne[3] > 1) && ((src1->ne[2] > 1) || (src1->ne[3] > 1) || !src0_contig_dim2 || !dst_contig_dim2); worker_callback_t worker_func; - if (is_add_id) worker_func = binary_job_add_id; - else if (is_scalar) worker_func = binary_job_scalar; - else if (is_row_bcast) worker_func = binary_job_vector_row_broadcast; - else if (use_vector_same) worker_func = binary_job_vector_same_shape; - else if (use_complex) worker_func = binary_job_vector_complex; - else worker_func = binary_job_element_repeat; + if (is_add_id) worker_func = binary_job_add_id; + else if (is_scalar) worker_func = binary_job_scalar; + else if (is_row_bcast) worker_func = binary_job_vector_row_broadcast; + else if (is_same_shape) worker_func = binary_job_vector_same_shape; + else if (is_complex) worker_func = binary_job_vector_complex; + else worker_func = binary_job_element_repeat; if (is_row_bcast) { dma_queue_pop(q); } - worker_pool_run_func(octx->ctx->worker_pool, worker_func, &bctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, worker_func, &bctx, n_threads); return HTP_STATUS_OK; } int op_binary(struct htp_ops_context * octx) { - if (octx->src0.type == HTP_TYPE_F32) { - return execute_op_binary_f32(octx); + + // Does not support permutations of src1 + const struct htp_tensor * src1 = octx->src[1]; + if (src1->nb[1] < src1->nb[0]) { + return HTP_STATUS_NO_SUPPORT; } + + const uint32_t src0_type = octx->src[0]->type; + if ((src0_type == HTP_TYPE_F32) || (src0_type == HTP_TYPE_F16)) { + return execute_op_binary(octx); + } + return HTP_STATUS_NO_SUPPORT; } + diff --git a/ggml/src/ggml-hexagon/htp/cpy-ops.c b/ggml/src/ggml-hexagon/htp/cpy-ops.c index 559ca18378..e5b9d350fd 100644 --- a/ggml/src/ggml-hexagon/htp/cpy-ops.c +++ b/ggml/src/ggml-hexagon/htp/cpy-ops.c @@ -11,7 +11,7 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" #include "hvx-utils.h" @@ -32,10 +32,10 @@ struct htp_copy_context { void (*copy)(struct htp_copy_context * ct, struct htp_ops_context * octx, int nth, int ith); }; -#define cpy_preamble \ - struct htp_tensor *src0 = &octx->src0; \ - struct htp_tensor *dst = &octx->dst; \ - \ +#define cpy_preamble \ + const struct htp_tensor *src0 = octx->src[0]; \ + const struct htp_tensor *dst = octx->dst; \ + \ const uint32_t ne00 = src0->ne[0]; \ const uint32_t ne01 = src0->ne[1]; \ const uint32_t ne02 = src0->ne[2]; \ @@ -202,6 +202,8 @@ static void cpy_work_func(unsigned int n, unsigned int i, void *data) { int op_cpy(struct htp_ops_context * octx) { cpy_preamble; + const uint32_t n_threads = MIN(nr, octx->n_threads); + struct htp_copy_context ct; ct.octx = octx; @@ -227,8 +229,7 @@ int op_cpy(struct htp_ops_context * octx) { const bool transposed = (nb00 > nb01) || (nb0 > nb1); const bool sameshape = !transposed && (ne00 == ne0 && ne01 == ne1 && ne02 == ne2 && ne03 == ne3); - const uint32_t n_jobs = MIN(nr, octx->n_threads); - ct.src0_nrows_per_thread = (nr + n_jobs - 1) / n_jobs; + ct.src0_nrows_per_thread = (nr + n_threads - 1) / n_threads; if (sametype && sameshape) { ct.copy = cpy_thread_sametype_sameshape; @@ -245,7 +246,7 @@ int op_cpy(struct htp_ops_context * octx) { return HTP_STATUS_NO_SUPPORT; } - worker_pool_run_func(octx->ctx->worker_pool, cpy_work_func, &ct, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, cpy_work_func, &ct, n_threads); return HTP_STATUS_OK; } diff --git a/ggml/src/ggml-hexagon/htp/cumsum-ops.c b/ggml/src/ggml-hexagon/htp/cumsum-ops.c new file mode 100644 index 0000000000..2ced197123 --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/cumsum-ops.c @@ -0,0 +1,270 @@ +#pragma clang diagnostic ignored "-Wunused-variable" +#pragma clang diagnostic ignored "-Wunused-function" +#pragma clang diagnostic ignored "-Wunused-but-set-variable" + +#include +#include + +#define GGML_COMMON_DECL_C +#include "ggml-common.h" +#include "htp-ctx.h" +#include "htp-ops.h" +#include "hvx-types.h" +#include "hvx-utils.h" +#include "hex-dma.h" + +#define htp_cumsum_tensors_preamble \ + const struct htp_tensor * restrict src0 = octx->src[0]; \ + const struct htp_tensor * restrict dst = octx->dst; \ + \ + const uint32_t ne00 = src0->ne[0]; \ + const uint32_t ne01 = src0->ne[1]; \ + const uint32_t ne02 = src0->ne[2]; \ + const uint32_t ne03 = src0->ne[3]; \ + \ + const uint32_t ne0 = dst->ne[0]; \ + const uint32_t ne1 = dst->ne[1]; \ + const uint32_t ne2 = dst->ne[2]; \ + const uint32_t ne3 = dst->ne[3]; \ + \ + const uint32_t nb00 = src0->nb[0]; \ + const uint32_t nb01 = src0->nb[1]; \ + const uint32_t nb02 = src0->nb[2]; \ + const uint32_t nb03 = src0->nb[3]; \ + \ + const uint32_t nb0 = dst->nb[0]; \ + const uint32_t nb1 = dst->nb[1]; \ + const uint32_t nb2 = dst->nb[2]; \ + const uint32_t nb3 = dst->nb[3]; + +struct htp_cumsum_context { + struct htp_ops_context * octx; + size_t src_row_size; + size_t dst_row_size; + size_t src_row_size_aligned; + size_t dst_row_size_aligned; + uint32_t rows_per_thread; + uint32_t total_rows; +}; + +#define htp_cumsum_preamble \ + struct htp_cumsum_context * cctx = (struct htp_cumsum_context *) data; \ + struct htp_ops_context * octx = cctx->octx; \ + htp_cumsum_tensors_preamble; \ + dma_queue * dma_queue = octx->ctx->dma[ith]; + +// --------------------------------------------------------------------------- +// HVX prefix scan helpers +// --------------------------------------------------------------------------- + +#if __HVX_ARCH__ > 75 +static inline HVX_Vector hvx_cumsum_vadd(HVX_Vector a, HVX_Vector b) { + return Q6_Vsf_vadd_VsfVsf(a, b); +} +#else +static inline HVX_Vector hvx_cumsum_vadd(HVX_Vector a, HVX_Vector b) { + return Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(a, b)); +} +#endif // __HVX_ARCH__ > 75 + +static inline HVX_Vector hvx_prefix_scan_f32(HVX_Vector v, HVX_Vector carry_in) { + const HVX_Vector zero = Q6_V_vsplat_R(0); + + v = hvx_cumsum_vadd(v, Q6_V_vlalign_VVR(v, zero, 4)); + v = hvx_cumsum_vadd(v, Q6_V_vlalign_VVR(v, zero, 8)); + v = hvx_cumsum_vadd(v, Q6_V_vlalign_VVR(v, zero, 16)); + v = hvx_cumsum_vadd(v, Q6_V_vlalign_VVR(v, zero, 32)); + v = hvx_cumsum_vadd(v, Q6_V_vlalign_VVR(v, zero, 64)); + v = hvx_cumsum_vadd(v, carry_in); + + return v; +} + +static inline HVX_Vector hvx_splat_last_f32(HVX_Vector v) { + return hvx_vec_repl4(Q6_V_vror_VR(v, 124)); +} + +static inline void hvx_cumsum_row_f32(const float * restrict src, float * restrict dst, uint32_t n) { + const uint32_t nvec = n / VLEN_FP32; + const uint32_t nloe = n % VLEN_FP32; + + HVX_Vector carry = Q6_V_vsplat_R(0); + + for (uint32_t i = 0; i < nvec; i++) { + HVX_Vector v = *((const HVX_UVector *) (src + i * VLEN_FP32)); + v = hvx_prefix_scan_f32(v, carry); + hvx_vec_store_u(dst + i * VLEN_FP32, VLEN, v); + carry = hvx_splat_last_f32(v); + } + + if (nloe) { + float acc = hvx_vec_get_f32(carry); + const float * src_tail = src + nvec * VLEN_FP32; + float * dst_tail = dst + nvec * VLEN_FP32; + for (uint32_t i = 0; i < nloe; i++) { + acc += src_tail[i]; + dst_tail[i] = acc; + } + } +} + +// --------------------------------------------------------------------------- +// Per thread worker: Double-buffered DMA +// --------------------------------------------------------------------------- + +static void cumsum_thread_f32_dma(unsigned int nth, unsigned int ith, void * data) { + htp_cumsum_preamble; + + uint64_t t1, t2; + t1 = HAP_perf_get_qtimer_count(); + + const uint32_t ir0 = cctx->rows_per_thread * ith; + const uint32_t ir1 = MIN(ir0 + cctx->rows_per_thread, cctx->total_rows); + + if (ir0 >= ir1) { + return; + } + + const size_t src_row_size = cctx->src_row_size; + const size_t dst_row_size = cctx->dst_row_size; + const size_t src_row_size_aligned = cctx->src_row_size_aligned; + const size_t dst_row_size_aligned = cctx->dst_row_size_aligned; + + const uint8_t * src_data = (const uint8_t *) src0->data; + uint8_t * dst_data = (uint8_t *) dst->data; + + uint8_t * src_spad = octx->src0_spad.data + (ith * src_row_size_aligned * 2); + uint8_t * dst_spad = octx->dst_spad.data + (ith * dst_row_size_aligned * 2); + + for (uint32_t ir = ir0, spad_idx = 0; ir < ir1 && spad_idx < 2; ir++, spad_idx++) { + // Dummy dst writeback to establish queue ordering + dma_queue_push_vtcm_to_ddr(dma_queue, + dma_make_ptr(dst_data, dst_spad + (spad_idx * dst_row_size_aligned)), + dst_row_size, dst_row_size_aligned, 0); + + dma_queue_push_ddr_to_vtcm(dma_queue, + dma_make_ptr(src_spad + (spad_idx * src_row_size_aligned), + src_data + (ir * src_row_size)), + src_row_size_aligned, src_row_size, 1); + } + + for (uint32_t ir = ir0; ir < ir1; ir++) { + float * dst_spad_row = (float *) dma_queue_pop(dma_queue).src; + float * src_spad_row = (float *) dma_queue_pop(dma_queue).dst; + + hvx_cumsum_row_f32(src_spad_row, dst_spad_row, ne00); + + dma_queue_push_vtcm_to_ddr(dma_queue, + dma_make_ptr(dst_data + (ir * dst_row_size), (uint8_t *) dst_spad_row), + dst_row_size, dst_row_size_aligned, 1); + + const uint32_t next_row = ir + 2; + if (next_row < ir1) { + dma_queue_push_ddr_to_vtcm(dma_queue, + dma_make_ptr((uint8_t *) src_spad_row, src_data + (next_row * src_row_size)), + src_row_size_aligned, src_row_size, 1); + } + } + + dma_queue_flush(dma_queue); + t2 = HAP_perf_get_qtimer_count(); + + FARF(HIGH, "cumsum-f32-dma %d/%d: %ux%ux%ux%u (%u:%u) -> %ux%ux%ux%u usec %u\n", + ith, nth, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], ir0, ir1, + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); +} + +// --------------------------------------------------------------------------- +// Per thread worker: Direct HVX (no DMA) +// --------------------------------------------------------------------------- + +static void cumsum_thread_f32(unsigned int nth, unsigned int ith, void * data) { + htp_cumsum_preamble; + + uint64_t t1, t2; + t1 = HAP_perf_get_qtimer_count(); + + const uint8_t * src_data = (const uint8_t *) src0->data; + uint8_t * dst_data = (uint8_t *) dst->data; + + const uint32_t ir0 = cctx->rows_per_thread * ith; + const uint32_t ir1 = MIN(ir0 + cctx->rows_per_thread, cctx->total_rows); + + for (uint32_t ir = ir0; ir < ir1; ir++) { + const float * restrict src_row = (const float *) (src_data + ir * cctx->src_row_size); + float * restrict dst_row = (float *) (dst_data + ir * cctx->dst_row_size); + hvx_cumsum_row_f32(src_row, dst_row, ne00); + } + + t2 = HAP_perf_get_qtimer_count(); + + FARF(HIGH, "cumsum-f32 %d/%d: %ux%ux%ux%u (%u:%u) -> %ux%ux%ux%u usec %u\n", + ith, nth, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], ir0, ir1, + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); +} + +int op_cumsum_f32(struct htp_ops_context * octx) { + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * dst = octx->dst; + + if (octx->flags & HTP_OPFLAGS_SKIP_COMPUTE) { + return HTP_STATUS_OK; + } + + const uint32_t total_rows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, total_rows); + + const size_t src_row_size = src0->nb[1]; + const size_t dst_row_size = dst->nb[1]; + const size_t src_row_size_aligned = hex_round_up(src_row_size, VLEN); + const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); + + // 2 ping-pong buffers per thread for src and dst + const size_t spad_per_thread = 2 * (src_row_size_aligned + dst_row_size_aligned); + + octx->src0_spad.size_per_thread = src_row_size_aligned * 2; + octx->dst_spad.size_per_thread = dst_row_size_aligned * 2; + + octx->src0_spad.size = n_threads * octx->src0_spad.size_per_thread; + octx->dst_spad.size = n_threads * octx->dst_spad.size_per_thread; + + octx->src0_spad.data = octx->ctx->vtcm_base; octx->src0_spad.src = NULL; + octx->dst_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->dst_spad.src = NULL; + + struct htp_cumsum_context cctx = { + .octx = octx, + .src_row_size = src_row_size, + .dst_row_size = dst_row_size, + .src_row_size_aligned = src_row_size_aligned, + .dst_row_size_aligned = dst_row_size_aligned, + .rows_per_thread = (total_rows + n_threads - 1) / n_threads, + .total_rows = total_rows, + }; + + if (octx->ctx->vtcm_size < spad_per_thread * n_threads) { + worker_pool_run_func(octx->ctx->worker_pool, cumsum_thread_f32, &cctx, n_threads); + } else { + worker_pool_run_func(octx->ctx->worker_pool, cumsum_thread_f32_dma, &cctx, n_threads); + } + + return HTP_STATUS_OK; +} + +int op_cumsum(struct htp_ops_context * octx) { + const struct htp_tensor * dst = octx->dst; + + int err = HTP_STATUS_OK; + + switch (dst->type) { + case HTP_TYPE_F32: + err = op_cumsum_f32(octx); + break; + default: + err = HTP_STATUS_NO_SUPPORT; + break; + } + + return err; +} diff --git a/ggml/src/ggml-hexagon/htp/flash-attn-ops.c b/ggml/src/ggml-hexagon/htp/flash-attn-ops.c index 74c777d4c3..d296a32258 100644 --- a/ggml/src/ggml-hexagon/htp/flash-attn-ops.c +++ b/ggml/src/ggml-hexagon/htp/flash-attn-ops.c @@ -10,12 +10,23 @@ #include "hex-dma.h" #include "hvx-utils.h" +#include "hvx-dump.h" #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" #include "htp-ops.h" +#include "htp-ops.h" + +// Must be multiple of 32 +#define FLASH_ATTN_BLOCK_SIZE (32 * 2) + +// This is a bit of a hack because the compiler is strugling to properly inline +// the default hvx_vec_f32_to_f16 with output into the local array. +static void __attribute__((noinline)) hvx_vec_f32_to_f16_a(void *ptr, HVX_Vector v0, HVX_Vector v1) +{ + *(HVX_Vector *) ptr = hvx_vec_f32_to_f16(v0, v1); +} // Dot product of two F16 vectors, accumulating to float static inline void hvx_dot_f16_f16_aa(float * restrict r, const void * restrict x, const void * restrict y, unsigned int n, float s) { @@ -25,175 +36,184 @@ static inline void hvx_dot_f16_f16_aa(float * restrict r, const void * restrict uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - HVX_Vector rsum = Q6_V_vsplat_R(0); + HVX_VectorPair rsum_p = Q6_W_vcombine_VV(Q6_V_vsplat_R(0), Q6_V_vsplat_R(0)); uint32_t i = 0; #pragma unroll(4) for (i = 0; i < nvec; i++) { - HVX_Vector y_hf = vy[i]; - HVX_Vector x_hf = vx[i]; - - HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf); - - rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf)), rsum)); + rsum_p = hvx_vec_mpyacc_f32_f16(rsum_p, vx[i], vy[i]); } if (nloe) { - // Load x (fp16) and zero-out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2); HVX_Vector y_hf = Q6_V_vand_QV(bmask, vy[i]); HVX_Vector x_hf = Q6_V_vand_QV(bmask, vx[i]); - HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf); - - rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf)), rsum)); + rsum_p = hvx_vec_mpyacc_f32_f16(rsum_p, x_hf, y_hf); } - rsum = Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), hvx_vec_reduce_sum_f32(rsum)); - hvx_vec_store_u(r, 4, Q6_Vsf_equals_Vqf32(rsum)); + HVX_Vector rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum_p), Q6_V_hi_W(rsum_p))); + rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), hvx_vec_reduce_sum_f32(rsum))); + hvx_vec_store_u(r, 4, rsum); } -static inline void hvx_dot_f16_f16_aa_rx2(float * restrict r, - const void * restrict y, - const void * restrict x0, - const void * restrict x1, - unsigned int n, - float s) { - const HVX_Vector * restrict vx0 = (const HVX_Vector * restrict) x0; // fp16 - const HVX_Vector * restrict vx1 = (const HVX_Vector * restrict) x1; // fp16 - const HVX_Vector * restrict vy = (const HVX_Vector * restrict) y; // fp16 +static inline HVX_Vector hvx_dot_f16_f16_aa_rx4(const void * restrict y, + const uint8_t * restrict x, + const size_t stride_x, + const size_t nvec, + const size_t nloe) { + const HVX_Vector * restrict vx0 = (const HVX_Vector * restrict) x; // fp16 + const HVX_Vector * restrict vx1 = (const HVX_Vector * restrict) (x + stride_x); // fp16 + const HVX_Vector * restrict vx2 = (const HVX_Vector * restrict) (x + stride_x * 2); // fp16 + const HVX_Vector * restrict vx3 = (const HVX_Vector * restrict) (x + stride_x * 3); // fp16 + const HVX_Vector * restrict vy = (const HVX_Vector * restrict) y; // fp16 - uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors - uint32_t nloe = n % VLEN_FP16; // leftover elements - - HVX_Vector rsum0 = Q6_V_vsplat_R(0); - HVX_Vector rsum1 = Q6_V_vsplat_R(0); + HVX_VectorPair rsum0_p = Q6_W_vcombine_VV(Q6_V_vsplat_R(0), Q6_V_vsplat_R(0)); + HVX_VectorPair rsum1_p = Q6_W_vcombine_VV(Q6_V_vsplat_R(0), Q6_V_vsplat_R(0)); + HVX_VectorPair rsum2_p = Q6_W_vcombine_VV(Q6_V_vsplat_R(0), Q6_V_vsplat_R(0)); + HVX_VectorPair rsum3_p = Q6_W_vcombine_VV(Q6_V_vsplat_R(0), Q6_V_vsplat_R(0)); uint32_t i = 0; - #pragma unroll(4) for (i = 0; i < nvec; i++) { HVX_Vector y_hf = vy[i]; HVX_Vector x0_hf = vx0[i]; HVX_Vector x1_hf = vx1[i]; + HVX_Vector x2_hf = vx2[i]; + HVX_Vector x3_hf = vx3[i]; - HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf); - HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf); - - rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf)), rsum0)); - rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf)), rsum1)); + rsum0_p = hvx_vec_mpyacc_f32_f16(rsum0_p, x0_hf, y_hf); + rsum1_p = hvx_vec_mpyacc_f32_f16(rsum1_p, x1_hf, y_hf); + rsum2_p = hvx_vec_mpyacc_f32_f16(rsum2_p, x2_hf, y_hf); + rsum3_p = hvx_vec_mpyacc_f32_f16(rsum3_p, x3_hf, y_hf); } if (nloe) { // Load x (fp16) and zero-out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2); - HVX_Vector x0_hf = Q6_V_vand_QV(bmask, vx0[i]); - HVX_Vector x1_hf = Q6_V_vand_QV(bmask, vx1[i]); - HVX_Vector y_hf = Q6_V_vand_QV(bmask, vy[i]); + HVX_Vector y_hf = Q6_V_vand_QV(bmask, vy[i]); + HVX_Vector x0_hf = Q6_V_vand_QV(bmask, vx0[i]); + HVX_Vector x1_hf = Q6_V_vand_QV(bmask, vx1[i]); + HVX_Vector x2_hf = Q6_V_vand_QV(bmask, vx2[i]); + HVX_Vector x3_hf = Q6_V_vand_QV(bmask, vx3[i]); - HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf); - HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf); - - rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf)), rsum0)); - rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf)), rsum1)); + rsum0_p = hvx_vec_mpyacc_f32_f16(rsum0_p, x0_hf, y_hf); + rsum1_p = hvx_vec_mpyacc_f32_f16(rsum1_p, x1_hf, y_hf); + rsum2_p = hvx_vec_mpyacc_f32_f16(rsum2_p, x2_hf, y_hf); + rsum3_p = hvx_vec_mpyacc_f32_f16(rsum3_p, x3_hf, y_hf); } - HVX_Vector rsum = Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), hvx_vec_reduce_sum_f32x2(rsum0, rsum1)); - hvx_vec_store_u(r, 8, Q6_Vsf_equals_Vqf32(rsum)); + HVX_Vector rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum0_p), Q6_V_hi_W(rsum0_p))); + HVX_Vector rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum1_p), Q6_V_hi_W(rsum1_p))); + HVX_Vector rsum2 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum2_p), Q6_V_hi_W(rsum2_p))); + HVX_Vector rsum3 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum3_p), Q6_V_hi_W(rsum3_p))); + + HVX_Vector_x4 rsum0123 = { .v = { rsum0, rsum1, rsum2, rsum3 } }; + return hvx_vec_reduce_sum_f32x4(rsum0123); } -// MAD: y (F32) += x (F16) * s (F32) -static inline void hvx_mad_f32_f16_aa(float * restrict y, const void * restrict x, int n, float s) { - const HVX_Vector * restrict ptr_x = (const HVX_Vector *) x; - HVX_Vector * restrict ptr_y = (HVX_Vector *) y; +static inline HVX_Vector hvx_dot_f16_f16_aa_rx32(const void * restrict y, + const uint8_t * restrict x, + const size_t stride_x, + const size_t n, + float s) { + + const size_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors + const size_t nloe = n % VLEN_FP16; // leftover elements + + HVX_Vector sums; // initialize at j = 0 + const size_t stride_x_4 = stride_x * 4; + for (uint32_t j = 0; j < VLEN_FP32; j += 4) { + HVX_Vector sums_x4 = hvx_dot_f16_f16_aa_rx4(y, x, stride_x, nvec, nloe); + HVX_VectorPred pred = Q6_Q_vsetq_R(j * SIZEOF_FP32); + sums = Q6_V_vmux_QVV(pred, sums, sums_x4); + x += stride_x_4; + } + + sums = Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), sums); + return Q6_Vsf_equals_Vqf32(sums); +} + +// MAD: y (F32) += x (F16) * s (F16) +static inline void hvx_mad_f32_f16_aa(float * restrict y, const void * restrict x, const __fp16 * restrict s, int n) { + const HVX_Vector * restrict vx0 = (const HVX_Vector *) x; + + HVX_VectorPair * restrict vy_p = (HVX_VectorPair *) y; + HVX_Vector * restrict vy = (HVX_Vector *) y; uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - HVX_Vector S = hvx_vec_splat_f16(s); + HVX_Vector S0 = hvx_vec_splat_f16(*s); uint32_t i = 0; - #pragma unroll(4) + + #pragma unroll(2) for (i = 0; i < nvec; ++i) { - // Multiply x * s -> pair of F32 vectors - HVX_VectorPair xs_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x[i]), S); - ptr_y[i*2] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_V_lo_W(xs_p), ptr_y[i*2])); - ptr_y[i*2+1] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_V_hi_W(xs_p), ptr_y[i*2+1])); + vy_p[i] = hvx_vec_mpyacc_f32_f16(vy_p[i], Q6_Vh_vshuff_Vh(vx0[i]), S0); } if (nloe) { - HVX_VectorPair xs_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x[i]), S); + HVX_VectorPair xy_p = vy_p[i]; + xy_p = hvx_vec_mpyacc_f32_f16(xy_p, Q6_Vh_vshuff_Vh(vx0[i]), S0); - HVX_Vector xs = Q6_V_lo_W(xs_p); - i = 2 * i; // index for ptr_y + HVX_Vector xy = Q6_V_lo_W(xy_p); + i = 2 * i; // index for vy - if (nloe >= 32) { - ptr_y[i] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i])); - nloe -= 32; ++i; xs = Q6_V_hi_W(xs_p); + if (nloe >= VLEN_FP32) { + vy[i] = xy; + nloe -= VLEN_FP32; ++i; xy = Q6_V_hi_W(xy_p); } if (nloe) { - HVX_Vector xy = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i])); - hvx_vec_store_a(&ptr_y[i], nloe * 4, xy); + hvx_vec_store_a(&vy[i], nloe * 4, xy); } } } -// MAD: y (F32) += x0 (F16) * s0 (F32) + x1 (F16) * s1 (F32) -static inline void hvx_mad_f32_f16_aa_rx2(float * restrict y, - const void * restrict x0, - const void * restrict x1, - float s0, - float s1, - int n) { - const HVX_Vector * restrict ptr_x0 = (const HVX_Vector *) x0; - const HVX_Vector * restrict ptr_x1 = (const HVX_Vector *) x1; - HVX_Vector * restrict ptr_y = (HVX_Vector *) y; +// MAD: y (F32) += x0 (F16) * s0 (F16) + x1 (F16) * s1 (F16) +static inline void hvx_mad_f32_f16_aa_rx2(float * restrict y, const void * restrict x0, const void * restrict x1, + const __fp16 * restrict s0, const __fp16 * restrict s1, int n) { + const HVX_Vector * restrict vx0 = (const HVX_Vector *) x0; + const HVX_Vector * restrict vx1 = (const HVX_Vector *) x1; + + HVX_VectorPair * restrict vy_p = (HVX_VectorPair *) y; + HVX_Vector * restrict vy = (HVX_Vector *) y; uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - HVX_Vector S0 = hvx_vec_splat_f16(s0); - HVX_Vector S1 = hvx_vec_splat_f16(s1); + HVX_Vector S0 = hvx_vec_splat_f16(*s0); + HVX_Vector S1 = hvx_vec_splat_f16(*s1); uint32_t i = 0; + #pragma unroll(2) for (i = 0; i < nvec; ++i) { - // Multiply x * s -> pair of F32 vectors - HVX_VectorPair xs0_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x0[i]), S0); - HVX_VectorPair xs1_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x1[i]), S1); - - HVX_Vector xs_p_lo = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xs0_p), Q6_V_lo_W(xs1_p)); - HVX_Vector xs_p_hi = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_hi_W(xs0_p), Q6_V_hi_W(xs1_p)); - - ptr_y[i * 2] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs_p_lo, ptr_y[i * 2])); - ptr_y[i * 2 + 1] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs_p_hi, ptr_y[i * 2 + 1])); + vy_p[i] = hvx_vec_mpyacc_f32_f16(vy_p[i], Q6_Vh_vshuff_Vh(vx0[i]), S0); + vy_p[i] = hvx_vec_mpyacc_f32_f16(vy_p[i], Q6_Vh_vshuff_Vh(vx1[i]), S1); } if (nloe) { - HVX_VectorPair xs0_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x0[i]), S0); - HVX_VectorPair xs1_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x1[i]), S1); + HVX_VectorPair xy_p = vy_p[i]; + xy_p = hvx_vec_mpyacc_f32_f16(xy_p, Q6_Vh_vshuff_Vh(vx0[i]), S0); + xy_p = hvx_vec_mpyacc_f32_f16(xy_p, Q6_Vh_vshuff_Vh(vx1[i]), S1); - HVX_Vector xs_p_lo = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xs0_p), Q6_V_lo_W(xs1_p)); - HVX_Vector xs = xs_p_lo; - i = 2 * i; // index for ptr_y + HVX_Vector xy = Q6_V_lo_W(xy_p); + i = 2 * i; // index for vy - if (nloe >= 32) { - ptr_y[i] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i])); - nloe -= 32; ++i; - xs = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_hi_W(xs0_p), Q6_V_hi_W(xs1_p)); + if (nloe >= VLEN_FP32) { + vy[i] = xy; + nloe -= VLEN_FP32; ++i; xy = Q6_V_hi_W(xy_p); } if (nloe) { - HVX_Vector xy = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i])); - hvx_vec_store_a(&ptr_y[i], nloe * 4, xy); + hvx_vec_store_a(&vy[i], nloe * 4, xy); } } } -#define FLASH_ATTN_BLOCK_SIZE 128 - struct htp_fa_context { const struct htp_ops_context * octx; @@ -226,7 +246,12 @@ struct htp_fa_context { size_t size_v_block; size_t size_m_block; + uint32_t qrows; + uint32_t qrows_per_thread; + bool is_q_fp32; + + uint64_t t_start; }; static inline void hvx_scale_vec_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, const int n, HVX_Vector vs) { @@ -253,12 +278,12 @@ static inline void hvx_scale_vec_f32_aa(uint8_t * restrict dst, const uint8_t * static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * data) { struct htp_fa_context * factx = (struct htp_fa_context *) data; const struct htp_ops_context * octx = factx->octx; - const struct htp_tensor * q = &octx->src0; - const struct htp_tensor * k = &octx->src1; - const struct htp_tensor * v = &octx->src2; - const struct htp_tensor * mask = (octx->src3.data) ? &octx->src3 : NULL; - const struct htp_tensor * sinks = (octx->src4.data) ? &octx->src4 : NULL; - const struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * q = octx->src[0]; + const struct htp_tensor * k = octx->src[1]; + const struct htp_tensor * v = octx->src[2]; + const struct htp_tensor * mask = octx->src[3]; + const struct htp_tensor * sinks = octx->src[4]; + const struct htp_tensor * dst = octx->dst; const uint32_t neq0 = q->ne[0]; const uint32_t neq1 = q->ne[1]; @@ -296,9 +321,8 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * const uint32_t nb3 = dst->nb[3]; // total rows in q - const uint32_t nr = neq1*neq2*neq3; - - const uint32_t dr = (nr + nth - 1) / nth; + const uint32_t nr = factx->qrows; + const uint32_t dr = factx->qrows_per_thread; const uint32_t ir0 = dr * ith; const uint32_t ir1 = MIN(ir0 + dr, nr); @@ -322,6 +346,9 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * const HVX_Vector logit_cap = hvx_vec_splat_f32(factx->logit_softcap); + dma_cache m_cache; + dma_cache_init(&m_cache, spad_m, factx->size_m_block, DMA_CACHE_MAX_SIZE); + for (uint32_t ir = ir0; ir < ir1; ++ir) { const uint32_t iq3 = fastdiv(ir, &factx->src0_div21); const uint32_t iq2 = fastdiv(ir - iq3*neq2*neq1, &factx->src0_div1); @@ -337,15 +364,8 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * const uint8_t * q_row_ptr = (const uint8_t *) q->data + (iq1*nbq1 + iq2*nbq2 + iq3*nbq3); dma_queue_push(dma, dma_make_ptr(spad_q, q_row_ptr), factx->size_q_row_padded, nbq1, size_q_row, 1); - const uint32_t h = iq2; // head index - const float slope = (factx->max_bias > 0.0f) ? (h < factx->n_head_log2 ? powf(factx->m0, h + 1) : powf(factx->m1, 2*(h - factx->n_head_log2) + 1)) : 1.0f; - - HVX_Vector S_vec = hvx_vec_splat_f32(0.0f); - HVX_Vector M_vec = hvx_vec_splat_f32(-INFINITY); - - // Clear accumulator - hvx_splat_f32_a(spad_a, 0, DV); - float * VKQ32 = (float *) spad_a; + // FARF(HIGH, "fa %u: prefetch Q: ir %u iq1 %u iq2 %u iq3 %u q_row_ptr %p size %u : usec %u", ith, ir, iq1, iq2, iq3, q_row_ptr, size_q_row, + // (unsigned)HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - factx->t_start)); const __fp16 * mp_base = NULL; if (mask) { @@ -372,12 +392,26 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * // Mask if (mask) { const uint8_t * m_src = (const uint8_t *) (mp_base + ic_start); - uint8_t * m_dst = spad_m + (ib % 2) * factx->size_m_block; // Mask is 1D contiguous for this row - dma_queue_push(dma, dma_make_ptr(m_dst, m_src), current_block_size * 2, current_block_size * 2, current_block_size * 2, 1); + dma_cache_push(dma, &m_cache, m_src, current_block_size * 2, current_block_size * 2, current_block_size * 2, 1); } + + // FARF(HIGH, "fa %u: prefetch KVM: ir %u ib %u iq1 %u iq2 %u iq3 %u : size_k_row %u size_v_row %u bs %u: usec %u", + // ith, ir, ib, iq1, iq2, iq3, + // size_k_row, size_v_row, current_block_size, + // (unsigned)HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - factx->t_start)); } + const uint32_t h = iq2; // head index + const float slope = (factx->max_bias > 0.0f) ? (h < factx->n_head_log2 ? powf(factx->m0, h + 1) : powf(factx->m1, 2*(h - factx->n_head_log2) + 1)) : 1.0f; + + HVX_Vector S_vec = hvx_vec_splat_f32(0.0f); + HVX_Vector M_vec = hvx_vec_splat_f32(-INFINITY); + + // Clear accumulator + hvx_splat_f32_a(spad_a, 0, DV); + float * VKQ32 = (float *) (spad_a + 0); + uint8_t * q_ptr_vtcm = dma_queue_pop(dma).dst; if (factx->is_q_fp32) { hvx_copy_f16_f32_aa(q_ptr_vtcm, q_ptr_vtcm, DK); // inplace convert f32 to f16 @@ -393,23 +427,19 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * uint8_t * v_base = dma_queue_pop(dma).dst; // V __fp16 * m_base = mask ? dma_queue_pop(dma).dst : NULL; // M + // FARF(HIGH, "fa %u: process: ir %u ib %u : iq1 %u iq2 %u iq3 %u q_ptr_vtcm %p : usec %u", + // ith, ir, ib, iq1, iq2, iq3, q_ptr_vtcm, + // (unsigned)HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - factx->t_start)); + // Inner loop processing the block from VTCM uint32_t ic = 0; - // Process in blocks of 32 (VLEN_FP32) - static_assert(FLASH_ATTN_BLOCK_SIZE / VLEN_FP32 <= 4, "FLASH_ATTN_BLOCK_SIZE changed, fix HVX_Vector_x4 usage"); - HVX_Vector_x4 scores_x4; + // Process in sub-blocks of 32 (VLEN_FP32) + HVX_Vector sb_scores[FLASH_ATTN_BLOCK_SIZE / VLEN_FP32]; HVX_Vector v_max = hvx_vec_splat_f32(-INFINITY); for (uint32_t iv = 0; ic + VLEN_FP32 <= current_block_size; ic += VLEN_FP32, ++iv) { // 1. Compute scores - float __attribute__((aligned(VLEN))) scores_arr[VLEN_FP32]; - for (uint32_t j = 0; j < VLEN_FP32; j += 2) { - const uint32_t cur_ic = ic + j; - const uint8_t * k_ptr = k_base + cur_ic * factx->size_k_row_padded; - hvx_dot_f16_f16_aa_rx2(&scores_arr[j], q_ptr_vtcm, k_ptr, k_ptr + factx->size_k_row_padded, DK, factx->scale); - } - - HVX_Vector scores = *(HVX_Vector *) scores_arr; + HVX_Vector scores = hvx_dot_f16_f16_aa_rx32(q_ptr_vtcm, k_base + ic * factx->size_k_row_padded, factx->size_k_row_padded, DK, factx->scale); // 2. Softcap if (factx->logit_softcap != 0.0f) { @@ -428,35 +458,35 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * scores = Q6_Vsf_equals_Vqf32(scores); } - scores_x4.v[iv] = scores; + sb_scores[iv] = scores; v_max = hvx_vec_reduce_max2_f32(scores, v_max); // All lanes have block max } { // 4. Online Softmax Update HVX_Vector M_new_vec = Q6_Vsf_vmax_VsfVsf(v_max, M_vec); - HVX_Vector diff_vec = Q6_Vqf32_vsub_VsfVsf(M_vec, M_new_vec); - HVX_Vector ms_vec = hvx_vec_exp_f32(Q6_Vsf_equals_Vqf32(diff_vec)); + HVX_Vector diff_vec = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(M_vec, M_new_vec)); + HVX_Vector ms_vec = hvx_vec_exp_f32(diff_vec); M_vec = M_new_vec; hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec); HVX_Vector p_sum_vec = hvx_vec_splat_f32(0.0f); for (uint32_t ic2 = 0, iv = 0; ic2 + VLEN_FP32 <= current_block_size; ic2 += VLEN_FP32, ++iv) { - HVX_Vector scores = scores_x4.v[iv]; + HVX_Vector scores = sb_scores[iv]; HVX_Vector scores_shifted = Q6_Vqf32_vsub_VsfVsf(scores, M_vec); HVX_Vector P = hvx_vec_exp_f32(Q6_Vsf_equals_Vqf32(scores_shifted)); p_sum_vec = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(p_sum_vec, P)); // 5. Accumulate V - float __attribute__((aligned(VLEN))) p_arr[VLEN_FP32]; - *(HVX_Vector *) p_arr = P; + __fp16 __attribute__((aligned(VLEN))) p_arr[VLEN_FP16]; + hvx_vec_f32_to_f16_a(p_arr, P, hvx_vec_splat_f32(0)); for (uint32_t j = 0; j < VLEN_FP32; j += 2) { const uint32_t cur_ic = ic2 + j; const uint8_t * v_ptr = v_base + cur_ic * factx->size_v_row_padded; - hvx_mad_f32_f16_aa_rx2(VKQ32, v_ptr, v_ptr + factx->size_v_row_padded, p_arr[j], p_arr[j + 1], DV); + hvx_mad_f32_f16_aa_rx2(VKQ32, v_ptr, v_ptr + factx->size_v_row_padded, (p_arr + j), (p_arr + j + 1), DV); } } @@ -464,47 +494,50 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * S_vec = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(S_vec, ms_vec)), p_sum_vec)); } - // Sync scalars for leftover/next block if needed - float M = hvx_vec_get_f32(M_vec); - float S = hvx_vec_get_f32(S_vec); + if (ic < current_block_size) { + // Sync scalars for leftover/next block if needed + float M = hvx_vec_get_f32(M_vec); + float S = hvx_vec_get_f32(S_vec); - // Leftover - for (; ic < current_block_size; ++ic) { - float s_val; - const uint8_t * k_ptr = k_base + ic * factx->size_k_row_padded; - hvx_dot_f16_f16_aa(&s_val, q_ptr_vtcm, k_ptr, DK, factx->scale); - if (factx->logit_softcap != 0.0f) { - s_val = factx->logit_softcap * tanhf(s_val); + // Leftover + for (; ic < current_block_size; ++ic) { + float s_val; + const uint8_t * k_ptr = k_base + ic * factx->size_k_row_padded; + hvx_dot_f16_f16_aa(&s_val, q_ptr_vtcm, k_ptr, DK, factx->scale); + if (factx->logit_softcap != 0.0f) { + s_val = factx->logit_softcap * tanhf(s_val); + } + + if (mask) { + const float m_val = m_base[ic]; + s_val += slope * m_val; + } + + const float Mold = M; + __fp16 vs = 1.0f; + + if (s_val > M) { + M = s_val; + HVX_Vector diff_vec = hvx_vec_splat_f32(Mold - M); + HVX_Vector ms_vec = hvx_vec_exp_f32(diff_vec); + hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec); + + float ms = hvx_vec_get_f32(ms_vec); + S = S * ms + vs; + } else { + HVX_Vector diff_vec = hvx_vec_splat_f32(s_val - M); + vs = hvx_vec_get_f32(hvx_vec_exp_f32(diff_vec)); + S += vs; + } + + const uint8_t * v_ptr = v_base + ic * factx->size_v_row_padded; + + hvx_mad_f32_f16_aa(VKQ32, v_ptr, &vs, DV); } - if (mask) { - const float m_val = m_base[ic]; - s_val += slope * m_val; - } - - const float Mold = M; - float vs = 1.0f; - - if (s_val > M) { - M = s_val; - HVX_Vector diff_vec = hvx_vec_splat_f32(Mold - M); - HVX_Vector ms_vec = hvx_vec_exp_f32(diff_vec); - hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec); - - float ms = hvx_vec_get_f32(ms_vec); - S = S * ms + vs; - } else { - HVX_Vector diff_vec = hvx_vec_splat_f32(s_val - M); - vs = hvx_vec_get_f32(hvx_vec_exp_f32(diff_vec)); - S += vs; - } - - const uint8_t * v_ptr = v_base + ic * factx->size_v_row_padded; - - hvx_mad_f32_f16_aa(VKQ32, v_ptr, DV, vs); + M_vec = hvx_vec_splat_f32(M); + S_vec = hvx_vec_splat_f32(S); } - M_vec = hvx_vec_splat_f32(M); - S_vec = hvx_vec_splat_f32(S); // Issue DMA for next+1 block (if exists) if (ib + 2 < factx->n_blocks) { @@ -523,8 +556,13 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * // Mask if (mask) { const uint8_t * m_src = (const uint8_t *) (mp_base + next_ic_start); - dma_queue_push(dma, dma_make_ptr(m_base, m_src), next_block_size * 2, next_block_size * 2, next_block_size * 2, 1); + dma_cache_push(dma, &m_cache, m_src, next_block_size * 2, next_block_size * 2, next_block_size * 2, 1); } + + // FARF(HIGH, "fa %u: prefetch KVM: ir %u ib %u : iq1 %u iq2 %u iq3 %u : size_k_row %u size_v_row %u bs %u: usec %u", + // ith, ir, next_ib, iq1, iq2, iq3, + // size_k_row, size_v_row, next_block_size, + // (unsigned)HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - factx->t_start)); } } @@ -572,11 +610,11 @@ static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * } int op_flash_attn_ext(struct htp_ops_context * octx) { - const struct htp_tensor * q = &octx->src0; - const struct htp_tensor * k = &octx->src1; - const struct htp_tensor * v = &octx->src2; - const struct htp_tensor * mask = (octx->src3.data) ? &octx->src3 : NULL; - const struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * q = octx->src[0]; + const struct htp_tensor * k = octx->src[1]; + const struct htp_tensor * v = octx->src[2]; + const struct htp_tensor * mask = octx->src[3]; + const struct htp_tensor * dst = octx->dst; // Check support if ((q->type != HTP_TYPE_F16 && q->type != HTP_TYPE_F32) || k->type != HTP_TYPE_F16 || v->type != HTP_TYPE_F16) { @@ -586,6 +624,8 @@ int op_flash_attn_ext(struct htp_ops_context * octx) { struct htp_fa_context factx; factx.octx = octx; + factx.t_start = HAP_perf_get_qtimer_count(); + factx.src0_div21 = init_fastdiv_values(q->ne[2] * q->ne[1]); factx.src0_div1 = init_fastdiv_values(q->ne[1]); @@ -632,12 +672,21 @@ int op_flash_attn_ext(struct htp_ops_context * octx) { factx.m0 = powf(2.0f, -(max_bias ) / factx.n_head_log2); factx.m1 = powf(2.0f, -(max_bias / 2.0f) / factx.n_head_log2); + // total rows in q + const uint32_t neq0 = q->ne[0]; + const uint32_t neq1 = q->ne[1]; + const uint32_t neq2 = q->ne[2]; + const uint32_t neq3 = q->ne[3]; + + factx.qrows = neq1*neq2*neq3; + factx.qrows_per_thread = (factx.qrows + octx->n_threads - 1) / octx->n_threads; + size_t size_vkq_acc = hex_round_up(v->ne[0] * sizeof(float), 128); // VKQ32 octx->src0_spad.size_per_thread = size_q_block * 1; octx->src1_spad.size_per_thread = factx.size_k_block * 2; octx->src2_spad.size_per_thread = factx.size_v_block * 2; - octx->src3_spad.size_per_thread = mask ? factx.size_m_block * 2 : 0; + octx->src3_spad.size_per_thread = mask ? factx.size_m_block * DMA_CACHE_MAX_SIZE : 0; octx->dst_spad.size_per_thread = size_vkq_acc; octx->src0_spad.size = octx->src0_spad.size_per_thread * octx->n_threads; @@ -652,11 +701,11 @@ int op_flash_attn_ext(struct htp_ops_context * octx) { return HTP_STATUS_VTCM_TOO_SMALL; } - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; - octx->src2_spad.data = octx->src1_spad.data + octx->src1_spad.size; - octx->src3_spad.data = octx->src2_spad.data + octx->src2_spad.size; - octx->dst_spad.data = octx->src3_spad.data + octx->src3_spad.size; + octx->src0_spad.data = octx->ctx->vtcm_base; octx->src0_spad.src = NULL; + octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->src1_spad.src = NULL; + octx->src2_spad.data = octx->src1_spad.data + octx->src1_spad.size; octx->src2_spad.src = NULL; + octx->src3_spad.data = octx->src2_spad.data + octx->src2_spad.size; octx->src3_spad.src = NULL; + octx->dst_spad.data = octx->src3_spad.data + octx->src3_spad.size; octx->dst_spad.src = NULL; if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { worker_pool_run_func(octx->ctx->worker_pool, flash_attn_ext_f16_thread, &factx, octx->n_threads); diff --git a/ggml/src/ggml-hexagon/htp/get-rows-ops.c b/ggml/src/ggml-hexagon/htp/get-rows-ops.c index bf24bbda70..5a1dc93386 100644 --- a/ggml/src/ggml-hexagon/htp/get-rows-ops.c +++ b/ggml/src/ggml-hexagon/htp/get-rows-ops.c @@ -11,7 +11,7 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" #include "hvx-utils.h" @@ -23,27 +23,33 @@ struct get_rows_context { }; #define get_rows_preamble \ - const uint32_t ne00 = octx->src0.ne[0]; \ - const uint32_t ne01 = octx->src0.ne[1]; \ - const uint32_t ne02 = octx->src0.ne[2]; \ - const uint32_t ne03 = octx->src0.ne[3]; \ - \ - const uint32_t ne10 = octx->src1.ne[0]; \ - const uint32_t ne11 = octx->src1.ne[1]; \ - const uint32_t ne12 = octx->src1.ne[2]; \ - \ - const uint32_t nb01 = octx->src0.nb[1]; \ - const uint32_t nb02 = octx->src0.nb[2]; \ - const uint32_t nb03 = octx->src0.nb[3]; \ - \ - const uint32_t nb10 = octx->src1.nb[0]; \ - const uint32_t nb11 = octx->src1.nb[1]; \ - const uint32_t nb12 = octx->src1.nb[2]; \ - \ - const uint32_t nb1 = octx->dst.nb[1]; \ - const uint32_t nb2 = octx->dst.nb[2]; \ - const uint32_t nb3 = octx->dst.nb[3]; \ - \ + const uint32_t ne00 = octx->src[0]->ne[0]; \ + const uint32_t ne01 = octx->src[0]->ne[1]; \ + const uint32_t ne02 = octx->src[0]->ne[2]; \ + const uint32_t ne03 = octx->src[0]->ne[3]; \ + \ + const uint32_t ne10 = octx->src[1]->ne[0]; \ + const uint32_t ne11 = octx->src[1]->ne[1]; \ + const uint32_t ne12 = octx->src[1]->ne[2]; \ + const uint32_t ne13 = octx->src[1]->ne[3]; \ + \ + const uint32_t ne0 = octx->dst->ne[0]; \ + const uint32_t ne1 = octx->dst->ne[1]; \ + const uint32_t ne2 = octx->dst->ne[2]; \ + const uint32_t ne3 = octx->dst->ne[3]; \ + \ + const uint32_t nb01 = octx->src[0]->nb[1]; \ + const uint32_t nb02 = octx->src[0]->nb[2]; \ + const uint32_t nb03 = octx->src[0]->nb[3]; \ + \ + const uint32_t nb10 = octx->src[1]->nb[0]; \ + const uint32_t nb11 = octx->src[1]->nb[1]; \ + const uint32_t nb12 = octx->src[1]->nb[2]; \ + \ + const uint32_t nb1 = octx->dst->nb[1]; \ + const uint32_t nb2 = octx->dst->nb[2]; \ + const uint32_t nb3 = octx->dst->nb[3]; \ + \ const uint32_t nr = ne10 * ne11 * ne12; static void get_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *data) { @@ -51,12 +57,14 @@ static void get_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da struct htp_ops_context * octx = grctx->octx; get_rows_preamble; + uint64_t qt = HAP_perf_get_qtimer_count(); + // parallelize by src1 elements (which correspond to dst rows) const uint32_t dr = grctx->src1_nrows_per_thread; const uint32_t ir0 = dr * ith; const uint32_t ir1 = (ir0 + dr < nr) ? (ir0 + dr) : nr; - const bool is_i32 = (octx->src1.type == HTP_TYPE_I32); + const bool is_i32 = (octx->src[1]->type == HTP_TYPE_I32); for (uint32_t i = ir0; i < ir1; ++i) { const uint32_t i12 = fastdiv(i, &grctx->get_rows_div_ne10_ne11); @@ -64,7 +72,7 @@ static void get_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da const uint32_t i11 = fastdiv(rem, &grctx->get_rows_div_ne10); const uint32_t i10 = rem - i11 * ne10; - const uintptr_t src1_addr = octx->src1.data + i10*nb10 + i11*nb11 + i12*nb12; + const uintptr_t src1_addr = octx->src[1]->data + i10*nb10 + i11*nb11 + i12*nb12; uint32_t i01 = is_i32 ? *(int32_t *)src1_addr : *(int64_t *)src1_addr; @@ -73,24 +81,30 @@ static void get_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da continue; } - const uintptr_t src0_ptr = octx->src0.data + i01*nb01 + i11*nb02 + i12*nb03; - const uintptr_t dst_ptr = octx->dst.data + i10*nb1 + i11*nb2 + i12*nb3; + const uintptr_t src0_ptr = octx->src[0]->data + i01*nb01 + i11*nb02 + i12*nb03; + const uintptr_t dst_ptr = octx->dst->data + i10*nb1 + i11*nb2 + i12*nb3; hvx_copy_f32_uu((uint8_t *)dst_ptr, (const uint8_t *)src0_ptr, ne00); } + + qt = HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - qt); + FARF(HIGH, "get-rows-f32-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, + ne00, ne01, ne02, ne03, ir0, ir1, ne10, ne11, ne12, ne13, ne0, ne1, ne2, ne3, (unsigned) qt); } int op_get_rows(struct htp_ops_context * octx) { get_rows_preamble; - if (octx->src0.type != HTP_TYPE_F32) { + const uint32_t n_threads = MIN(nr, octx->n_threads); + + if (octx->src[0]->type != HTP_TYPE_F32) { return HTP_STATUS_NO_SUPPORT; } - if (octx->dst.type != HTP_TYPE_F32) { + if (octx->dst->type != HTP_TYPE_F32) { return HTP_STATUS_NO_SUPPORT; } - if (octx->src1.type != HTP_TYPE_I32 && octx->src1.type != HTP_TYPE_I64) { + if (octx->src[1]->type != HTP_TYPE_I32 && octx->src[1]->type != HTP_TYPE_I64) { return HTP_STATUS_NO_SUPPORT; } @@ -100,12 +114,11 @@ int op_get_rows(struct htp_ops_context * octx) { struct get_rows_context grctx; grctx.octx = octx; - grctx.get_rows_div_ne10 = init_fastdiv_values(octx->src1.ne[0]); - grctx.get_rows_div_ne10_ne11 = init_fastdiv_values(octx->src1.ne[0] * octx->src1.ne[1]); + grctx.get_rows_div_ne10 = init_fastdiv_values(octx->src[1]->ne[0]); + grctx.get_rows_div_ne10_ne11 = init_fastdiv_values(octx->src[1]->ne[0] * octx->src[1]->ne[1]); - const uint32_t n_jobs = MIN(nr, octx->n_threads); - grctx.src1_nrows_per_thread = (nr + n_jobs - 1) / n_jobs; + grctx.src1_nrows_per_thread = (nr + n_threads - 1) / n_threads; - worker_pool_run_func(octx->ctx->worker_pool, get_rows_thread_f32_f32, &grctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, get_rows_thread_f32_f32, &grctx, n_threads); return HTP_STATUS_OK; } diff --git a/ggml/src/ggml-hexagon/htp/hex-dma.c b/ggml/src/ggml-hexagon/htp/hex-dma.c index 44e1be40c5..b66e2d2603 100644 --- a/ggml/src/ggml-hexagon/htp/hex-dma.c +++ b/ggml/src/ggml-hexagon/htp/hex-dma.c @@ -31,8 +31,8 @@ dma_queue * dma_queue_create(size_t capacity) { q->capacity = capacity; q->idx_mask = capacity - 1; - q->desc = (hexagon_udma_descriptor_type1_t *) memalign(64, capacity * sizeof(hexagon_udma_descriptor_type1_t)); - memset(q->desc, 0, capacity * sizeof(hexagon_udma_descriptor_type1_t)); + q->desc = (dma_descriptor_2d *) memalign(64, capacity * sizeof(dma_descriptor_2d)); + memset(q->desc, 0, capacity * sizeof(dma_descriptor_2d)); q->dptr = (dma_ptr *) memalign(4, capacity * sizeof(dma_ptr)); memset(q->dptr, 0, capacity * sizeof(dma_ptr)); diff --git a/ggml/src/ggml-hexagon/htp/hex-dma.h b/ggml/src/ggml-hexagon/htp/hex-dma.h index 350ab9d966..7685473f46 100644 --- a/ggml/src/ggml-hexagon/htp/hex-dma.h +++ b/ggml/src/ggml-hexagon/htp/hex-dma.h @@ -10,19 +10,84 @@ extern "C" { #endif +// Define the HW descriptor structs here since the ones in HexSDK are a bit out of date +typedef struct dma_descriptor_1d_s { + void * next; + uint32_t size:24; + uint32_t desc_size:2; + uint32_t dst_comp:1; + uint32_t src_comp:1; + uint32_t dst_bypass:1; + uint32_t src_bypass:1; + uint32_t order:1; + uint32_t done:1; + void * src; + void * dst; +} dma_descriptor_1d; + +#if __HVX_ARCH__ < 75 + +typedef struct dma_descriptor_2d_s { + void * next; + uint32_t reserved0:24; + uint32_t desc_size:2; + uint32_t dst_comp:1; + uint32_t src_comp:1; + uint32_t dst_bypass:1; + uint32_t src_bypass:1; + uint32_t order:1; + uint32_t done:1; + void * src; + void * dst; + uint32_t desc_type:8; + uint32_t reserved1:24; + uint32_t row_size:16; + uint32_t nrows:16; + uint32_t src_stride:16; + uint32_t dst_stride:16; + uint32_t src_offset:16; + uint32_t dst_offset:16; +} dma_descriptor_2d; + +#else + +typedef struct dma_descriptor_2d_s { + void * next; + uint32_t dst_stride:24; + uint32_t desc_size:2; + uint32_t dst_comp:1; + uint32_t src_comp:1; + uint32_t dst_bypass:1; + uint32_t src_bypass:1; + uint32_t order:1; + uint32_t done:1; + void * src; + void * dst; + uint32_t desc_type:8; + uint32_t reserved0:24; + uint32_t row_size:24; + uint32_t nrows_lo:8; + uint32_t nrows_hi:8; + uint32_t src_stride:24; + uint32_t offset:24; + uint32_t reserved1:8; +} dma_descriptor_2d; + +#endif + typedef struct { - void *dst; + void *dst; const void *src; } dma_ptr; typedef struct { - hexagon_udma_descriptor_type1_t * desc; // descriptor pointers - hexagon_udma_descriptor_type1_t * tail; // tail pointer - dma_ptr * dptr; // dst/src pointers - uint32_t push_idx; - uint32_t pop_idx; - uint32_t capacity; - uint32_t idx_mask; + dma_descriptor_2d * desc; // descriptor pointers + dma_descriptor_2d * tail; // tail pointer + dma_ptr * dptr; // dst/src pointers + uint32_t push_idx; + uint32_t pop_idx; + uint32_t capacity; + uint32_t idx_mask; } dma_queue; dma_queue * dma_queue_create(size_t capacity); @@ -59,69 +124,93 @@ static inline dma_ptr dma_make_ptr(void *dst, const void *src) return p; } -static inline bool dma_queue_push(dma_queue * q, - dma_ptr dptr, - size_t dst_row_size, - size_t src_row_size, - size_t width, // width in bytes. number of bytes to transfer per row - size_t nrows) { +#if __HVX_ARCH__ < 73 +static const uint32_t dma_src_l2_bypass_on = 1; +static const uint32_t dma_dst_l2_bypass_on = 0; +#else +static const uint32_t dma_src_l2_bypass_on = 1; +static const uint32_t dma_dst_l2_bypass_on = 1; +#endif + +static inline bool dma_queue_push_single_1d(dma_queue * q, dma_ptr dptr, size_t size) { if (((q->push_idx + 1) & q->idx_mask) == q->pop_idx) { - FARF(ERROR, "dma-push: queue full\n"); + FARF(HIGH, "dma-push: queue full\n"); return false; } - hexagon_udma_descriptor_type1_t * desc = &q->desc[q->push_idx]; - - desc->next = NULL; - desc->length = 0; - desc->desctype = HEXAGON_UDMA_DESC_DESCTYPE_TYPE1; - desc->dstbypass = 1; - desc->srcbypass = 1; -#if __HVX_ARCH__ >= 73 - desc->dstbypass = 1; - desc->srcbypass = 1; -#else - desc->dstbypass = 0; - desc->srcbypass = 1; -#endif - desc->order = 0; - desc->dstate = HEXAGON_UDMA_DESC_DSTATE_INCOMPLETE; - desc->src = (void *) dptr.src; - desc->dst = (void *) dptr.dst; - desc->allocation = 0; - desc->padding = 0; - desc->roiwidth = width; - desc->roiheight = nrows; - desc->srcstride = src_row_size; - desc->dststride = dst_row_size; - desc->srcwidthoffset = 0; - desc->dstwidthoffset = 0; + dma_descriptor_1d * desc = (dma_descriptor_1d *) &q->desc[q->push_idx]; + desc->next = NULL; + desc->desc_size = 0; // 1D mode + desc->src_bypass = dma_src_l2_bypass_on; + desc->dst_bypass = dma_dst_l2_bypass_on; + desc->order = 0; + desc->done = 0; + desc->src = (void *) dptr.src; + desc->dst = (void *) dptr.dst; + desc->size = size; q->dptr[q->push_idx] = dptr; - dmlink(q->tail, desc); - q->tail = desc; + if (size) { + dmlink(q->tail, desc); + q->tail = (dma_descriptor_2d *) desc; + } else { + desc->done = 1; + } - // FARF(ERROR, "dma-push: i %u width %u nrows %d dst %p src %p\n", q->push_idx, width, nrows, dptr.dst, dptr.src); + // FARF(ERROR, "dma-push: i %u row-size %u nrows %d dst %p src %p\n", q->push_idx, row_size, nrows, dptr.dst, dptr.src); q->push_idx = (q->push_idx + 1) & q->idx_mask; return true; } -static inline bool dma_queue_push_ddr_to_vtcm(dma_queue * q, - dma_ptr dptr, - size_t dst_row_size, - size_t src_row_size, - size_t nrows) { - return dma_queue_push(q, dptr, dst_row_size, src_row_size, src_row_size, nrows); -} +static inline bool dma_queue_push_single_2d(dma_queue * q, dma_ptr dptr, size_t dst_stride, size_t src_stride, size_t row_size, size_t nrows) { + if (((q->push_idx + 1) & q->idx_mask) == q->pop_idx) { + FARF(HIGH, "dma-push: queue full\n"); + return false; + } + dma_descriptor_2d * desc = &q->desc[q->push_idx]; -static inline bool dma_queue_push_vtcm_to_ddr(dma_queue * q, - dma_ptr dptr, - size_t dst_row_size, - size_t src_row_size, - size_t nrows) { - return dma_queue_push(q, dptr, dst_row_size, src_row_size, dst_row_size, nrows); + desc->next = NULL; + desc->reserved0 = 0; + desc->reserved1 = 0; + desc->desc_size = 1; // 2d mode + desc->src_bypass = dma_src_l2_bypass_on; + desc->dst_bypass = dma_dst_l2_bypass_on; + desc->src_comp = 0; + desc->dst_comp = 0; + desc->order = 0; + desc->done = 0; + desc->src_stride = src_stride; + desc->dst_stride = dst_stride; + desc->src = (void *) dptr.src; + desc->dst = (void *) dptr.dst; + desc->row_size = row_size; + +#if __HVX_ARCH__ < 75 + desc->desc_type = 0; // 2d (16-bit) mode + desc->nrows = nrows; + desc->src_offset = 0; + desc->dst_offset = 0; +#else + desc->desc_type = 9; // 2d (24-bit) mode + desc->nrows_lo = (nrows & 0xff); + desc->nrows_hi = (nrows >> 8); + desc->offset = 0; +#endif + + q->dptr[q->push_idx] = dptr; + + if (nrows) { + dmlink(q->tail, desc); + q->tail = desc; + } else { + desc->done = 1; + } + + // FARF(ERROR, "dma-push: i %u row-size %u nrows %d dst %p src %p\n", q->push_idx, row_size, nrows, dptr.dst, dptr.src); + q->push_idx = (q->push_idx + 1) & q->idx_mask; + return true; } static inline dma_ptr dma_queue_pop(dma_queue * q) { @@ -131,15 +220,12 @@ static inline dma_ptr dma_queue_pop(dma_queue * q) { return dptr; } - hexagon_udma_descriptor_type1_t * desc = &q->desc[q->pop_idx]; + dma_descriptor_2d * desc = &q->desc[q->pop_idx]; // Wait for desc to complete - while (1) { - dmpoll(); - if (desc->dstate == HEXAGON_UDMA_DESC_DSTATE_COMPLETE) { - break; - } + while (!desc->done) { // FARF(ERROR, "dma-pop: waiting for DMA : %u\n", q->pop_idx); + dmpoll(); } dptr = q->dptr[q->pop_idx]; @@ -175,6 +261,110 @@ static inline uint32_t dma_queue_capacity(dma_queue * q) { return q->capacity; } +#if __HVX_ARCH__ < 75 + +// Overflow-safe DMA push: all 2d descriptor fields (row_size, nrows, src_stride, dst_stride) are 16-bit, max 65535. +// This version transparently handles values that exceed the 16-bit limit and submits chained DMA transtions. + +#define DMA_MAX_FIELD_VAL 65535u + +static inline bool dma_queue_push(dma_queue *q, dma_ptr dptr, size_t dst_stride, size_t src_stride, size_t row_size, size_t nrows) { + // Fast path: everything fits in 16 bits + if (nrows == 0 || __builtin_expect( + row_size <= DMA_MAX_FIELD_VAL && + nrows <= DMA_MAX_FIELD_VAL && + src_stride <= DMA_MAX_FIELD_VAL && + dst_stride <= DMA_MAX_FIELD_VAL, 1)) { + return dma_queue_push_single_2d(q, dptr, dst_stride, src_stride, row_size, nrows); + } + + // Contiguous block + // Use 1d DMA mode which supports sizes up to 24-bits (16MB) + if (nrows == 1 || (row_size == src_stride && row_size == dst_stride)) { + size_t total = row_size * nrows; + return dma_queue_push_single_1d(q, dptr, total); + } + + // Stride overflow — fall back to row-by-row. + { + const uint8_t *src = (const uint8_t *) dptr.src; + uint8_t *dst = (uint8_t *) dptr.dst; + for (size_t r = 0; r < nrows; ++r) { + dma_ptr p = dma_make_ptr(dst + r * dst_stride, src + r * src_stride); + if (!dma_queue_push_single_1d(q, p, row_size)) + return false; + if (r + 1 < nrows) + dma_queue_pop(q); + } + return true; + } +} + +#else // HVX_ARCH >= 75 + +static inline bool dma_queue_push(dma_queue *q, dma_ptr dptr, size_t dst_stride, size_t src_stride, size_t row_size, size_t nrows) { + // On v75 and up we always use 2d 24-bit mode + return dma_queue_push_single_2d(q, dptr, dst_stride, src_stride, row_size, nrows); +} + +#endif + +static inline bool dma_queue_push_ddr_to_vtcm(dma_queue * q, dma_ptr dptr, size_t dst_row_size, size_t src_row_size, size_t nrows) { + return dma_queue_push(q, dptr, dst_row_size, src_row_size, src_row_size, nrows); +} + +static inline bool dma_queue_push_vtcm_to_ddr(dma_queue * q, dma_ptr dptr, size_t dst_row_size, size_t src_row_size, size_t nrows) { + return dma_queue_push(q, dptr, dst_row_size, src_row_size, dst_row_size, nrows); +} + +#define DMA_CACHE_MAX_SIZE 64U + +typedef struct { + uint8_t *base; + uint32_t line_size; + uint32_t capacity; + uint32_t src[DMA_CACHE_MAX_SIZE]; + uint16_t age[DMA_CACHE_MAX_SIZE]; +} dma_cache; + +static inline void dma_cache_init(dma_cache *c, uint8_t *base, uint32_t line_size, uint32_t capacity) +{ + c->capacity = (capacity > DMA_CACHE_MAX_SIZE) ? DMA_CACHE_MAX_SIZE : capacity; + c->base = base; + c->line_size = line_size; + + for (unsigned i=0; i < c->capacity; i++) { + c->src[i] = 0; + c->age[i] = 0; + } +} + +static inline bool dma_cache_push(dma_queue *q, dma_cache *c, const uint8_t * src, uint32_t dst_stride, uint32_t src_stride, uint32_t row_size, uint32_t nrows) +{ + uint32_t o_idx = 0; + uint16_t o_age = 0; + uint8_t * dst = 0; + + for (unsigned i=0; i < c->capacity; i++) { + if (c->src[i] == (uint32_t) src) { + c->age[i] = 0; + dst = c->base + (i * c->line_size); nrows = 0; // dummy dma + // FARF(ERROR, "dma-cache: found %p", src); + } else { + c->age[i]++; + if (c->age[i] > o_age) { o_age = c->age[i]; o_idx = i; } + } + } + if (!dst) { + // FARF(ERROR, "dma-cache: replacing #%u : age %u %p -> %p", o_idx, c->age[o_idx], (void *) c->src[o_idx], src); + c->age[o_idx] = 0; + c->src[o_idx] = (uint32_t) src; + dst = c->base + o_idx * c->line_size; // normal nrows dma + } + + return dma_queue_push(q, dma_make_ptr(dst, src), dst_stride, src_stride, row_size, nrows); +} + #ifdef __cplusplus } // extern "C" #endif diff --git a/ggml/src/ggml-hexagon/htp/hex-dump.h b/ggml/src/ggml-hexagon/htp/hex-dump.h index e3badb57f9..19d173c223 100644 --- a/ggml/src/ggml-hexagon/htp/hex-dump.h +++ b/ggml/src/ggml-hexagon/htp/hex-dump.h @@ -21,6 +21,15 @@ static inline void hex_dump_uint8_line(char * pref, const uint8_t * x, uint32_t FARF(HIGH, "%s\n", str); } +static inline void hex_dump_uint32_line(char * pref, const uint32_t * x, uint32_t n) { + char str[1024], *p = str, *p_end = str + sizeof(str); + p += snprintf(p, p_end - p, "%s: ", pref); + for (int i = 0; i < n; i++) { + p += snprintf(p, p_end - p, "%u, ", (unsigned int) x[i]); + } + FARF(HIGH, "%s\n", str); +} + static inline void hex_dump_int32_line(char * pref, const int32_t * x, uint32_t n) { char str[1024], *p = str, *p_end = str + sizeof(str); p += snprintf(p, p_end - p, "%s: ", pref); diff --git a/ggml/src/ggml-hexagon/htp/hex-utils.h b/ggml/src/ggml-hexagon/htp/hex-utils.h index fb8a25a3f2..fe0b661e30 100644 --- a/ggml/src/ggml-hexagon/htp/hex-utils.h +++ b/ggml/src/ggml-hexagon/htp/hex-utils.h @@ -3,8 +3,10 @@ #include #include +#include #include "hexagon_types.h" +#include "hexagon_protos.h" #include "hex-fastdiv.h" #include "hex-dump.h" @@ -29,10 +31,22 @@ static inline uint64_t hex_get_pktcnt() { return pktcnt; } -static inline int32_t hex_is_aligned(void * addr, uint32_t align) { +static inline size_t hmx_ceil_div(size_t num, size_t den) { + return (num + den - 1) / den; +} + +static inline int32_t hex_is_aligned(const void * addr, uint32_t align) { return ((size_t) addr & (align - 1)) == 0; } +static inline size_t hex_align_up(size_t v, size_t align) { + return hmx_ceil_div(v, align) * align; +} + +static inline size_t hex_align_down(size_t v, size_t align) { + return (v / align) * align; +} + static inline int32_t hex_is_one_chunk(void * addr, uint32_t n, uint32_t chunk_size) { uint32_t left_off = (size_t) addr & (chunk_size - 1); uint32_t right_off = left_off + n; @@ -43,9 +57,36 @@ static inline uint32_t hex_round_up(uint32_t n, uint32_t m) { return m * ((n + m - 1) / m); } +static inline size_t hex_smin(size_t a, size_t b) { + return a < b ? a : b; +} + +static inline size_t hex_smax(size_t a, size_t b) { + return a > b ? a : b; +} + static inline void hex_l2fetch(const void * p, uint32_t width, uint32_t stride, uint32_t height) { const uint64_t control = Q6_P_combine_RR(stride, Q6_R_combine_RlRl(width, height)); Q6_l2fetch_AP((void *) p, control); } +#define HEX_L2_LINE_SIZE 64 +#define HEX_L2_FLUSH_SIZE (128 * 1024) + +static inline void hex_l2flush(void * addr, size_t size) +{ + if (size > HEX_L2_FLUSH_SIZE) { + qurt_mem_cache_clean((qurt_addr_t) 0, 0, QURT_MEM_CACHE_FLUSH_INVALIDATE_ALL, QURT_MEM_DCACHE); + } else { + const uint32_t s = (uint32_t) addr; + const uint32_t e = s + size; + for (uint32_t i = s; i < e; i += HEX_L2_LINE_SIZE * 4) { + Q6_dccleaninva_A((void *) i + HEX_L2_LINE_SIZE * 0); + Q6_dccleaninva_A((void *) i + HEX_L2_LINE_SIZE * 1); + Q6_dccleaninva_A((void *) i + HEX_L2_LINE_SIZE * 2); + Q6_dccleaninva_A((void *) i + HEX_L2_LINE_SIZE * 3); + } + } +} + #endif /* HEX_UTILS_H */ diff --git a/ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c b/ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c new file mode 100644 index 0000000000..ec191c1498 --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c @@ -0,0 +1,1696 @@ +#pragma clang diagnostic ignored "-Wgnu-zero-variadic-macro-arguments" +#pragma clang diagnostic ignored "-Wunused-function" +#pragma clang diagnostic ignored "-Wunused-variable" +#pragma clang diagnostic ignored "-Wunused-but-set-variable" + +#include +#include +#include +#include +#include + +#include +#include + +#define GGML_COMMON_DECL_C +#include "ggml-common.h" + +#include "hex-dma.h" +#include "hvx-utils.h" +#include "hvx-dump.h" +#include "worker-pool.h" +#include "htp-ctx.h" +#include "htp-ops.h" + +#include "hmx-utils.h" +#include "hmx-ops.h" +#include "hmx-profile.h" + +static const __fp16 q4_0_to_fp16_lut[64] __attribute__((aligned(VLEN))) = { + -8, 0, -7, 0, -6, 0, -5, 0, -4, 0, -3, 0, -2, 0, -1, 0, 0, 0, 1, 0, 2, 0, 3, 0, 4, 0, 5, 0, 6, 0, 7, 0, +}; + +// MXFP4 dequantization LUT: maps 4-bit index to fp16 mantissa value +// kvalues: 0, 0.5, 1, 1.5, 2, 3, 4, 6, 0, -0.5, -1, -1.5, -2, -3, -4, -6 +static const __fp16 mxfp4_to_fp16_lut[64] __attribute__((aligned(VLEN))) = { + 0, 0, 0.5, 0, 1, 0, 1.5, 0, 2, 0, 3, 0, 4, 0, 6, 0, 0, 0, -0.5, 0, -1, 0, -1.5, 0, -2, 0, -3, 0, -4, 0, -6, 0, +}; + +static const __fp16 iq4_nl_to_fp16_lut[64] __attribute__((aligned(VLEN))) = { + -127, 0, -104, 0, -83, 0, -65, 0, -49, 0, -35, 0, -22, 0, -10, 0, + 1, 0, 13, 0, 25, 0, 38, 0, 53, 0, 69, 0, 89, 0, 113, 0, +}; + +// vscatter offsets for fused dequant+transpose: write K-values directly to [K][N] tile. +// word[i] = i*128 maps K-row-pair i to byte offset i*128 in the tile. +// Column offset (n*4) is added at runtime. Only entries 0..15 are used (masked by predicate). +static const int32_t weight_transpose_scatter_offsets[32] __attribute__((aligned(VLEN))) = { + 0*128, 1*128, 2*128, 3*128, 4*128, 5*128, 6*128, 7*128, + 8*128, 9*128, 10*128, 11*128, 12*128, 13*128, 14*128, 15*128, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, +}; + +// Scales per x4x2 logical block: 8 × sizeof(__fp16) = 16 bytes +#define HMX_X4X2_SCALES_PER_BLK 8 +#define HMX_X4X2_DBLK_SIZE 16 // 8 * 2 bytes (fp16 scales for Q4_0/Q8_0/IQ4_NL) +#define HMX_X4X2_MXFP4_EBLK_SIZE 8 // 8 * 1 byte (E8M0 scales for MXFP4) + +static inline void swap_ptr(void **p1, void **p2) { + void *t = *p1; + *p1 = *p2; + *p2 = t; +} + +typedef struct { + uint8_t *dst; + const uint8_t *src; + dma_queue *dma; + size_t n_rows; + size_t src_stride; // DDR row stride (full row_stride) + size_t dst_stride; // VTCM sub-block row stride + size_t quant_off; // quant byte offset in each DDR row + size_t quant_width; // quant bytes to copy per row + size_t scale_off; // scale byte offset in each DDR row + size_t scale_width; // scale bytes to copy per row +} qweight_fetch_task_state_t; + +// Compute the byte stride of one row in x4x2 format. +// Numerically equals ggml_row_size(type, k) when k is 256-aligned, because +// x4x2 packing has the same density as block_q4_0 / block_q8_0. +// Layout per row: [quants: nb*128 (Q4) or nb*256 (Q8)][scales: nb*16 bytes] +// Total per row = nb * (128+16) = 144*nb (Q4) or nb * (256+16) = 272*nb (Q8). +// Callers must ensure k is a multiple of 256 (enforced by proc_hmx_matmul_req). +static inline size_t get_x4x2_row_stride(int weight_type, int k) { + int nb = (k + QK_Q4_0x4x2 - 1) / QK_Q4_0x4x2; + switch (weight_type) { + case HTP_TYPE_Q4_0: + case HTP_TYPE_IQ4_NL: + return (size_t) nb * (QK_Q4_0x4x2 / 2 + HMX_X4X2_DBLK_SIZE); // 144 * nb + case HTP_TYPE_Q8_0: + return (size_t) nb * (QK_Q8_0x4x2 + HMX_X4X2_DBLK_SIZE); // 272 * nb + case HTP_TYPE_MXFP4: + return (size_t) nb * (QK_MXFP4x4x2 / 2 + HMX_X4X2_MXFP4_EBLK_SIZE); // 136 * nb + default: + return 0; + } +} + +// --- Overflow-safe arithmetic for VTCM budget calculation --- + +static inline bool hmx_mul_overflow(size_t a, size_t b, size_t *out) { + if (a != 0 && b > SIZE_MAX / a) return true; + *out = a * b; + return false; +} + +static inline bool hmx_add_overflow(size_t a, size_t b, size_t *out) { + if (a > SIZE_MAX - b) return true; + *out = a + b; + return false; +} + +// Search for optimal (mc, nc) chunk sizes that maximize mc * nc within VTCM budget. +// +// Cost model: total = nc * per_n_cost + mc * per_m_cost + mc * nc * per_mn_cost + overhead +// per_n_cost: bytes per nc column (weight + scratch buffers) +// per_m_cost: bytes per mc row (activation) +// per_mn_cost: bytes per mc*nc element (output) +// overhead: fixed bytes (scales 256B, eye_tile 2048B, etc.) +// +// Algorithm: nc sweeps from n_max down by 32, analytically solving for mc_max. +// Returns 0 on success, -1 if VTCM is insufficient. +static int hmx_compute_chunks( + size_t vtcm_total, size_t overhead, + size_t per_n_cost, size_t per_m_cost, size_t per_mn_cost, + int m, int n, + size_t *m_chunk_out, size_t *n_chunk_out, + size_t *total_out) +{ + if (m <= 0 || n <= 0) return -1; + if (vtcm_total <= overhead) return -1; + if (per_n_cost == 0 || per_m_cost == 0 || per_mn_cost == 0) return -1; + + const size_t usable = vtcm_total - overhead; + size_t best_mn = 0, best_m = 0, best_n = 0; + + const size_t n_max = hex_align_down((size_t)n, HMX_FP16_TILE_N_COLS); + for (size_t nc = n_max; nc >= HMX_FP16_TILE_N_COLS; nc -= HMX_FP16_TILE_N_COLS) { + // Early exit: if nc * m_max cannot beat best, smaller nc won't either + if (nc * hex_align_down((size_t)m, HMX_FP16_TILE_N_ROWS) <= best_mn) + break; + + size_t n_fixed = 0, ncmn = 0, mc_denom = 0; + if (hmx_mul_overflow(nc, per_n_cost, &n_fixed)) continue; + if (n_fixed >= usable) goto next_nc; + + if (hmx_mul_overflow(nc, per_mn_cost, &ncmn)) goto next_nc; + if (hmx_add_overflow(per_m_cost, ncmn, &mc_denom) || mc_denom == 0) goto next_nc; + + { + size_t remain = usable - n_fixed; + size_t mc = remain / mc_denom; + mc = hex_align_down(mc, HMX_FP16_TILE_N_ROWS); + mc = hex_smin(mc, (size_t)m); + + if (mc > 0 && mc * nc > best_mn) { + best_mn = mc * nc; + best_m = mc; + best_n = nc; + } + } + +next_nc: + if (nc == HMX_FP16_TILE_N_COLS) break; // avoid size_t underflow + } + + if (best_m == 0 || best_n == 0) return -1; + + // Compute exact total (with overflow checks) + size_t t0 = 0, t1 = 0, t2 = 0, mn = 0, total = 0; + if (hmx_mul_overflow(best_n, per_n_cost, &t0)) return -1; + if (hmx_mul_overflow(best_m, per_m_cost, &t1)) return -1; + if (hmx_mul_overflow(best_m, best_n, &mn)) return -1; + if (hmx_mul_overflow(mn, per_mn_cost, &t2)) return -1; + if (hmx_add_overflow(t0, t1, &total)) return -1; + if (hmx_add_overflow(total, t2, &total)) return -1; + if (hmx_add_overflow(total, overhead, &total)) return -1; + + *m_chunk_out = best_m; + *n_chunk_out = best_n; + *total_out = total; + return 0; +} + +// forward declaration – defined after transfer_activation_chunk_fp32_to_fp16 +void transfer_activation_chunk_threaded(struct htp_context *ctx, __fp16 *dst, const float *src, int n_rows, int k_block, int k_stride); + +// Scatter row-major FP16 weight (already in VTCM scratch) directly into transposed [K][N] tiles. +// vtcm_src: [n_cols][k] row-major fp16 in VTCM scratch buffer +// vtcm_dst: [n_col_tiles][n_k_tiles][HMX_FP16_TILE_N_ELMS] tile-major interleaved fp16 +static void interleave_fp16_weight_chunk_to_tiles(__fp16 *restrict vtcm_dst, + const __fp16 *restrict vtcm_src, + int n_cols, int k) { + assert(n_cols % HMX_FP16_TILE_N_COLS == 0); + assert(k % HMX_FP16_TILE_N_COLS == 0); + + const int n_k_tiles = k / HMX_FP16_TILE_N_COLS; + const HVX_Vector v_scat_base = hvx_vmem(weight_transpose_scatter_offsets); + const HVX_Vector v_scat_step = Q6_V_vsplat_R(4); + const HVX_VectorPred q_mask64 = Q6_Q_vsetq_R(64); + + for (int r = 0; r < n_cols; r += 2) { + int ct = r / HMX_FP16_TILE_N_ROWS; // N-dimension tile index + int local_r = r % HMX_FP16_TILE_N_ROWS; // intra-tile row index + const bool next_row_valid = (r + 1) < n_cols; + + // Offset vectors for N-columns local_r and local_r+1, reused across K-tiles. + HVX_Vector v_off0 = Q6_Vw_vadd_VwVw(v_scat_base, Q6_V_vsplat_R(local_r * 4)); + HVX_Vector v_off1 = Q6_Vw_vadd_VwVw(v_off0, v_scat_step); + + for (int c = 0; c < k; c += HMX_FP16_TILE_N_COLS) { + int kt = c / HMX_FP16_TILE_N_COLS; + int tile_idx = ct * n_k_tiles + kt; + __fp16 *tile_base = vtcm_dst + tile_idx * HMX_FP16_TILE_N_ELMS; + + HVX_Vector v0 = hvx_vmemu(vtcm_src + r * k + c); + HVX_Vector v1 = next_row_valid ? hvx_vmemu(vtcm_src + (r + 1) * k + c) : Q6_V_vzero(); + + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off0, v0); + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off1, v1); + } + } +} + +// --- x4x2 format dequantizers --- + +// Dequantize one x4x2 Q4_0 group (32 elements from 32 packed bytes) -> 32 FP16 in first 64 bytes. +// In x4x2, sub-blocks 0..3 use lower nibbles, sub-blocks 4..7 use upper nibbles +// of the same 32 packed bytes. +static inline HVX_Vector dequantize_x4x2_q4_0_group_hvx( + const uint8_t *packed_32, bool upper_nibbles, + const __fp16 *scale, const HVX_Vector vlut_cvt) { + HVX_Vector vq = hvx_vmemu(packed_32); + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + HVX_Vector v_scales = hvx_vec_splat_f16(*scale); + // q4x4x2 stores two int4 values per byte. Keep only the selected nibble. + HVX_Vector v_quants = upper_nibbles ? Q6_Vub_vlsr_VubR(vq, 4) : vq; + v_quants = Q6_V_vand_VV(v_quants, mask_h4); + // Shuffle before LUT + v_quants = Q6_Vb_vshuff_Vb(v_quants); + // Use standard vlut16 (not _nomatch) to avoid stale-register NaN. + // _nomatch retains the previous destination-register value for colliding + // indices, but the C intrinsic doesn't model the implicit read so the + // compiler may allocate a register containing garbage/NaN. + HVX_VectorPair vp = Q6_Wh_vlut16_VbVhR(v_quants, vlut_cvt, 0); + HVX_Vector v_hf = Q6_V_lo_W(vp); + + return Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_hf, v_scales)); +} + +// Batch-dequantize 4 contiguous x4x2 Q4_0 groups (4x32 = 128 packed bytes) using +// full HVX vector width. One vmemu + one vlut16 replaces 4 separate calls. +// Output: out[0..3] each hold 32 FP16 values in the first 64 bytes. +static inline void dequantize_x4x2_q4_0_x4groups_hvx( + const uint8_t *packed_128, bool upper_nibbles, + const __fp16 *scales_4, const HVX_Vector vlut_cvt, + HVX_Vector out[4]) { + // Load all 128 packed bytes (4 contiguous 32-byte groups) + HVX_Vector vq = hvx_vmemu(packed_128); + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + HVX_Vector v_quants = upper_nibbles ? Q6_Vub_vlsr_VubR(vq, 4) : vq; + v_quants = Q6_V_vand_VV(v_quants, mask_h4); + + // Shuffle before LUT + v_quants = Q6_Vb_vshuff_Vb(v_quants); + + // Full-width vlut16: 128 byte lookups -> 128 fp16 results in a VectorPair + HVX_VectorPair vp = Q6_Wh_vlut16_VbVhR(v_quants, vlut_cvt, 0); + HVX_Vector v_lo = Q6_V_lo_W(vp); // [group0: 32 fp16 | group1: 32 fp16] + HVX_Vector v_hi = Q6_V_hi_W(vp); // [group2: 32 fp16 | group3: 32 fp16] + + // Build per-group scale vectors: first 64 bytes use scale_a, last 64 use scale_b + HVX_VectorPred q64 = Q6_Q_vsetq_R(64); + HVX_Vector v_sc01 = Q6_V_vmux_QVV(q64, hvx_vec_splat_f16(scales_4[0]), hvx_vec_splat_f16(scales_4[1])); + HVX_Vector v_sc23 = Q6_V_vmux_QVV(q64, hvx_vec_splat_f16(scales_4[2]), hvx_vec_splat_f16(scales_4[3])); + + v_lo = Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_lo, v_sc01)); + v_hi = Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_hi, v_sc23)); + + // Extract individual groups: scatter uses q_mask64 so only first 64 bytes matter + out[0] = v_lo; // group0 already in [0:63] + out[1] = Q6_V_vror_VR(v_lo, 64); // group1 rotated to [0:63] + out[2] = v_hi; // group2 already in [0:63] + out[3] = Q6_V_vror_VR(v_hi, 64); // group3 rotated to [0:63] +} + +// Dequantize one x4x2 Q8_0 group (32 int8 quants) -> 32 FP16 in first 64 bytes. +static inline HVX_Vector dequantize_x4x2_q8_0_group_hvx( + const int8_t *quants_32, const __fp16 *scale) { + HVX_Vector vq = hvx_vmemu(quants_32); + HVX_Vector v_scales = hvx_vec_splat_f16(*scale); + HVX_Vector v0 = Q6_V_lo_W(Q6_Wh_vunpack_Vb(vq)); + HVX_Vector v_hf = Q6_Vhf_equals_Vh(v0); + return Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_hf, v_scales)); +} + +// --- MXFP4 E8M0 scale conversion and dequantization --- +// +// HVX batch-convert 8 E8M0 bytes (one x4x2 block's scales) to __fp16[8] on stack. +// Scalar loads from the stack array execute on the scalar pipeline, in parallel +// with HVX vlut16/vmpy/vscatter — freeing HVX slots in the hot loop. +// Arithmetic: fp16_bits = clamp(e - 112, 0, 30) << 10 +// e=0..112 -> 0 (underflow), e=113..142 -> valid fp16, e>=143 -> clamped to 2^15. + +typedef struct { + __fp16 v[8] __attribute__((aligned(16))); +} mxfp4_scales_t; + +static inline mxfp4_scales_t mxfp4_convert_scales(const uint8_t * e8m0_8) { + mxfp4_scales_t s; + HVX_Vector v = hvx_vmemu(e8m0_8); + HVX_Vector vh = Q6_V_lo_W(Q6_Wuh_vunpack_Vub(v)); + vh = Q6_Vh_vsub_VhVh(vh, Q6_Vh_vsplat_R(112)); + vh = Q6_Vh_vmax_VhVh(vh, Q6_V_vzero()); + vh = Q6_Vh_vmin_VhVh(vh, Q6_Vh_vsplat_R(30)); + vh = Q6_Vh_vasl_VhR(vh, 10); + hvx_vec_store_u(s.v, 16, vh); + return s; +} + +static inline HVX_Vector mxfp4_extract_splat(mxfp4_scales_t scales, int idx) { + return hvx_vec_splat_f16(scales.v[idx]); +} + +// Dequantize one x4x2 MXFP4 group (32 elements from 32 packed bytes) -> 32 FP16. +static inline HVX_Vector dequantize_x4x2_mxfp4_group_hvx(const uint8_t * packed_32, + bool upper_nibbles, + int sub_blk, + const HVX_Vector vlut_cvt, + mxfp4_scales_t scales) { + HVX_Vector vq = hvx_vmemu(packed_32); + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + HVX_Vector v_quants = upper_nibbles ? Q6_Vub_vlsr_VubR(vq, 4) : vq; + v_quants = Q6_V_vand_VV(v_quants, mask_h4); + + HVX_Vector v_sc = mxfp4_extract_splat(scales, sub_blk); + + v_quants = Q6_Vb_vshuff_Vb(v_quants); + HVX_VectorPair vp = Q6_Wh_vlut16_VbVhR(v_quants, vlut_cvt, 0); + HVX_Vector v_hf = Q6_V_lo_W(vp); + + return Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_hf, v_sc)); +} + +// Batch-dequantize 4 contiguous x4x2 MXFP4 groups (4x32 = 128 packed bytes). +static inline void dequantize_x4x2_mxfp4_x4groups_hvx(const uint8_t * packed_128, + bool upper_nibbles, + int sub_blk_base, + const HVX_Vector vlut_cvt, + mxfp4_scales_t scales, + HVX_Vector out[4]) { + HVX_Vector vq = hvx_vmemu(packed_128); + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + HVX_Vector v_quants = upper_nibbles ? Q6_Vub_vlsr_VubR(vq, 4) : vq; + v_quants = Q6_V_vand_VV(v_quants, mask_h4); + + v_quants = Q6_Vb_vshuff_Vb(v_quants); + + HVX_VectorPair vp = Q6_Wh_vlut16_VbVhR(v_quants, vlut_cvt, 0); + HVX_Vector v_lo = Q6_V_lo_W(vp); + HVX_Vector v_hi = Q6_V_hi_W(vp); + + HVX_VectorPred q64 = Q6_Q_vsetq_R(64); + HVX_Vector v_sc01 = Q6_V_vmux_QVV(q64, mxfp4_extract_splat(scales, sub_blk_base + 0), + mxfp4_extract_splat(scales, sub_blk_base + 1)); + HVX_Vector v_sc23 = Q6_V_vmux_QVV(q64, mxfp4_extract_splat(scales, sub_blk_base + 2), + mxfp4_extract_splat(scales, sub_blk_base + 3)); + + v_lo = Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_lo, v_sc01)); + v_hi = Q6_Vhf_equals_Vqf16(Q6_Vqf16_vmpy_VhfVhf(v_hi, v_sc23)); + + out[0] = v_lo; + out[1] = Q6_V_vror_VR(v_lo, 64); + out[2] = v_hi; + out[3] = Q6_V_vror_VR(v_hi, 64); +} + +// Dequantize a tile range from x4x2 weight data (already in VTCM) to tile-major FP16. +// Input: vtcm_src has n_cols rows of x4x2 data, each row_stride bytes. +// Output: vtcm_dst in tile-major FP16 layout. +static void dequantize_x4x2_weight_to_fp16_tiles_task( + __fp16 *restrict vtcm_dst, + const uint8_t *restrict vtcm_src, + int n_cols, int k_block, + size_t row_stride, int weight_type, + int start_tile, int end_tile) { + + const int n_k_tiles = k_block / HMX_FP16_TILE_N_COLS; + const int qrow_size = (weight_type == HTP_TYPE_Q8_0) ? k_block : (k_block / 2); + + const HVX_Vector vlut_cvt = (weight_type == HTP_TYPE_IQ4_NL) ? hvx_vmem(iq4_nl_to_fp16_lut) : + (weight_type == HTP_TYPE_MXFP4) ? hvx_vmem(mxfp4_to_fp16_lut) : + hvx_vmem(q4_0_to_fp16_lut); + + // vscatter setup: write dequantized K-values directly to transposed [K][N] tile positions. + // Each int32 element holds a K-row-pair (2 adjacent fp16 values). word[i] at offset i*128 + // maps to K-rows 2i and 2i+1. Column offset (n*4) added per row. + const HVX_Vector v_scat_base = hvx_vmem(weight_transpose_scatter_offsets); + const HVX_Vector v_scat_step = Q6_V_vsplat_R(4); // 4 bytes = 1 column step + const HVX_VectorPred q_mask64 = Q6_Q_vsetq_R(64); // first 16 words (64 bytes) + + for (int t = start_tile; t < end_tile; ) { + int ct = t / n_k_tiles; // column tile index + int kt = t % n_k_tiles; // K tile index + + // --- Batch-4 fast path for Q4_0/IQ4_NL: process 4 contiguous K-tiles with one vlut16 per row --- + if ((weight_type == HTP_TYPE_Q4_0 || weight_type == HTP_TYPE_IQ4_NL) && (kt % 4 == 0) && (t + 4 <= end_tile) && + ((t + 3) / n_k_tiles == ct)) { + int blk_idx = (kt * 32) / QK_Q4_0x4x2; + int sub_blk_base = ((kt * 32) % QK_Q4_0x4x2) / 32; // 0 or 4 + bool upper = (sub_blk_base >= 4); + int packed_off = blk_idx * (QK_Q4_0x4x2 / 2); // 128 contiguous packed bytes + int scale_off = qrow_size + blk_idx * HMX_X4X2_DBLK_SIZE + + sub_blk_base * (int)sizeof(__fp16); // 4 consecutive scales + + __fp16 *tile_bases[4]; + for (int g = 0; g < 4; g++) { tile_bases[g] = vtcm_dst + (t + g) * HMX_FP16_TILE_N_ELMS; } + + HVX_Vector v_off = v_scat_base; + for (int r = 0; r < HMX_FP16_TILE_N_ROWS; r += 2) { + int row0 = ct * HMX_FP16_TILE_N_COLS + r; + int row1 = row0 + 1; + const uint8_t *r0 = vtcm_src + row0 * row_stride; + const uint8_t *r1 = vtcm_src + row1 * row_stride; + + HVX_Vector v0[4], v1[4]; + dequantize_x4x2_q4_0_x4groups_hvx(r0 + packed_off, upper, (const __fp16 *)(r0 + scale_off), vlut_cvt, v0); + if (row1 < n_cols) { + dequantize_x4x2_q4_0_x4groups_hvx(r1 + packed_off, upper, (const __fp16 *)(r1 + scale_off), vlut_cvt, v1); + } else { + v1[0] = v1[1] = v1[2] = v1[3] = Q6_V_vzero(); + } + + for (int g = 0; g < 4; g++) { Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_bases[g], HMX_FP16_TILE_SIZE - 1, v_off, v0[g]); } + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + for (int g = 0; g < 4; g++) { Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_bases[g], HMX_FP16_TILE_SIZE - 1, v_off, v1[g]); } + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + } + + for (int g = 0; g < 4; g++) { (void) *(volatile HVX_Vector *)(tile_bases[g]); } + + t += 4; + continue; + } + + // --- Batch-4 fast path for MXFP4: same nibble layout but E8M0 scales --- + if (weight_type == HTP_TYPE_MXFP4 && (kt % 4 == 0) && (t + 4 <= end_tile) && ((t + 3) / n_k_tiles == ct)) { + int blk_idx = (kt * 32) / QK_MXFP4x4x2; + int sub_blk_base = ((kt * 32) % QK_MXFP4x4x2) / 32; // 0 or 4 + bool upper = (sub_blk_base >= 4); + int packed_off = blk_idx * (QK_MXFP4x4x2 / 2); // 128 contiguous packed bytes + int e8m0_blk_off = qrow_size + blk_idx * HMX_X4X2_MXFP4_EBLK_SIZE; // all 8 E8M0 scales + + __fp16 * tile_bases[4]; + for (int g = 0; g < 4; g++) { + tile_bases[g] = vtcm_dst + (t + g) * HMX_FP16_TILE_N_ELMS; + } + + HVX_Vector v_off = v_scat_base; + for (int r = 0; r < HMX_FP16_TILE_N_ROWS; r += 2) { + int row0 = ct * HMX_FP16_TILE_N_COLS + r; + int row1 = row0 + 1; + const uint8_t * r0 = vtcm_src + row0 * row_stride; + const uint8_t * r1 = vtcm_src + row1 * row_stride; + + // Batch-convert all 8 E8M0 scales once per row (stays in HVX register) + mxfp4_scales_t r0_e8 = mxfp4_convert_scales(r0 + e8m0_blk_off); + + HVX_Vector v0[4], v1[4]; + dequantize_x4x2_mxfp4_x4groups_hvx(r0 + packed_off, upper, sub_blk_base, vlut_cvt, r0_e8, v0); + if (row1 < n_cols) { + mxfp4_scales_t r1_e8 = mxfp4_convert_scales(r1 + e8m0_blk_off); + dequantize_x4x2_mxfp4_x4groups_hvx(r1 + packed_off, upper, sub_blk_base, vlut_cvt, r1_e8, v1); + } else { + v1[0] = v1[1] = v1[2] = v1[3] = Q6_V_vzero(); + } + + for (int g = 0; g < 4; g++) { + Q6_vscatter_QRMVwV(q_mask64, (size_t) tile_bases[g], HMX_FP16_TILE_SIZE - 1, v_off, v0[g]); + } + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + for (int g = 0; g < 4; g++) { + Q6_vscatter_QRMVwV(q_mask64, (size_t) tile_bases[g], HMX_FP16_TILE_SIZE - 1, v_off, v1[g]); + } + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + } + + for (int g = 0; g < 4; g++) { + (void) *(volatile HVX_Vector *) (tile_bases[g]); + } + + t += 4; + continue; + } + + // --- Single-tile fallback --- + __fp16 *tile_base = vtcm_dst + t * HMX_FP16_TILE_N_ELMS; + + if (weight_type == HTP_TYPE_Q4_0 || weight_type == HTP_TYPE_IQ4_NL) { + int blk_idx = (kt * 32) / QK_Q4_0x4x2; + int sub_blk = ((kt * 32) % QK_Q4_0x4x2) / 32; + bool upper = (sub_blk >= 4); + int byte_off = blk_idx * (QK_Q4_0x4x2 / 2) + (upper ? (sub_blk - 4) : sub_blk) * 32; + int scale_off = qrow_size + blk_idx * HMX_X4X2_DBLK_SIZE + sub_blk * (int)sizeof(__fp16); + + HVX_Vector v_off = v_scat_base; // reset to column 0 + for (int r = 0; r < HMX_FP16_TILE_N_ROWS; r += 2) { + int row0 = ct * HMX_FP16_TILE_N_COLS + r; + int row1 = row0 + 1; + + const uint8_t *r0 = vtcm_src + row0 * row_stride; + const uint8_t *r1 = vtcm_src + row1 * row_stride; + + HVX_Vector v0 = dequantize_x4x2_q4_0_group_hvx( + r0 + byte_off, upper, (const __fp16 *)(r0 + scale_off), vlut_cvt); + HVX_Vector v1 = (row1 < n_cols) + ? dequantize_x4x2_q4_0_group_hvx( + r1 + byte_off, upper, (const __fp16 *)(r1 + scale_off), vlut_cvt) + : Q6_V_vzero(); + + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v0); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v1); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + } + (void) *(volatile HVX_Vector *)(tile_base); + } else if (weight_type == HTP_TYPE_MXFP4) { + int blk_idx = (kt * 32) / QK_MXFP4x4x2; + int sub_blk = ((kt * 32) % QK_MXFP4x4x2) / 32; + bool upper = (sub_blk >= 4); + int byte_off = blk_idx * (QK_MXFP4x4x2 / 2) + (upper ? (sub_blk - 4) : sub_blk) * 32; + int e8m0_blk_off = qrow_size + blk_idx * HMX_X4X2_MXFP4_EBLK_SIZE; + + HVX_Vector v_off = v_scat_base; + for (int r = 0; r < HMX_FP16_TILE_N_ROWS; r += 2) { + int row0 = ct * HMX_FP16_TILE_N_COLS + r; + int row1 = row0 + 1; + + const uint8_t * r0 = vtcm_src + row0 * row_stride; + const uint8_t * r1 = vtcm_src + row1 * row_stride; + + // Batch-convert all 8 E8M0 scales once per row (stays in HVX register) + mxfp4_scales_t r0_e8 = mxfp4_convert_scales(r0 + e8m0_blk_off); + + HVX_Vector v0 = dequantize_x4x2_mxfp4_group_hvx(r0 + byte_off, upper, sub_blk, vlut_cvt, r0_e8); + HVX_Vector v1; + if (row1 < n_cols) { + mxfp4_scales_t r1_e8 = mxfp4_convert_scales(r1 + e8m0_blk_off); + v1 = dequantize_x4x2_mxfp4_group_hvx(r1 + byte_off, upper, sub_blk, vlut_cvt, r1_e8); + } else { + v1 = Q6_V_vzero(); + } + + Q6_vscatter_QRMVwV(q_mask64, (size_t) tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v0); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + Q6_vscatter_QRMVwV(q_mask64, (size_t) tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v1); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + } + (void) *(volatile HVX_Vector *) (tile_base); + } else { + // Q8_0 + int blk_idx = (kt * 32) / QK_Q8_0x4x2; + int sub_blk = ((kt * 32) % QK_Q8_0x4x2) / 32; + int byte_off = blk_idx * QK_Q8_0x4x2 + sub_blk * 32; + int scale_off = qrow_size + blk_idx * HMX_X4X2_DBLK_SIZE + sub_blk * (int)sizeof(__fp16); + + HVX_Vector v_off = v_scat_base; // reset to column 0 + for (int r = 0; r < HMX_FP16_TILE_N_ROWS; r += 2) { + int row0 = ct * HMX_FP16_TILE_N_COLS + r; + int row1 = row0 + 1; + + const uint8_t *r0 = vtcm_src + row0 * row_stride; + const uint8_t *r1 = vtcm_src + row1 * row_stride; + + HVX_Vector v0 = dequantize_x4x2_q8_0_group_hvx( + (const int8_t *)(r0 + byte_off), (const __fp16 *)(r0 + scale_off)); + HVX_Vector v1 = (row1 < n_cols) + ? dequantize_x4x2_q8_0_group_hvx( + (const int8_t *)(r1 + byte_off), (const __fp16 *)(r1 + scale_off)) + : Q6_V_vzero(); + + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v0); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + Q6_vscatter_QRMVwV(q_mask64, (size_t)tile_base, HMX_FP16_TILE_SIZE - 1, v_off, v1); + v_off = Q6_Vw_vadd_VwVw(v_off, v_scat_step); + } + (void) *(volatile HVX_Vector *)(tile_base); + } + ++t; + } + + // Drain HVX scatter write buffer: a vmem load on the same HW thread retires + // all pending scatter entries to VTCM. Without this, the main thread's HMX + // reads may see stale data because atomic_fetch_sub (release) only orders + // regular stores, not the HVX scatter buffer. + if (start_tile < end_tile) { + (void) *(volatile HVX_Vector *)(vtcm_dst + (end_tile - 1) * HMX_FP16_TILE_N_ELMS); + } +} + +typedef struct { + __fp16 *dst; + const uint8_t *src; + int n_cols; + int k_block; + size_t row_stride; + int weight_type; + int n_tot_tiles; + int n_tiles_per_task; + int n_tasks; +} x4x2_dequantize_state_t; + +static void dequantize_x4x2_worker_loop(unsigned int n, unsigned int i, void *data) { + x4x2_dequantize_state_t *state = (x4x2_dequantize_state_t *)data; + + for (unsigned int task_id = i; task_id < (unsigned int)state->n_tasks; task_id += n) { + int start = task_id * state->n_tiles_per_task; + int end = hex_smin(start + state->n_tiles_per_task, state->n_tot_tiles); + + dequantize_x4x2_weight_to_fp16_tiles_task( + state->dst, state->src, state->n_cols, state->k_block, + state->row_stride, state->weight_type, start, end); + } +} + +static void dequantize_x4x2_weight_chunk_to_fp16_tiles( + struct htp_context *ctx, __fp16 *vtcm_dst, + const void *vtcm_src, int n_cols, int k_block, + size_t row_stride, int weight_type) { + + assert(n_cols % HMX_FP16_TILE_N_COLS == 0); + assert(k_block % HMX_FP16_TILE_N_COLS == 0); + + int n_col_tiles = n_cols / HMX_FP16_TILE_N_COLS; + int n_k_tiles = k_block / HMX_FP16_TILE_N_COLS; + int n_tot_tiles = n_col_tiles * n_k_tiles; + + size_t n_tiles_per_task = hmx_ceil_div(n_tot_tiles, ctx->n_threads); + + x4x2_dequantize_state_t state; + state.n_tasks = (n_tot_tiles + n_tiles_per_task - 1) / n_tiles_per_task; + state.n_tot_tiles = n_tot_tiles; + state.n_tiles_per_task = n_tiles_per_task; + state.dst = vtcm_dst; + state.src = (const uint8_t *)vtcm_src; + state.n_cols = n_cols; + state.k_block = k_block; + state.row_stride = row_stride; + state.weight_type = weight_type; + + worker_pool_run_func(ctx->worker_pool, dequantize_x4x2_worker_loop, &state, ctx->n_threads); +} + +// --- End x4x2 dequantizers --- + +// requires external HMX lock +static void core_dot_chunk_fp16(__fp16 *output, const __fp16 *activation, const __fp16 *weight, const __fp16 *scales, + int n_row_tiles, int n_col_tiles, int n_dot_tiles) { + hmx_set_output_scales(scales); + + for (int r = 0; r < n_row_tiles; ++r) { + for (int c = 0; c < n_col_tiles; ++c) { + Q6_mxclracc_hf(); + + const __fp16 *row_tiles = activation + r * n_dot_tiles * HMX_FP16_TILE_N_ELMS; + const __fp16 *col_tiles = weight + c * n_dot_tiles * HMX_FP16_TILE_N_ELMS; + + for (int k = 0; k < n_dot_tiles; ++k) { + int offset = k * HMX_FP16_TILE_N_ELMS; + hmx_load_tile_pair_fp16(row_tiles + offset, col_tiles + offset); + } + + __fp16 *out_tile = output + (r * n_col_tiles + c) * HMX_FP16_TILE_N_ELMS; + hmx_consume_accumulator_fp16(out_tile); + } + } +} + +static void transfer_output_chunk_fp16_to_fp32(float *restrict dst, const __fp16 *restrict vtcm_src, int n_rows, int n_cols, int n) { + assert(n_cols % HMX_FP16_TILE_N_COLS == 0); + const int n_col_tiles = n_cols / HMX_FP16_TILE_N_COLS; + + const HVX_Vector one = hvx_vec_splat_f16(1.0); + + for (int r = 0; r < n_rows; r += 2) { + int r0 = r / HMX_FP16_TILE_N_ROWS; + int r1 = r % HMX_FP16_TILE_N_ROWS; + + #pragma unroll(4) + for (int c = 0; c < n_cols; c += HMX_FP16_TILE_N_COLS) { + int c0 = c / HMX_FP16_TILE_N_COLS; + + const __fp16 *tile = vtcm_src + (r0 * n_col_tiles + c0) * HMX_FP16_TILE_N_ELMS; + + HVX_Vector v = ((const HVX_Vector *) tile)[r1 / 2]; + HVX_VectorPair vp = Q6_Wqf32_vmpy_VhfVhf(v, one); + + volatile HVX_Vector *pv_out0 = (volatile HVX_Vector *) (dst + (r * n + c + 0)); + volatile HVX_Vector *pv_out1 = (volatile HVX_Vector *) (dst + (r * n + c + n)); // next row in global memory + + *pv_out0 = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(vp)); + if (r + 1 < n_rows) { + *pv_out1 = Q6_Vsf_equals_Vqf32(Q6_V_hi_W(vp)); + } + } + } +} + +typedef struct { + const __fp16 *vtcm_src; + float *dst; + int n_tasks; + int n_tot_chunks; + int n_chunks_per_task; + int n_cols; + int n; // DDR row stride (total output columns) +} output_transfer_task_state_t; + +static void transfer_output_chunk_worker_fn(unsigned int n, unsigned int i, void *data) { + output_transfer_task_state_t *st = (output_transfer_task_state_t *) data; + + for (unsigned int task_id = i; task_id < (unsigned int)st->n_tasks; task_id += n) { + int chunk_idx = task_id * st->n_chunks_per_task; + size_t chunk_size = hex_smin(st->n_tot_chunks - chunk_idx, st->n_chunks_per_task); + + float *dst = st->dst + chunk_idx * st->n; + const __fp16 *vtcm_src = st->vtcm_src + chunk_idx * st->n_cols; + transfer_output_chunk_fp16_to_fp32(dst, vtcm_src, chunk_size, st->n_cols, st->n); + } +} + +static void transfer_output_chunk_threaded(struct htp_context *ctx, float *dst, const __fp16 *vtcm_src, + int n_rows, int n_cols, int n) { + assert(n_cols % HMX_FP16_TILE_N_COLS == 0); + + size_t n_tot_chunks = n_rows; + size_t n_chunks_per_task = 32; // must be multiple of HMX_FP16_TILE_N_ROWS (32) + + output_transfer_task_state_t state; + state.n_tasks = (n_tot_chunks + n_chunks_per_task - 1) / n_chunks_per_task; + state.n_tot_chunks = n_tot_chunks; + state.n_chunks_per_task = n_chunks_per_task; + state.dst = dst; + state.vtcm_src = vtcm_src; + state.n_cols = n_cols; + state.n = n; + + worker_pool_run_func(ctx->worker_pool, transfer_output_chunk_worker_fn, &state, ctx->n_threads); +} + +static inline int hmx_matmul_batch_r2(const hmx_matmul_w16a32_batched_params_t *params) { + return params->ne02 > 0 ? params->ne12 / params->ne02 : 1; +} + +static inline int hmx_matmul_batch_r3(const hmx_matmul_w16a32_batched_params_t *params) { + return params->ne03 > 0 ? params->ne13 / params->ne03 : 1; +} + +static inline const __fp16 *hmx_matmul_weight_batch_ptr(const hmx_matmul_w16a32_batched_params_t *params, + int dst_b2, int dst_b3) { + const int r2 = hmx_matmul_batch_r2(params); + const int r3 = hmx_matmul_batch_r3(params); + return (const __fp16 *) ((const uint8_t *) params->permuted_weight + + (size_t) (dst_b2 / r2) * params->src0_nb2 + + (size_t) (dst_b3 / r3) * params->src0_nb3); +} + +static inline const float *hmx_matmul_activation_batch_ptr(const hmx_matmul_w16a32_batched_params_t *params, + int dst_b2, int dst_b3) { + return (const float *) ((const uint8_t *) params->activation + + (size_t) dst_b2 * params->src1_nb2 + + (size_t) dst_b3 * params->src1_nb3); +} + +static inline float *hmx_matmul_dst_batch_ptr(const hmx_matmul_w16a32_batched_params_t *params, + int dst_b2, int dst_b3) { + return (float *) ((uint8_t *) params->dst + + (size_t) dst_b2 * params->dst_nb2 + + (size_t) dst_b3 * params->dst_nb3); +} + +static int hmx_mat_mul_permuted_w16a32_batched_legacy(struct htp_context *ctx, + const hmx_matmul_w16a32_batched_params_t *params) { + int ret = 0; + for (int b3 = 0; b3 < params->ne13 && ret == 0; ++b3) { + for (int b2 = 0; b2 < params->ne12 && ret == 0; ++b2) { + ret = hmx_mat_mul_permuted_w16a32(ctx, + hmx_matmul_dst_batch_ptr(params, b2, b3), + hmx_matmul_activation_batch_ptr(params, b2, b3), + hmx_matmul_weight_batch_ptr(params, b2, b3), + params->m, params->k, params->n, + params->act_stride, params->weight_stride); + } + } + return ret; +} + +int hmx_mat_mul_permuted_w16a32_batched(struct htp_context *ctx, const hmx_matmul_w16a32_batched_params_t *params) { + if (!ctx || !params || !params->dst || !params->activation || !params->permuted_weight) { return -1; } + if (!params->m || !params->k || !params->n) { return -1; } + if (params->act_stride < params->k || params->weight_stride < params->k || params->dst_stride < params->n) { return -1; } + if (params->ne02 <= 0 || params->ne03 <= 0 || params->ne12 <= 0 || params->ne13 <= 0) { return -1; } + if (params->ne12 % params->ne02 != 0 || params->ne13 % params->ne03 != 0) { return -1; } + if (params->k % 32 != 0 || params->n % 32 != 0) { return -1; } + + if (!hex_is_aligned(params->dst, VLEN) || + !hex_is_aligned(params->activation, VLEN) || + !hex_is_aligned(params->permuted_weight, VLEN)) { + return -1; + } + + const int group_size = hmx_matmul_batch_r2(params); + + if (group_size <= 1) { + FARF(MEDIUM, "%s: no dim2 GQA reuse (group=%d), using legacy batched loop", __func__, group_size); + return hmx_mat_mul_permuted_w16a32_batched_legacy(ctx, params); + } + + // Grouped path: reuse interleaved weight across all q_heads sharing a + // kv_head. Each q_head gets its own activation buffer in VTCM (so + // activation is loaded once per m_chunk and reused across all n_chunks), + // and each q_head is computed individually to avoid tile-major packing + // issues. m_chunk_n_rows is always a multiple of 32 (from + // hmx_compute_chunks), so per-head tile arrays don't overlap. + const size_t vtcm_budget = ctx->vtcm_size; + const size_t vec_dot_size = params->k * sizeof(__fp16); + + // When the activation has a large stride (e.g. permuted Q tensor with + // act_stride >> k), HVX vector loads from strided DDR thrash L2 cache. + // Allocate an F32 scratch buffer in VTCM and use 2D DMA to gather + // strided rows into a contiguous block before the F32->F16 conversion. + const bool use_dma_activation = (params->act_stride > params->k); + const size_t f32_scratch_per_m = use_dma_activation ? (size_t) params->k * sizeof(float) : 0; + + size_t m_chunk_n_rows = 0, n_chunk_n_cols = 0, vtcm_used = 0; + if (hmx_compute_chunks(vtcm_budget, /*overhead=*/256, + /*per_n=*/3 * vec_dot_size, + /*per_m=*/group_size * vec_dot_size + f32_scratch_per_m, + /*per_mn=*/sizeof(__fp16), + params->m, params->n, + &m_chunk_n_rows, &n_chunk_n_cols, &vtcm_used) != 0) { + FARF(HIGH, "%s: grouped path does not fit VTCM, falling back to legacy batched loop", __func__); + return hmx_mat_mul_permuted_w16a32_batched_legacy(ctx, params); + } + + const size_t act_head_stride = m_chunk_n_rows * (size_t) params->k; // fp16 elements between heads + const size_t weight_area_size = hex_align_up(n_chunk_n_cols * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t activation_area_size = hex_align_up(group_size * m_chunk_n_rows * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t output_area_size = hex_align_up(m_chunk_n_rows * n_chunk_n_cols * sizeof(__fp16), HMX_FP16_TILE_SIZE); + const size_t scratch_area_size = hex_align_up(n_chunk_n_cols * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t f32_scratch_size = use_dma_activation + ? hex_align_up(m_chunk_n_rows * (size_t) params->k * sizeof(float), HMX_FP16_TILE_SIZE) : 0; + + uint8_t *vtcm_ptr = (uint8_t *) ctx->vtcm_base; + __fp16 *vtcm_weight = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, weight_area_size); + __fp16 *vtcm_activation = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, activation_area_size); + __fp16 *vtcm_output = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, output_area_size); + void *vtcm_scratch0 = vtcm_seq_alloc(&vtcm_ptr, scratch_area_size); + void *vtcm_scratch1 = vtcm_seq_alloc(&vtcm_ptr, scratch_area_size); + __fp16 *vtcm_scales = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, 256); + float *vtcm_f32_act = use_dma_activation ? (float *) vtcm_seq_alloc(&vtcm_ptr, f32_scratch_size) : NULL; + + if ((size_t) (vtcm_ptr - (uint8_t *) ctx->vtcm_base) > vtcm_budget) { + FARF(HIGH, "%s: grouped layout overflowed VTCM, falling back to legacy batched loop", __func__); + return hmx_mat_mul_permuted_w16a32_batched_legacy(ctx, params); + } + + hmx_init_column_scales(vtcm_scales, Q6_V_vsplat_R(0x3c00)); // fp16: 1.0 + + FARF(MEDIUM, "%s: grouped path m=%d k=%d n=%d group=%d streams=%d mc=%zu nc=%zu vtcm=%zu/%zu", + __func__, params->m, params->k, params->n, group_size, params->ne13, + m_chunk_n_rows, n_chunk_n_cols, + (size_t) (vtcm_ptr - (uint8_t *) ctx->vtcm_base), vtcm_budget); + + TIMER_DEFINE(activation_load); + TIMER_DEFINE(weight_load); + TIMER_DEFINE(hmx_core); + TIMER_DEFINE(output_store); + TIMER_DEFINE(total); + + TIMER_START(total); + + const size_t fp16_row_bytes = (size_t) params->k * sizeof(__fp16); + const size_t weight_row_bytes = (size_t) params->weight_stride * sizeof(__fp16); + + for (int b3 = 0; b3 < params->ne13; ++b3) { + for (int b2_base = 0; b2_base < params->ne12; b2_base += group_size) { + const __fp16 *weight_group = hmx_matmul_weight_batch_ptr(params, b2_base, b3); + + for (size_t mr = 0; mr < (size_t) params->m; mr += m_chunk_n_rows) { + const size_t n_rows = hex_smin((size_t) params->m - mr, m_chunk_n_rows); + + // Pre-load activations for all heads in the group (once per m_chunk). + // When the source is strided (permuted Q), use 2D DMA to gather + // contiguous rows into a VTCM scratch buffer first, then HVX + // converts from the contiguous VTCM buffer. This avoids L2 cache + // thrashing from HVX loads at large strides. + TIMER_START(activation_load); + for (int g = 0; g < group_size; ++g) { + const float *activation_chunk = hmx_matmul_activation_batch_ptr(params, b2_base + g, b3) + mr * params->act_stride; + __fp16 *vtcm_act_g = vtcm_activation + (size_t) g * act_head_stride; + if (use_dma_activation) { + const size_t row_bytes = (size_t) params->k * sizeof(float); + const size_t stride_bytes = (size_t) params->act_stride * sizeof(float); + dma_queue_push(ctx->dma[0], + dma_make_ptr(vtcm_f32_act, activation_chunk), + row_bytes, stride_bytes, row_bytes, n_rows); + dma_queue_pop(ctx->dma[0]); + transfer_activation_chunk_threaded(ctx, vtcm_act_g, + vtcm_f32_act, (int) n_rows, + params->k, params->k); + } else { + transfer_activation_chunk_threaded(ctx, vtcm_act_g, + activation_chunk, (int) n_rows, + params->k, params->act_stride); + } + } + TIMER_STOP(activation_load); + + void *buf_curr = vtcm_scratch0; + void *buf_next = vtcm_scratch1; + + { + const size_t n_cols_first = hex_smin((size_t) params->n, n_chunk_n_cols); + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_curr, weight_group), + fp16_row_bytes, weight_row_bytes, fp16_row_bytes, n_cols_first); + } + + HAP_compute_res_hmx_lock(ctx->vtcm_rctx); + + for (size_t nc = 0; nc < (size_t) params->n; nc += n_chunk_n_cols) { + const size_t n_cols = hex_smin((size_t) params->n - nc, n_chunk_n_cols); + + TIMER_START(weight_load); + { + dma_queue_pop(ctx->dma[0]); + + const size_t nc_next = nc + n_chunk_n_cols; + if (nc_next < (size_t) params->n) { + const size_t n_cols_next = hex_smin((size_t) params->n - nc_next, n_chunk_n_cols); + const __fp16 *next_weight_chunk = weight_group + nc_next * params->weight_stride; + + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_next, next_weight_chunk), + fp16_row_bytes, weight_row_bytes, fp16_row_bytes, n_cols_next); + } + + interleave_fp16_weight_chunk_to_tiles(vtcm_weight, (const __fp16 *) buf_curr, n_cols, params->k); + swap_ptr(&buf_curr, &buf_next); + } + TIMER_STOP(weight_load); + + // Reuse the interleaved weight for every q_head in this GQA group + for (int g = 0; g < group_size; ++g) { + TIMER_START(hmx_core); + { + const __fp16 *vtcm_act_g = vtcm_activation + (size_t) g * act_head_stride; + const int n_row_tiles = hmx_ceil_div((int) n_rows, HMX_FP16_TILE_N_ROWS); + const int n_col_tiles = hmx_ceil_div((int) n_cols, HMX_FP16_TILE_N_COLS); + core_dot_chunk_fp16(vtcm_output, vtcm_act_g, vtcm_weight, vtcm_scales, + n_row_tiles, n_col_tiles, params->k / 32); + } + TIMER_STOP(hmx_core); + + TIMER_START(output_store); + { + float *output = hmx_matmul_dst_batch_ptr(params, b2_base + g, b3) + mr * params->dst_stride + nc; + transfer_output_chunk_threaded(ctx, output, vtcm_output, (int) n_rows, (int) n_cols, params->dst_stride); + } + TIMER_STOP(output_store); + } + } + + HAP_compute_res_hmx_unlock(ctx->vtcm_rctx); + } + } + } + + TIMER_STOP(total); + +#if defined(ENABLE_PROFILE_TIMERS) + FARF(HIGH, "%s: %lld us, m=%d k=%d n=%d group=%d", __func__, TIMER_US(total), + params->m, params->k, params->n, group_size); + FARF(HIGH, " activation_load: %lld us, weight_load: %lld us, hmx_core: %lld us, output_store: %lld us", + TIMER_US(activation_load), TIMER_US(weight_load), TIMER_US(hmx_core), TIMER_US(output_store)); +#endif + + return 0; +} + +int hmx_mat_mul_permuted_w16a32(struct htp_context *ctx, float *restrict dst, const float *restrict activation, + const __fp16 *restrict permuted_weight, int m, int k, int n, + int act_stride, int weight_stride) { + if (!dst || !activation || !permuted_weight || !m || !n || !k) { return -1; } + if (act_stride < k || weight_stride < k) { return -1; } + if (k % 32 != 0 || n % 32 != 0) { return -1; } + + if (!hex_is_aligned(dst, VLEN) || !hex_is_aligned(activation, VLEN) || !hex_is_aligned(permuted_weight, VLEN)) { + return -1; + } + + // --- Dynamic VTCM layout --- + const size_t vtcm_budget = ctx->vtcm_size; + const size_t vec_dot_size = k * sizeof(__fp16); + + // DMA-based activation gather for strided tensors (see batched path comment). + const bool use_dma_activation = (act_stride > k); + const size_t f32_scratch_per_m = use_dma_activation ? (size_t) k * sizeof(float) : 0; + + size_t m_chunk_n_rows = 0, n_chunk_n_cols = 0, vtcm_used = 0; + if (hmx_compute_chunks(vtcm_budget, + /*overhead=*/ 256, + /*per_n=*/ 3 * vec_dot_size, // W + S0 + S1 + /*per_m=*/ vec_dot_size + f32_scratch_per_m, // A + optional F32 scratch + /*per_mn=*/ sizeof(__fp16), // O + m, n, + &m_chunk_n_rows, &n_chunk_n_cols, &vtcm_used) != 0) { + FARF(HIGH, "%s: VTCM too small (m=%d k=%d n=%d budget=%zu)", __func__, m, k, n, vtcm_budget); + return -1; + } + + const size_t weight_area_size = hex_align_up(n_chunk_n_cols * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t activation_area_size = hex_align_up(m_chunk_n_rows * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t output_area_size = hex_align_up(m_chunk_n_rows * n_chunk_n_cols * sizeof(__fp16), HMX_FP16_TILE_SIZE); + const size_t scratch_area_size = hex_align_up(n_chunk_n_cols * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t f32_scratch_size = use_dma_activation + ? hex_align_up(m_chunk_n_rows * (size_t) k * sizeof(float), HMX_FP16_TILE_SIZE) : 0; + + // VTCM layout: weight | activation | output | scratch0 | scratch1 | scales | [f32_scratch] + uint8_t *vtcm_ptr = (uint8_t *) ctx->vtcm_base; + __fp16 *vtcm_weight = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, weight_area_size); + __fp16 *vtcm_activation = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, activation_area_size); + __fp16 *vtcm_output = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, output_area_size); + void *vtcm_scratch0 = vtcm_seq_alloc(&vtcm_ptr, scratch_area_size); + void *vtcm_scratch1 = vtcm_seq_alloc(&vtcm_ptr, scratch_area_size); + __fp16 *vtcm_scales = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, 256); + float *vtcm_f32_act = use_dma_activation ? (float *) vtcm_seq_alloc(&vtcm_ptr, f32_scratch_size) : NULL; + if ((size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base) > vtcm_budget) { + FARF(ERROR, "%s: vtcm overflow: used=%zu limit=%zu", __func__, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + return -1; + } + + hmx_init_column_scales(vtcm_scales, Q6_V_vsplat_R(0x3c00)); // fp16: 1.0 + + FARF(MEDIUM, "%s: m=%d k=%d n=%d mc=%zu nc=%zu vtcm=%zu/%zu", + __func__, m, k, n, m_chunk_n_rows, n_chunk_n_cols, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + + TIMER_DEFINE(activation_load); + TIMER_DEFINE(weight_load); + TIMER_DEFINE(hmx_core); + TIMER_DEFINE(output_store); + + TIMER_DEFINE(total); + TIMER_START(total); + + HAP_compute_res_hmx_lock(ctx->vtcm_rctx); + + for (size_t mr = 0; mr < m; mr += m_chunk_n_rows) { + // transfer activation matrix chunk into VTCM + size_t n_rows = hex_smin(m - mr, m_chunk_n_rows); + + TIMER_START(activation_load); + { + const float *activation_chunk = activation + mr * act_stride; + if (use_dma_activation) { + const size_t row_bytes = (size_t) k * sizeof(float); + const size_t stride_bytes = (size_t) act_stride * sizeof(float); + dma_queue_push(ctx->dma[0], + dma_make_ptr(vtcm_f32_act, activation_chunk), + row_bytes, stride_bytes, row_bytes, n_rows); + dma_queue_pop(ctx->dma[0]); + transfer_activation_chunk_threaded(ctx, vtcm_activation, + vtcm_f32_act, n_rows, k, k); + } else { + transfer_activation_chunk_threaded(ctx, vtcm_activation, + activation_chunk, n_rows, k, act_stride); + } + } + TIMER_STOP(activation_load); + + const size_t fp16_row_bytes = (size_t) k * sizeof(__fp16); + const size_t weight_row_bytes = (size_t) weight_stride * sizeof(__fp16); + + void *buf_curr = vtcm_scratch0; + void *buf_next = vtcm_scratch1; + + // issue async DMA for the first weight chunk + // NOTE: use 2D DMA (n_cols rows x fp16_row_bytes) to avoid 16-bit roiwidth overflow. + // The source rows can be strided (e.g. KV-cache K after ggml_permute). + { + const size_t n_cols_first = hex_smin(n, n_chunk_n_cols); + + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_curr, permuted_weight), + fp16_row_bytes, weight_row_bytes, fp16_row_bytes, n_cols_first); + } + + for (size_t nc = 0; nc < n; nc += n_chunk_n_cols) { + size_t n_cols = hex_smin(n - nc, n_chunk_n_cols); + + TIMER_START(weight_load); + { + dma_queue_pop(ctx->dma[0]); // wait until current weight chunk is ready + + // issue async DMA for the next weight chunk (double buffering) + const size_t nc_next = nc + n_chunk_n_cols; + if (nc_next < n) { + const size_t n_cols_next = hex_smin(n - nc_next, n_chunk_n_cols); + const __fp16 *next_weight_chunk = permuted_weight + nc_next * weight_stride; + + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_next, next_weight_chunk), + fp16_row_bytes, weight_row_bytes, fp16_row_bytes, n_cols_next); + } + + // interleave row-major fp16 from scratch into tile-major in vtcm_weight + interleave_fp16_weight_chunk_to_tiles(vtcm_weight, (const __fp16 *)buf_curr, n_cols, k); + + swap_ptr(&buf_curr, &buf_next); + } + TIMER_STOP(weight_load); + + TIMER_START(hmx_core); + { + const int n_row_tiles = hmx_ceil_div(n_rows, HMX_FP16_TILE_N_ROWS); + const int n_col_tiles = hmx_ceil_div(n_cols, HMX_FP16_TILE_N_COLS); + core_dot_chunk_fp16(vtcm_output, vtcm_activation, vtcm_weight, vtcm_scales, n_row_tiles, n_col_tiles, k / 32); + } + TIMER_STOP(hmx_core); + + TIMER_START(output_store); + { + float *output = dst + (mr * n + nc); + transfer_output_chunk_threaded(ctx, output, vtcm_output, n_rows, n_cols, n); + } + TIMER_STOP(output_store); + } + + } + + HAP_compute_res_hmx_unlock(ctx->vtcm_rctx); + + TIMER_STOP(total); + +#if defined(ENABLE_PROFILE_TIMERS) + FARF(HIGH, "%s: %lld us, m=%d k=%d n=%d", __func__, TIMER_US(total), m, k, n); + FARF(HIGH, " activation_load: %lld us, weight_load: %lld us, hmx_core: %lld us, output_store: %lld us", + TIMER_US(activation_load), TIMER_US(weight_load), TIMER_US(hmx_core), TIMER_US(output_store)); + { + size_t weight_size = (size_t)k * n * sizeof(__fp16); + float bandwidth = 1e-3f * weight_size / (float)TIMER_US(weight_load); + FARF(HIGH, " weight load bandwidth: %.2f GB/s", bandwidth); + } +#endif + + return 0; +} + +int mat_mul_qk_0_d16a32_out_stationary(struct htp_context *ctx, float *restrict out, const float *restrict x, const uint8_t *restrict w, int m, + int k, int n, int w_type); + +int hmx_mat_mul_permuted_qk_0_d16a32(struct htp_context *ctx, float *restrict dst, const float *restrict activation, + const uint8_t *restrict permuted_weight, int m, int k, int n, + int weight_type) { + if (!dst || !activation || !permuted_weight || !m || !n || !k) { return -1; } + if (k % 32 != 0 || n % 32 != 0) { return -1; } + + if (!hex_is_aligned(dst, VLEN) || !hex_is_aligned(activation, VLEN) || !hex_is_aligned(permuted_weight, VLEN)) { + return -1; + } + + // for large m, k (e.g. prefill FFN Down), use out-stationary version + if (m >= 128 && k > n && n > 1024) { + FARF(MEDIUM, "hmx_matmul_qk: OUT-STATIONARY path m=%d k=%d n=%d type=%d (K_BLOCK=512, %d K-iters with fp16 intermediate)", + m, k, n, weight_type, (k + 511) / 512); + return mat_mul_qk_0_d16a32_out_stationary(ctx, dst, activation, permuted_weight, m, k, n, weight_type); + } + + size_t row_stride = get_x4x2_row_stride(weight_type, k); + if (row_stride == 0) { + return -1; + } + + FARF(MEDIUM, "hmx_matmul_qk: STANDARD path m=%d k=%d n=%d type=%d", m, k, n, weight_type); + + // --- Dynamic VTCM layout --- + const size_t vtcm_budget = ctx->vtcm_size; + const size_t vec_dot_size = k * sizeof(__fp16); + const bool use_pipeline = (m >= 128) && (k <= n); + + // Select cost parameters based on execution path + size_t per_n_cost, per_mn_cost; + if (use_pipeline) { + per_n_cost = row_stride + 2 * vec_dot_size; // Q + S0 + S1 (dequant bufs) + per_mn_cost = 2 * sizeof(__fp16); // O x 2 (output double buffer) + } else { + per_n_cost = vec_dot_size + 2 * row_stride; // W + S0 + S1 (x4x2 DMA bufs) + per_mn_cost = sizeof(__fp16); // O x 1 + } + + size_t m_chunk_n_rows = 0, n_chunk_n_cols = 0, vtcm_used = 0; + if (hmx_compute_chunks(vtcm_budget, /*overhead=*/256, + per_n_cost, /*per_m=*/vec_dot_size, per_mn_cost, + m, n, &m_chunk_n_rows, &n_chunk_n_cols, &vtcm_used) != 0) { + FARF(HIGH, "%s: VTCM too small (m=%d k=%d n=%d pipe=%d budget=%zu)", + __func__, m, k, n, use_pipeline, vtcm_budget); + return -1; + } + + // Compute precise buffer sizes per execution path + const size_t weight_area_size = hex_align_up( + n_chunk_n_cols * (use_pipeline ? row_stride : vec_dot_size), HMX_FP16_TILE_SIZE); + const size_t activation_area_size = hex_align_up(m_chunk_n_rows * vec_dot_size, HMX_FP16_TILE_SIZE); + const size_t output_area_size = hex_align_up( + m_chunk_n_rows * n_chunk_n_cols * sizeof(__fp16), HMX_FP16_TILE_SIZE); + + size_t scratch0_size, scratch1_size, scratch2_size; + if (use_pipeline) { + scratch0_size = hex_align_up(n_chunk_n_cols * vec_dot_size, HMX_FP16_TILE_SIZE); // dequant buf 0 + scratch1_size = scratch0_size; // dequant buf 1 + scratch2_size = output_area_size; // output buf 1 + } else { + scratch0_size = hex_align_up(n_chunk_n_cols * row_stride, HMX_FP16_TILE_SIZE); // x4x2 DMA buf 0 + scratch1_size = scratch0_size; // x4x2 DMA buf 1 + scratch2_size = 0; // unused + } + + uint8_t *vtcm_ptr = (uint8_t *) ctx->vtcm_base; + __fp16 *vtcm_weight = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, weight_area_size); + __fp16 *vtcm_activation = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, activation_area_size); + __fp16 *vtcm_output = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, output_area_size); + void *vtcm_scratch0 = vtcm_seq_alloc(&vtcm_ptr, scratch0_size); + void *vtcm_scratch1 = vtcm_seq_alloc(&vtcm_ptr, scratch1_size); + void *vtcm_scratch2 = scratch2_size ? vtcm_seq_alloc(&vtcm_ptr, scratch2_size) : NULL; + __fp16 *vtcm_scales = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, 256); + if ((size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base) > vtcm_budget) { + FARF(ERROR, "%s: vtcm overflow: used=%zu limit=%zu", __func__, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + return -1; + } + + hmx_init_column_scales(vtcm_scales, Q6_V_vsplat_R(0x3c00)); // fp16: 1.0 + + FARF(MEDIUM, "%s: m=%d k=%d n=%d wtype=%d pipe=%d mc=%zu nc=%zu vtcm=%zu/%zu", + __func__, m, k, n, weight_type, use_pipeline, + m_chunk_n_rows, n_chunk_n_cols, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + + TIMER_DEFINE(activation_load); + TIMER_DEFINE(weight_load); + TIMER_DEFINE(hmx_core); + TIMER_DEFINE(output_store); + + TIMER_DEFINE(total); + TIMER_START(total); + + FARF(MEDIUM, "hmx_matmul_qk: %s mc=%zu nc=%zu vtcm=%zu/%zu", + use_pipeline ? "PIPELINE" : "SEQUENTIAL", m_chunk_n_rows, n_chunk_n_cols, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + + HAP_compute_res_hmx_lock(ctx->vtcm_rctx); + + if (!use_pipeline) { + for (size_t mr = 0; mr < m; mr += m_chunk_n_rows) { + // transfer activation matrix chunk into VTCM + size_t n_rows = hex_smin(m - mr, m_chunk_n_rows); + + TIMER_START(activation_load); + { + const float *activation_chunk = activation + mr * k; + transfer_activation_chunk_threaded(ctx, vtcm_activation, activation_chunk, n_rows, k, k); + } + TIMER_STOP(activation_load); + + void *buf_curr = vtcm_scratch0; + void *buf_next = vtcm_scratch1; + + { + const size_t n_cols_first = hex_smin(n, n_chunk_n_cols); + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_curr, permuted_weight), row_stride, row_stride, row_stride, n_cols_first); + } + + for (size_t nc = 0; nc < n; nc += n_chunk_n_cols) { + size_t n_cols = hex_smin(n - nc, n_chunk_n_cols); + + TIMER_START(weight_load); + { + dma_queue_pop(ctx->dma[0]); // wait until current weight chunk become ready + + const size_t nc_next = nc + n_chunk_n_cols; + if (nc_next < n) { + const size_t n_cols_next = hex_smin(n - nc_next, n_chunk_n_cols); + + const uint8_t *next_weight_chunk = permuted_weight + nc_next * row_stride; + + dma_queue_push(ctx->dma[0], dma_make_ptr(buf_next, next_weight_chunk), row_stride, row_stride, row_stride, n_cols_next); + } + + // Dequant + vscatter writes directly to [K, N] transposed tiles. + // HMX computes C = A x B, where A=[M,K] activation, B=[K,N] weight. + dequantize_x4x2_weight_chunk_to_fp16_tiles(ctx, vtcm_weight, buf_curr, n_cols, k, row_stride, weight_type); + + swap_ptr(&buf_curr, &buf_next); + } + TIMER_STOP(weight_load); + + TIMER_START(hmx_core); + { + const int n_row_tiles = hmx_ceil_div(n_rows, HMX_FP16_TILE_N_ROWS); + const int n_col_tiles = hmx_ceil_div(n_cols, HMX_FP16_TILE_N_COLS); + core_dot_chunk_fp16(vtcm_output, vtcm_activation, vtcm_weight, vtcm_scales, n_row_tiles, n_col_tiles, k / 32); + } + TIMER_STOP(hmx_core); + + TIMER_START(output_store); + { + float *output = dst + (mr * n + nc); + transfer_output_chunk_threaded(ctx, output, vtcm_output, n_rows, n_cols, n); + } + TIMER_STOP(output_store); + } + } + } else { + // 4-stage pipeline: DMA load (A), dequantize (B), HMX matmul (C), store (D) + // stage B and D (dequantize and store) are expected to be on the critical path + + // A --> B: vtcm_qweight, 1 buffer + // B --> C: vtcm_weight0/vtcm_weight1, 2 buffers + // C --> D: vtcm_output0/vtcm_output1, 2 buffers + + // + // LD ||A3| | B3 || + // MM || C2 || + // ST || D1 | || + + int n_chunk_cnt = hmx_ceil_div(n, n_chunk_n_cols); + for (size_t mr = 0; mr < m; mr += m_chunk_n_rows) { + const size_t n_rows = hex_smin(m - mr, m_chunk_n_rows); + + void *vtcm_qweight = vtcm_weight; + void *vtcm_weight_bufs[2] = { vtcm_scratch0, vtcm_scratch1 }; + void *vtcm_output_bufs[2] = { vtcm_output, vtcm_scratch2 }; + + // prologue: A0 + const size_t n_cols_A0 = hex_smin(n - 0 * n_chunk_n_cols, n_chunk_n_cols); + { + // Use 2D DMA (n_cols rows x row_stride) to avoid 16-bit roiwidth overflow. + const uint8_t *qweight_chunk_A0 = permuted_weight; + dma_queue_push(ctx->dma[0], dma_make_ptr(vtcm_qweight, qweight_chunk_A0), row_stride, row_stride, row_stride, n_cols_A0); + } + + { + const float *activation_chunk = activation + mr * k; + transfer_activation_chunk_threaded(ctx, vtcm_activation, activation_chunk, n_rows, k, k); + } + + // prologue: B0, A1, C0, B1 + { + // B0 + dma_queue_pop(ctx->dma[0]); + dequantize_x4x2_weight_chunk_to_fp16_tiles(ctx, vtcm_weight_bufs[0], vtcm_qweight, n_cols_A0, k, row_stride, weight_type); + + // A1 + const size_t n_cols_A1 = hex_smin(n - 1 * n_chunk_n_cols, n_chunk_n_cols); + if (1 < n_chunk_cnt) { + const uint8_t *qweight_chunk_A1 = permuted_weight + n_chunk_n_cols * row_stride; + dma_queue_push(ctx->dma[0], dma_make_ptr(vtcm_qweight, qweight_chunk_A1), row_stride, row_stride, row_stride, n_cols_A1); + } + + // C0 + core_dot_chunk_fp16((__fp16 *) vtcm_output_bufs[0], (__fp16 *) vtcm_activation, (__fp16 *) vtcm_weight_bufs[0], vtcm_scales, + hmx_ceil_div(n_rows, HMX_FP16_TILE_N_ROWS), hmx_ceil_div(n_cols_A0, HMX_FP16_TILE_N_COLS), k / HMX_FP16_TILE_N_ROWS); + + // B1 + if (1 < n_chunk_cnt) { + dma_queue_pop(ctx->dma[0]); + dequantize_x4x2_weight_chunk_to_fp16_tiles(ctx, vtcm_weight_bufs[1], vtcm_qweight, n_cols_A1, k, row_stride, weight_type); + } + } + + // main loop + for (int i = 0; i < n_chunk_cnt; ++i) { + const size_t nc = i * n_chunk_n_cols; + const size_t nc_p1 = nc + 1 * n_chunk_n_cols; + const size_t nc_p2 = nc + 2 * n_chunk_n_cols; + + const size_t n_cols = hex_smin(n - nc, n_chunk_n_cols); + const size_t n_cols_p1 = hex_smin(n - nc_p1, n_chunk_n_cols); + const size_t n_cols_p2 = hex_smin(n - nc_p2, n_chunk_n_cols); + + // issue A_{i+2} + if (i + 2 < n_chunk_cnt) { + const uint8_t *qweight_chunk_p2 = permuted_weight + nc_p2 * row_stride; + dma_queue_push(ctx->dma[0], dma_make_ptr(vtcm_qweight, qweight_chunk_p2), row_stride, row_stride, row_stride, n_cols_p2); + } + + // wait for HMX (C_{i}) -- C_{i} is done + + // result of B_{i+1} (input of C_{i+1}) should be ready now + + // issue C_{i+1} + if (i + 1 < n_chunk_cnt) { + core_dot_chunk_fp16((__fp16 *) vtcm_output_bufs[(i + 1) % 2], (__fp16 *) vtcm_activation, (__fp16 *) vtcm_weight_bufs[(i + 1) % 2], vtcm_scales, + hmx_ceil_div(n_rows, HMX_FP16_TILE_N_ROWS), hmx_ceil_div(n_cols_p1, HMX_FP16_TILE_N_COLS), k / HMX_FP16_TILE_N_ROWS); + } + + // compute D_{i} + float *output_chunk = dst + (mr * n + nc); + transfer_output_chunk_threaded(ctx, output_chunk, vtcm_output_bufs[i % 2], n_rows, n_cols, n); + + // wait for DMA (A_{i+2}), compute B_{i+2} + if (i + 2 < n_chunk_cnt) { + dma_queue_pop(ctx->dma[0]); + dequantize_x4x2_weight_chunk_to_fp16_tiles(ctx, vtcm_weight_bufs[(i + 2) % 2], vtcm_qweight, n_cols_p2, k, row_stride, weight_type); + } + } + } + } + + HAP_compute_res_hmx_unlock(ctx->vtcm_rctx); + + TIMER_STOP(total); + +#if defined(ENABLE_PROFILE_TIMERS) + FARF(HIGH, "%s: %lld us, m=%d k=%d n=%d pipeline=%d", __func__, TIMER_US(total), m, k, n, use_pipeline); + if (!use_pipeline) { + FARF(HIGH, " activation_load: %lld us, weight_load: %lld us, hmx_core: %lld us, output_store: %lld us", + TIMER_US(activation_load), TIMER_US(weight_load), TIMER_US(hmx_core), TIMER_US(output_store)); + size_t weight_size = (size_t)n * row_stride; + float bandwidth = 1e-3f * weight_size / (float)TIMER_US(weight_load); + FARF(HIGH, " weight load bandwidth: %.2f GB/s", bandwidth); + } +#endif + + return 0; +} + +// C += AB +void core_mma_chunk_fp16(__fp16 *c, const __fp16 *a, const __fp16 *b, const __fp16 *col_scales, const __fp16 *eye_tile, + int n_row_tiles, int n_col_tiles, int n_dot_tiles, bool zero_init) { + + hmx_set_output_scales(col_scales); + + for (int i = 0; i < n_row_tiles; ++i) { + for (int j = 0; j < n_col_tiles; ++j) { + Q6_mxclracc_hf(); + + const __fp16 *row_tiles = a + i * n_dot_tiles * HMX_FP16_TILE_N_ELMS; + const __fp16 *col_tiles = b + j * n_dot_tiles * HMX_FP16_TILE_N_ELMS; + + __fp16 *accum_tile = c + (i * n_col_tiles + j) * HMX_FP16_TILE_N_ELMS; + if (!zero_init) { + hmx_load_tile_pair_fp16(accum_tile, eye_tile); + } + + for (int k = 0; k < n_dot_tiles; ++k) { + int offset = k * HMX_FP16_TILE_N_ELMS; + hmx_load_tile_pair_fp16(row_tiles + offset, col_tiles + offset); + } + + hmx_consume_accumulator_fp16(accum_tile); + } + } +} + +static void transfer_activation_chunk_fp32_to_fp16(__fp16 *restrict vtcm_dst, const float *restrict src, int n_rows, + int k_block, int k_stride) { + for (int r = 0; r < n_rows; r += 2) { + int r0 = r / HMX_FP16_TILE_N_ROWS; // tile row index + int r1 = r % HMX_FP16_TILE_N_ROWS; // intra-tile row idx + + const bool next_row_valid = (r + 1) < n_rows; + + const HVX_Vector *pv_in0 = (const HVX_Vector *) (src + (r + 0) * k_stride); + const HVX_Vector *pv_in1 = (const HVX_Vector *) (src + (r + 1) * k_stride); + for (int c = 0; c < k_block; c += 32) { + HVX_Vector v0 = *pv_in0++; + HVX_Vector v1 = next_row_valid ? *pv_in1++ : Q6_V_vzero(); + + HVX_Vector v_out = hvx_vec_f32_to_f16_shuff(v0, v1); + + // compute output position + int c0 = c / HMX_FP16_TILE_N_COLS; // tile column index + int tile_idx = r0 * (k_block / HMX_FP16_TILE_N_COLS) + c0; + + HVX_Vector *tile = (HVX_Vector *) (vtcm_dst + tile_idx * HMX_FP16_TILE_N_ELMS); + tile[r1 / 2] = v_out; + } + } +} + +typedef struct { + __fp16 *dst; + const float *src; + int n_tasks; + int n_tot_chunks; + int n_chunks_per_task; + int k_block; + int k_stride; +} activation_transfer_task_state_t; + +static void transfer_activation_chunk_worker_fn(unsigned int n, unsigned int i, void *data) { + activation_transfer_task_state_t *st = (activation_transfer_task_state_t *) data; + + for (unsigned int task_id = i; task_id < (unsigned int)st->n_tasks; task_id += n) { + // one chunk: one row + int chunk_idx = task_id * st->n_chunks_per_task; + size_t chunk_size = hex_smin(st->n_tot_chunks - chunk_idx, st->n_chunks_per_task); + + __fp16 *dst = st->dst + chunk_idx * st->k_block; + const float *src = st->src + chunk_idx * st->k_stride; + transfer_activation_chunk_fp32_to_fp16(dst, src, chunk_size, st->k_block, st->k_stride); + } +} + +void transfer_activation_chunk_threaded(struct htp_context *ctx, __fp16 *dst, const float *src, int n_rows, int k_block, int k_stride) { + assert(k_block % HMX_FP16_TILE_N_COLS == 0 && k_stride % HMX_FP16_TILE_N_COLS == 0); + assert(VLEN == 32 * sizeof(float)); + + size_t n_tot_chunks = n_rows; + size_t n_chunks_per_task = 32; // must be multiple of 32 to ensure correct destination address + + activation_transfer_task_state_t state; + state.n_tasks = (n_tot_chunks + n_chunks_per_task - 1) / n_chunks_per_task; + state.n_tot_chunks = n_tot_chunks; + state.n_chunks_per_task = n_chunks_per_task; + state.dst = dst; + state.src = src; + state.k_block = k_block; + state.k_stride = k_stride; + + worker_pool_run_func(ctx->worker_pool, transfer_activation_chunk_worker_fn, &state, ctx->n_threads); +} + +int mat_mul_qk_0_d16a32_out_stationary(struct htp_context *ctx, float *restrict out, const float *restrict x, const uint8_t *restrict w, + int m, int k, int n, int weight_type) { + // assume k % 32 == 0 && n % 32 == 0 + const size_t row_stride = get_x4x2_row_stride(weight_type, k); + if (row_stride == 0) { + return -1; + } + + const size_t vtcm_budget = ctx->vtcm_size; + + const size_t M_BLOCK_SIZE = 512; + const size_t N_BLOCK_SIZE = 512; + const size_t K_BLOCK_SIZE = 512; + + // Compute precise buffer sizes + const size_t sub_row_stride_alloc = get_x4x2_row_stride(weight_type, K_BLOCK_SIZE); + const size_t weight_size = hex_align_up(N_BLOCK_SIZE * K_BLOCK_SIZE * sizeof(__fp16), HMX_FP16_TILE_SIZE); + const size_t act_size = hex_align_up(M_BLOCK_SIZE * K_BLOCK_SIZE * sizeof(__fp16), HMX_FP16_TILE_SIZE); + const size_t out_size = hex_align_up(M_BLOCK_SIZE * N_BLOCK_SIZE * sizeof(__fp16), HMX_FP16_TILE_SIZE); + const size_t scratch0_sz = hex_align_up(N_BLOCK_SIZE * sub_row_stride_alloc, HMX_FP16_TILE_SIZE); + const size_t scratch1_sz = hex_align_up(M_BLOCK_SIZE * K_BLOCK_SIZE * sizeof(float), HMX_FP16_TILE_SIZE); + + const size_t total_vtcm = weight_size + act_size + out_size + scratch0_sz + scratch1_sz + HMX_FP16_TILE_SIZE + 256; + if (total_vtcm > vtcm_budget) { + FARF(HIGH, "%s: VTCM too small: need %zu have %zu (m=%d k=%d n=%d)", __func__, total_vtcm, vtcm_budget, m, k, n); + return -1; + } + + uint8_t *vtcm_ptr = (uint8_t *) ctx->vtcm_base; + __fp16 *vtcm_weight = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, weight_size); + __fp16 *vtcm_activation = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, act_size); + __fp16 *vtcm_output = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, out_size); + uint8_t *vtcm_scratch0 = vtcm_seq_alloc(&vtcm_ptr, scratch0_sz); + uint8_t *vtcm_scratch1 = vtcm_seq_alloc(&vtcm_ptr, scratch1_sz); + __fp16 *vtcm_eye_tile = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, HMX_FP16_TILE_SIZE); + __fp16 *vtcm_scales = (__fp16 *) vtcm_seq_alloc(&vtcm_ptr, 256); + assert((size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base) <= vtcm_budget); + + FARF(MEDIUM, "%s: m=%d k=%d n=%d wtype=%d vtcm=%zu/%zu", __func__, m, k, n, weight_type, + (size_t)(vtcm_ptr - (uint8_t *)ctx->vtcm_base), vtcm_budget); + + // initialize eye tile (32x32 identity matrix) + { + HVX_Vector v; + v = Q6_V_vzero(); + v = Q6_Vw_vinsert_VwR(v, 0x3c000000); + v = Q6_V_vror_VR(v, VLEN - 4); + v = Q6_Vw_vinsert_VwR(v, 0x00003c00); + for (int i = 0; i < 16; ++i) { + ((HVX_Vector *) vtcm_eye_tile)[i] = v; + v = Q6_V_vror_VR(v, VLEN - 8); + } + } + hmx_init_column_scales(vtcm_scales, Q6_V_vsplat_R(0x3c00)); // fp16: 1.0 + + TIMER_DEFINE(fetch); + TIMER_DEFINE(act_load); + TIMER_DEFINE(wt_dequant); + TIMER_DEFINE(core); + + HAP_compute_res_hmx_lock(ctx->vtcm_rctx); + + for (size_t mr = 0; mr < m; mr += M_BLOCK_SIZE) { + size_t m_blk_sz = hex_smin(m - mr, M_BLOCK_SIZE); + for (size_t nc = 0; nc < n; nc += N_BLOCK_SIZE) { + size_t n_blk_sz = hex_smin(n - nc, N_BLOCK_SIZE); + + const int n_row_tiles = hmx_ceil_div(m_blk_sz, HMX_FP16_TILE_N_ROWS); + const int n_col_tiles = hmx_ceil_div(n_blk_sz, HMX_FP16_TILE_N_COLS); + + for (size_t kk = 0; kk < k; kk += K_BLOCK_SIZE) { + size_t k_blk_sz = hex_smin(k - kk, K_BLOCK_SIZE); + + TIMER_START(fetch); + // fetch activation block into VTCM + { + const float *activation_block = x + mr * k + kk; + + dma_queue_push(ctx->dma[0], + dma_make_ptr(vtcm_scratch1, activation_block), + k_blk_sz * sizeof(float), + k * sizeof(float), + k_blk_sz * sizeof(float), + m_blk_sz); + } + + // fetch weight block into VTCM (x4x2 sub-block: quants + scales) + { + qweight_fetch_task_state_t s; + + const int blk_start = kk / QK_Q4_0x4x2; + const int nb_sub = (k_blk_sz + QK_Q4_0x4x2 - 1) / QK_Q4_0x4x2; + const int full_qrow = (weight_type == HTP_TYPE_Q8_0) ? k : (k / 2); + const size_t sub_row_stride = get_x4x2_row_stride(weight_type, k_blk_sz); + const int scale_blk_size = + (weight_type == HTP_TYPE_MXFP4) ? HMX_X4X2_MXFP4_EBLK_SIZE : HMX_X4X2_DBLK_SIZE; + + s.dst = vtcm_scratch0; + s.src = w + nc * row_stride; + s.n_rows = n_blk_sz; + s.src_stride = row_stride; + s.dst_stride = sub_row_stride; + s.quant_off = + (weight_type == HTP_TYPE_Q8_0) ? (blk_start * QK_Q8_0x4x2) : (blk_start * (QK_Q4_0x4x2 / 2)); + s.quant_width = + (weight_type == HTP_TYPE_Q8_0) ? (nb_sub * QK_Q8_0x4x2) : (nb_sub * (QK_Q4_0x4x2 / 2)); + s.scale_off = full_qrow + blk_start * scale_blk_size; + s.scale_width = nb_sub * scale_blk_size; + + // 2D DMA: quants sub-range + dma_queue_push(ctx->dma[0], dma_make_ptr(s.dst, s.src + s.quant_off), + s.dst_stride, s.src_stride, s.quant_width, s.n_rows); + // 2D DMA: scales sub-range + dma_queue_push(ctx->dma[0], dma_make_ptr(s.dst + s.quant_width, s.src + s.scale_off), + s.dst_stride, s.src_stride, s.scale_width, s.n_rows); + } + TIMER_STOP(fetch); + + TIMER_START(act_load); + // load activation block + { + dma_queue_pop(ctx->dma[0]); // wait for act DNA + transfer_activation_chunk_threaded(ctx, vtcm_activation, (float *) vtcm_scratch1, m_blk_sz, k_blk_sz, k_blk_sz); + } + TIMER_STOP(act_load); + + TIMER_START(wt_dequant); + // dequantize weight block + { + dma_queue_pop(ctx->dma[0]); + dma_queue_pop(ctx->dma[0]); + // vtcm_scratch0 is used to store the qweight chunk + // worker_pool_run_func already returned, so fetch is done + const size_t sub_row_stride = get_x4x2_row_stride(weight_type, k_blk_sz); + dequantize_x4x2_weight_chunk_to_fp16_tiles(ctx, vtcm_weight, vtcm_scratch0, + n_blk_sz, k_blk_sz, sub_row_stride, weight_type); + } + TIMER_STOP(wt_dequant); + + // core mma + TIMER_START(core); + { + core_mma_chunk_fp16(vtcm_output, vtcm_activation, vtcm_weight, vtcm_scales, vtcm_eye_tile, n_row_tiles, + n_col_tiles, k_blk_sz / HMX_FP16_TILE_N_COLS, kk == 0); + } + TIMER_STOP(core); + } + + // store output block + { + float *output_block = out + (mr * n + nc); + transfer_output_chunk_threaded(ctx, output_block, vtcm_output, m_blk_sz, n_blk_sz, n); + } + } + } + + HAP_compute_res_hmx_unlock(ctx->vtcm_rctx); + +#if defined(ENABLE_PROFILE_TIMERS) + FARF(HIGH, "fetch: %lld us, act_load: %lld us, wt_dequant: %lld us, core: %lld us", + TIMER_US(fetch), TIMER_US(act_load), TIMER_US(wt_dequant), TIMER_US(core)); +#endif + return 0; +} diff --git a/ggml/src/ggml-hexagon/htp/hmx-ops.h b/ggml/src/ggml-hexagon/htp/hmx-ops.h new file mode 100644 index 0000000000..fb95d36f5a --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/hmx-ops.h @@ -0,0 +1,68 @@ +// HMX operation entry-point declarations. +// Ported from htp-ops-lib/include/dsp/ops.h (renamed, benchmark kernels removed). (https://github.com/haozixu/htp-ops-lib) + +#ifndef HMX_OPS_H +#define HMX_OPS_H + +#include +#include + +#include "htp-ops.h" + +#ifdef __cplusplus +extern "C" { +#endif + +typedef struct { + float *dst; + const float *activation; + const __fp16 *permuted_weight; + int m; + int k; + int n; + int act_stride; + int weight_stride; + int dst_stride; + int ne02; + int ne03; + int ne12; + int ne13; + size_t src0_nb2; + size_t src0_nb3; + size_t src1_nb2; + size_t src1_nb3; + size_t dst_nb2; + size_t dst_nb3; +} hmx_matmul_w16a32_batched_params_t; + +// HMX matrix multiplication — tile-permuted FP16 weights, FP32 activation/output +// act_stride: activation row stride in elements (= k for contiguous, or +// nb[1]/sizeof(float) for permuted tensors like attention Q). +// weight_stride: weight row stride in elements (= k for compact weights, or +// nb[1]/sizeof(__fp16) for permuted KV-cache views used by QK). +int hmx_mat_mul_permuted_w16a32(struct htp_context *ctx, + float *restrict dst, + const float *activation, + const __fp16 *permuted_weight, + int m, int k, int n, + int act_stride, + int weight_stride); + +// Batched F16 wrapper over hmx_mat_mul_permuted_w16a32. +// Batch semantics match ggml_mul_mat(): src0 broadcasts to src1 in dims 2/3. +int hmx_mat_mul_permuted_w16a32_batched(struct htp_context *ctx, + const hmx_matmul_w16a32_batched_params_t *params); + +// HMX matrix multiplication — tile-permuted quantised weights (Q4_0/Q8_0/IQ4_NL) +int hmx_mat_mul_permuted_qk_0_d16a32(struct htp_context *ctx, + float *restrict dst, + const float *activation, + const uint8_t *permuted_weight, + int m, int k, int n, + int weight_type); + +#ifdef __cplusplus +} +#endif + +#endif // HMX_OPS_H diff --git a/ggml/src/ggml-hexagon/htp/hmx-profile.h b/ggml/src/ggml-hexagon/htp/hmx-profile.h new file mode 100644 index 0000000000..01eece720c --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/hmx-profile.h @@ -0,0 +1,34 @@ +// Conditional fine-grained profiling macros for HMX operations. +// +// Define ENABLE_PROFILE_TIMERS (via compiler flag or before including this +// header) to instrument sub-operation latencies with HAP qtimer. When the +// macro is not defined the TIMER_* helpers expand to nothing so there is zero +// overhead. +// +// Usage: +// TIMER_DEFINE(my_phase); // declare accumulator variable +// TIMER_START(my_phase); // snapshot start time +// ... work ... +// TIMER_STOP(my_phase); // accumulate elapsed ticks +// FARF(ALWAYS, "my_phase: %lld us", TIMER_US(my_phase)); + +#ifndef HMX_PROFILE_H +#define HMX_PROFILE_H + +#include + +// #define ENABLE_PROFILE_TIMERS + +#if defined(ENABLE_PROFILE_TIMERS) +# define TIMER_DEFINE(name) int64_t name##_ticks = 0 +# define TIMER_START(name) int64_t name##_t0 = HAP_perf_get_qtimer_count() +# define TIMER_STOP(name) name##_ticks += HAP_perf_get_qtimer_count() - name##_t0 +# define TIMER_US(name) HAP_perf_qtimer_count_to_us(name##_ticks) +#else +# define TIMER_DEFINE(name) +# define TIMER_START(name) +# define TIMER_STOP(name) +# define TIMER_US(name) 0LL +#endif + +#endif // HMX_PROFILE_H diff --git a/ggml/src/ggml-hexagon/htp/hmx-utils.h b/ggml/src/ggml-hexagon/htp/hmx-utils.h new file mode 100644 index 0000000000..aacfbcda28 --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/hmx-utils.h @@ -0,0 +1,88 @@ +// HMX tile-level inline helpers (FP16 32x32 tile operations). +// Ported from htp-ops-lib/include/dsp/hmx_utils.h. (https://github.com/haozixu/htp-ops-lib) + +#ifndef HMX_UTILS_H +#define HMX_UTILS_H + +#include +#include + +#define HMX_FP16_TILE_N_ROWS 32 +#define HMX_FP16_TILE_N_COLS 32 +#define HMX_FP16_TILE_N_ELMS 1024 +#define HMX_FP16_TILE_SIZE 2048 + +#define HMX_INLINE_ALWAYS inline __attribute__((unused, always_inline)) + +static HMX_INLINE_ALWAYS void hmx_set_output_scales(const void *scales) { + asm volatile("bias = mxmem2(%0)" :: "r"(scales)); +} + +// Initialise aligned 256-byte area with scale vector + zero padding. +static HMX_INLINE_ALWAYS void hmx_init_column_scales(void *out_scales, HVX_Vector v_scale) { + HVX_Vector *pv = (HVX_Vector *)out_scales; + *pv++ = v_scale; + *pv = Q6_V_vzero(); +} + +// Load multiple contiguous tiles with :deep streaming. +// Rt = total region size - 1; the hardware streams through [Rs, Rs + Rt]. +// IMPORTANT: the tile region [Rs, Rs + Rt] must NOT cross a VTCM 4 MB bank +// boundary, otherwise the mxmem instruction will raise a precise bus error. +// Callers must ensure their VTCM layout satisfies this constraint. +static HMX_INLINE_ALWAYS void hmx_load_tiles_fp16(const __fp16 *row_tiles, + const __fp16 *col_tiles, + size_t n_tiles) { + size_t limit = n_tiles * HMX_FP16_TILE_SIZE - 1; + asm volatile( + "{ activation.hf = mxmem(%0, %1):deep\n" + "weight.hf = mxmem(%2, %3) }\n" + :: "r"(row_tiles), "r"(limit), "r"(col_tiles), "r"(limit) + : "memory"); +} + +// Load a single activation+weight tile pair (no :deep streaming). +// Rt defines the accessible region [Rs, Rs+Rt]. Following the reference formula +// (limit = n_tiles * HMX_FP16_TILE_SIZE - 1), for a single tile Rt = 2047. +// The original code used Rt=0x7FFF (32 KB region); when dynamic VTCM allocation +// places a tile near a 4 MB bank boundary, the oversized region crosses it and +// triggers a precise bus error (0x2601). Rt=2047 confines accesses to exactly +// one 2048-byte tile while covering all 16 HVX vectors (offsets 0..2047). +static HMX_INLINE_ALWAYS void hmx_load_tile_pair_fp16(const __fp16 *act_tile, + const __fp16 *wt_tile) { + asm volatile( + "{ activation.hf = mxmem(%0, %1)\n" + "weight.hf = mxmem(%2, %3) }\n" + :: "r"(act_tile), "r"(2047), + "r"(wt_tile), "r"(2047) + : "memory"); +} + +static HMX_INLINE_ALWAYS void hmx_consume_accumulator_fp16(__fp16 *out) { + // Use the combined convert-and-store instruction (matches the reference + // Q6_mxmem_AR_after_hf intrinsic). The previous two-instruction sequence + // "cvt.hf = acc(2); mxmem = cvt" used an undocumented Rs=2 parameter. + asm volatile( + "mxmem(%0, %1):after.hf = acc\n" + :: "r"(out), "r"(0) + : "memory"); +} + +// Compute inner product of two vectors of tiles and store result. +static HMX_INLINE_ALWAYS void hmx_dot_fp16(__fp16 *out, + const __fp16 *row_tiles, + const __fp16 *col_tiles, + size_t n_tiles) { + hmx_load_tiles_fp16(row_tiles, col_tiles, n_tiles); + hmx_consume_accumulator_fp16(out); +} + +// --- VTCM sequential allocator (from htp-ops-lib/include/dsp/vtcm_mgr.h) --- + +static inline uint8_t *vtcm_seq_alloc(uint8_t **vtcm_ptr, size_t size) { + uint8_t *p = *vtcm_ptr; + *vtcm_ptr += size; + return p; +} + +#endif // HMX_UTILS_H diff --git a/ggml/src/ggml-hexagon/htp/htp-ctx.h b/ggml/src/ggml-hexagon/htp/htp-ctx.h index a707d98239..4c36a6ea0c 100644 --- a/ggml/src/ggml-hexagon/htp/htp-ctx.h +++ b/ggml/src/ggml-hexagon/htp/htp-ctx.h @@ -2,6 +2,7 @@ #define HTP_CTX_H #include "hex-dma.h" +#include "htp-ops.h" #include "worker-pool.h" #include @@ -10,26 +11,85 @@ #include #define HTP_MAX_NTHREADS 10 +#define HTP_MAX_MMAPS 16 + +// Memory mapping +struct htp_mmap { + uint64_t size; + uint64_t base; + uint32_t fd; + uint32_t pinned; +}; + +// Scratchpad state +struct htp_spad { + const struct htp_tensor * src; // original src of the data (for reuse) + uint8_t * data; // pointer to an area in vtcm + uint32_t stride; // stride used inside this spad + uint32_t size; // total size + uint32_t size_per_thread; // size per thread +}; + +// Context while processing an Op +// TODO: fold this into the main context +struct htp_ops_context { + struct htp_context * ctx; + + enum htp_op_code op; // FIXME: rename to opcode + int32_t op_params[HTP_OP_MAX_PARAMS]; + + const struct htp_tensor * src[HTP_OP_MAX_INPUTS]; + const struct htp_tensor * dst; + + // TODO convert these to an array + struct htp_spad src0_spad; + struct htp_spad src1_spad; + struct htp_spad src2_spad; + struct htp_spad src3_spad; + struct htp_spad dst_spad; + + uint32_t n_threads; + uint32_t flags; +}; // Main context for htp DSP backend struct htp_context { - dspqueue_t queue; - dma_queue * dma[HTP_MAX_NTHREADS]; - worker_pool_context_t worker_pool; - uint32_t n_threads; + dspqueue_t queue; + dma_queue * dma[HTP_MAX_NTHREADS]; + struct htp_mmap mmap[HTP_MAX_MMAPS]; + worker_pool_context_t worker_pool; + uint32_t n_threads; - int thread_id; - int thread_prio; + int thread_id; + int thread_prio; - uint8_t * vtcm_base; - size_t vtcm_size; - uint32_t vtcm_rctx; + int hmx_enabled; - atomic_bool vtcm_valid; - atomic_bool vtcm_inuse; - atomic_bool vtcm_needs_release; + uint8_t * vtcm_base; + size_t vtcm_size; + uint32_t vtcm_rctx; + atomic_bool vtcm_valid; + atomic_bool vtcm_needs_release; - uint32_t opmask; + struct htp_ops_context octx; }; +int op_matmul(struct htp_ops_context * octx); +int op_matmul_id(struct htp_ops_context * octx); +int op_binary(struct htp_ops_context * octx); +int op_unary(struct htp_ops_context * octx); +int op_sum_rows(struct htp_ops_context * octx); +int op_activations(struct htp_ops_context * octx); +int op_softmax(struct htp_ops_context * octx); +int op_add_id(struct htp_ops_context * octx); +int op_rope(struct htp_ops_context * octx); +int op_flash_attn_ext(struct htp_ops_context * octx); +int op_set_rows(struct htp_ops_context * octx); +int op_get_rows(struct htp_ops_context * octx); +int op_cpy(struct htp_ops_context * octx); +int op_repeat(struct htp_ops_context * octx); +int op_argsort(struct htp_ops_context * octx); +int op_ssm_conv(struct htp_ops_context * octx); +int op_cumsum(struct htp_ops_context * octx); + #endif /* HTP_CTX_H */ diff --git a/ggml/src/ggml-hexagon/htp/htp-msg.h b/ggml/src/ggml-hexagon/htp/htp-msg.h deleted file mode 100644 index 25403bb112..0000000000 --- a/ggml/src/ggml-hexagon/htp/htp-msg.h +++ /dev/null @@ -1,154 +0,0 @@ -#ifndef HTP_MSG_H -#define HTP_MSG_H - -#include - -// ggml-common.h must be included prio to this header - -// Mask to enable various stages of the Ops. -// Used for debugging and profiling. -enum { - HTP_OPMASK_QUEUE = (1 << 0), // Enable Queueing (ie calls into the DSP) - HTP_OPMASK_QUANTIZE = (1 << 1), // Enable Quantize - HTP_OPMASK_COMPUTE = (1 << 2), // Enable Compute -}; - -// Op flags -enum { - HTP_OPFLAGS_SKIP_QUANTIZE = (1 << 0), // Skip dynamic quantization (reuse quantized tensors) - HTP_OPFLAGS_SKIP_COMPUTE = (1 << 1), // Skip actual computation (used for profiling) - HTP_OPFLAGS_EARLY_WAKEUP = (1 << 2) // Send early wakeup notification -}; - -enum htp_status { - HTP_STATUS_OK = 1, - HTP_STATUS_INTERNAL_ERR = 2, - HTP_STATUS_NO_SUPPORT = 3, - HTP_STATUS_INVAL_PARAMS = 4, - HTP_STATUS_VTCM_TOO_SMALL = 5, -}; - -// The values must match the ggml_type. -// Duplicated here because we can't include full ggml.h in the htp build. -// We have some static_asserts in the cpp code to ensure things are in sync. -enum htp_data_type { - HTP_TYPE_F32 = 0, - HTP_TYPE_F16 = 1, - HTP_TYPE_Q4_0 = 2, - HTP_TYPE_Q8_0 = 8, - HTP_TYPE_I32 = 26, - HTP_TYPE_I64 = 27, - HTP_TYPE_MXFP4 = 39, - HTP_TYPE_COUNT -}; - -// Do not reorder first 4 (used as an index) -enum htp_op { - HTP_OP_MUL = 0, - HTP_OP_ADD = 1, - HTP_OP_SUB = 2, - HTP_OP_DIV = 3, - HTP_OP_MUL_MAT, - HTP_OP_MUL_MAT_ID, - HTP_OP_RMS_NORM, - HTP_OP_UNARY_SILU, - HTP_OP_UNARY_GELU, - HTP_OP_GLU_SWIGLU, - HTP_OP_GLU_SWIGLU_OAI, - HTP_OP_GLU_GEGLU, - HTP_OP_SOFTMAX, - HTP_OP_ADD_ID, - HTP_OP_ROPE, - HTP_OP_FLASH_ATTN_EXT, - HTP_OP_SET_ROWS, - HTP_OP_GET_ROWS, - HTP_OP_SCALE, - HTP_OP_CPY, - HTP_OP_ARGSORT, - HTP_OP_SQR, - HTP_OP_SQRT, - HTP_OP_SUM_ROWS, - INVALID -}; - -static inline size_t htp_t_block_size(uint32_t t) { - switch (t) { - case HTP_TYPE_F32: - return 1; - case HTP_TYPE_F16: - return 1; - case HTP_TYPE_Q4_0: - return QK4_0; - case HTP_TYPE_Q8_0: - return QK8_0; - case HTP_TYPE_MXFP4: - return QK_MXFP4; - default: - assert(0 && "unsupported HTP data type"); - } - return 0; -} - -static inline size_t htp_type_nbytes(uint32_t t) { - switch (t) { - case HTP_TYPE_F32: - return 4; - case HTP_TYPE_F16: - return 2; - case HTP_TYPE_Q4_0: - return sizeof(block_q4_0); - case HTP_TYPE_Q8_0: - return sizeof(block_q8_0); - case HTP_TYPE_MXFP4: - return sizeof(block_mxfp4); - default: - assert(0 && "unsupported HTP data type"); - } - return 0; -} - -// Internal types -#define QK_Q4_0x4x2 256 // 4x Q4_0 blocks packed with next 4x Q4_0 blocks (size in bytes 128) -#define QK_Q8_0x4x2 256 // 4x Q8_0 blocks concat with next 4x Q8_0 blocks -#define QK_MXFP4x4x2 256 // 4x MXFP4 blocks concat with next 4x MXFP4 blocks - -#define HTP_MAX_DIMS 4 - -struct htp_tensor { - uint32_t data; // Buffer offset in the messages, and data pointer on the NSP - uint32_t type; // Data type - uint32_t ne[HTP_MAX_DIMS]; // Number of elements - uint32_t nb[HTP_MAX_DIMS]; // Stride in bytes (see ggml.h ggml_tensor) -}; - -#define HTP_MAX_OP_PARAMS 64 - -struct htp_general_req { - uint32_t op; // GGML/HTP Op - int32_t op_params[HTP_MAX_OP_PARAMS / sizeof(int32_t)]; - // Params for the op, e.g. epsilon of RMS norm - uint32_t flags; // Request flags - - struct htp_tensor src0; // Input0 tensor - struct htp_tensor src1; // Input1 tensor - struct htp_tensor src2; // Input2 tensor - struct htp_tensor src3; // Input3 tensor - struct htp_tensor src4; // Input4 tensor - struct htp_tensor dst; // Output tensor - - // should be multiple of 64 bytes (cacheline) -}; - -struct htp_general_rsp { - uint32_t op; // GGML/HTP Op - uint32_t status; // HTP_STATUS_... - uint32_t prof_usecs; // Number of usec per request - uint32_t prof_cycles; // Number of cycles per request - uint32_t prof_pkts; // Number of instruction packets per request - uint8_t unused[44]; // Pad to 64 bytes -}; - -#define HTP_MAX_MESSAGE_SIZE sizeof(struct htp_general_req) -#define HTP_MAX_PACKET_BUFFERS 8 - -#endif /* HTP_MSG_H */ diff --git a/ggml/src/ggml-hexagon/htp/htp-ops.h b/ggml/src/ggml-hexagon/htp/htp-ops.h index 127ab1d665..44a6ab4f73 100644 --- a/ggml/src/ggml-hexagon/htp/htp-ops.h +++ b/ggml/src/ggml-hexagon/htp/htp-ops.h @@ -1,65 +1,154 @@ #ifndef HTP_OPS_H #define HTP_OPS_H -#include "htp-ctx.h" -#include "htp-msg.h" -#include "worker-pool.h" - #include -#include -#include +// ggml-common.h must be included prio to this header -// ggml-common.h must be included prior to this header - -struct htp_spad { - uint8_t * data; - size_t stride; - size_t size; - size_t size_per_thread; +enum htp_status { + HTP_STATUS_OK = 1, + HTP_STATUS_INTERNAL_ERR = 2, + HTP_STATUS_NO_SUPPORT = 3, + HTP_STATUS_INVAL_PARAMS = 4, + HTP_STATUS_VTCM_TOO_SMALL = 5, }; -struct htp_ops_context { - struct htp_context * ctx; +// First set of values must match the ggml_type. +// Duplicated here because we can't include full ggml.h in the htp build. +// We have some static_asserts in the cpp code to ensure things are in sync. +enum htp_data_type { + HTP_TYPE_F32 = 0, + HTP_TYPE_F16 = 1, + HTP_TYPE_Q4_0 = 2, + HTP_TYPE_Q8_0 = 8, + HTP_TYPE_IQ4_NL = 20, + HTP_TYPE_I32 = 26, + HTP_TYPE_I64 = 27, + HTP_TYPE_MXFP4 = 39, - enum htp_op op; - int32_t op_params[HTP_MAX_OP_PARAMS / sizeof(int32_t)]; + // types used internally for repack, dyn.quant, etc + HTP_TYPE_Q4_0x4x2 = 200, + HTP_TYPE_Q8_0x4x2, + HTP_TYPE_MXFP4x4x2, - struct htp_tensor src0; - struct htp_tensor src1; - struct htp_tensor src2; - struct htp_tensor src3; - struct htp_tensor src4; - struct htp_tensor dst; - - struct htp_spad src0_spad; - struct htp_spad src1_spad; - struct htp_spad src2_spad; - struct htp_spad src3_spad; - struct htp_spad dst_spad; - - worker_pool_context_t * wpool; // worker pool - uint32_t n_threads; // num threads - - uint32_t src0_nrows_per_thread; - uint32_t src1_nrows_per_thread; - - uint32_t flags; + HTP_TYPE_INVALID }; -int op_matmul(struct htp_ops_context * octx); -int op_matmul_id(struct htp_ops_context * octx); -int op_binary(struct htp_ops_context * octx); -int op_unary(struct htp_ops_context * octx); -int op_sum_rows(struct htp_ops_context * octx); -int op_activations(struct htp_ops_context * octx); -int op_softmax(struct htp_ops_context * octx); -int op_add_id(struct htp_ops_context * octx); -int op_rope(struct htp_ops_context * octx); -int op_flash_attn_ext(struct htp_ops_context * octx); -int op_set_rows(struct htp_ops_context * octx); -int op_get_rows(struct htp_ops_context * octx); -int op_cpy(struct htp_ops_context * octx); -int op_argsort(struct htp_ops_context * octx); +// Constats for internal types +#define QK_Q4_0x4x2 256 // 4x Q4_0 blocks packed with next 4x Q4_0 blocks (size in bytes 128) +#define QK_Q8_0x4x2 256 // 4x Q8_0 blocks concat with next 4x Q8_0 blocks +#define QK_MXFP4x4x2 256 // 4x MXFP4 blocks concat with next 4x MXFP4 blocks + + +// Mask to enable various stages of the Ops. +// Used for debugging and profiling. +enum htp_op_mask { + HTP_OPMASK_QUEUE = (1 << 0), // Enable Queueing (ie calls into the DSP) + HTP_OPMASK_COMPUTE = (1 << 1), // Enable Compute +}; + +// Do not reorder first 4 (used as an index) +enum htp_op_code { + HTP_OP_MUL = 0, + HTP_OP_ADD = 1, + HTP_OP_SUB = 2, + HTP_OP_DIV = 3, + HTP_OP_MUL_MAT, + HTP_OP_MUL_MAT_ID, + HTP_OP_RMS_NORM, + HTP_OP_UNARY_SILU, + HTP_OP_UNARY_GELU, + HTP_OP_UNARY_SIGMOID, + HTP_OP_UNARY_EXP, + HTP_OP_UNARY_NEG, + HTP_OP_UNARY_SOFTPLUS, + HTP_OP_GLU_SWIGLU, + HTP_OP_GLU_SWIGLU_OAI, + HTP_OP_GLU_GEGLU, + HTP_OP_SOFTMAX, + HTP_OP_ADD_ID, + HTP_OP_ROPE, + HTP_OP_FLASH_ATTN_EXT, + HTP_OP_SET_ROWS, + HTP_OP_GET_ROWS, + HTP_OP_SCALE, + HTP_OP_CPY, + HTP_OP_ARGSORT, + HTP_OP_SQR, + HTP_OP_SQRT, + HTP_OP_SUM_ROWS, + HTP_OP_SSM_CONV, + HTP_OP_REPEAT, + HTP_OP_CUMSUM, + + HTP_OP_INVALID +}; + +#define HTP_OP_MAX_DIMS 4 // aka GGML_MAX_DIMS +#define HTP_OP_MAX_INPUTS 6 // aka GGML_MAX_SRCS +#define HTP_OP_MAX_PARAMS 16 // aka GGML_MAX_OP_PARAMS + +#define HTP_OP_MAX_BUFS 8 +#define HTP_OP_MAX_REQS 256 +#define HTP_OP_MAX_TENSORS (HTP_OP_MAX_REQS * HTP_OP_MAX_INPUTS + HTP_OP_MAX_REQS) +#define HTP_OP_MAX_VMEM (3221225472u) + +enum htp_tensor_flags { + HTP_TENSOR_COMPUTE = (1U << 0), // Tensor buffer temporal compute data (not weights) + HTP_TENSOR_FLUSHED = (1U << 1) // Tensor buffer has been flushed (set by the NPU) +}; + +// Tensor descriptor +struct htp_tensor { + uint32_t data; // Buffer offset in the messages, and data pointer on the NPU + uint32_t size; // Data size in bytes + uint32_t flags; // Buffer / tensor flags + uint16_t type; // Data type + uint16_t bi; // Buffer index + uint32_t ne[HTP_OP_MAX_DIMS]; // Number of elements + uint32_t nb[HTP_OP_MAX_DIMS]; // Stride in bytes (see ggml.h ggml_tensor) +}; + +// Buffer descriptor +struct htp_buf_desc { + uint64_t base; // base address + uint64_t size; // total size + uint32_t flags; // buffer flags (unused) + uint32_t fd; // file descriptor +}; + +enum htp_op_flags { + HTP_OPFLAGS_SKIP_COMPUTE = (1U << 0), // Skip actual computation (used for profiling) +}; + +// Op descriptor +struct htp_op_desc { + uint32_t opcode; // GGML/HTP Op + uint32_t flags; // Op flags + int32_t params[HTP_OP_MAX_PARAMS]; // Params for the op, e.g. epsilon of RMS norm + uint16_t src[HTP_OP_MAX_INPUTS]; // Input tensors indices + uint16_t dst; // Output tensor index + + // the rest is filled in-place by the NPU + uint32_t prof_usecs; // Number of usec per request + uint32_t prof_cycles; // Number of cycles per request + uint32_t prof_pkts; // Number of instruction packets per request + uint32_t unused; +}; + +struct htp_opbatch_req { + uint32_t n_bufs; // Number of buffers + uint32_t n_tensors; // Number of tensors + uint32_t n_ops; // Number of ops + uint32_t flags; // unused + // struct htp_buf_desc bufs[]; -- dspqueue buf 0 + // struct htp_tensor tensors[]; -- dspqueue buf 0 + // struct htp_op_desc ops[]; -- dspqueue buf 0 +}; + +struct htp_opbatch_rsp { + uint32_t status; // HTP_STATUS_... + // struct htp_op_req ops[]; -- dspqueue buf 0 +}; #endif /* HTP_OPS_H */ diff --git a/ggml/src/ggml-hexagon/htp/htp_iface.idl b/ggml/src/ggml-hexagon/htp/htp_iface.idl index 9ebd937e46..3eb5d5a691 100644 --- a/ggml/src/ggml-hexagon/htp/htp_iface.idl +++ b/ggml/src/ggml-hexagon/htp/htp_iface.idl @@ -7,8 +7,10 @@ #include "remote.idl" interface htp_iface : remote_handle64 { - AEEResult start(in uint32 sess_id, in uint64 dsp_queue_id, in uint32 n_hvx); + AEEResult start(in uint32 sess_id, in uint64 dsp_queue_id, in uint32 n_hvx, in uint32 use_hmx); AEEResult stop(); + AEEResult mmap(in uint32 fd, in uint32 size, in uint32 pinned); + AEEResult munmap(in uint32 fd); AEEResult enable_etm(); AEEResult disable_etm(); }; diff --git a/ggml/src/ggml-hexagon/htp/hvx-arith.h b/ggml/src/ggml-hexagon/htp/hvx-arith.h index 2577cdd041..82e3416970 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-arith.h +++ b/ggml/src/ggml-hexagon/htp/hvx-arith.h @@ -13,14 +13,15 @@ // Binary operations (add, mul, sub) // -#define hvx_arith_loop_body(dst_type, src0_type, src1_type, vec_store, vec_op) \ +#define UNUSED(x) (void)(x) + +#define hvx_arith_loop_body(dst_type, src0_type, src1_type, elem_size, vec_store, vec_op) \ do { \ dst_type * restrict vdst = (dst_type *) dst; \ src0_type * restrict vsrc0 = (src0_type *) src0; \ src1_type * restrict vsrc1 = (src1_type *) src1; \ \ - const uint32_t elem_size = sizeof(float); \ - const uint32_t epv = 128 / elem_size; \ + const uint32_t epv = 128 / (elem_size); \ const uint32_t nvec = n / epv; \ const uint32_t nloe = n % epv; \ \ @@ -32,62 +33,74 @@ } \ if (nloe) { \ HVX_Vector v = vec_op(vsrc0[i], vsrc1[i]); \ - vec_store((void *) &vdst[i], nloe * elem_size, v); \ + vec_store((void *) &vdst[i], nloe * (elem_size), v); \ } \ } while(0) #if __HVX_ARCH__ < 79 -#define HVX_OP_ADD(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(a, b)) -#define HVX_OP_SUB(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(a, b)) -#define HVX_OP_MUL(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(a, b)) + +#define HVX_OP_ADD_F32(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(a, b)) +#define HVX_OP_SUB_F32(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(a, b)) +#define HVX_OP_MUL_F32(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(a, b)) + #else -#define HVX_OP_ADD(a, b) Q6_Vsf_vadd_VsfVsf(a, b) -#define HVX_OP_SUB(a, b) Q6_Vsf_vsub_VsfVsf(a, b) -#define HVX_OP_MUL(a, b) Q6_Vsf_vmpy_VsfVsf(a, b) + +#define HVX_OP_ADD_F32(a, b) Q6_Vsf_vadd_VsfVsf(a, b) +#define HVX_OP_SUB_F32(a, b) Q6_Vsf_vsub_VsfVsf(a, b) +#define HVX_OP_MUL_F32(a, b) Q6_Vsf_vmpy_VsfVsf(a, b) + #endif +#define HVX_OP_ADD_F16(a, b) hvx_vec_add_f16_f16(a, b) +#define HVX_OP_SUB_F16(a, b) hvx_vec_sub_f16_f16(a, b) +#define HVX_OP_MUL_F16(a, b) hvx_vec_mul_f16_f16(a, b) + // Generic macro to define alignment permutations for an op -#define DEFINE_HVX_BINARY_OP_VARIANTS(OP_NAME, OP_MACRO) \ +#define DEFINE_HVX_BINARY_OP_VARIANTS(OP_NAME, OP_MACRO, ELEM_TYPE) \ static inline void OP_NAME##_aaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) dst % 128 == 0); \ assert((uintptr_t) src0 % 128 == 0); \ assert((uintptr_t) src1 % 128 == 0); \ - hvx_arith_loop_body(HVX_Vector, HVX_Vector, HVX_Vector, hvx_vec_store_a, OP_MACRO); \ + hvx_arith_loop_body(HVX_Vector, HVX_Vector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ } \ static inline void OP_NAME##_aau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) dst % 128 == 0); \ assert((uintptr_t) src0 % 128 == 0); \ - hvx_arith_loop_body(HVX_Vector, HVX_Vector, HVX_UVector, hvx_vec_store_a, OP_MACRO); \ + hvx_arith_loop_body(HVX_Vector, HVX_Vector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ } \ static inline void OP_NAME##_aua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) dst % 128 == 0); \ assert((uintptr_t) src1 % 128 == 0); \ - hvx_arith_loop_body(HVX_Vector, HVX_UVector, HVX_Vector, hvx_vec_store_a, OP_MACRO); \ + hvx_arith_loop_body(HVX_Vector, HVX_UVector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ } \ static inline void OP_NAME##_auu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) dst % 128 == 0); \ - hvx_arith_loop_body(HVX_Vector, HVX_UVector, HVX_UVector, hvx_vec_store_a, OP_MACRO); \ + hvx_arith_loop_body(HVX_Vector, HVX_UVector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ } \ static inline void OP_NAME##_uaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) src0 % 128 == 0); \ assert((uintptr_t) src1 % 128 == 0); \ - hvx_arith_loop_body(HVX_UVector, HVX_Vector, HVX_Vector, hvx_vec_store_u, OP_MACRO); \ + hvx_arith_loop_body(HVX_UVector, HVX_Vector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ } \ static inline void OP_NAME##_uau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) src0 % 128 == 0); \ - hvx_arith_loop_body(HVX_UVector, HVX_Vector, HVX_UVector, hvx_vec_store_u, OP_MACRO); \ + hvx_arith_loop_body(HVX_UVector, HVX_Vector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ } \ static inline void OP_NAME##_uua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ assert((uintptr_t) src1 % 128 == 0); \ - hvx_arith_loop_body(HVX_UVector, HVX_UVector, HVX_Vector, hvx_vec_store_u, OP_MACRO); \ + hvx_arith_loop_body(HVX_UVector, HVX_UVector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ } \ static inline void OP_NAME##_uuu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ - hvx_arith_loop_body(HVX_UVector, HVX_UVector, HVX_UVector, hvx_vec_store_u, OP_MACRO); \ + hvx_arith_loop_body(HVX_UVector, HVX_UVector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ } \ -DEFINE_HVX_BINARY_OP_VARIANTS(hvx_add_f32, HVX_OP_ADD) -DEFINE_HVX_BINARY_OP_VARIANTS(hvx_sub_f32, HVX_OP_SUB) -DEFINE_HVX_BINARY_OP_VARIANTS(hvx_mul_f32, HVX_OP_MUL) +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_add_f32, HVX_OP_ADD_F32, float) +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_sub_f32, HVX_OP_SUB_F32, float) +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_mul_f32, HVX_OP_MUL_F32, float) + +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_add_f16, HVX_OP_ADD_F16, _Float16) +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_sub_f16, HVX_OP_SUB_F16, _Float16) +DEFINE_HVX_BINARY_OP_VARIANTS(hvx_mul_f16, HVX_OP_MUL_F16, _Float16) // Dispatcher logic #define HVX_BINARY_DISPATCHER(OP_NAME) \ @@ -115,6 +128,10 @@ HVX_BINARY_DISPATCHER(hvx_add_f32) HVX_BINARY_DISPATCHER(hvx_sub_f32) HVX_BINARY_DISPATCHER(hvx_mul_f32) +HVX_BINARY_DISPATCHER(hvx_add_f16) +HVX_BINARY_DISPATCHER(hvx_sub_f16) +HVX_BINARY_DISPATCHER(hvx_mul_f16) + // Mul-Mul Optimized static inline void hvx_mul_mul_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, const uint8_t * restrict src2, const uint32_t num_elems) { assert((unsigned long) dst % 128 == 0); @@ -136,26 +153,25 @@ static inline void hvx_mul_mul_f32_aa(uint8_t * restrict dst, const uint8_t * re _Pragma("unroll(4)") for (; i < nvec; i++) { - HVX_Vector v1 = HVX_OP_MUL(vsrc0[i], vsrc1[i]); + HVX_Vector v1 = HVX_OP_MUL_F32(vsrc0[i], vsrc1[i]); vdst[i] = HVX_OP_MUL(v1, vsrc2[i]); } if (nloe) { - HVX_Vector v1 = HVX_OP_MUL(vsrc0[i], vsrc1[i]); - HVX_Vector v2 = HVX_OP_MUL(v1, vsrc2[i]); + HVX_Vector v1 = HVX_OP_MUL_F32(vsrc0[i], vsrc1[i]); + HVX_Vector v2 = HVX_OP_MUL_F32(v1, vsrc2[i]); hvx_vec_store_a((void *) &vdst[i], nloe * elem_size, v2); } } // Scalar Operations -#define hvx_scalar_loop_body(dst_type, src_type, vec_store, scalar_op_macro) \ +#define hvx_scalar_loop_body(dst_type, src_type, elem_size, vec_store, scalar_op_macro) \ do { \ dst_type * restrict vdst = (dst_type *) dst; \ src_type * restrict vsrc = (src_type *) src; \ \ - const uint32_t elem_size = sizeof(float); \ - const uint32_t epv = 128 / elem_size; \ + const uint32_t epv = 128 / (elem_size); \ const uint32_t nvec = n / epv; \ const uint32_t nloe = n % epv; \ \ @@ -169,138 +185,88 @@ static inline void hvx_mul_mul_f32_aa(uint8_t * restrict dst, const uint8_t * re if (nloe) { \ HVX_Vector v = vsrc[i]; \ v = scalar_op_macro(v); \ - vec_store((void *) &vdst[i], nloe * elem_size, v); \ + vec_store((void *) &vdst[i], nloe * (elem_size), v); \ } \ } while(0) -#define HVX_OP_ADD_SCALAR(v) \ +#define HVX_OP_ADD_SCALAR_F32(v) \ ({ \ const HVX_VectorPred pred_inf = Q6_Q_vcmp_eq_VwVw(inf, v); \ - HVX_Vector out = HVX_OP_ADD(v, val_vec); \ + HVX_Vector out = HVX_OP_ADD_F32(v, val_vec); \ Q6_V_vmux_QVV(pred_inf, inf, out); \ }) -#define HVX_OP_MUL_SCALAR(v) HVX_OP_MUL(v, val_vec) -#define HVX_OP_SUB_SCALAR(v) HVX_OP_SUB(v, val_vec) +#define HVX_OP_MUL_SCALAR_F32(v) HVX_OP_MUL_F32(v, val_vec) +#define HVX_OP_SUB_SCALAR_F32(v) HVX_OP_SUB_F32(v, val_vec) -// Add Scalar Variants +#define HVX_OP_ADD_SCALAR_F16(v) \ + ({ \ + const HVX_VectorPred pred_inf = Q6_Q_vcmp_eq_VhVh(inf, v); \ + HVX_Vector out = HVX_OP_ADD_F16(v, val_vec); \ + Q6_V_vmux_QVV(pred_inf, inf, out); \ + }) -static inline void hvx_add_scalar_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - const HVX_Vector inf = hvx_vec_splat_f32(INFINITY); - assert((unsigned long) dst % 128 == 0); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a, HVX_OP_ADD_SCALAR); +#define HVX_OP_MUL_SCALAR_F16(v) HVX_OP_MUL_F16(v, val_vec) +#define HVX_OP_SUB_SCALAR_F16(v) HVX_OP_SUB_F16(v, val_vec) + +// Scalar Variants + +// Generic macro to define alignment permutations for an op +#define DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(OP_NAME, OP_MACRO, SPLAT_MACRO, ELEM_TYPE) \ +static inline void OP_NAME##_aa(uint8_t * restrict dst, const uint8_t * restrict src, const ELEM_TYPE val, uint32_t n) { \ + const HVX_Vector val_vec = SPLAT_MACRO(val); \ + const HVX_Vector inf = SPLAT_MACRO((ELEM_TYPE)INFINITY); UNUSED(inf); \ + assert((uintptr_t) dst % 128 == 0); \ + assert((uintptr_t) src % 128 == 0); \ + hvx_scalar_loop_body(HVX_Vector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ +} \ +static inline void OP_NAME##_au(uint8_t * restrict dst, const uint8_t * restrict src, const ELEM_TYPE val, uint32_t n) { \ + const HVX_Vector val_vec = SPLAT_MACRO(val); \ + const HVX_Vector inf = SPLAT_MACRO((ELEM_TYPE)INFINITY); UNUSED(inf); \ + assert((uintptr_t) dst % 128 == 0); \ + hvx_scalar_loop_body(HVX_Vector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_a, OP_MACRO); \ +} \ +static inline void OP_NAME##_ua(uint8_t * restrict dst, const uint8_t * restrict src, const ELEM_TYPE val, uint32_t n) { \ + const HVX_Vector val_vec = SPLAT_MACRO(val); \ + const HVX_Vector inf = SPLAT_MACRO((ELEM_TYPE)INFINITY); UNUSED(inf); \ + assert((uintptr_t) src % 128 == 0); \ + hvx_scalar_loop_body(HVX_UVector, HVX_Vector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ +} \ +static inline void OP_NAME##_uu(uint8_t * restrict dst, const uint8_t * restrict src, const ELEM_TYPE val, uint32_t n) { \ + const HVX_Vector val_vec = SPLAT_MACRO(val); \ + const HVX_Vector inf = SPLAT_MACRO((ELEM_TYPE)INFINITY); UNUSED(inf); \ + hvx_scalar_loop_body(HVX_UVector, HVX_UVector, sizeof(ELEM_TYPE), hvx_vec_store_u, OP_MACRO); \ +} \ + +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_add_scalar_f32, HVX_OP_ADD_SCALAR_F32, hvx_vec_splat_f32, float) +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_sub_scalar_f32, HVX_OP_SUB_SCALAR_F32, hvx_vec_splat_f32, float) +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_mul_scalar_f32, HVX_OP_MUL_SCALAR_F32, hvx_vec_splat_f32, float) + +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_add_scalar_f16, HVX_OP_ADD_SCALAR_F16, hvx_vec_splat_f16, _Float16) +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_sub_scalar_f16, HVX_OP_SUB_SCALAR_F16, hvx_vec_splat_f16, _Float16) +DEFINE_HVX_BINARY_SCALAR_OP_VARIANTS(hvx_mul_scalar_f16, HVX_OP_MUL_SCALAR_F16, hvx_vec_splat_f16, _Float16) + +// Dispatcher logic +#define HVX_BINARY_SCALAR_DISPATCHER(OP_NAME, ELEM_TYPE) \ +static inline void OP_NAME(uint8_t * restrict dst, const uint8_t * restrict src, const ELEM_TYPE val, const uint32_t num_elems) { \ + if (hex_is_aligned((void *) dst, 128) && hex_is_aligned((void *) src, 128)) { \ + OP_NAME##_aa(dst, src, val, num_elems); \ + } else if (hex_is_aligned((void *) dst, 128)) { \ + OP_NAME##_au(dst, src, val, num_elems); \ + } else if (hex_is_aligned((void *) src, 128)) { \ + OP_NAME##_ua(dst, src, val, num_elems); \ + } else { \ + OP_NAME##_uu(dst, src, val, num_elems); \ + } \ } -static inline void hvx_add_scalar_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - const HVX_Vector inf = hvx_vec_splat_f32(INFINITY); - assert((unsigned long) dst % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a, HVX_OP_ADD_SCALAR); -} +HVX_BINARY_SCALAR_DISPATCHER(hvx_add_scalar_f32, float) +HVX_BINARY_SCALAR_DISPATCHER(hvx_sub_scalar_f32, float) +HVX_BINARY_SCALAR_DISPATCHER(hvx_mul_scalar_f32, float) -static inline void hvx_add_scalar_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - const HVX_Vector inf = hvx_vec_splat_f32(INFINITY); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u, HVX_OP_ADD_SCALAR); -} - -static inline void hvx_add_scalar_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - static const float kInf = INFINITY; - const HVX_Vector inf = hvx_vec_splat_f32(kInf); - hvx_scalar_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u, HVX_OP_ADD_SCALAR); -} - -// Sub Scalar Variants - -static inline void hvx_sub_scalar_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) dst % 128 == 0); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a, HVX_OP_SUB_SCALAR); -} - -static inline void hvx_sub_scalar_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) dst % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a, HVX_OP_SUB_SCALAR); -} - -static inline void hvx_sub_scalar_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u, HVX_OP_SUB_SCALAR); -} - -static inline void hvx_sub_scalar_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - hvx_scalar_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u, HVX_OP_SUB_SCALAR); -} - -// Mul Scalar Variants - -static inline void hvx_mul_scalar_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) dst % 128 == 0); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a, HVX_OP_MUL_SCALAR); -} - -static inline void hvx_mul_scalar_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) dst % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a, HVX_OP_MUL_SCALAR); -} - -static inline void hvx_mul_scalar_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u, HVX_OP_MUL_SCALAR); -} - -static inline void hvx_mul_scalar_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { - const HVX_Vector val_vec = hvx_vec_splat_f32(val); - hvx_scalar_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u, HVX_OP_MUL_SCALAR); -} - -static inline void hvx_add_scalar_f32(uint8_t * restrict dst, const uint8_t * restrict src, const float val, const int num_elems) { - if (hex_is_aligned((void *) dst, 128) && hex_is_aligned((void *) src, 128)) { - hvx_add_scalar_f32_aa(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) dst, 128)) { - hvx_add_scalar_f32_au(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) src, 128)) { - hvx_add_scalar_f32_ua(dst, src, val, num_elems); - } else { - hvx_add_scalar_f32_uu(dst, src, val, num_elems); - } -} - -static inline void hvx_mul_scalar_f32(uint8_t * restrict dst, const uint8_t * restrict src, const float val, const int num_elems) { - if (hex_is_aligned((void *) dst, 128) && hex_is_aligned((void *) src, 128)) { - hvx_mul_scalar_f32_aa(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) dst, 128)) { - hvx_mul_scalar_f32_au(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) src, 128)) { - hvx_mul_scalar_f32_ua(dst, src, val, num_elems); - } else { - hvx_mul_scalar_f32_uu(dst, src, val, num_elems); - } -} - -static inline void hvx_sub_scalar_f32(uint8_t * restrict dst, const uint8_t * restrict src, const float val, const int num_elems) { - if (hex_is_aligned((void *) dst, 128) && hex_is_aligned((void *) src, 128)) { - hvx_sub_scalar_f32_aa(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) dst, 128)) { - hvx_sub_scalar_f32_au(dst, src, val, num_elems); - } else if (hex_is_aligned((void *) src, 128)) { - hvx_sub_scalar_f32_ua(dst, src, val, num_elems); - } else { - hvx_sub_scalar_f32_uu(dst, src, val, num_elems); - } -} +HVX_BINARY_SCALAR_DISPATCHER(hvx_add_scalar_f16, _Float16) +HVX_BINARY_SCALAR_DISPATCHER(hvx_sub_scalar_f16, _Float16) +HVX_BINARY_SCALAR_DISPATCHER(hvx_mul_scalar_f16, _Float16) // MIN Scalar variants @@ -310,24 +276,24 @@ static inline void hvx_min_scalar_f32_aa(uint8_t * restrict dst, const uint8_t * const HVX_Vector val_vec = hvx_vec_splat_f32(val); assert((unsigned long) dst % 128 == 0); assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a, HVX_OP_MIN_SCALAR); + hvx_scalar_loop_body(HVX_Vector, HVX_Vector, sizeof(float), hvx_vec_store_a, HVX_OP_MIN_SCALAR); } static inline void hvx_min_scalar_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { const HVX_Vector val_vec = hvx_vec_splat_f32(val); assert((unsigned long) dst % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a, HVX_OP_MIN_SCALAR); + hvx_scalar_loop_body(HVX_Vector, HVX_UVector, sizeof(float), hvx_vec_store_a, HVX_OP_MIN_SCALAR); } static inline void hvx_min_scalar_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { const HVX_Vector val_vec = hvx_vec_splat_f32(val); assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u, HVX_OP_MIN_SCALAR); + hvx_scalar_loop_body(HVX_UVector, HVX_Vector, sizeof(float), hvx_vec_store_u, HVX_OP_MIN_SCALAR); } static inline void hvx_min_scalar_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, const float val, uint32_t n) { const HVX_Vector val_vec = hvx_vec_splat_f32(val); - hvx_scalar_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u, HVX_OP_MIN_SCALAR); + hvx_scalar_loop_body(HVX_UVector, HVX_UVector, sizeof(float), hvx_vec_store_u, HVX_OP_MIN_SCALAR); } static inline void hvx_min_scalar_f32(uint8_t * restrict dst, const uint8_t * restrict src, const float val, const int num_elems) { @@ -357,27 +323,27 @@ static inline void hvx_clamp_scalar_f32_aa(uint8_t * restrict dst, const uint8_t const HVX_Vector max_vec = hvx_vec_splat_f32(max); assert((unsigned long) dst % 128 == 0); assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a, HVX_OP_CLAMP_SCALAR); + hvx_scalar_loop_body(HVX_Vector, HVX_Vector, sizeof(float), hvx_vec_store_a, HVX_OP_CLAMP_SCALAR); } static inline void hvx_clamp_scalar_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, const float min, const float max, uint32_t n) { const HVX_Vector min_vec = hvx_vec_splat_f32(min); const HVX_Vector max_vec = hvx_vec_splat_f32(max); assert((unsigned long) dst % 128 == 0); - hvx_scalar_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a, HVX_OP_CLAMP_SCALAR); + hvx_scalar_loop_body(HVX_Vector, HVX_UVector, sizeof(float), hvx_vec_store_a, HVX_OP_CLAMP_SCALAR); } static inline void hvx_clamp_scalar_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, const float min, const float max, uint32_t n) { const HVX_Vector min_vec = hvx_vec_splat_f32(min); const HVX_Vector max_vec = hvx_vec_splat_f32(max); assert((unsigned long) src % 128 == 0); - hvx_scalar_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u, HVX_OP_CLAMP_SCALAR); + hvx_scalar_loop_body(HVX_UVector, HVX_Vector, sizeof(float), hvx_vec_store_u, HVX_OP_CLAMP_SCALAR); } static inline void hvx_clamp_scalar_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, const float min, const float max, uint32_t n) { const HVX_Vector min_vec = hvx_vec_splat_f32(min); const HVX_Vector max_vec = hvx_vec_splat_f32(max); - hvx_scalar_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u, HVX_OP_CLAMP_SCALAR); + hvx_scalar_loop_body(HVX_UVector, HVX_UVector, sizeof(float), hvx_vec_store_u, HVX_OP_CLAMP_SCALAR); } static inline void hvx_clamp_scalar_f32(uint8_t * restrict dst, const uint8_t * restrict src, const float min, const float max, const int num_elems) { @@ -396,7 +362,7 @@ static inline void hvx_clamp_scalar_f32(uint8_t * restrict dst, const uint8_t * // Square // -#define hvx_sqr_loop_body(dst_type, src_type, vec_store) \ +#define hvx_sqr_f32_loop_body(dst_type, src_type, vec_store) \ do { \ dst_type * restrict vdst = (dst_type *) dst; \ src_type * restrict vsrc = (src_type *) src; \ @@ -410,10 +376,10 @@ static inline void hvx_clamp_scalar_f32(uint8_t * restrict dst, const uint8_t * \ _Pragma("unroll(4)") \ for (; i < nvec; i++) { \ - vdst[i] = HVX_OP_MUL(vsrc[i], vsrc[i]); \ + vdst[i] = HVX_OP_MUL_F32(vsrc[i], vsrc[i]); \ } \ if (nloe) { \ - HVX_Vector v = HVX_OP_MUL(vsrc[i], vsrc[i]); \ + HVX_Vector v = HVX_OP_MUL_F32(vsrc[i], vsrc[i]); \ vec_store((void *) &vdst[i], nloe * elem_size, v); \ } \ } while(0) @@ -421,21 +387,21 @@ static inline void hvx_clamp_scalar_f32(uint8_t * restrict dst, const uint8_t * static inline void hvx_sqr_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { assert((unsigned long) dst % 128 == 0); assert((unsigned long) src % 128 == 0); - hvx_sqr_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a); + hvx_sqr_f32_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a); } static inline void hvx_sqr_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { assert((unsigned long) dst % 128 == 0); - hvx_sqr_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a); + hvx_sqr_f32_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a); } static inline void hvx_sqr_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { assert((unsigned long) src % 128 == 0); - hvx_sqr_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u); + hvx_sqr_f32_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u); } static inline void hvx_sqr_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { - hvx_sqr_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u); + hvx_sqr_f32_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u); } static inline void hvx_sqr_f32(uint8_t * restrict dst, const uint8_t * restrict src, const uint32_t num_elems) { @@ -454,17 +420,24 @@ static inline void hvx_sqr_f32(uint8_t * restrict dst, const uint8_t * restrict } } -#undef HVX_OP_ADD -#undef HVX_OP_SUB -#undef HVX_OP_MUL +#undef HVX_OP_ADD_F32 +#undef HVX_OP_SUB_F32 +#undef HVX_OP_MUL_F32 +#undef HVX_OP_ADD_F16 +#undef HVX_OP_SUB_F16 +#undef HVX_OP_MUL_F16 #undef hvx_arith_loop_body -#undef HVX_OP_ADD_SCALAR -#undef HVX_OP_SUB_SCALAR -#undef HVX_OP_MUL_SCALAR +#undef HVX_OP_ADD_SCALAR_F32 +#undef HVX_OP_SUB_SCALAR_F32 +#undef HVX_OP_MUL_SCALAR_F32 +#undef HVX_OP_ADD_SCALAR_F16 +#undef HVX_OP_SUB_SCALAR_F16 +#undef HVX_OP_MUL_SCALAR_F16 #undef hvx_scalar_loop_body #undef HVX_OP_MIN_SCALAR #undef HVX_OP_CLAMP_SCALAR #undef DEFINE_HVX_BINARY_OP_VARIANTS #undef HVX_BINARY_DISPATCHER +#undef UNUSED #endif // HVX_ARITH_H diff --git a/ggml/src/ggml-hexagon/htp/hvx-base.h b/ggml/src/ggml-hexagon/htp/hvx-base.h index 12a1b7f128..db05ab40d2 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-base.h +++ b/ggml/src/ggml-hexagon/htp/hvx-base.h @@ -3,10 +3,15 @@ #include #include +#include +#include #include "hex-utils.h" #include "hvx-types.h" +#define hvx_vmem(A) *((HVX_Vector *)(A)) +#define hvx_vmemu(A) *((HVX_UVector *)(A)) + static inline void hvx_vec_store_u(void * restrict dst, uint32_t n, HVX_Vector v) { // Rotate as needed. v = Q6_V_vlalign_VVR(v, v, (size_t) dst); @@ -38,7 +43,7 @@ static inline HVX_Vector hvx_vec_splat_f32(float v) { return Q6_V_vsplat_R(u.i); } -static inline HVX_Vector hvx_vec_splat_f16(float v) { +static inline HVX_Vector hvx_vec_splat_f16(_Float16 v) { union { __fp16 f; uint16_t i; } u = { .f = v }; return Q6_Vh_vsplat_R(u.i); } @@ -110,11 +115,15 @@ static inline HVX_VectorPred hvx_vec_is_nan_f16(HVX_Vector v) { return Q6_Q_and_QQ(p_exp, p_frac); } -static inline HVX_Vector hvx_vec_f32_to_f16(HVX_Vector v0, HVX_Vector v1) { - const HVX_Vector zero = Q6_V_vsplat_R(0); +static inline HVX_Vector hvx_vec_f32_to_f16_shuff(HVX_Vector v0, HVX_Vector v1) { + const HVX_Vector zero = Q6_V_vzero(); HVX_Vector q0 = Q6_Vqf32_vadd_VsfVsf(v0, zero); HVX_Vector q1 = Q6_Vqf32_vadd_VsfVsf(v1, zero); - HVX_Vector v = Q6_Vh_vdeal_Vh(Q6_Vhf_equals_Wqf32(Q6_W_vcombine_VV(q1, q0))); + return Q6_Vhf_equals_Wqf32(Q6_W_vcombine_VV(q1, q0)); +} + +static inline HVX_Vector hvx_vec_f32_to_f16(HVX_Vector v0, HVX_Vector v1) { + HVX_Vector v = Q6_Vh_vdeal_Vh(hvx_vec_f32_to_f16_shuff(v0, v1)); #if __HVX_ARCH__ < 79 // replace NaNs with -INF, older arches produce NaNs for (-INF + 0.0) @@ -126,6 +135,30 @@ static inline HVX_Vector hvx_vec_f32_to_f16(HVX_Vector v0, HVX_Vector v1) { return v; } +#if __HVX_ARCH__ >= 79 +static inline HVX_VectorPair hvx_vec_f16_to_f32_shuff(HVX_Vector v) { + const HVX_Vector one = hvx_vec_splat_f16(1.0); + HVX_VectorPair p = Q6_Wsf_vmpy_VhfVhf(v, one); + return Q6_W_vcombine_VV(Q6_V_hi_W(p), Q6_V_lo_W(p)); +} +static inline HVX_VectorPair hvx_vec_f16_to_f32(HVX_Vector v) { + const HVX_Vector one = hvx_vec_splat_f16(1.0); + HVX_VectorPair p = Q6_Wsf_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(v), one); + return Q6_W_vcombine_VV(Q6_V_hi_W(p), Q6_V_lo_W(p)); +} +#else +static inline HVX_VectorPair hvx_vec_f16_to_f32_shuff(HVX_Vector v) { + const HVX_Vector one = hvx_vec_splat_f16(1.0); + HVX_VectorPair p = Q6_Wqf32_vmpy_VhfVhf(v, one); + return Q6_W_vcombine_VV(Q6_Vsf_equals_Vqf32(Q6_V_hi_W(p)), Q6_Vsf_equals_Vqf32(Q6_V_lo_W(p))); +} +static inline HVX_VectorPair hvx_vec_f16_to_f32(HVX_Vector v) { + const HVX_Vector one = hvx_vec_splat_f16(1.0); + HVX_VectorPair p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(v), one); + return Q6_W_vcombine_VV(Q6_Vsf_equals_Vqf32(Q6_V_hi_W(p)), Q6_Vsf_equals_Vqf32(Q6_V_lo_W(p))); +} +#endif + /* Q6_Vsf_equals_Vw is only available on v73+.*/ #if __HVX_ARCH__ < 73 static inline HVX_Vector hvx_vec_i32_to_qf32(HVX_Vector const in) @@ -170,4 +203,71 @@ static inline HVX_Vector hvx_vec_i16_from_hf_rnd_sat(HVX_Vector vin) { return Q6_Vh_vround_VwVw_sat(vsf_1, vsf_0); } +#if __HVX_ARCH__ < 79 + +static inline HVX_VectorPair hvx_vec_mpyacc_f32_f16(HVX_VectorPair acc, HVX_Vector x, HVX_Vector y) +{ + HVX_VectorPair m = Q6_Wqf32_vmpy_VhfVhf(x, y); + HVX_Vector a0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_V_lo_W(m), Q6_V_lo_W(acc))); + HVX_Vector a1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_V_hi_W(m), Q6_V_hi_W(acc))); + return Q6_W_vcombine_VV(a1, a0); +} + +#else + +static inline HVX_VectorPair hvx_vec_mpyacc_f32_f16(HVX_VectorPair acc, HVX_Vector x, HVX_Vector y) +{ + return Q6_Wsf_vmpyacc_WsfVhfVhf(acc, x, y); +} + +#endif + +#if __HVX_ARCH__ < 79 + +static inline HVX_Vector hvx_vec_add_f16_f16(HVX_Vector a, HVX_Vector b) +{ + const HVX_Vector negone = Q6_Vh_vsplat_R(0xBC00); // -1.0 in IEEE FP16 + const HVX_Vector one = Q6_Vh_vsplat_R(0x3C00); // 1.0 in IEEE FP16 + HVX_VectorPair a_p = Q6_Wqf32_vmpy_VhfVhf(a, one); + HVX_VectorPair b_p = Q6_Wqf32_vmpy_VhfVhf(b, negone); + HVX_Vector a0 = Q6_Vqf32_vsub_Vqf32Vqf32(Q6_V_lo_W(a_p), Q6_V_lo_W(b_p)); + HVX_Vector a1 = Q6_Vqf32_vsub_Vqf32Vqf32(Q6_V_hi_W(a_p), Q6_V_hi_W(b_p)); + return Q6_Vhf_equals_Wqf32(Q6_W_vcombine_VV(a1, a0)); +} + +static inline HVX_Vector hvx_vec_sub_f16_f16(HVX_Vector a, HVX_Vector b) +{ + const HVX_Vector negone = Q6_Vh_vsplat_R(0xBC00); // -1.0 in IEEE FP16 + const HVX_Vector one = Q6_Vh_vsplat_R(0x3C00); // 1.0 in IEEE FP16 + HVX_VectorPair a_p = Q6_Wqf32_vmpy_VhfVhf(a, one); + HVX_VectorPair b_p = Q6_Wqf32_vmpy_VhfVhf(b, negone); + HVX_Vector a0 = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(a_p), Q6_V_lo_W(b_p)); + HVX_Vector a1 = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_hi_W(a_p), Q6_V_hi_W(b_p)); + return Q6_Vhf_equals_Wqf32(Q6_W_vcombine_VV(a1, a0)); +} + +static inline HVX_Vector hvx_vec_mul_f16_f16(HVX_Vector a, HVX_Vector b) +{ + return Q6_Vhf_equals_Wqf32(Q6_Wqf32_vmpy_VhfVhf(a, b)); +} + +#else + +static inline HVX_Vector hvx_vec_add_f16_f16(HVX_Vector a, HVX_Vector b) +{ + return Q6_Vhf_vadd_VhfVhf(a, b); +} + +static inline HVX_Vector hvx_vec_sub_f16_f16(HVX_Vector a, HVX_Vector b) +{ + return Q6_Vhf_vsub_VhfVhf(a, b); +} + +static inline HVX_Vector hvx_vec_mul_f16_f16(HVX_Vector a, HVX_Vector b) +{ + return Q6_Vhf_vmpy_VhfVhf(a, b); +} + +#endif // __HVX_ARCH__ < 79 + #endif /* HVX_BASE_H */ diff --git a/ggml/src/ggml-hexagon/htp/hvx-copy.h b/ggml/src/ggml-hexagon/htp/hvx-copy.h index ae0dbed030..851482e01b 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-copy.h +++ b/ggml/src/ggml-hexagon/htp/hvx-copy.h @@ -42,11 +42,11 @@ static inline void hvx_splat_f32_u(uint8_t * restrict dst, float v, uint32_t n) hvx_splat_u(dst, hvx_vec_splat_f32(v), n, sizeof(float)); } -static inline void hvx_splat_f16_a(uint8_t * restrict dst, float v, uint32_t n) { +static inline void hvx_splat_f16_a(uint8_t * restrict dst, _Float16 v, uint32_t n) { hvx_splat_u(dst, hvx_vec_splat_f16(v), n, sizeof(__fp16)); } -static inline void hvx_splat_f16_u(uint8_t * restrict dst, float v, uint32_t n) { +static inline void hvx_splat_f16_u(uint8_t * restrict dst, _Float16 v, uint32_t n) { hvx_splat_u(dst, hvx_vec_splat_f16(v), n, sizeof(__fp16)); } diff --git a/ggml/src/ggml-hexagon/htp/hvx-div.h b/ggml/src/ggml-hexagon/htp/hvx-div.h index 7dae012e0e..53ee304e74 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-div.h +++ b/ggml/src/ggml-hexagon/htp/hvx-div.h @@ -15,11 +15,183 @@ #include "hvx-arith.h" #if __HVX_ARCH__ < 79 -#define HVX_OP_MUL(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(a, b)) +#define HVX_OP_MUL_F32(a, b) Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(a, b)) +#define HVX_OP_MUL_F16(a, b) Q6_Vhf_equals_Wqf32(Q6_Wqf32_vmpy_VhfVhf(a, b)) #else -#define HVX_OP_MUL(a, b) Q6_Vsf_vmpy_VsfVsf(a, b) +#define HVX_OP_MUL_F32(a, b) Q6_Vsf_vmpy_VsfVsf(a, b) +#define HVX_OP_MUL_F16(a, b) Q6_Vhf_vmpy_VhfVhf(a, b) #endif +// Compute div by scaler in f32. Requires first by expanding fp32 to fp16 and converting the result back to fp32. +static inline HVX_Vector hvx_div_mul_f16_const_using_f32(HVX_Vector vec1_hf, HVX_Vector vec2_sf_const, HVX_Vector vec_hf_one_1_0) { +#if __HVX_ARCH__ < 79 + HVX_VectorPair src_to_f32 = Q6_Wqf32_vmpy_VhfVhf(vec1_hf, vec_hf_one_1_0); + HVX_Vector src_to_f32_0 = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(src_to_f32)); + HVX_Vector src_to_f32_1 = Q6_Vsf_equals_Vqf32(Q6_V_hi_W(src_to_f32)); +#else + HVX_VectorPair src_to_f32 = Q6_Wsf_vmpy_VhfVhf(vec1_hf, vec_hf_one_1_0); + HVX_Vector src_to_f32_0 = Q6_V_lo_W(src_to_f32); + HVX_Vector src_to_f32_1 = Q6_V_hi_W(src_to_f32); +#endif + + HVX_Vector div_f32_0 = HVX_OP_MUL_F32(src_to_f32_0, vec2_sf_const); + HVX_Vector div_f32_1 = HVX_OP_MUL_F32(src_to_f32_1, vec2_sf_const); + +#if __HVX_ARCH__ < 79 + HVX_Vector res = hvx_vec_f32_to_f16(div_f32_0, div_f32_1); +#else + HVX_Vector res = Q6_Vhf_vcvt_VsfVsf(div_f32_0, div_f32_1); +#endif + return res; +} + +// Variant for =v79 +static inline HVX_Vector hvx_vec_hybrid_div_f16(HVX_Vector vec1, HVX_Vector vec2, HVX_Vector f32_nan_inf_mask, HVX_Vector f16_nan_inf_mask, HVX_Vector vec_hf_one_1_0) { +#if __HVX_ARCH__ < 79 + // For older architectures, use f16 reciprocal to avoid NaN/-inf issues + HVX_Vector vec2_inv = hvx_vec_inverse_f16_guard(vec2, f16_nan_inf_mask); + return HVX_OP_MUL_F16(vec1, vec2_inv); +#else + return hvx_vec_div_f16_using_f32(vec1, vec2, f32_nan_inf_mask, vec_hf_one_1_0); +#endif +} + +#define hvx_div_f16_loop_body(dst_type, src0_type, src1_type, vec_store) \ + do { \ + dst_type * restrict vdst = (dst_type *) dst; \ + src0_type * restrict vsrc0 = (src0_type *) src0; \ + src1_type * restrict vsrc1 = (src1_type *) src1; \ + \ + const HVX_Vector f32_nan_inf_mask = Q6_V_vsplat_R(0x7f800000); \ + const HVX_Vector f16_nan_inf_mask = Q6_Vh_vsplat_R(0x7c00); \ + const HVX_Vector hf_one = Q6_Vh_vsplat_R(0x3C00); \ + \ + const uint32_t nvec = n / VLEN_FP16; \ + const uint32_t nloe = n % VLEN_FP16; \ + \ + uint32_t i = 0; \ + \ + _Pragma("unroll(4)") \ + for (; i < nvec; i++) { \ + HVX_Vector res = hvx_vec_hybrid_div_f16(vsrc0[i], vsrc1[i], \ + f32_nan_inf_mask, f16_nan_inf_mask, \ + hf_one); \ + vdst[i] = res; \ + } \ + if (nloe) { \ + HVX_Vector res = hvx_vec_hybrid_div_f16(vsrc0[i], vsrc1[i], \ + f32_nan_inf_mask, f16_nan_inf_mask, \ + hf_one); \ + vec_store((void *) &vdst[i], nloe * SIZEOF_FP16, res); \ + } \ + } while(0) + #define hvx_div_f32_loop_body(dst_type, src0_type, src1_type, vec_store) \ do { \ dst_type * restrict vdst = (dst_type *) dst; \ @@ -36,81 +208,84 @@ _Pragma("unroll(4)") \ for (; i < nvec; i++) { \ HVX_Vector inv_src1 = hvx_vec_inverse_f32_guard(vsrc1[i], nan_inf_mask); \ - HVX_Vector res = HVX_OP_MUL(vsrc0[i], inv_src1); \ + HVX_Vector res = HVX_OP_MUL_F32(vsrc0[i], inv_src1); \ vdst[i] = res; \ } \ if (nloe) { \ HVX_Vector inv_src1 = hvx_vec_inverse_f32_guard(vsrc1[i], nan_inf_mask); \ - HVX_Vector res = HVX_OP_MUL(vsrc0[i], inv_src1); \ + HVX_Vector res = HVX_OP_MUL_F32(vsrc0[i], inv_src1); \ vec_store((void *) &vdst[i], nloe * SIZEOF_FP32, res); \ } \ } while(0) -// 3-letter suffix variants -static inline void hvx_div_f32_aaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) dst % 128 == 0); - assert((uintptr_t) src0 % 128 == 0); - assert((uintptr_t) src1 % 128 == 0); - hvx_div_f32_loop_body(HVX_Vector, HVX_Vector, HVX_Vector, hvx_vec_store_a); +// Generic macro to define alignment permutations for an op +#define DEFINE_HVX_DIV_OP_VARIANTS(OP_NAME, OP_LOOP_BODY) \ +static inline void OP_NAME##_aaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + assert((uintptr_t) src0 % 128 == 0); \ + assert((uintptr_t) src1 % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_Vector, HVX_Vector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_aau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + assert((uintptr_t) src0 % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_Vector, HVX_UVector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_aua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + assert((uintptr_t) src1 % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_UVector, HVX_Vector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_auu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_UVector, HVX_UVector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_uaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) src0 % 128 == 0); \ + assert((uintptr_t) src1 % 128 == 0); \ + OP_LOOP_BODY(HVX_UVector, HVX_Vector, HVX_Vector, hvx_vec_store_u); \ +} \ +static inline void OP_NAME##_uau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) src0 % 128 == 0); \ + OP_LOOP_BODY(HVX_UVector, HVX_Vector, HVX_UVector, hvx_vec_store_u); \ +} \ +static inline void OP_NAME##_uua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + assert((uintptr_t) src1 % 128 == 0); \ + OP_LOOP_BODY(HVX_UVector, HVX_UVector, HVX_Vector, hvx_vec_store_u); \ +} \ +static inline void OP_NAME##_uuu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { \ + OP_LOOP_BODY(HVX_UVector, HVX_UVector, HVX_UVector, hvx_vec_store_u); \ +} \ + +// Dispatcher logic +#define HVX_DIV_DISPATCHER(OP_NAME) \ +static inline void OP_NAME(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, const uint32_t num_elems) { \ + if (hex_is_aligned((void *) dst, 128)) { \ + if (hex_is_aligned((void *) src0, 128)) { \ + if (hex_is_aligned((void *) src1, 128)) OP_NAME##_aaa(dst, src0, src1, num_elems); \ + else OP_NAME##_aau(dst, src0, src1, num_elems); \ + } else { \ + if (hex_is_aligned((void *) src1, 128)) OP_NAME##_aua(dst, src0, src1, num_elems); \ + else OP_NAME##_auu(dst, src0, src1, num_elems); \ + } \ + } else { \ + if (hex_is_aligned((void *) src0, 128)) { \ + if (hex_is_aligned((void *) src1, 128)) OP_NAME##_uaa(dst, src0, src1, num_elems); \ + else OP_NAME##_uau(dst, src0, src1, num_elems); \ + } else { \ + if (hex_is_aligned((void *) src1, 128)) OP_NAME##_uua(dst, src0, src1, num_elems); \ + else OP_NAME##_uuu(dst, src0, src1, num_elems); \ + } \ + } \ } -static inline void hvx_div_f32_aau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) dst % 128 == 0); - assert((uintptr_t) src0 % 128 == 0); - hvx_div_f32_loop_body(HVX_Vector, HVX_Vector, HVX_UVector, hvx_vec_store_a); -} +DEFINE_HVX_DIV_OP_VARIANTS(hvx_div_f32, hvx_div_f32_loop_body) +DEFINE_HVX_DIV_OP_VARIANTS(hvx_div_f16, hvx_div_f16_loop_body) -static inline void hvx_div_f32_aua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) dst % 128 == 0); - assert((uintptr_t) src1 % 128 == 0); - hvx_div_f32_loop_body(HVX_Vector, HVX_UVector, HVX_Vector, hvx_vec_store_a); -} +HVX_DIV_DISPATCHER(hvx_div_f32) +HVX_DIV_DISPATCHER(hvx_div_f16) -static inline void hvx_div_f32_auu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) dst % 128 == 0); - hvx_div_f32_loop_body(HVX_Vector, HVX_UVector, HVX_UVector, hvx_vec_store_a); -} - -static inline void hvx_div_f32_uaa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) src0 % 128 == 0); - assert((uintptr_t) src1 % 128 == 0); - hvx_div_f32_loop_body(HVX_UVector, HVX_Vector, HVX_Vector, hvx_vec_store_u); -} - -static inline void hvx_div_f32_uau(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) src0 % 128 == 0); - hvx_div_f32_loop_body(HVX_UVector, HVX_Vector, HVX_UVector, hvx_vec_store_u); -} - -static inline void hvx_div_f32_uua(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - assert((uintptr_t) src1 % 128 == 0); - hvx_div_f32_loop_body(HVX_UVector, HVX_UVector, HVX_Vector, hvx_vec_store_u); -} - -static inline void hvx_div_f32_uuu(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) { - hvx_div_f32_loop_body(HVX_UVector, HVX_UVector, HVX_UVector, hvx_vec_store_u); -} - -static inline void hvx_div_f32(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, const uint32_t num_elems) { - if (hex_is_aligned((void *) dst, 128)) { - if (hex_is_aligned((void *) src0, 128)) { - if (hex_is_aligned((void *) src1, 128)) hvx_div_f32_aaa(dst, src0, src1, num_elems); - else hvx_div_f32_aau(dst, src0, src1, num_elems); - } else { - if (hex_is_aligned((void *) src1, 128)) hvx_div_f32_aua(dst, src0, src1, num_elems); - else hvx_div_f32_auu(dst, src0, src1, num_elems); - } - } else { - if (hex_is_aligned((void *) src0, 128)) { - if (hex_is_aligned((void *) src1, 128)) hvx_div_f32_uaa(dst, src0, src1, num_elems); - else hvx_div_f32_uau(dst, src0, src1, num_elems); - } else { - if (hex_is_aligned((void *) src1, 128)) hvx_div_f32_uua(dst, src0, src1, num_elems); - else hvx_div_f32_uuu(dst, src0, src1, num_elems); - } - } -} - -#undef HVX_OP_MUL +#undef HVX_OP_MUL_F32 +#undef HVX_OP_MUL_F16 #endif // HVX_DIV_H diff --git a/ggml/src/ggml-hexagon/htp/hvx-exp.h b/ggml/src/ggml-hexagon/htp/hvx-exp.h index 44dfe232a3..84e4836dc9 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-exp.h +++ b/ggml/src/ggml-hexagon/htp/hvx-exp.h @@ -3,6 +3,7 @@ #include #include +#include #include "hvx-base.h" #include "hvx-floor.h" @@ -16,8 +17,8 @@ #define EXP_LOGN2 (0x3F317218) // ln(2) = 0.6931471805 #define EXP_LOG2E (0x3FB8AA3B) // log2(e) = 1/ln(2) = 1.4426950408 #define EXP_ONE (0x3f800000) // 1.0 -#define EXP_RANGE_R (0x41a00000) // 20.0 -#define EXP_RANGE_L (0xc1a00000) // -20.0 +#define EXP_RANGE_R (0x42B16666) // 88.7 +#define EXP_RANGE_L (0xC2B00000) // -88.0 (approx log(FLT_MIN)) static inline HVX_Vector hvx_vec_exp_f32(HVX_Vector in_vec) { HVX_Vector z_qf32_v; @@ -47,12 +48,12 @@ static inline HVX_Vector hvx_vec_exp_f32(HVX_Vector in_vec) { HVX_Vector temp_v = in_vec; - // Clamp inputs to (-20.0, 20.0) + // Clamp inputs to (-88.0, 88.0) to avoid overflow/underflow HVX_VectorPred pred_cap_right = Q6_Q_vcmp_gt_VsfVsf(in_vec, Q6_V_vsplat_R(EXP_RANGE_R)); HVX_VectorPred pred_cap_left = Q6_Q_vcmp_gt_VsfVsf(Q6_V_vsplat_R(EXP_RANGE_L), in_vec); in_vec = Q6_V_vmux_QVV(pred_cap_right, Q6_V_vsplat_R(EXP_RANGE_R), temp_v); - in_vec = Q6_V_vmux_QVV(pred_cap_left, Q6_V_vsplat_R(EXP_RANGE_L), temp_v); + in_vec = Q6_V_vmux_QVV(pred_cap_left, Q6_V_vsplat_R(EXP_RANGE_L), in_vec); epsilon_v = Q6_Vqf32_vmpy_VsfVsf(log2e, in_vec); epsilon_v = Q6_Vsf_equals_Vqf32(epsilon_v); @@ -69,12 +70,12 @@ static inline HVX_Vector hvx_vec_exp_f32(HVX_Vector in_vec) { // normalize before every QFloat's vmpy x_qf32_v = Q6_Vqf32_vadd_Vqf32Vsf(x_qf32_v, zero_v); + x_v = Q6_Vsf_equals_Vqf32(x_qf32_v); + // z = x * x; z_qf32_v = Q6_Vqf32_vmpy_Vqf32Vqf32(x_qf32_v, x_qf32_v); z_qf32_v = Q6_Vqf32_vadd_Vqf32Vsf(z_qf32_v, zero_v); - x_v = Q6_Vsf_equals_Vqf32(x_qf32_v); - // y = E4 + E5 * x; E_const = Q6_V_vsplat_R(EXP_COEFF_5); y_v = Q6_Vqf32_vmpy_VsfVsf(E_const, x_v); @@ -145,7 +146,7 @@ static inline HVX_Vector hvx_vec_exp_f32_guard(HVX_Vector in_vec, HVX_Vector max return Q6_V_vmux_QVV(pred0, inf, out); } -static inline void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int num_elems, bool negate) { +static inline void hvx_exp_f32(uint8_t * restrict dst, const uint8_t * restrict src, const int num_elems, bool negate) { int left_over = num_elems & (VLEN_FP32 - 1); int num_elems_whole = num_elems - left_over; @@ -162,7 +163,7 @@ static inline void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict HVX_Vector vec_out = Q6_V_vzero(); static const float kInf = INFINITY; - static const float kMaxExp = 88.02f; // log(INF) + static const float kMaxExp = 88.7f; const HVX_Vector max_exp = hvx_vec_splat_f32(kMaxExp); const HVX_Vector inf = hvx_vec_splat_f32(kInf); diff --git a/ggml/src/ggml-hexagon/htp/hvx-inverse.h b/ggml/src/ggml-hexagon/htp/hvx-inverse.h index 49f3efabbc..f2054f45ba 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-inverse.h +++ b/ggml/src/ggml-hexagon/htp/hvx-inverse.h @@ -67,7 +67,7 @@ static inline HVX_Vector hvx_vec_inverse_f16(HVX_Vector vals) { HVX_Vector vcl0 = Q6_Vuh_vcl0_Vuh(rm); //count leading zeros - // Get mantissa for 16-bit represenation + // Get mantissa for 16-bit representation HVX_Vector mant_recip = Q6_V_vand_VV(Q6_Vh_vasr_VhR(Q6_Vh_vasl_VhVh(rm, vcl0), 5), Q6_Vh_vsplat_R(0x03FF)); //Compute Reciprocal Exponent @@ -137,40 +137,74 @@ static inline HVX_Vector hvx_vec_inverse_f32_guard(HVX_Vector v_sf, HVX_Vector n } \ } while(0) -static inline void hvx_inverse_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { - assert((unsigned long) dst % 128 == 0); - assert((unsigned long) src % 128 == 0); - hvx_inverse_f32_loop_body(HVX_Vector, HVX_Vector, hvx_vec_store_a); +static inline HVX_Vector hvx_vec_inverse_f16_guard(HVX_Vector v_sf, HVX_Vector nan_inf_mask) { + HVX_Vector out = hvx_vec_inverse_f16(v_sf); + + HVX_Vector masked_out = Q6_V_vand_VV(out, nan_inf_mask); + const HVX_VectorPred pred = Q6_Q_vcmp_eq_VhVh(nan_inf_mask, masked_out); + + return Q6_V_vmux_QVV(pred, Q6_V_vzero(), out); } -static inline void hvx_inverse_f32_au(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { - assert((unsigned long) dst % 128 == 0); - hvx_inverse_f32_loop_body(HVX_Vector, HVX_UVector, hvx_vec_store_a); +#define hvx_inverse_f16_loop_body(dst_type, src_type, vec_store) \ + do { \ + dst_type * restrict vdst = (dst_type *) dst; \ + src_type * restrict vsrc = (src_type *) src; \ + \ + const HVX_Vector nan_inf_mask = Q6_Vh_vsplat_R(0x7c00); \ + \ + const uint32_t nvec = n / VLEN_FP16; \ + const uint32_t nloe = n % VLEN_FP16; \ + \ + uint32_t i = 0; \ + \ + _Pragma("unroll(4)") \ + for (; i < nvec; i++) { \ + vdst[i] = hvx_vec_inverse_f16_guard(vsrc[i], nan_inf_mask); \ + } \ + if (nloe) { \ + HVX_Vector v = hvx_vec_inverse_f16_guard(vsrc[i], nan_inf_mask); \ + vec_store((void *) &vdst[i], nloe * SIZEOF_FP16, v); \ + } \ + } while(0) + +// Generic macro to define alignment permutations for an op +#define DEFINE_HVX_INV_OP_VARIANTS(OP_NAME, OP_LOOP_BODY) \ +static inline void OP_NAME##_aa(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + assert((uintptr_t) src % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_Vector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_au(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { \ + assert((uintptr_t) dst % 128 == 0); \ + OP_LOOP_BODY(HVX_Vector, HVX_UVector, hvx_vec_store_a); \ +} \ +static inline void OP_NAME##_ua(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { \ + assert((uintptr_t) src % 128 == 0); \ + OP_LOOP_BODY(HVX_UVector, HVX_Vector, hvx_vec_store_u); \ +} \ +static inline void OP_NAME##_uu(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { \ + OP_LOOP_BODY(HVX_UVector, HVX_UVector, hvx_vec_store_u); \ +} \ + +// Dispatcher logic +#define HVX_INV_DISPATCHER(OP_NAME) \ +static inline void OP_NAME(uint8_t * restrict dst, const uint8_t * restrict src, const uint32_t num_elems) { \ + if (hex_is_aligned((void *) dst, 128) && hex_is_aligned((void *) src, 128)) { \ + OP_NAME##_aa(dst, src, num_elems); \ + } else if (hex_is_aligned((void *) dst, 128)) { \ + OP_NAME##_au(dst, src, num_elems); \ + } else if (hex_is_aligned((void *) src, 128)) { \ + OP_NAME##_ua(dst, src, num_elems); \ + } else { \ + OP_NAME##_uu(dst, src, num_elems); \ + } \ } -static inline void hvx_inverse_f32_ua(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { - assert((unsigned long) src % 128 == 0); - hvx_inverse_f32_loop_body(HVX_UVector, HVX_Vector, hvx_vec_store_u); -} +DEFINE_HVX_INV_OP_VARIANTS(hvx_inverse_f32, hvx_inverse_f32_loop_body) +DEFINE_HVX_INV_OP_VARIANTS(hvx_inverse_f16, hvx_inverse_f16_loop_body) -static inline void hvx_inverse_f32_uu(uint8_t * restrict dst, const uint8_t * restrict src, uint32_t n) { - hvx_inverse_f32_loop_body(HVX_UVector, HVX_UVector, hvx_vec_store_u); -} - -static inline void hvx_inverse_f32(uint8_t * restrict dst, uint8_t * restrict src, const int num_elems) { - if ((unsigned long) dst % 128 == 0) { - if ((unsigned long) src % 128 == 0) { - hvx_inverse_f32_aa(dst, src, num_elems); - } else { - hvx_inverse_f32_au(dst, src, num_elems); - } - } else { - if ((unsigned long) src % 128 == 0) { - hvx_inverse_f32_ua(dst, src, num_elems); - } else { - hvx_inverse_f32_uu(dst, src, num_elems); - } - } -} +HVX_INV_DISPATCHER(hvx_inverse_f32) +HVX_INV_DISPATCHER(hvx_inverse_f16) #endif // HVX_INVERSE_H diff --git a/ggml/src/ggml-hexagon/htp/hvx-reduce.h b/ggml/src/ggml-hexagon/htp/hvx-reduce.h index 1ca7c05d98..3c0073ef6d 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-reduce.h +++ b/ggml/src/ggml-hexagon/htp/hvx-reduce.h @@ -46,6 +46,21 @@ static inline HVX_Vector hvx_vec_reduce_sum_qf32(HVX_Vector in) { #if __HVX_ARCH__ > 75 +static inline HVX_Vector hvx_vec_reduce_sum_f32x4(HVX_Vector_x4 in) { + HVX_VectorPair sum_p01 = Q6_W_vshuff_VVR(in.v[1], in.v[0], 4); + HVX_VectorPair sum_p23 = Q6_W_vshuff_VVR(in.v[3], in.v[2], 4); + HVX_Vector sum_sf01 = Q6_Vsf_vadd_VsfVsf(Q6_V_lo_W(sum_p01), Q6_V_hi_W(sum_p01)); + HVX_Vector sum_sf23 = Q6_Vsf_vadd_VsfVsf(Q6_V_lo_W(sum_p23), Q6_V_hi_W(sum_p23)); + + HVX_VectorPair sum_p0123 = Q6_W_vshuff_VVR(sum_sf23, sum_sf01, 8); + HVX_Vector sum_sf = Q6_Vsf_vadd_VsfVsf(Q6_V_lo_W(sum_p0123), Q6_V_hi_W(sum_p0123)); + + sum_sf = Q6_Vsf_vadd_VsfVsf(sum_sf, Q6_V_vror_VR(sum_sf, VLEN / 2)); + sum_sf = Q6_Vsf_vadd_VsfVsf(sum_sf, Q6_V_vror_VR(sum_sf, VLEN / 4)); + sum_sf = Q6_Vsf_vadd_VsfVsf(sum_sf, Q6_V_vror_VR(sum_sf, VLEN / 8)); + return sum_sf; +} + static inline HVX_Vector hvx_vec_reduce_sum_f32x2(HVX_Vector in0, HVX_Vector in1) { HVX_VectorPair sump = Q6_W_vshuff_VVR(in1, in0, 4); HVX_Vector sum_sf = Q6_Vsf_vadd_VsfVsf(Q6_V_lo_W(sump), Q6_V_hi_W(sump)); @@ -72,6 +87,21 @@ static inline HVX_Vector hvx_vec_reduce_sum_n_f32(HVX_Vector in, unsigned int n) #else +static inline HVX_Vector hvx_vec_reduce_sum_f32x4(HVX_Vector_x4 in) { + HVX_VectorPair sum_p01 = Q6_W_vshuff_VVR(in.v[1], in.v[0], 4); + HVX_VectorPair sum_p23 = Q6_W_vshuff_VVR(in.v[3], in.v[2], 4); + HVX_Vector sum_qf01 = Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(sum_p01), Q6_V_hi_W(sum_p01)); + HVX_Vector sum_qf23 = Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(sum_p23), Q6_V_hi_W(sum_p23)); + + HVX_VectorPair sum_p0123 = Q6_W_vshuff_VVR(Q6_Vsf_equals_Vqf32(sum_qf23), Q6_Vsf_equals_Vqf32(sum_qf01), 8); + HVX_Vector sum_qf = Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(sum_p0123), Q6_V_hi_W(sum_p0123)); + + sum_qf = Q6_Vqf32_vadd_Vqf32Vsf(sum_qf, Q6_V_vror_VR(Q6_Vsf_equals_Vqf32(sum_qf), VLEN / 2)); + sum_qf = Q6_Vqf32_vadd_Vqf32Vsf(sum_qf, Q6_V_vror_VR(Q6_Vsf_equals_Vqf32(sum_qf), VLEN / 4)); + sum_qf = Q6_Vqf32_vadd_Vqf32Vsf(sum_qf, Q6_V_vror_VR(Q6_Vsf_equals_Vqf32(sum_qf), VLEN / 8)); + return Q6_Vsf_equals_Vqf32(sum_qf); +} + static inline HVX_Vector hvx_vec_reduce_sum_f32x2(HVX_Vector in0, HVX_Vector in1) { HVX_VectorPair sump = Q6_W_vshuff_VVR(in1, in0, 4); HVX_Vector sum_qf = Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(sump), Q6_V_hi_W(sump)); diff --git a/ggml/src/ggml-hexagon/htp/hvx-sigmoid.h b/ggml/src/ggml-hexagon/htp/hvx-sigmoid.h index 095193277e..37f3e7b6fa 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-sigmoid.h +++ b/ggml/src/ggml-hexagon/htp/hvx-sigmoid.h @@ -2,6 +2,7 @@ #define HVX_SIGMOID_H #include "hvx-base.h" +#include "hvx-inverse.h" #define FAST_SIGMOID_LOG2F (0x3fb8aa3b) // 1.442695022 #define FAST_SIGMOID_C1 (0x3d009076) // 0.03138777 diff --git a/ggml/src/ggml-hexagon/htp/main.c b/ggml/src/ggml-hexagon/htp/main.c index 92a1422896..8b34703942 100644 --- a/ggml/src/ggml-hexagon/htp/main.c +++ b/ggml/src/ggml-hexagon/htp/main.c @@ -1,5 +1,7 @@ #pragma clang diagnostic ignored "-Wgnu-zero-variadic-macro-arguments" #pragma clang diagnostic ignored "-Wunused-function" +#pragma clang diagnostic ignored "-Wunused-variable" +#pragma clang diagnostic ignored "-Wunused-but-set-variable" #include #include @@ -12,6 +14,7 @@ #include #include #include +#include #include #include @@ -21,7 +24,7 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" #include "worker-pool.h" @@ -34,7 +37,7 @@ AEEResult htp_iface_open(const char * uri, remote_handle64 * handle) { return AEE_ENOMEMORY; } - // Use the context structure as a handle + // Use the context structure as the handle *handle = (remote_handle64) ctx; // Enable FARF logs @@ -111,6 +114,16 @@ AEEResult htp_iface_close(remote_handle64 handle) { return AEE_EITEMBUSY; } + // release the mmaps (if any) + for (uint32_t i=0; immap[i].size) { + HAP_munmap2((void *) ctx->mmap[i].base, ctx->mmap[i].size); + ctx->mmap[i].size = 0; + ctx->mmap[i].base = NULL; + ctx->mmap[i].fd = -1; + } + } + free(ctx); return AEE_SUCCESS; } @@ -139,63 +152,93 @@ AEEResult htp_iface_disable_etm(remote_handle64 handle) { return err; } -static int vtcm_acquire(struct htp_context * ctx) { - int err; - if (!ctx->vtcm_valid) { - // Temporarily bump thread priority to make sure it's higher than other sessions. - // This way the resource manager will notify the other thread to release VTCM. - // Note that we need to reaquire VTCM at normal priority for this to work next time. - qurt_thread_set_priority(qurt_thread_get_id(), ctx->thread_prio - 10); - err = HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); - if (err != 0) { - FARF(ERROR, "Failed to acquire VTCM: 0x%08x", (unsigned)err); - abort(); - } - HAP_compute_res_release_cached(ctx->vtcm_rctx); - qurt_thread_set_priority(qurt_thread_get_id(), ctx->thread_prio); - - err = HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); - if (err != 0) { - FARF(ERROR, "Failed to acquire VTCM: 0x%08x", (unsigned)err); - abort(); - } - ctx->vtcm_valid = true; +AEEResult htp_iface_mmap(remote_handle64 handle, int fd, uint32_t size, uint32_t pinned) { + struct htp_context * ctx = (struct htp_context *) handle; + if (!ctx) { + return AEE_EBADPARM; } - ctx->vtcm_inuse = true; - return 0; + // See if we already have this mapping + for (uint32_t i=0; immap[i]; + if (m->fd == fd) { + m->pinned = pinned; + return AEE_SUCCESS; + } + } + + // Add new mapping + for (uint32_t i=0; immap[i]; + if (!m->size) { + FARF(HIGH, "mmap : fd %u size %u pinned %u", fd, size, pinned); + + void *va = HAP_mmap2(NULL, size, HAP_PROT_READ | HAP_PROT_WRITE, 0, fd, 0); + if (va == (void*)-1) { + FARF(ERROR, "mmap failed : va %p fd %u size %u", va, fd, (uint32_t) size); + return AEE_EFAILED; + } + + m->base = (uint64_t) va; + m->fd = fd; + m->size = size; + m->pinned = pinned; + + return AEE_SUCCESS; + } + } + + return AEE_ENOMEMORY; } -static int vtcm_release(struct htp_context * ctx) { - ctx->vtcm_inuse = false; +AEEResult htp_iface_munmap(remote_handle64 handle, int fd) { + struct htp_context * ctx = (struct htp_context *) handle; + if (!ctx) { + return AEE_EBADPARM; + } - if (ctx->vtcm_valid && ctx->vtcm_needs_release) { + for (uint32_t i=0; immap[i]; + if (fd < 0 || m->fd == fd) { + FARF(HIGH, "unmmap : base %p fd %u size %u", (void*) m->base, m->fd, (uint32_t) m->size); + HAP_munmap2((void *) m->base, m->size); + m->size = 0; + m->base = NULL; + m->fd = -1; + m->pinned = 0; + } + } + + return AEE_SUCCESS; +} + +static void vtcm_acquire(struct htp_context * ctx) { + if (!ctx->vtcm_valid) { + int err = HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000u); + if (err != 0) { + FARF(ERROR, "ggml-hex: failed to acquire VTCM: 0x%08x", (unsigned)err); + abort(); + } + + ctx->vtcm_needs_release = false; + ctx->vtcm_valid = true; + + // Drop the priority to make sure we get the release callback from other GGML-HTP and QNN-HTP sessions + HAP_compute_res_update_priority(ctx->vtcm_rctx, ctx->thread_prio + 10); + } +} + +static void vtcm_release(struct htp_context * ctx) { + if (ctx->vtcm_valid) { ctx->vtcm_valid = false; ctx->vtcm_needs_release = false; HAP_compute_res_release_cached(ctx->vtcm_rctx); } - - return 0; } static int vtcm_release_callback(unsigned int rctx, void * state) { struct htp_context * ctx = (struct htp_context *) state; - - if (!ctx || ctx->vtcm_rctx != rctx) { - return AEE_EBADPARM; - } - - // If VTCM is not inuse (not processing Ops) release it right here - // otherwise we'll release it once we're done with the current Op. - - if (ctx->vtcm_inuse) { - ctx->vtcm_needs_release = true; - return 0; - } - - ctx->vtcm_valid = false; - HAP_compute_res_release_cached(ctx->vtcm_rctx); - + ctx->vtcm_needs_release = true; return 0; } @@ -207,7 +250,7 @@ static int vtcm_alloc(struct htp_context * ctx) { HAP_compute_res_attr_init(&attr); HAP_compute_res_attr_set_serialize(&attr, 0); HAP_compute_res_attr_set_cache_mode(&attr, 1); - HAP_compute_res_attr_set_vtcm_param_v2(&attr, vtcm_size, 0, vtcm_size); + HAP_compute_res_attr_set_vtcm_param_v2(&attr, vtcm_size, vtcm_size, vtcm_size); // single page HAP_compute_res_attr_set_release_callback(&attr, vtcm_release_callback, (void *) ctx); HAP_compute_res_attr_set_hmx_param(&attr, 1); @@ -229,7 +272,6 @@ static int vtcm_alloc(struct htp_context * ctx) { ctx->vtcm_size = vtcm_size; ctx->vtcm_rctx = rctx; ctx->vtcm_valid = false; - ctx->vtcm_inuse = false; ctx->vtcm_needs_release = false; return 0; @@ -246,7 +288,7 @@ static void vtcm_free(struct htp_context * ctx) { static void htp_packet_callback(dspqueue_t queue, int error, void * context); static void htp_error_callback(dspqueue_t queue, int error, void * context); -AEEResult htp_iface_start(remote_handle64 handle, uint32 sess_id, uint64 dsp_queue_id, uint32 n_hvx) { +AEEResult htp_iface_start(remote_handle64 handle, uint32 sess_id, uint64 dsp_queue_id, uint32 n_hvx, uint32 use_hmx) { struct htp_context * ctx = (struct htp_context *) handle; if (!ctx) { @@ -280,6 +322,11 @@ AEEResult htp_iface_start(remote_handle64 handle, uint32 sess_id, uint64 dsp_que return AEE_ENOMEMORY; } +#ifdef HTP_HAS_HMX + ctx->hmx_enabled = use_hmx; + FARF(HIGH, "HMX %s (use_hmx=%d)", ctx->hmx_enabled ? "enabled" : "disabled", use_hmx); +#endif + qurt_sysenv_max_hthreads_t hw_threads; qurt_sysenv_get_max_hw_threads(&hw_threads); uint32_t hw_nhvx = (qurt_hvx_get_units() >> 8) & 0xFF; @@ -297,7 +344,7 @@ AEEResult htp_iface_start(remote_handle64 handle, uint32 sess_id, uint64 dsp_que ctx->n_threads = n_hvx; for (int i = 0; i < ctx->n_threads; i++) { // see discussion https://github.com/ggml-org/llama.cpp/pull/18151#discussion_r2632388541 - ctx->dma[i] = dma_queue_create(64); + ctx->dma[i] = dma_queue_create(128); } // init worker pool @@ -341,6 +388,10 @@ AEEResult htp_iface_stop(remote_handle64 handle) { dma_queue_delete(ctx->dma[i]); } +#ifdef HTP_HAS_HMX + ctx->hmx_enabled = 0; +#endif + vtcm_free(ctx); return AEE_SUCCESS; @@ -369,782 +420,320 @@ static inline void profile_stop(struct profile_data * d) { d->pkts = hex_get_pktcnt() - d->pkts; } -static int send_htp_rsp(struct htp_context * c, - uint32_t op, - uint32_t status, - struct dspqueue_buffer * bufs, - size_t n_bufs, - struct profile_data * prof) { - // Prep response struct - struct htp_general_rsp rsp; - rsp.op = op; - rsp.status = status; - rsp.prof_usecs = prof->usecs; - rsp.prof_cycles = prof->cycles; - rsp.prof_pkts = prof->pkts; +static int execute_op(struct htp_ops_context * octx) { + switch (octx->op) { + case HTP_OP_MUL_MAT: + return op_matmul(octx); - int err = dspqueue_write(c->queue, - 0, // Flags - n_bufs, - bufs, // Buffer references - sizeof(rsp), - (const uint8_t *) &rsp, // Message - DSPQUEUE_TIMEOUT_NONE); + case HTP_OP_MUL_MAT_ID: + return op_matmul_id(octx); - if (err != 0) { - FARF(ERROR, "dspqueue_write failed: 0x%08x", (unsigned) err); + case HTP_OP_MUL: + case HTP_OP_ADD: + case HTP_OP_SUB: + case HTP_OP_DIV: + case HTP_OP_ADD_ID: + return op_binary(octx); + + case HTP_OP_RMS_NORM: + case HTP_OP_SCALE: + case HTP_OP_SQR: + case HTP_OP_SQRT: + case HTP_OP_UNARY_SOFTPLUS: + case HTP_OP_UNARY_SIGMOID: + case HTP_OP_UNARY_NEG: + case HTP_OP_UNARY_EXP: + return op_unary(octx); + + case HTP_OP_UNARY_SILU: + case HTP_OP_UNARY_GELU: + case HTP_OP_GLU_SWIGLU: + case HTP_OP_GLU_SWIGLU_OAI: + case HTP_OP_GLU_GEGLU: + return op_activations(octx); + + case HTP_OP_SOFTMAX: + return op_softmax(octx); + + case HTP_OP_ROPE: + return op_rope(octx); + + case HTP_OP_FLASH_ATTN_EXT: + return op_flash_attn_ext(octx); + + case HTP_OP_SET_ROWS: + return op_set_rows(octx); + + case HTP_OP_GET_ROWS: + return op_get_rows(octx); + + case HTP_OP_SUM_ROWS: + return op_sum_rows(octx); + + case HTP_OP_CPY: + return op_cpy(octx); + + case HTP_OP_REPEAT: + return op_repeat(octx); + + case HTP_OP_ARGSORT: + return op_argsort(octx); + + case HTP_OP_SSM_CONV: + return op_ssm_conv(octx); + + case HTP_OP_CUMSUM: + return op_cumsum(octx); + + case HTP_OP_INVALID: + break; + + // No default to catch missing cases } - return err; + FARF(ERROR, "Unknown Op %u", octx->op); + return -1; } -static void proc_matmul_req(struct htp_context * ctx, - struct htp_general_req * req, - struct dspqueue_buffer * bufs, - size_t n_bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[2].fd; - rsp_bufs[0].ptr = bufs[2].ptr; - rsp_bufs[0].size = bufs[2].size; - rsp_bufs[0].offset = bufs[2].offset; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.dst.data = (uint32_t) bufs[2].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_matmul(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_argsort_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[1].fd; - rsp_bufs[0].ptr = bufs[1].ptr; - rsp_bufs[0].offset = bufs[1].offset; - rsp_bufs[0].size = bufs[1].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.dst.data = (uint32_t) bufs[1].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_argsort(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_cpy_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[1].fd; - rsp_bufs[0].ptr = bufs[1].ptr; - rsp_bufs[0].offset = bufs[1].offset; - rsp_bufs[0].size = bufs[1].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.dst.data = (uint32_t) bufs[1].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_cpy(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_get_rows_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[2].fd; - rsp_bufs[0].ptr = bufs[2].ptr; - rsp_bufs[0].offset = bufs[2].offset; - rsp_bufs[0].size = bufs[2].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.dst.data = (uint32_t) bufs[2].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_get_rows(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_matmul_id_req(struct htp_context * ctx, - struct htp_general_req * req, - struct dspqueue_buffer * bufs, - size_t n_bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[3].fd; - rsp_bufs[0].ptr = bufs[3].ptr; - rsp_bufs[0].size = bufs[3].size; - rsp_bufs[0].offset = bufs[3].offset; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.src2 = req->src2; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.src2.data = (uint32_t) bufs[2].ptr; - octx.dst.data = (uint32_t) bufs[3].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_matmul_id(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_binary_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[2].fd; - rsp_bufs[0].ptr = bufs[2].ptr; - rsp_bufs[0].offset = bufs[2].offset; - rsp_bufs[0].size = bufs[2].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.dst.data = (uint32_t) bufs[2].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_binary(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_add_id_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[3].fd; - rsp_bufs[0].ptr = bufs[3].ptr; - rsp_bufs[0].offset = bufs[3].offset; - rsp_bufs[0].size = bufs[3].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.src2 = req->src2; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.src2.data = (uint32_t) bufs[2].ptr; - octx.dst.data = (uint32_t) bufs[3].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_binary(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_unary_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[HTP_MAX_PACKET_BUFFERS]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[1].fd; - rsp_bufs[0].ptr = bufs[1].ptr; - rsp_bufs[0].offset = bufs[1].offset; - rsp_bufs[0].size = bufs[1].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.dst.data = (uint32_t) bufs[1].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_unary(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_sum_rows_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[HTP_MAX_PACKET_BUFFERS]; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[1].fd; - rsp_bufs[0].ptr = bufs[1].ptr; - rsp_bufs[0].offset = bufs[1].offset; - rsp_bufs[0].size = bufs[1].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.dst.data = (uint32_t) bufs[1].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_sum_rows(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); -} - -static void proc_activations_req(struct htp_context * ctx, - struct htp_general_req * req, - struct dspqueue_buffer * bufs, - uint32_t n_bufs) { - struct dspqueue_buffer rsp_bufs[HTP_MAX_PACKET_BUFFERS]; - - int write_idx = (n_bufs == 3) ? 2 : 1; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[write_idx].fd; - rsp_bufs[0].ptr = bufs[write_idx].ptr; - rsp_bufs[0].offset = bufs[write_idx].offset; - rsp_bufs[0].size = bufs[write_idx].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - if (3 == n_bufs) { - octx.src1 = req->src1; - } - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - if (3 == n_bufs) { - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.dst.data = (uint32_t) bufs[2].ptr; - } else { - octx.dst.data = (uint32_t) bufs[1].ptr; - } - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - if (octx.op == HTP_OP_SOFTMAX) { - rsp_status = op_softmax(&octx); - } else { - rsp_status = op_activations(&octx); +static inline bool reuse_buf(struct htp_context *ctx, uint32_t *m_reuse, struct htp_buf_desc *b) { + b->base = NULL; + + for (uint32_t i=0; immap + i; + if (m->size && m->fd == b->fd) { + b->base = m->base; + *m_reuse |= (1 << i); + return true; } - vtcm_release(ctx); } - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); + return false; } -static void proc_rope_req(struct htp_context * ctx, - struct htp_general_req * req, - struct dspqueue_buffer * bufs, - uint32_t n_bufs) { - struct dspqueue_buffer rsp_bufs[HTP_MAX_PACKET_BUFFERS]; - - int write_idx = n_bufs - 1; - - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[write_idx].fd; - rsp_bufs[0].ptr = bufs[write_idx].ptr; - rsp_bufs[0].offset = bufs[write_idx].offset; - rsp_bufs[0].size = bufs[write_idx].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - if (4 == n_bufs) { - octx.src2 = req->src2; +static inline void drop_mmap(struct htp_context *ctx, struct htp_mmap *m) { + if (m->size && !m->pinned) { + FARF(HIGH, "unmap : fd %u base %p size %u pinned %u", m->fd, (void*) m->base, (uint32_t) m->size, m->pinned); + HAP_munmap2((void *) m->base, m->size); + m->size = 0; + m->base = 0; + m->fd = -1; } - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - if (4 == n_bufs) { - octx.src2.data = (uint32_t) bufs[2].ptr; - octx.dst.data = (uint32_t) bufs[3].ptr; - } else { - octx.dst.data = (uint32_t) bufs[2].ptr; - } - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_rope(&octx); - vtcm_release(ctx); - } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); } -static void proc_set_rows_req(struct htp_context * ctx, struct htp_general_req * req, struct dspqueue_buffer * bufs) { - struct dspqueue_buffer rsp_bufs[1]; +static inline void mmap_buf(struct htp_context *ctx, struct htp_buf_desc *b) { + if (b->base) return; // already mapped - // We had written to the output buffer, we'd also need to flush it - rsp_bufs[0].fd = bufs[2].fd; - rsp_bufs[0].ptr = bufs[2].ptr; - rsp_bufs[0].offset = bufs[2].offset; - rsp_bufs[0].size = bufs[2].size; - rsp_bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU + // find unused mapping + for (uint32_t i=0; i < HTP_MAX_MMAPS; i++) { + struct htp_mmap *m = &ctx->mmap[i]; + if (!m->size) { + void *va = HAP_mmap2(NULL, b->size, HAP_PROT_READ | HAP_PROT_WRITE, 0, b->fd, 0); + if (va == (void*)-1) { + FARF(ERROR, "mmap failed : va %p fd %u size %u", va, b->fd, (uint32_t) b->size); + abort(); // can't do much else at this point + } - // Setup Op context - struct htp_ops_context octx = { 0 }; - octx.ctx = ctx; - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; + m->base = b->base = (uint64_t) va; + m->fd = b->fd; + m->size = b->size; + m->pinned = 0; - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.dst.data = (uint32_t) bufs[2].ptr; - octx.n_threads = ctx->n_threads; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_set_rows(&octx); - vtcm_release(ctx); + FARF(HIGH, "mmap : fd %u base %p size %u pinned %u", m->fd, (void*) m->base, (uint32_t) m->size, m->pinned); + return; + } } - - profile_stop(&prof); - send_htp_rsp(ctx, req->op, rsp_status, rsp_bufs, 1, &prof); } -static void proc_flash_attn_ext_req(struct htp_context * ctx, - struct htp_general_req * req, - struct dspqueue_buffer * bufs, - uint32_t n_bufs) { - // Setup Op context - struct htp_ops_context octx; - memset(&octx, 0, sizeof(octx)); +static void prep_op_bufs(struct htp_context *ctx, struct htp_buf_desc *bufs, uint32_t n_bufs) { + uint32_t m_reuse = 0; // mmap reuse mask (index from ctx->mmap array) + uint32_t b_reuse = 0; // buf reuse count - octx.ctx = ctx; - octx.n_threads = ctx->n_threads; + size_t m_vmem = 0; // mapped vmem + size_t e_vmem = 0; // extra vmem - octx.src0 = req->src0; - octx.src1 = req->src1; - octx.src2 = req->src2; - octx.src3 = req->src3; - octx.src4 = req->src4; - octx.dst = req->dst; - octx.flags = req->flags; - octx.op = req->op; - - memcpy(octx.op_params, req->op_params, sizeof(octx.op_params)); - - // Update data pointers - octx.src0.data = (uint32_t) bufs[0].ptr; - octx.src1.data = (uint32_t) bufs[1].ptr; - octx.src2.data = (uint32_t) bufs[2].ptr; - - int last_buf = 3; - - if (octx.src3.ne[0]) { - octx.src3.data = (uint32_t) bufs[last_buf++].ptr; // mask is valid + // See what we can reuse + for (uint32_t i=0; i < n_bufs; i++) { + struct htp_buf_desc *b = bufs + i; + if (reuse_buf(ctx, &m_reuse, b)) { b_reuse++; } else { e_vmem += b->size; } + FARF(HIGH, "prep-buf #%u : pass0 fd %u base %p size %u flags 0x%x", i, b->fd, (void*) b->base, (uint32_t) b->size, b->flags); } - if (octx.src4.ne[0]) { - octx.src4.data = (uint32_t) bufs[last_buf++].ptr; // sinks is valid + if (b_reuse == n_bufs) return; // all bufs reuse existing mappings + + // See how much vmem we have mmaped right now + for (uint32_t i=0; immap[i].size; } + + FARF(HIGH, "prep-bufs : pass1 mmap-vmem %zu extra-vmem %zu n-bufs %u b-reuse %u", m_vmem, e_vmem, n_bufs, b_reuse); + + if ((m_vmem + e_vmem) > HTP_OP_MAX_VMEM) { + // Drop unused mappings + for (uint32_t i=0; i < HTP_MAX_MMAPS; i++) { + bool used = m_reuse & (1<mmap + i); } + } } - octx.dst.data = (uint32_t) bufs[last_buf].ptr; - - struct profile_data prof; - profile_start(&prof); - - uint32_t rsp_status = HTP_STATUS_INTERNAL_ERR; - if (vtcm_acquire(ctx) == AEE_SUCCESS) { - rsp_status = op_flash_attn_ext(&octx); - vtcm_release(ctx); + // Create missing mappings + for (uint32_t i=0; i < n_bufs; i++) { + struct htp_buf_desc *b = bufs + i; + mmap_buf(ctx, b); + FARF(HIGH, "prep-buf #%u : pass1 fd %u base %p size %u flags 0x%x", i, b->fd, (void*) b->base, (uint32_t) b->size, b->flags); } - - profile_stop(&prof); - - struct dspqueue_buffer rsp_buf = bufs[last_buf]; - rsp_buf.flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush HTP - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate CPU - - send_htp_rsp(ctx, req->op, rsp_status, &bufs[last_buf], 1, &prof); } +static void prep_tensor(struct htp_context *ctx, struct htp_buf_desc *bufs, uint32_t idx, struct htp_tensor *t) { + uint32_t offset = t->data; + uint32_t size = t->size; + uint32_t bi = t->bi; + + t->data = bufs[bi].base + offset; // update data to the actual pointer + + FARF(HIGH, "prep-tensor #%u: bi %u offset %u size %u data %p : %u:%u:%u:%u", idx, t->bi, offset, t->size, (void*) t->data, + t->ne[0], t->ne[1], t->ne[3], t->ne[3]); +} + +static void prep_tensors(struct htp_context *ctx, struct htp_buf_desc *bufs, struct htp_tensor *tens, uint32_t n_tens) { + for (uint32_t i=0; i < n_tens; i++) { + prep_tensor(ctx, bufs, i, tens + i); + } +} + +static void proc_op_req(struct htp_ops_context * octx, struct htp_tensor *tens, uint32_t idx, struct htp_op_desc * op) { + memcpy(octx->op_params, op->params, sizeof(octx->op_params)); + octx->flags = op->flags; + octx->op = op->opcode; + + FARF(HIGH, "proc-op #%u: opcode %u flags 0x%x", idx, octx->op, octx->flags); + + // Prep input tensors + for (uint32_t i=0; isrc[i] == 0xffff ? NULL : tens + op->src[i]; + + octx->src[i] = src; + if (!src) continue; + + if (!(src->flags & HTP_TENSOR_FLUSHED) && (src->flags & HTP_TENSOR_COMPUTE)) { + // flush compute buffers on input + hex_l2flush((void *) src->data, src->size); + } + + FARF(HIGH, "prep-src #%u: data %p size %u : %u:%u:%u:%u", op->src[i], (void*) src->data, src->size, + src->ne[0], src->ne[1], src->ne[3], src->ne[3]); + } + + // Prep output tensor + struct htp_tensor *dst = tens + op->dst; + + octx->dst = dst; + + FARF(HIGH, "prep-dst #%u: data %p size %u : %u:%u:%u:%u", op->dst, (void*) dst->data, dst->size, + dst->ne[0], dst->ne[1], dst->ne[3], dst->ne[3]); + + (void) execute_op(octx); + + // flush buffers on output + hex_l2flush((void *) dst->data, dst->size); + dst->flags |= HTP_TENSOR_FLUSHED; + + FARF(HIGH, "post-dst #%u: data %p size %u : %u:%u:%u:%u", op->dst, (void*) dst->data, dst->size, + dst->ne[0], dst->ne[1], dst->ne[3], dst->ne[3]); +} + +#define DSPQUEUE_POLL_TIMEOUT_USEC 100 +#define DSPQUEUE_POLL_COUNT 100 + static void htp_packet_callback(dspqueue_t queue, int error, void * context) { struct htp_context * ctx = (struct htp_context *) context; - // Repeatedly read packets from the queue until it's empty. We don't - // necessarily get a separate callback for each packet, and new packets - // may arrive while we're processing the previous one. This ensures we - // keep the DSP busy as much as possible and avoid waiting for the CPU. + int err; - while (1) { - struct htp_general_req req; - uint32_t req_size; + uint32_t poll_count = DSPQUEUE_POLL_COUNT; - struct dspqueue_buffer bufs[HTP_MAX_PACKET_BUFFERS]; - uint32_t n_bufs; - uint32_t flags; + vtcm_acquire(ctx); - // Read packet from queue - int err = dspqueue_read_noblock(queue, &flags, - HTP_MAX_PACKET_BUFFERS, // Maximum number of buffer references - &n_bufs, // Number of buffer references - bufs, // Buffer references - sizeof(req), // Max message length - &req_size, // Message length - (uint8_t *) &req); // Message + while (!ctx->vtcm_needs_release) { + struct htp_opbatch_req req; + uint32_t r_size = sizeof(req); + struct dspqueue_buffer dbuf; + uint32_t n_dbufs = 1; + uint32_t flags = 0; + + err = dspqueue_read_noblock(queue, &flags, n_dbufs, &n_dbufs, &dbuf, r_size, &r_size, (uint8_t *) &req); if (err == AEE_EWOULDBLOCK) { - // Consumed all packets available for now - return; + if (--poll_count) { + qurt_sleep(DSPQUEUE_POLL_TIMEOUT_USEC); + continue; + } + break; } if (err != 0) { FARF(ERROR, "dspqueue_read_noblock failed: 0x%08x", (unsigned) err); - return; + break; } - if (req_size != sizeof(req)) { - FARF(ERROR, "Invalid request size"); + if (r_size < sizeof(req) || n_dbufs != 1) { + FARF(ERROR, "invalid request : size %u n-dbufs %u", r_size, n_dbufs); continue; } - if (req.flags & HTP_OPFLAGS_EARLY_WAKEUP) { - // Host wants early notification - dspqueue_write_early_wakeup_noblock(ctx->queue, 10, 0); + const uint32_t n_bufs = req.n_bufs; + const uint32_t n_tens = req.n_tensors; + const uint32_t n_ops = req.n_ops; + + const uint32_t b_size = sizeof(struct htp_buf_desc) * n_bufs; + const uint32_t t_size = sizeof(struct htp_tensor) * n_tens; + const uint32_t o_size = sizeof(struct htp_op_desc) * n_ops; + + if (dbuf.size < b_size + t_size + o_size) { + FARF(ERROR, "invalid opbatch memory block size %u", dbuf.size); + break; } - // Process packet based on its message type - switch (req.op) { - case HTP_OP_MUL_MAT: - if (n_bufs != 3) { - FARF(ERROR, "Bad matmul-req buffer list"); - continue; - } - proc_matmul_req(ctx, &req, bufs, n_bufs); - break; + // Reset poll count for valid requests + poll_count = DSPQUEUE_POLL_COUNT; - case HTP_OP_MUL_MAT_ID: - if (n_bufs != 4) { - FARF(ERROR, "Bad matmul-id-req buffer list"); - continue; - } - proc_matmul_id_req(ctx, &req, bufs, n_bufs); - break; + uint8_t * m_ptr = dbuf.ptr; + struct htp_buf_desc* bufs = (struct htp_buf_desc*) m_ptr; m_ptr += b_size; + struct htp_tensor* tens = (struct htp_tensor*) m_ptr; m_ptr += t_size; + struct htp_op_desc* ops = (struct htp_op_desc*) m_ptr; - case HTP_OP_MUL: - case HTP_OP_ADD: - case HTP_OP_SUB: - case HTP_OP_DIV: - if (n_bufs != 3) { - FARF(ERROR, "Bad binary-req buffer list"); - continue; - } - proc_binary_req(ctx, &req, bufs); - break; + FARF(HIGH, "processing opbatch: n-bufs %u n-tensors %u n-ops %u : m-size %u b-size %u t-size %u o-size %u", + n_bufs, n_tens, n_ops, dbuf.size, b_size, t_size, o_size); - case HTP_OP_RMS_NORM: - case HTP_OP_SCALE: - if (n_bufs != 2) { - FARF(ERROR, "Bad unary-req buffer list"); - continue; - } + prep_op_bufs(ctx, bufs, n_bufs); + prep_tensors(ctx, bufs, tens, n_tens); - proc_unary_req(ctx, &req, bufs); - break; + struct htp_ops_context *octx = &ctx->octx; + memset(octx, 0, sizeof(*octx)); + octx->n_threads = ctx->n_threads; + octx->ctx = ctx; - case HTP_OP_SQR: - case HTP_OP_SQRT: - if (n_bufs != 2) { - FARF(ERROR, "Bad unary-req buffer list"); - continue; - } + for (uint32_t i=0; i < n_ops; i++) { + struct profile_data prof; + profile_start(&prof); - proc_unary_req(ctx, &req, bufs); - break; + proc_op_req(octx, tens, i, &ops[i]); - case HTP_OP_SUM_ROWS: - if (n_bufs != 2) { - FARF(ERROR, "Bad unary-req buffer list"); - continue; - } + profile_stop(&prof); + ops[i].prof_usecs = prof.usecs; + ops[i].prof_cycles = prof.cycles; + ops[i].prof_pkts = prof.pkts; + } - proc_sum_rows_req(ctx, &req, bufs); - break; + // dspqueue_write_early_wakeup_noblock(ctx->queue, 10, 0); - case HTP_OP_UNARY_SILU: - case HTP_OP_UNARY_GELU: - if (n_bufs != 2) { - FARF(ERROR, "Bad act-req buffer list"); - continue; - } - proc_activations_req(ctx, &req, bufs, n_bufs); - break; + struct htp_opbatch_rsp rsp; + rsp.status = HTP_STATUS_OK; // FIXME - case HTP_OP_GLU_SWIGLU: - case HTP_OP_GLU_SWIGLU_OAI: - case HTP_OP_SOFTMAX: - case HTP_OP_GLU_GEGLU: - if ((n_bufs != 2) && (n_bufs != 3)) { - FARF(ERROR, "Bad act-req buffer list"); - continue; - } - proc_activations_req(ctx, &req, bufs, n_bufs); - break; - - case HTP_OP_ADD_ID: - if (n_bufs != 4) { - FARF(ERROR, "Bad add-id-req buffer list"); - continue; - } - proc_add_id_req(ctx, &req, bufs); - break; - - case HTP_OP_ROPE: - if ((n_bufs != 3) && (n_bufs != 4)) { - FARF(ERROR, "Bad rope-req buffer list"); - continue; - } - proc_rope_req(ctx, &req, bufs, n_bufs); - break; - - case HTP_OP_FLASH_ATTN_EXT: - if (!(n_bufs >= 4 && n_bufs <= 6)) { - FARF(ERROR, "Bad flash-attn-ext-req buffer list"); - continue; - } - proc_flash_attn_ext_req(ctx, &req, bufs, n_bufs); - break; - - case HTP_OP_SET_ROWS: - if (n_bufs != 3) { - FARF(ERROR, "Bad set-rows-req buffer list"); - continue; - } - proc_set_rows_req(ctx, &req, bufs); - break; - - case HTP_OP_GET_ROWS: - if (n_bufs != 3) { - FARF(ERROR, "Bad get-rows-req buffer list"); - continue; - } - proc_get_rows_req(ctx, &req, bufs); - break; - - case HTP_OP_CPY: - if (n_bufs != 2) { - FARF(ERROR, "Bad cpy-req buffer list"); - continue; - } - proc_cpy_req(ctx, &req, bufs); - break; - - case HTP_OP_ARGSORT: - if (n_bufs != 2) { - FARF(ERROR, "Bad argsort-req buffer list"); - continue; - } - proc_argsort_req(ctx, &req, bufs); - break; - - default: - FARF(ERROR, "Unknown Op %u", req.op); - break; + dbuf.flags = DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT; + err = dspqueue_write(queue, 0, 1, &dbuf, sizeof(rsp), (const uint8_t *) &rsp, DSPQUEUE_TIMEOUT_NONE); + if (err != 0) { + FARF(ERROR, "dspqueue_write failed: 0x%08x", (unsigned) err); + break; } } + + vtcm_release(ctx); } diff --git a/ggml/src/ggml-hexagon/htp/matmul-ops.c b/ggml/src/ggml-hexagon/htp/matmul-ops.c index 6f6f51f01f..bac06693d8 100644 --- a/ggml/src/ggml-hexagon/htp/matmul-ops.c +++ b/ggml/src/ggml-hexagon/htp/matmul-ops.c @@ -16,8 +16,9 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" #include "htp-ops.h" +#include "htp-ops.h" +#include "hmx-ops.h" #define MM_SPAD_SRC0_NROWS 16 #define MM_SPAD_SRC1_NROWS 16 @@ -60,6 +61,16 @@ static const uint8_t __attribute__((aligned(128))) expand_x32_e8m0[128] = { 0x00, 0x00, 0x09, 0x08, 0x00, 0x00, 0x22, 0x20, 0x24, 0x20, 0x21, 0x22, 0x20, 0x20, }; +// IQ4_NL dequantization LUT: maps 4-bit index (0-15) to int8 kvalue +// kvalues: -127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113 +static const uint8_t __attribute__((aligned(VLEN))) kvalues_iq4nl_lut[] = { + 0x81, 0, 0x98, 0, 0xAD, 0, 0xBF, 0, 0xCF, 0, 0xDD, 0, 0xEA, 0, 0xF6, 0, 0x01, 0, 0x0D, 0, 0x19, 0, 0x26, 0, + 0x35, 0, 0x45, 0, 0x59, 0, 0x71, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, +}; + static const uint8_t __attribute__((aligned(VLEN))) kvalues_mxfp4_lut[] = { 0, 0, 1, 0, 2, 0, 3, 0, 4, 0, 6, 0, 8, 0, 12, 0, 0, 0, 0xff, 0, 0xfe, 0, 0xfd, 0, 0xfc, 0, 0xfa, 0, 0xf8, 0, 0xf4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, @@ -68,6 +79,73 @@ static const uint8_t __attribute__((aligned(VLEN))) kvalues_mxfp4_lut[] = { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, }; +static inline HVX_Vector_x8 hvx_vec_load_iq4nlx4x8_full(const uint8_t * restrict ptr) { + const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; + + HVX_Vector v0_1 = vptr[0]; // first 256 elements (128 bytes) + HVX_Vector v2_3 = vptr[1]; // ... + HVX_Vector v4_5 = vptr[2]; // ... + HVX_Vector v6_7 = vptr[3]; // ... + + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + const HVX_Vector lut = *(const HVX_Vector *) kvalues_iq4nl_lut; + + HVX_Vector v0 = Q6_V_vand_VV(v0_1, mask_h4); // & 0x0F + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v0_1, 4); // >> 4 + HVX_Vector v2 = Q6_V_vand_VV(v2_3, mask_h4); // & 0x0F + HVX_Vector v3 = Q6_Vub_vlsr_VubR(v2_3, 4); // >> 4 + HVX_Vector v4 = Q6_V_vand_VV(v4_5, mask_h4); // & 0x0F + HVX_Vector v5 = Q6_Vub_vlsr_VubR(v4_5, 4); // >> 4 + HVX_Vector v6 = Q6_V_vand_VV(v6_7, mask_h4); // & 0x0F + HVX_Vector v7 = Q6_Vub_vlsr_VubR(v6_7, 4); // >> 4 + + v0 = Q6_Vb_vlut32_VbVbI(v0, lut, 0); + v1 = Q6_Vb_vlut32_VbVbI(v1, lut, 0); + v2 = Q6_Vb_vlut32_VbVbI(v2, lut, 0); + v3 = Q6_Vb_vlut32_VbVbI(v3, lut, 0); + v4 = Q6_Vb_vlut32_VbVbI(v4, lut, 0); + v5 = Q6_Vb_vlut32_VbVbI(v5, lut, 0); + v6 = Q6_Vb_vlut32_VbVbI(v6, lut, 0); + v7 = Q6_Vb_vlut32_VbVbI(v7, lut, 0); + + HVX_Vector_x8 r = { v0, v1, v2, v3, v4, v5, v6, v7 }; + return r; +} + +static inline HVX_Vector_x8 hvx_vec_load_iq4nlx4x8_partial(const uint8_t * restrict ptr, uint32_t n) { + const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; + + const uint32_t qk = QK_Q4_0x4x2; // 256 + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + const HVX_Vector lut = *(const HVX_Vector *) kvalues_iq4nl_lut; + + HVX_Vector_x8 r; + uint32_t i = 0; + + #pragma unroll(2) + for (i = 0; i < nb; i++) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : first 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : second 128 elements + r.v[i * 2 + 0] = Q6_Vb_vlut32_VbVbI(v0, lut, 0); + r.v[i * 2 + 1] = Q6_Vb_vlut32_VbVbI(v1, lut, 0); + } + + if (nloe) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : even 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : odd 128 elements + HVX_VectorPair v0_1_p = Q6_W_vshuff_VVR(v1, v0, -1); // zip even:odd:... + r.v[i * 2 + 0] = Q6_Vb_vlut32_VbVbI(Q6_V_lo_W(v0_1_p), lut, 0); + r.v[i * 2 + 1] = Q6_Vb_vlut32_VbVbI(Q6_V_hi_W(v0_1_p), lut, 0); + } + + return r; +} + // q4x4x2 and q8x4x2 are the flat q4/8_0 formats where all quants are stored first followed by all scales static inline size_t q8x4x2_row_size(uint32_t ne) { @@ -77,7 +155,7 @@ static inline size_t q8x4x2_row_size(uint32_t ne) { return hex_round_up(ne + nb * 8 * sizeof(__fp16), 128); } -static inline HVX_Vector_x8 hvx_vec_load_q4x4x8(const uint8_t * restrict ptr) { +static inline HVX_Vector_x8 hvx_vec_load_q4x4x8_full(const uint8_t * restrict ptr) { const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; HVX_Vector v0_1 = vptr[0]; // first 256 elements (128 bytes) @@ -88,9 +166,9 @@ static inline HVX_Vector_x8 hvx_vec_load_q4x4x8(const uint8_t * restrict ptr) { const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); const HVX_Vector i8 = Q6_Vb_vsplat_R(8); - HVX_Vector v0 = Q6_V_vand_VV(v0_1, mask_h4); // & 0x0F - HVX_Vector v1 = Q6_Vub_vlsr_VubR(v0_1, 4); // >> 4 - HVX_Vector v2 = Q6_V_vand_VV(v2_3, mask_h4); // & 0x0F + HVX_Vector v0 = Q6_V_vand_VV(v0_1, mask_h4); // & 0x0F : first 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v0_1, 4); // >> 4 : second 128 elements + HVX_Vector v2 = Q6_V_vand_VV(v2_3, mask_h4); // & 0x0F ... HVX_Vector v3 = Q6_Vub_vlsr_VubR(v2_3, 4); // >> 4 HVX_Vector v4 = Q6_V_vand_VV(v4_5, mask_h4); // & 0x0F HVX_Vector v5 = Q6_Vub_vlsr_VubR(v4_5, 4); // >> 4 @@ -111,7 +189,41 @@ static inline HVX_Vector_x8 hvx_vec_load_q4x4x8(const uint8_t * restrict ptr) { return r; } -static inline HVX_Vector_x8 hvx_vec_load_mxfp4x4x8(const uint8_t * restrict ptr) { +static HVX_Vector_x8 hvx_vec_load_q4x4x8_partial(const uint8_t * restrict ptr, uint32_t n) { + const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; + + const uint32_t qk = QK_Q4_0x4x2; // 256 + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + const HVX_Vector i8 = Q6_Vb_vsplat_R(8); + + HVX_Vector_x8 r; + uint32_t i = 0; + + #pragma unroll(2) + for (i=0; i < nb; i++) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : first 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : second 128 elements + r.v[i*2+0] = Q6_Vb_vsub_VbVb(v0, i8); + r.v[i*2+1] = Q6_Vb_vsub_VbVb(v1, i8); + } + + if (nloe) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : even 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : odd 128 elements + HVX_VectorPair v0_1_p = Q6_W_vshuff_VVR(v1, v0, -1); // zip even:odd:... + r.v[i*2+0] = Q6_Vb_vsub_VbVb(Q6_V_lo_W(v0_1_p), i8); + r.v[i*2+1] = Q6_Vb_vsub_VbVb(Q6_V_hi_W(v0_1_p), i8); + } + + return r; +} + +static inline HVX_Vector_x8 hvx_vec_load_mxfp4x4x8_full(const uint8_t * restrict ptr) { const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; HVX_Vector v0_1 = vptr[0]; // first 256 elements (128 bytes) @@ -144,7 +256,41 @@ static inline HVX_Vector_x8 hvx_vec_load_mxfp4x4x8(const uint8_t * restrict ptr) return r; } -static inline HVX_Vector_x8 hvx_vec_load_q8x4x8(const uint8_t * restrict ptr) { +static inline HVX_Vector_x8 hvx_vec_load_mxfp4x4x8_partial(const uint8_t * restrict ptr, uint32_t n) { + const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; + + const uint32_t qk = QK_Q4_0x4x2; // 256 + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + const HVX_Vector mask_h4 = Q6_Vb_vsplat_R(0x0F); + const HVX_Vector lut = *(const HVX_Vector *) kvalues_mxfp4_lut; + + HVX_Vector_x8 r; + uint32_t i = 0; + + #pragma unroll(2) + for (i=0; i < nb; i++) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : first 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : second 128 elements + r.v[i*2+0] = Q6_Vb_vlut32_VbVbI(v0, lut, 0); + r.v[i*2+1] = Q6_Vb_vlut32_VbVbI(v1, lut, 0); + } + + if (nloe) { + HVX_Vector v = vptr[i]; // 256 elements (128 bytes) + HVX_Vector v0 = Q6_V_vand_VV(v, mask_h4); // & 0x0F : even 128 elements + HVX_Vector v1 = Q6_Vub_vlsr_VubR(v, 4); // >> 4 : odd 128 elements + HVX_VectorPair v0_1_p = Q6_W_vshuff_VVR(v1, v0, -1); // zip even:odd:... + r.v[i*2+0] = Q6_Vb_vlut32_VbVbI(Q6_V_lo_W(v0_1_p), lut, 0); + r.v[i*2+1] = Q6_Vb_vlut32_VbVbI(Q6_V_hi_W(v0_1_p), lut, 0); + } + + return r; +} + +static inline HVX_Vector_x8 hvx_vec_load_q8x4x8_full(const uint8_t * restrict ptr) { const HVX_Vector * restrict vptr = (const HVX_Vector *) ptr; HVX_Vector v0 = vptr[0]; // first 128 vals @@ -160,6 +306,10 @@ static inline HVX_Vector_x8 hvx_vec_load_q8x4x8(const uint8_t * restrict ptr) { return r; } +static inline HVX_Vector_x8 hvx_vec_load_q8x4x8_partial(const uint8_t * restrict ptr, uint32_t nloe) { + return hvx_vec_load_q8x4x8_full(ptr); +} + // Reduce multiply 1024 x 1024 int8 elements (32x q4/8 blocks in 8x HVX vectors). // Accumulate each block into a single int32 value. // Return a single HVX vector with 32x int32 accumulators. @@ -167,14 +317,14 @@ static inline HVX_Vector_x8 hvx_vec_load_q8x4x8(const uint8_t * restrict ptr) { // if() checks are optimized out at compile time -- make sure to pass N as a constexpr. static inline HVX_Vector hvx_vec_rmpy_x8_n(HVX_Vector_x8 x, HVX_Vector_x8 y, unsigned int n) { - HVX_Vector r0 = Q6_V_vsplat_R(0); - HVX_Vector r1 = Q6_V_vsplat_R(0); - HVX_Vector r2 = Q6_V_vsplat_R(0); - HVX_Vector r3 = Q6_V_vsplat_R(0); - HVX_Vector r4 = Q6_V_vsplat_R(0); - HVX_Vector r5 = Q6_V_vsplat_R(0); - HVX_Vector r6 = Q6_V_vsplat_R(0); - HVX_Vector r7 = Q6_V_vsplat_R(0); + HVX_Vector r0 = Q6_V_vzero(); + HVX_Vector r1 = Q6_V_vzero(); + HVX_Vector r2 = Q6_V_vzero(); + HVX_Vector r3 = Q6_V_vzero(); + HVX_Vector r4 = Q6_V_vzero(); + HVX_Vector r5 = Q6_V_vzero(); + HVX_Vector r6 = Q6_V_vzero(); + HVX_Vector r7 = Q6_V_vzero(); HVX_VectorPair p3; HVX_VectorPair p2; @@ -213,15 +363,42 @@ static inline HVX_Vector hvx_vec_rmpy_x8_n(HVX_Vector_x8 x, HVX_Vector_x8 y, uns } static inline HVX_Vector hvx_vec_rmpy_x8_full(HVX_Vector_x8 x, HVX_Vector_x8 y) { - return hvx_vec_rmpy_x8_n(x, y, 1024); + HVX_Vector r0 = Q6_Vw_vrmpy_VbVb(x.v[0], y.v[0]); + HVX_Vector r1 = Q6_Vw_vrmpy_VbVb(x.v[1], y.v[1]); + HVX_Vector r2 = Q6_Vw_vrmpy_VbVb(x.v[2], y.v[2]); + HVX_Vector r3 = Q6_Vw_vrmpy_VbVb(x.v[3], y.v[3]); + HVX_Vector r4 = Q6_Vw_vrmpy_VbVb(x.v[4], y.v[4]); + HVX_Vector r5 = Q6_Vw_vrmpy_VbVb(x.v[5], y.v[5]); + HVX_Vector r6 = Q6_Vw_vrmpy_VbVb(x.v[6], y.v[6]); + HVX_Vector r7 = Q6_Vw_vrmpy_VbVb(x.v[7], y.v[7]); + + HVX_VectorPair p0 = Q6_W_vdeal_VVR(r1, r0, -4); + HVX_VectorPair p1 = Q6_W_vdeal_VVR(r3, r2, -4); + HVX_VectorPair p2 = Q6_W_vdeal_VVR(r5, r4, -4); + HVX_VectorPair p3 = Q6_W_vdeal_VVR(r7, r6, -4); + + r0 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p0), Q6_V_hi_W(p0)); + r1 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p1), Q6_V_hi_W(p1)); + r2 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p2), Q6_V_hi_W(p2)); + r3 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p3), Q6_V_hi_W(p3)); + + p0 = Q6_W_vdeal_VVR(r1, r0, -4); + p1 = Q6_W_vdeal_VVR(r3, r2, -4); + + r0 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p0), Q6_V_hi_W(p0)); + r1 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p1), Q6_V_hi_W(p1)); + + p0 = Q6_W_vdeal_VVR(r1, r0, -4); + r0 = Q6_Vw_vadd_VwVw(Q6_V_lo_W(p0), Q6_V_hi_W(p0)); + + return r0; } -// Handle most common cases of tensors not multiple of 1024. -static inline HVX_Vector hvx_vec_rmpy_x8_nloe(HVX_Vector_x8 x, HVX_Vector_x8 y, unsigned int n) { - if (n <= 256) { return hvx_vec_rmpy_x8_n(x, y, 256); }; - if (n <= 512) { return hvx_vec_rmpy_x8_n(x, y, 512); }; - if (n <= 768) { return hvx_vec_rmpy_x8_n(x, y, 768); }; - return hvx_vec_rmpy_x8_n(x, y, 1024); +static inline HVX_Vector hvx_vec_rmpy_x8_partial(HVX_Vector_x8 x, HVX_Vector_x8 y, unsigned int n) { + if (n >= 512) + return hvx_vec_rmpy_x8_full(x, y); + + return hvx_vec_rmpy_x8_partial(x, y, 512); } static void vec_dot_q4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const void * restrict vx0, const void * restrict vy0) { @@ -246,7 +423,7 @@ static void vec_dot_q4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales // Row sum (sf) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -257,12 +434,12 @@ static void vec_dot_q4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_full(r0_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); @@ -272,19 +449,19 @@ static void vec_dot_q4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); } - // Process leftovers, we still load full 4x4x2 block but zero out unused scales/blocks + // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy_q, nloe)); + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); - // Zero out unused scales + // Zero out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); r0_dd = Q6_V_vand_QV(bmask, r0_dd); r0_ia = Q6_V_vand_QV(bmask, r0_ia); @@ -326,8 +503,8 @@ static void vec_dot_q4x4x2_q8x4x2_2x1(const int n, float * restrict s0, const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales // Row sum (sf) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); + HVX_Vector r1_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -338,14 +515,14 @@ static void vec_dot_q4x4x2_q8x4x2_2x1(const int n, float * restrict s0, uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8_full(r1_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy_q)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -359,23 +536,23 @@ static void vec_dot_q4x4x2_q8x4x2_2x1(const int n, float * restrict s0, r1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_fa, r1_sum)); } - // Process leftovers, we still load full 4x4x2 block but zero out unused scales/blocks + // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8_partial(r1_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy_q, nloe)); - HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy_q, nloe)); + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); + HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy_q, nloe)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); HVX_Vector r1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy_d))); - // Zero out unused scales + // Zero out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); r0_dd = Q6_V_vand_QV(bmask, r0_dd); r1_dd = Q6_V_vand_QV(bmask, r1_dd); @@ -423,10 +600,10 @@ static void vec_dot_q4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * const uint8_t * restrict y1_d = ((const uint8_t *) vy1) + y_qrow_size; // then scales // Row sums (sf) - 4 accumulators for 2×2 tile - HVX_Vector r0_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r0_c1_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_c0_sum = Q6_V_vzero(); + HVX_Vector r0_c1_sum = Q6_V_vzero(); + HVX_Vector r1_c0_sum = Q6_V_vzero(); + HVX_Vector r1_c1_sum = Q6_V_vzero(); const uint32_t nb = n / qk; // num full blocks const uint32_t nloe = n % qk; // num leftover elements @@ -434,12 +611,12 @@ static void vec_dot_q4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * uint32_t i = 0; for (; i < nb; i++) { // Load src1 columns (reused across both src0 rows) - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_full(y0_q + i * y_qblk_size); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_full(y1_q + i * y_qblk_size); // Load src0 rows (reused across both src1 columns) - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8_full(r1_x_q + i * x_qblk_size); // Compute 4 dot products: r0×c0, r0×c1, r1×c0, r1×c1 HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy0_q)); @@ -448,8 +625,8 @@ static void vec_dot_q4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy1_q)); // Load scales - HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); - HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -473,18 +650,18 @@ static void vec_dot_q4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * // Process leftovers if (nloe) { - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_partial(y0_q + i * y_qblk_size, nloe); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_partial(y1_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_q4x4x8_partial(r1_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy0_q, nloe)); - HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy1_q, nloe)); - HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy0_q, nloe)); - HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy1_q, nloe)); + HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy0_q, nloe)); + HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy1_q, nloe)); + HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy0_q, nloe)); + HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy1_q, nloe)); - HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); - HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -545,7 +722,7 @@ static void vec_dot_q8x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales // Row sum (sf) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -556,12 +733,12 @@ static void vec_dot_q8x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_full(r0_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); @@ -571,19 +748,19 @@ static void vec_dot_q8x4x2_q8x4x2_1x1(const int n, float * restrict s0, const vo r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); } - // Process leftovers, we still load full 4x4x2 block but zero out unused scales/blocks + // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_partial(r0_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy_q, nloe)); + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); - // Zero out unused scales + // Zero out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); r0_dd = Q6_V_vand_QV(bmask, r0_dd); r0_ia = Q6_V_vand_QV(bmask, r0_ia); @@ -625,8 +802,8 @@ static void vec_dot_q8x4x2_q8x4x2_2x1(const int n, float * restrict s0, const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales // Row sum (qf32) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); + HVX_Vector r1_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -637,14 +814,14 @@ static void vec_dot_q8x4x2_q8x4x2_2x1(const int n, float * restrict s0, uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8_full(r1_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy_q)); - HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -658,14 +835,14 @@ static void vec_dot_q8x4x2_q8x4x2_2x1(const int n, float * restrict s0, r1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_fa, r1_sum)); } - // Process leftovers, we still load full 4x4x2 block but zero out unused scales/blocks + // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8_partial(r1_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy_q, nloe)); - HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy_q, nloe)); + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); + HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy_q, nloe)); HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); @@ -674,7 +851,7 @@ static void vec_dot_q8x4x2_q8x4x2_2x1(const int n, float * restrict s0, HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); HVX_Vector r1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy_d))); - // Zero out unused scales + // Zero out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); r0_dd = Q6_V_vand_QV(bmask, r0_dd); r1_dd = Q6_V_vand_QV(bmask, r1_dd); @@ -722,10 +899,10 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * const uint8_t * restrict y1_d = ((const uint8_t *) vy1) + y_qrow_size; // then scales // Row sums (sf) - 4 accumulators for 2×2 tile - HVX_Vector r0_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r0_c1_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_c0_sum = Q6_V_vzero(); + HVX_Vector r0_c1_sum = Q6_V_vzero(); + HVX_Vector r1_c0_sum = Q6_V_vzero(); + HVX_Vector r1_c1_sum = Q6_V_vzero(); const uint32_t nb = n / qk; // num full blocks const uint32_t nloe = n % qk; // num leftover elements @@ -733,12 +910,12 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * uint32_t i = 0; for (; i < nb; i++) { // Load src1 columns (reused across both src0 rows) - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_full(y0_q + i * y_qblk_size); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_full(y1_q + i * y_qblk_size); // Load src0 rows (reused across both src1 columns) - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8_full(r1_x_q + i * x_qblk_size); // Compute 4 dot products: r0×c0, r0×c1, r1×c0, r1×c1 HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy0_q)); @@ -747,8 +924,8 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy1_q)); // Load scales - HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); - HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -772,18 +949,18 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * // Process leftovers if (nloe) { - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_partial(y0_q + i * y_qblk_size, nloe); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_partial(y1_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_q8x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_q8x4x8_partial(r1_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy0_q, nloe)); - HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy1_q, nloe)); - HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy0_q, nloe)); - HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy1_q, nloe)); + HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy0_q, nloe)); + HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy1_q, nloe)); + HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy0_q, nloe)); + HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy1_q, nloe)); - HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); - HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); @@ -792,7 +969,7 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * HVX_Vector r1_c0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy0_d))); HVX_Vector r1_c1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy1_d))); - // Zero out unused scales + // Zero out unused elements HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); r0_c0_dd = Q6_V_vand_QV(bmask, r0_c0_dd); r0_c1_dd = Q6_V_vand_QV(bmask, r0_c1_dd); @@ -822,6 +999,293 @@ static void vec_dot_q8x4x2_q8x4x2_2x2(const int n, float * restrict s0, float * hvx_vec_store_u(&s1[0], 8, r0_r1_c1_sum); // row0,col1 row1,col1 } +// ======== IQ4_NL x Q8_0 vec_dot kernels ======== +// Same structure as Q4_0 vec_dot but uses IQ4_NL LUT-based load (4-bit index -> int8 kvalue). +// Scale format is identical to Q4_0 (fp16 scales). + +static void vec_dot_iq4nlx4x2_q8x4x2_1x1(const int n, + float * restrict s0, + const void * restrict vx0, + const void * restrict vy0) { + assert(n % 32 == 0); + assert((unsigned long) vx0 % 128 == 0); + assert((unsigned long) vy0 % 128 == 0); + + const uint32_t qk = QK_Q4_0x4x2 * 4; + + const uint32_t x_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t x_qblk_size = qk / 2; // int4 + const uint32_t x_qrow_size = n / 2; // int4 (not padded) + + const uint32_t y_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t y_qblk_size = qk; // int8 + const uint32_t y_qrow_size = n; // int8 (not padded) + + const uint8_t * restrict r0_x_q = ((const uint8_t *) vx0 + 0); // quants first + const uint8_t * restrict r0_x_d = ((const uint8_t *) vx0 + x_qrow_size); // then scales + + const uint8_t * restrict y_q = ((const uint8_t *) vy0 + 0); // quants first + const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales + + HVX_Vector r0_sum = Q6_V_vzero(); + + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + uint32_t i = 0; + for (; i < nb; i++) { + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_full(r0_x_q + i * x_qblk_size); + + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); + + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + + HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); + + HVX_Vector r0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_ia, r0_dd); + + r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); + } + + if (nloe) { + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_partial(r0_x_q + i * x_qblk_size, nloe); + + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); + + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + + HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); + + HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); + r0_dd = Q6_V_vand_QV(bmask, r0_dd); + r0_ia = Q6_V_vand_QV(bmask, r0_ia); + + HVX_Vector r0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_ia, r0_dd); + + r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); + } + + r0_sum = hvx_vec_reduce_sum_f32(r0_sum); + + hvx_vec_store_u(s0, 4, r0_sum); +} + +static void vec_dot_iq4nlx4x2_q8x4x2_2x1(const int n, + float * restrict s0, + const void * restrict vx0, + const void * restrict vx1, + const void * restrict vy0) { + assert(n % 32 == 0); + assert((unsigned long) vx0 % 128 == 0); + assert((unsigned long) vx1 % 128 == 0); + assert((unsigned long) vy0 % 128 == 0); + + const uint32_t qk = QK_Q4_0x4x2 * 4; + + const uint32_t x_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t x_qblk_size = qk / 2; // int4 + const uint32_t x_qrow_size = n / 2; // int4 (not padded) + + const uint32_t y_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t y_qblk_size = qk; // int8 + const uint32_t y_qrow_size = n; // int8 (not padded) + + const uint8_t * restrict r0_x_q = ((const uint8_t *) vx0) + 0; // quants first + const uint8_t * restrict r0_x_d = ((const uint8_t *) vx0) + x_qrow_size; // then scales + const uint8_t * restrict r1_x_q = ((const uint8_t *) vx1) + 0; // quants first + const uint8_t * restrict r1_x_d = ((const uint8_t *) vx1) + x_qrow_size; // then scales + + const uint8_t * restrict y_q = ((const uint8_t *) vy0 + 0); // quants first + const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales + + HVX_Vector r0_sum = Q6_V_vzero(); + HVX_Vector r1_sum = Q6_V_vzero(); + + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + uint32_t i = 0; + for (; i < nb; i++) { + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full(y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_iq4nlx4x8_full(r1_x_q + i * x_qblk_size); + + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); + HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy_q)); + + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); + + HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); + HVX_Vector r1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy_d))); + + HVX_Vector r0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_ia, r0_dd); + HVX_Vector r1_fa = Q6_Vqf32_vmpy_VsfVsf(r1_ia, r1_dd); + + r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); + r1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_fa, r1_sum)); + } + + if (nloe) { + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial(y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_iq4nlx4x8_partial(r1_x_q + i * x_qblk_size, nloe); + + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); + HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy_q, nloe)); + + HVX_Vector vy_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); + + HVX_Vector r0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy_d))); + HVX_Vector r1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy_d))); + + HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); + r0_dd = Q6_V_vand_QV(bmask, r0_dd); + r1_dd = Q6_V_vand_QV(bmask, r1_dd); + r0_ia = Q6_V_vand_QV(bmask, r0_ia); + r1_ia = Q6_V_vand_QV(bmask, r1_ia); + + HVX_Vector r0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_ia, r0_dd); + HVX_Vector r1_fa = Q6_Vqf32_vmpy_VsfVsf(r1_ia, r1_dd); + + r0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_fa, r0_sum)); + r1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_fa, r1_sum)); + } + + HVX_Vector rsum = hvx_vec_reduce_sum_f32x2(r0_sum, r1_sum); + hvx_vec_store_u(s0, 8, rsum); +} + +static void vec_dot_iq4nlx4x2_q8x4x2_2x2(const int n, + float * restrict s0, + float * restrict s1, + const void * restrict vx0, + const void * restrict vx1, + const void * restrict vy0, + const void * restrict vy1) { + assert(n % 32 == 0); + assert((unsigned long) vx0 % 128 == 0); + assert((unsigned long) vx1 % 128 == 0); + assert((unsigned long) vy0 % 128 == 0); + assert((unsigned long) vy1 % 128 == 0); + + const uint32_t qk = QK_Q4_0x4x2 * 4; + + const uint32_t x_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t x_qblk_size = qk / 2; // int4 + const uint32_t x_qrow_size = n / 2; // int4 (not padded) + + const uint32_t y_dblk_size = 8 * 4 * 2; // 32x __fp16 + const uint32_t y_qblk_size = qk; // int8 + const uint32_t y_qrow_size = n; // int8 (not padded) + + const uint8_t * restrict r0_x_q = ((const uint8_t *) vx0) + 0; + const uint8_t * restrict r0_x_d = ((const uint8_t *) vx0) + x_qrow_size; + const uint8_t * restrict r1_x_q = ((const uint8_t *) vx1) + 0; + const uint8_t * restrict r1_x_d = ((const uint8_t *) vx1) + x_qrow_size; + + const uint8_t * restrict y0_q = ((const uint8_t *) vy0) + 0; + const uint8_t * restrict y0_d = ((const uint8_t *) vy0) + y_qrow_size; + const uint8_t * restrict y1_q = ((const uint8_t *) vy1) + 0; + const uint8_t * restrict y1_d = ((const uint8_t *) vy1) + y_qrow_size; + + HVX_Vector r0_c0_sum = Q6_V_vzero(); + HVX_Vector r0_c1_sum = Q6_V_vzero(); + HVX_Vector r1_c0_sum = Q6_V_vzero(); + HVX_Vector r1_c1_sum = Q6_V_vzero(); + + const uint32_t nb = n / qk; + const uint32_t nloe = n % qk; + + uint32_t i = 0; + for (; i < nb; i++) { + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_full(y0_q + i * y_qblk_size); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_full(y1_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_iq4nlx4x8_full(r1_x_q + i * x_qblk_size); + + HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy0_q)); + HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy1_q)); + HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy0_q)); + HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy1_q)); + + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); + + HVX_Vector r0_c0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy0_d))); + HVX_Vector r0_c1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy1_d))); + HVX_Vector r1_c0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy0_d))); + HVX_Vector r1_c1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy1_d))); + + HVX_Vector r0_c0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_c0_ia, r0_c0_dd); + HVX_Vector r0_c1_fa = Q6_Vqf32_vmpy_VsfVsf(r0_c1_ia, r0_c1_dd); + HVX_Vector r1_c0_fa = Q6_Vqf32_vmpy_VsfVsf(r1_c0_ia, r1_c0_dd); + HVX_Vector r1_c1_fa = Q6_Vqf32_vmpy_VsfVsf(r1_c1_ia, r1_c1_dd); + + r0_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c0_fa, r0_c0_sum)); + r0_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c1_fa, r0_c1_sum)); + r1_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c0_fa, r1_c0_sum)); + r1_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c1_fa, r1_c1_sum)); + } + + if (nloe) { + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_partial(y0_q + i * y_qblk_size, nloe); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_partial(y1_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_iq4nlx4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_iq4nlx4x8_partial(r1_x_q + i * x_qblk_size, nloe); + + HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy0_q, nloe)); + HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy1_q, nloe)); + HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy0_q, nloe)); + HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy1_q, nloe)); + + HVX_Vector vy0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y0_d + i * y_dblk_size)); + HVX_Vector vy1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (y1_d + i * y_dblk_size)); + HVX_Vector r0_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r0_x_d + i * x_dblk_size)); + HVX_Vector r1_d = Q6_Vh_vshuff_Vh(*(const HVX_UVector *) (r1_x_d + i * x_dblk_size)); + + HVX_Vector r0_c0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy0_d))); + HVX_Vector r0_c1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r0_d, vy1_d))); + HVX_Vector r1_c0_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy0_d))); + HVX_Vector r1_c1_dd = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(Q6_Wqf32_vmpy_VhfVhf(r1_d, vy1_d))); + + HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe / 8); + r0_c0_dd = Q6_V_vand_QV(bmask, r0_c0_dd); + r0_c1_dd = Q6_V_vand_QV(bmask, r0_c1_dd); + r1_c0_dd = Q6_V_vand_QV(bmask, r1_c0_dd); + r1_c1_dd = Q6_V_vand_QV(bmask, r1_c1_dd); + r0_c0_ia = Q6_V_vand_QV(bmask, r0_c0_ia); + r0_c1_ia = Q6_V_vand_QV(bmask, r0_c1_ia); + r1_c0_ia = Q6_V_vand_QV(bmask, r1_c0_ia); + r1_c1_ia = Q6_V_vand_QV(bmask, r1_c1_ia); + + HVX_Vector r0_c0_fa = Q6_Vqf32_vmpy_VsfVsf(r0_c0_ia, r0_c0_dd); + HVX_Vector r0_c1_fa = Q6_Vqf32_vmpy_VsfVsf(r0_c1_ia, r0_c1_dd); + HVX_Vector r1_c0_fa = Q6_Vqf32_vmpy_VsfVsf(r1_c0_ia, r1_c0_dd); + HVX_Vector r1_c1_fa = Q6_Vqf32_vmpy_VsfVsf(r1_c1_ia, r1_c1_dd); + + r0_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c0_fa, r0_c0_sum)); + r0_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c1_fa, r0_c1_sum)); + r1_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c0_fa, r1_c0_sum)); + r1_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c1_fa, r1_c1_sum)); + } + + HVX_Vector r0_r1_c0_sum = hvx_vec_reduce_sum_f32x2(r0_c0_sum, r1_c0_sum); + HVX_Vector r0_r1_c1_sum = hvx_vec_reduce_sum_f32x2(r0_c1_sum, r1_c1_sum); + + hvx_vec_store_u(&s0[0], 8, r0_r1_c0_sum); + hvx_vec_store_u(&s1[0], 8, r0_r1_c1_sum); +} + static void vec_dot_mxfp4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const void * restrict vx0, const void * restrict vy0) { assert(n % 32 == 0); // min sub-block size assert((unsigned long) vx0 % 128 == 0); @@ -844,7 +1308,7 @@ static void vec_dot_mxfp4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const const uint8_t * restrict y_d = ((const uint8_t *) vy0 + y_qrow_size); // then scales // Row sum (sf) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -855,8 +1319,8 @@ static void vec_dot_mxfp4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full( y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_full(r0_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); @@ -887,12 +1351,12 @@ static void vec_dot_mxfp4x4x2_q8x4x2_1x1(const int n, float * restrict s0, const // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial( y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); + HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy_q, nloe)); - HVX_Vector vy_d = *(const HVX_UVector *) (y_d + i * y_dblk_size); + HVX_Vector vy_d = *(const HVX_UVector *) (y_d + i * y_dblk_size); HVX_Vector r0_d = *(const HVX_UVector *) (r0_x_d + i * x_dblk_size); // Convert vy_d from fp16 to fp32 while applying 0.5 scaling which is used for e8m0 halving @@ -954,8 +1418,8 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x1(const int n, float * restrict s0, const uint8_t * restrict y_d = ((const uint8_t *) vy0) + y_qrow_size; // then scales // Row sum (sf) - HVX_Vector r0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_sum = Q6_V_vzero(); + HVX_Vector r1_sum = Q6_V_vzero(); // Multiply and accumulate into int32. // Compute combined scale (fp32). @@ -966,9 +1430,9 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x1(const int n, float * restrict s0, uint32_t i = 0; for (; i < nb; i++) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_full( y_q + i * y_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8_full(r1_x_q + i * x_qblk_size); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy_q)); @@ -1007,14 +1471,14 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x1(const int n, float * restrict s0, // Process leftovers if (nloe) { - HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8(y_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy_q = hvx_vec_load_q8x4x8_partial( y_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8_partial(r1_x_q + i * x_qblk_size, nloe); HVX_Vector r0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy_q)); HVX_Vector r1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r1_q, vy_q)); - HVX_Vector vy_d = *(const HVX_UVector *) (y_d + i * y_dblk_size); + HVX_Vector vy_d = *(const HVX_UVector *) (y_d + i * y_dblk_size); HVX_Vector r0_d = *(const HVX_UVector *) (r0_x_d + i * x_dblk_size); HVX_Vector r1_d = *(const HVX_UVector *) (r1_x_d + i * x_dblk_size); @@ -1087,10 +1551,10 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float const uint8_t * restrict y1_d = ((const uint8_t *) vy1) + y_qrow_size; // then scales // Row sums (sf) - 4 accumulators for 2×2 tile - HVX_Vector r0_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r0_c1_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c1_sum = Q6_V_vsplat_R(0); + HVX_Vector r0_c0_sum = Q6_V_vzero(); + HVX_Vector r0_c1_sum = Q6_V_vzero(); + HVX_Vector r1_c0_sum = Q6_V_vzero(); + HVX_Vector r1_c1_sum = Q6_V_vzero(); const uint32_t nb = n / qk; // num full blocks const uint32_t nloe = n % qk; // num leftover elements @@ -1098,12 +1562,12 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float uint32_t i = 0; for (; i < nb; i++) { // Load src1 columns (reused across both src0 rows) - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_full(y0_q + i * y_qblk_size); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_full(y1_q + i * y_qblk_size); // Load src0 rows (reused across both src1 columns) - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_full(r0_x_q + i * x_qblk_size); + HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8_full(r1_x_q + i * x_qblk_size); // Compute 4 dot products: r0×c0, r0×c1, r1×c0, r1×c1 HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_full(r0_q, vy0_q)); @@ -1157,15 +1621,15 @@ static void vec_dot_mxfp4x4x2_q8x4x2_2x2(const int n, float * restrict s0, float // Process leftovers if (nloe) { - HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8(y0_q + i * y_qblk_size); - HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8(y1_q + i * y_qblk_size); - HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8(r0_x_q + i * x_qblk_size); - HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8(r1_x_q + i * x_qblk_size); + HVX_Vector_x8 vy0_q = hvx_vec_load_q8x4x8_partial( y0_q + i * y_qblk_size, nloe); + HVX_Vector_x8 vy1_q = hvx_vec_load_q8x4x8_partial( y1_q + i * y_qblk_size, nloe); + HVX_Vector_x8 r0_q = hvx_vec_load_mxfp4x4x8_partial(r0_x_q + i * x_qblk_size, nloe); + HVX_Vector_x8 r1_q = hvx_vec_load_mxfp4x4x8_partial(r1_x_q + i * x_qblk_size, nloe); - HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy0_q, nloe)); - HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r0_q, vy1_q, nloe)); - HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy0_q, nloe)); - HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_nloe(r1_q, vy1_q, nloe)); + HVX_Vector r0_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy0_q, nloe)); + HVX_Vector r0_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r0_q, vy1_q, nloe)); + HVX_Vector r1_c0_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy0_q, nloe)); + HVX_Vector r1_c1_ia = Q6_Vsf_equals_Vw(hvx_vec_rmpy_x8_partial(r1_q, vy1_q, nloe)); HVX_Vector vy0_d = *(const HVX_UVector *) (y0_d + i * y_dblk_size); HVX_Vector vy1_d = *(const HVX_UVector *) (y1_d + i * y_dblk_size); @@ -1234,27 +1698,24 @@ static void vec_dot_f16_f16_aa_1x1(const int n, float * restrict s, const void * uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - HVX_Vector rsum = Q6_V_vsplat_R(0); + HVX_VectorPair rsum_p = Q6_W_vzero(); uint32_t i = 0; #pragma unroll(4) for (i = 0; i < nvec; i++) { - HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x[i], y[i]); - rsum = Q6_Vqf32_vadd_Vqf32Vqf32(rsum, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf))); + rsum_p = hvx_vec_mpyacc_f32_f16(rsum_p, x[i], y[i]); } if (nloe) { HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2); HVX_Vector x_hf = Q6_V_vand_QV(bmask, x[i]); HVX_Vector y_hf = Q6_V_vand_QV(bmask, y[i]); - - HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf); - rsum = Q6_Vqf32_vadd_Vqf32Vqf32(rsum, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf))); + rsum_p = hvx_vec_mpyacc_f32_f16(rsum_p, x_hf, y_hf); } - rsum = hvx_vec_reduce_sum_f32(Q6_Vsf_equals_Vqf32(rsum)); - hvx_vec_store_u(&s[0], 4, rsum); + HVX_Vector rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum_p), Q6_V_hi_W(rsum_p))); + hvx_vec_store_u(s, 4, hvx_vec_reduce_sum_f32(rsum)); } static void vec_dot_f16_f16_aa_2x1(const int n, float * restrict s0, @@ -1267,35 +1728,30 @@ static void vec_dot_f16_f16_aa_2x1(const int n, float * restrict s0, uint32_t nvec = n / VLEN_FP16; uint32_t nloe = n % VLEN_FP16; - HVX_Vector rsum0 = Q6_V_vsplat_R(0); - HVX_Vector rsum1 = Q6_V_vsplat_R(0); + HVX_VectorPair rsum0_p = Q6_W_vzero(); + HVX_VectorPair rsum1_p = Q6_W_vzero(); uint32_t i = 0; #pragma unroll(2) for (i = 0; i < nvec; i++) { HVX_Vector y_hf = y[i]; - HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0[i], y_hf); - HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1[i], y_hf); - - rsum0 = Q6_Vqf32_vadd_Vqf32Vqf32(rsum0, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf))); - rsum1 = Q6_Vqf32_vadd_Vqf32Vqf32(rsum1, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf))); + rsum0_p = hvx_vec_mpyacc_f32_f16(rsum0_p, x0[i], y_hf); + rsum1_p = hvx_vec_mpyacc_f32_f16(rsum1_p, x1[i], y_hf); } if (nloe) { HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2); + HVX_Vector y_hf = Q6_V_vand_QV(bmask, y[i]); HVX_Vector x0_hf = Q6_V_vand_QV(bmask, x0[i]); HVX_Vector x1_hf = Q6_V_vand_QV(bmask, x1[i]); - HVX_Vector y_hf = Q6_V_vand_QV(bmask, y[i]); - - HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf); - HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf); - - rsum0 = Q6_Vqf32_vadd_Vqf32Vqf32(rsum0, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf))); - rsum1 = Q6_Vqf32_vadd_Vqf32Vqf32(rsum1, Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf))); + rsum0_p = hvx_vec_mpyacc_f32_f16(rsum0_p, x0_hf, y_hf); + rsum1_p = hvx_vec_mpyacc_f32_f16(rsum1_p, x1_hf, y_hf); } - HVX_Vector rsum = hvx_vec_reduce_sum_f32x2(Q6_Vsf_equals_Vqf32(rsum0), Q6_Vsf_equals_Vqf32(rsum1)); + HVX_Vector rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum0_p), Q6_V_hi_W(rsum0_p))); + HVX_Vector rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(rsum1_p), Q6_V_hi_W(rsum1_p))); + HVX_Vector rsum = hvx_vec_reduce_sum_f32x2(rsum0, rsum1); hvx_vec_store_u(s0, 8, rsum); } @@ -1311,10 +1767,10 @@ static void vec_dot_f16_f16_aa_2x2(const int n, float * restrict s0, float * res uint32_t nloe = n % VLEN_FP16; // Row sums (sf) - 4 accumulators for 2×2 tile - HVX_Vector r0_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r0_c1_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c0_sum = Q6_V_vsplat_R(0); - HVX_Vector r1_c1_sum = Q6_V_vsplat_R(0); + HVX_VectorPair r0_c0_sum_p = Q6_W_vzero(); + HVX_VectorPair r0_c1_sum_p = Q6_W_vzero(); + HVX_VectorPair r1_c0_sum_p = Q6_W_vzero(); + HVX_VectorPair r1_c1_sum_p = Q6_W_vzero(); uint32_t i = 0; @@ -1326,20 +1782,10 @@ static void vec_dot_f16_f16_aa_2x2(const int n, float * restrict s0, float * res HVX_Vector c1_hf = y1[i]; // Compute 4 dot products: r0×c0, r0×c1, r1×c0, r1×c1 - HVX_VectorPair r0_c0_qf_p = Q6_Wqf32_vmpy_VhfVhf(r0_hf, c0_hf); - HVX_VectorPair r0_c1_qf_p = Q6_Wqf32_vmpy_VhfVhf(r0_hf, c1_hf); - HVX_VectorPair r1_c0_qf_p = Q6_Wqf32_vmpy_VhfVhf(r1_hf, c0_hf); - HVX_VectorPair r1_c1_qf_p = Q6_Wqf32_vmpy_VhfVhf(r1_hf, c1_hf); - - HVX_Vector r0_c0_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r0_c0_qf_p), Q6_V_hi_W(r0_c0_qf_p)); - HVX_Vector r0_c1_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r0_c1_qf_p), Q6_V_hi_W(r0_c1_qf_p)); - HVX_Vector r1_c0_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r1_c0_qf_p), Q6_V_hi_W(r1_c0_qf_p)); - HVX_Vector r1_c1_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r1_c1_qf_p), Q6_V_hi_W(r1_c1_qf_p)); - - r0_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c0_qf, r0_c0_sum)); - r0_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c1_qf, r0_c1_sum)); - r1_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c0_qf, r1_c0_sum)); - r1_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c1_qf, r1_c1_sum)); + r0_c0_sum_p = hvx_vec_mpyacc_f32_f16(r0_c0_sum_p, r0_hf, c0_hf); + r0_c1_sum_p = hvx_vec_mpyacc_f32_f16(r0_c1_sum_p, r0_hf, c1_hf); + r1_c0_sum_p = hvx_vec_mpyacc_f32_f16(r1_c0_sum_p, r1_hf, c0_hf); + r1_c1_sum_p = hvx_vec_mpyacc_f32_f16(r1_c1_sum_p, r1_hf, c1_hf); } if (nloe) { @@ -1350,23 +1796,17 @@ static void vec_dot_f16_f16_aa_2x2(const int n, float * restrict s0, float * res HVX_Vector c0_hf = Q6_V_vand_QV(bmask, y0[i]); HVX_Vector c1_hf = Q6_V_vand_QV(bmask, y1[i]); - HVX_VectorPair r0_c0_qf_p = Q6_Wqf32_vmpy_VhfVhf(r0_hf, c0_hf); - HVX_VectorPair r0_c1_qf_p = Q6_Wqf32_vmpy_VhfVhf(r0_hf, c1_hf); - HVX_VectorPair r1_c0_qf_p = Q6_Wqf32_vmpy_VhfVhf(r1_hf, c0_hf); - HVX_VectorPair r1_c1_qf_p = Q6_Wqf32_vmpy_VhfVhf(r1_hf, c1_hf); - - HVX_Vector r0_c0_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r0_c0_qf_p), Q6_V_hi_W(r0_c0_qf_p)); - HVX_Vector r0_c1_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r0_c1_qf_p), Q6_V_hi_W(r0_c1_qf_p)); - HVX_Vector r1_c0_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r1_c0_qf_p), Q6_V_hi_W(r1_c0_qf_p)); - HVX_Vector r1_c1_qf = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(r1_c1_qf_p), Q6_V_hi_W(r1_c1_qf_p)); - - r0_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c0_qf, r0_c0_sum)); - r0_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r0_c1_qf, r0_c1_sum)); - r1_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c0_qf, r1_c0_sum)); - r1_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(r1_c1_qf, r1_c1_sum)); - + r0_c0_sum_p = hvx_vec_mpyacc_f32_f16(r0_c0_sum_p, r0_hf, c0_hf); + r0_c1_sum_p = hvx_vec_mpyacc_f32_f16(r0_c1_sum_p, r0_hf, c1_hf); + r1_c0_sum_p = hvx_vec_mpyacc_f32_f16(r1_c0_sum_p, r1_hf, c0_hf); + r1_c1_sum_p = hvx_vec_mpyacc_f32_f16(r1_c1_sum_p, r1_hf, c1_hf); } + HVX_Vector r0_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(r0_c0_sum_p), Q6_V_hi_W(r0_c0_sum_p))); + HVX_Vector r0_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(r0_c1_sum_p), Q6_V_hi_W(r0_c1_sum_p))); + HVX_Vector r1_c0_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(r1_c0_sum_p), Q6_V_hi_W(r1_c0_sum_p))); + HVX_Vector r1_c1_sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_V_lo_W(r1_c1_sum_p), Q6_V_hi_W(r1_c1_sum_p))); + // Reduce and store results HVX_Vector r0_r1_c0_sum = hvx_vec_reduce_sum_f32x2(r0_c0_sum, r1_c0_sum); HVX_Vector r0_r1_c1_sum = hvx_vec_reduce_sum_f32x2(r0_c1_sum, r1_c1_sum); @@ -1382,7 +1822,7 @@ static void vec_dot_f16_f16_uu_1x1(const int n, float * restrict s, const void * uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - HVX_Vector rsum = Q6_V_vsplat_R(0); + HVX_Vector rsum = Q6_V_vzero(); uint32_t i = 0; @@ -1412,9 +1852,9 @@ static void vec_dot_f16_f32_uu_1x1(const int n, float * restrict s, const void * uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors uint32_t nloe = n % VLEN_FP16; // leftover elements - const HVX_Vector zero = Q6_V_vsplat_R(0); + const HVX_Vector zero = Q6_V_vzero(); - HVX_Vector rsum = Q6_V_vsplat_R(0); + HVX_Vector rsum = Q6_V_vzero(); uint32_t i = 0; @@ -1458,11 +1898,11 @@ static void vec_dot_f16_f32_uu_1x1(const int n, float * restrict s, const void * hvx_vec_store_u(&s[0], 4, rsum); } -#define htp_matmul_tensors_preamble \ - struct htp_tensor * restrict src0 = &octx->src0; \ - struct htp_tensor * restrict src1 = &octx->src1; \ - struct htp_tensor * restrict src2 = &octx->src2; \ - struct htp_tensor * restrict dst = &octx->dst; \ +#define htp_matmul_tensors_preamble \ + const struct htp_tensor * restrict src0 = octx->src[0]; \ + const struct htp_tensor * restrict src1 = octx->src[1]; \ + const struct htp_tensor * restrict src2 = octx->src[2]; \ + const struct htp_tensor * restrict dst = octx->dst; \ struct htp_spad * restrict src0_spad = &octx->src0_spad; \ struct htp_spad * restrict src1_spad = &octx->src1_spad; \ struct htp_spad * restrict dst_spad = &octx->dst_spad; \ @@ -1784,8 +2224,8 @@ struct mmid_row_mapping { static void matmul_id(unsigned int nth, unsigned int ith, void * data) { htp_matmul_preamble; - struct htp_tensor * restrict ids = &octx->src2; - struct htp_spad * restrict src2_spad = &octx->src2_spad; + const struct htp_tensor * restrict ids = octx->src[2]; + struct htp_spad * restrict src2_spad = &octx->src2_spad; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); @@ -1903,8 +2343,8 @@ static void matmul_id(unsigned int nth, unsigned int ith, void * data) { static void matvec_id(unsigned int nth, unsigned int ith, void * data) { htp_matmul_preamble; - struct htp_tensor * restrict ids = &octx->src2; - struct htp_spad * restrict src2_spad = &octx->src2_spad; + const struct htp_tensor * restrict ids = octx->src[2]; + struct htp_spad * restrict src2_spad = &octx->src2_spad; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); @@ -1997,7 +2437,7 @@ static inline void quantize_block_f32_q8x1(float * restrict x, uint8_t * restric assert((unsigned long) y_q % 128 == 0); HVX_Vector * vx = (HVX_Vector *) x; - HVX_Vector zero = Q6_V_vsplat_R(0); + HVX_Vector zero = Q6_V_vzero(); // Use reduce max fp32 to find max(abs(e)) first HVX_Vector vmax0_sf = hvx_vec_reduce_max_f32(hvx_vec_abs_f32(vx[0])); @@ -2058,7 +2498,7 @@ static inline void quantize_block_f32_q8x2(float * restrict x, uint8_t * restric HVX_Vector * vx = (HVX_Vector *) x; // Load and convert into QF32 - HVX_Vector zero = Q6_V_vsplat_R(0); + HVX_Vector zero = Q6_V_vzero(); HVX_Vector vx0_qf = Q6_Vqf32_vsub_VsfVsf(vx[0], zero); // 32 elements HVX_Vector vx1_qf = Q6_Vqf32_vsub_VsfVsf(vx[1], zero); // 32 elements HVX_Vector vx2_qf = Q6_Vqf32_vsub_VsfVsf(vx[2], zero); // 32 elements @@ -2101,7 +2541,7 @@ static inline void quantize_block_f32_q8x4(float * restrict x, uint8_t * restric HVX_Vector * vx = (HVX_Vector *) x; // Load and convert into QF32 - HVX_Vector zero = Q6_V_vsplat_R(0); + HVX_Vector zero = Q6_V_vzero(); HVX_Vector vx0_qf = Q6_Vqf32_vsub_VsfVsf(vx[0], zero); // 32 elements HVX_Vector vx1_qf = Q6_Vqf32_vsub_VsfVsf(vx[1], zero); // 32 elements HVX_Vector vx2_qf = Q6_Vqf32_vsub_VsfVsf(vx[2], zero); // 32 elements @@ -2173,7 +2613,7 @@ static void quantize_f32_q8x4x2(unsigned int nth, unsigned int ith, void * data) struct htp_matmul_context * mmctx = data; struct htp_ops_context * octx = mmctx->octx; - const struct htp_tensor * src = &octx->src1; + const struct htp_tensor * src = octx->src[1]; uint8_t * restrict dst = octx->src1_spad.data; struct htp_spad * spad = &octx->src0_spad; uint32_t nrows_per_thread = mmctx->src1_nrows_per_thread; @@ -2220,7 +2660,7 @@ static void quantize_f32_f16(unsigned int nth, unsigned int ith, void * data) { struct htp_matmul_context * mmctx = data; struct htp_ops_context * octx = mmctx->octx; - const struct htp_tensor * src = &octx->src1; + const struct htp_tensor * src = octx->src[1]; uint8_t * restrict dst = octx->src1_spad.data; uint32_t nrows_per_thread = mmctx->src1_nrows_per_thread; uint32_t dst_stride = octx->src1_spad.stride; @@ -2262,7 +2702,7 @@ static void quantize_f16_f16(unsigned int nth, unsigned int ith, void * data) { struct htp_matmul_context * mmctx = data; struct htp_ops_context * octx = mmctx->octx; - const struct htp_tensor * src = &octx->src1; + const struct htp_tensor * src = octx->src[1]; uint8_t * restrict dst = octx->src1_spad.data; uint32_t nrows_per_thread = mmctx->src1_nrows_per_thread; uint32_t dst_stride = octx->src1_spad.stride; @@ -2318,6 +2758,12 @@ static int htp_mminit_vec_dot(struct htp_matmul_context * mmctx, enum htp_data_t mmctx->vec_dot_2x1 = vec_dot_q8x4x2_q8x4x2_2x1; mmctx->vec_dot_2x2 = vec_dot_q8x4x2_q8x4x2_2x2; return 0; + case HTP_TYPE_IQ4_NL: + mmctx->type = "iq4nlx4x2-f32"; + mmctx->vec_dot_1x1 = vec_dot_iq4nlx4x2_q8x4x2_1x1; + mmctx->vec_dot_2x1 = vec_dot_iq4nlx4x2_q8x4x2_2x1; + mmctx->vec_dot_2x2 = vec_dot_iq4nlx4x2_q8x4x2_2x2; + return 0; case HTP_TYPE_MXFP4: mmctx->type = "mxfp4x4x2-f32"; mmctx->vec_dot_1x1 = vec_dot_mxfp4x4x2_q8x4x2_1x1; @@ -2355,7 +2801,7 @@ static void htp_mminit_spad(struct htp_ops_context * octx, octx->dst_spad.size = octx->dst_spad.size_per_thread * octx->n_threads; } -int op_matmul(struct htp_ops_context * octx) { +static int op_matmul_hvx(struct htp_ops_context * octx) { htp_matmul_tensors_preamble; struct htp_matmul_context mmctx_struct = {0}; @@ -2379,7 +2825,7 @@ int op_matmul(struct htp_ops_context * octx) { worker_callback_t quant_job_func; worker_callback_t matmul_job_func = src1_nrows > 1 ? matmul_2d : matvec_2d; - bool need_quant = !(octx->flags & HTP_OPFLAGS_SKIP_QUANTIZE); + bool need_quant = true; if (src0->type == HTP_TYPE_F16) { // Try optimized f16-f16 path first (src1 in VTCM) @@ -2393,7 +2839,7 @@ int op_matmul(struct htp_ops_context * octx) { // Default matmul implementation does not support multi-batch src0 (N-vs-N broadcasting). // It only supports 1-vs-N broadcasting (src0 is 2D) or standard 2D matmul. const bool is_batched = (ne02 > 1) || (ne03 > 1); - const bool is_permuted = htp_is_permuted(&octx->src0) || htp_is_permuted(&octx->src1); + const bool is_permuted = htp_is_permuted(octx->src[0]) || htp_is_permuted(octx->src[1]); if (!is_batched && !is_permuted && f16_total_size <= octx->ctx->vtcm_size) { // Optimized path @@ -2470,27 +2916,172 @@ int op_matmul(struct htp_ops_context * octx) { return HTP_STATUS_VTCM_TOO_SMALL; } - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; - octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; + // Place src1 spad first. We use it for dyn.quant and may reuse between ops + octx->src1_spad.data = octx->ctx->vtcm_base; + octx->src0_spad.data = octx->src1_spad.data + octx->src1_spad.size; + octx->dst_spad.data = octx->src0_spad.data + octx->src0_spad.size; + + octx->src1_spad.src = (src1 == octx->src1_spad.src) ? src1 : NULL; + octx->src0_spad.src = NULL; + octx->dst_spad.src = NULL; octx->src0_spad.stride = src0_row_size_padded; octx->src1_spad.stride = src1_row_size; - if (need_quant) { + if (octx->flags & HTP_OPFLAGS_SKIP_COMPUTE) + return HTP_STATUS_OK; + + if (need_quant && !octx->src1_spad.src) { const uint32_t n_quant_jobs = MIN(src1_nrows, octx->n_threads); mmctx->src1_nrows_per_thread = (src1_nrows + n_quant_jobs - 1) / n_quant_jobs; worker_pool_run_func(octx->ctx->worker_pool, quant_job_func, mmctx, n_quant_jobs); + octx->src1_spad.src = src1; } - if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { - const uint32_t n_matmul_jobs = octx->n_threads; - worker_pool_run_func(octx->ctx->worker_pool, matmul_job_func, mmctx, n_matmul_jobs); - } + const uint32_t n_matmul_jobs = octx->n_threads; + worker_pool_run_func(octx->ctx->worker_pool, matmul_job_func, mmctx, n_matmul_jobs); return HTP_STATUS_OK; } +int op_matmul(struct htp_ops_context * octx) { + htp_matmul_tensors_preamble; + +#ifndef HTP_HAS_HMX + return op_matmul_hvx(octx); +#else + if (!octx->ctx->hmx_enabled) { + return op_matmul_hvx(octx); + } + + // HMX weight tile requires N to be 32-aligned. + if (src0->ne[1] % 32 != 0) { + return op_matmul_hvx(octx); + } + + // HMX supports F16, Q4_0, Q8_0, IQ4_NL, MXFP4 weights. + // Other types fall back to HVX. + uint32_t wtype = src0->type; + if (wtype != HTP_TYPE_F16 && wtype != HTP_TYPE_Q4_0 && wtype != HTP_TYPE_Q8_0 && wtype != HTP_TYPE_IQ4_NL && wtype != HTP_TYPE_MXFP4) { + return op_matmul_hvx(octx); + } + + // Quantised HMX path requires K aligned to 256 (x4x2 super-block). + // F16 HMX path requires K aligned to 32 (tile width). + if (wtype != HTP_TYPE_F16 && src0->ne[0] % 256 != 0) { + return op_matmul_hvx(octx); + } + + if (wtype == HTP_TYPE_F16 && src0->ne[0] % 32 != 0) { + return op_matmul_hvx(octx); + } + + const bool is_batched = (src0->ne[2] * src0->ne[3] > 1 || src1->ne[2] * src1->ne[3] > 1); + + // Quantised HMX kernels only handle flat 2D matmul (host already rejects + // batched quantised, but guard here too). F16 batched matmul is handled + // by the dedicated wrapper in hmx-matmul-ops.c. + if (is_batched && src0->type != HTP_TYPE_F16) { + return op_matmul_hvx(octx); + } + + // HMX assumes contiguous row-major layout. Fall back for permuted + // tensors where strides are non-monotonic (e.g. transposed KV cache). + if (src0->nb[0] > src0->nb[1] || src1->nb[0] > src1->nb[1]) { + return op_matmul_hvx(octx); + } + + // M alignment: when M > 32 but not 32-aligned, we split into + // HMX (first m_hmx = M & ~31 rows) + HVX (remaining m_tail rows). + // When M <= 32 and not 32-aligned, fall back entirely to HVX. + const int m_total = (int) src1->ne[1]; + const int m_tail = m_total % 32; + const int m_hmx = m_total - m_tail; + + if (m_hmx == 0) { + return op_matmul_hvx(octx); + } + + // Always re-quantize src1 since HMX kernel overwrites vtcm/spad, + // so any previously cached quantized data is invalid. + octx->src1_spad.src = NULL; + + int k = (int) src0->ne[0]; // inner dimension + int n = (int) src0->ne[1]; // weight columns + + // --- Phase 1: HMX on the first m_hmx (32-aligned) rows --- + int ret = -1; + + // Row strides in elements. For compact tensors these equal k; for + // permuted attention views they can be larger, so pass the real stride. + const int act_stride = (int)(src1->nb[1] / sizeof(float)); + const int wgt_stride = (int)(src0->nb[1] / sizeof(__fp16)); + + if (src0->type == HTP_TYPE_F16) { + if (is_batched) { + hmx_matmul_w16a32_batched_params_t batch_params = { + .dst = (float *) dst->data, + .activation = (float *) src1->data, + .permuted_weight = (const __fp16 *) src0->data, + .m = m_hmx, + .k = k, + .n = n, + .act_stride = act_stride, + .weight_stride = wgt_stride, + .dst_stride = (int) (dst->nb[1] / sizeof(float)), + .ne02 = ne02, + .ne03 = ne03, + .ne12 = ne12, + .ne13 = ne13, + .src0_nb2 = src0->nb[2], + .src0_nb3 = src0->nb[3], + .src1_nb2 = src1->nb[2], + .src1_nb3 = src1->nb[3], + .dst_nb2 = dst->nb[2], + .dst_nb3 = dst->nb[3], + }; + ret = hmx_mat_mul_permuted_w16a32_batched(octx->ctx, &batch_params); + } else { + ret = hmx_mat_mul_permuted_w16a32(octx->ctx, + (float*) dst->data, (float*) src1->data, (const __fp16 *) src0->data, + m_hmx, k, n, act_stride, wgt_stride); + } + } else { + ret = hmx_mat_mul_permuted_qk_0_d16a32(octx->ctx, + (float*) dst->data, (float*) src1->data, (const uint8_t *) src0->data, + m_hmx, k, n, (int) src0->type); + } + + if (ret != 0) { + FARF(HIGH, "HMX matmul failed (ret=%d), falling back to HVX", ret); + return op_matmul(octx); + } + + // --- Phase 2: HVX on the remaining m_tail rows --- + if (m_tail > 0) { + // copy of src1 and dst + struct htp_tensor src1_tail = *src1; + struct htp_tensor dst_tail = *dst; + + src1_tail.ne[1] = m_tail; // only tail rows + dst_tail.ne[1] = m_tail; // only tail rows + + // Offset activation and dst pointers past the HMX-processed rows. + // Use nb[1] (row stride in bytes) to compute the byte offset. + src1_tail.data += (uint32_t) m_hmx * src1->nb[1]; + dst_tail.data += (uint32_t) m_hmx * dst->nb[1]; + + octx->src[1] = &src1_tail; + octx->dst = &dst_tail; + + FARF(HIGH, "hmx-matmul: HVX tail m_tail %d src1 %p dst %p", m_tail, (void *) src1_tail.data, (void *) dst_tail.data); + return op_matmul_hvx(octx); + } + + return 0; +#endif // HTP_HAS_HMX +} + int op_matmul_id(struct htp_ops_context * octx) { htp_matmul_tensors_preamble; @@ -2498,7 +3089,7 @@ int op_matmul_id(struct htp_ops_context * octx) { struct htp_matmul_context * mmctx = &mmctx_struct; mmctx->octx = octx; - struct htp_tensor * restrict ids = &octx->src2; + const struct htp_tensor * restrict ids = octx->src[2]; const size_t src0_row_size = nb01; const size_t dst_row_size = nb1; @@ -2551,11 +3142,17 @@ int op_matmul_id(struct htp_ops_context * octx) { return HTP_STATUS_VTCM_TOO_SMALL; } - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; - octx->src2_spad.data = octx->src1_spad.data + octx->src1_spad.size; + // Place src1 spad first. We use it for dyn.quant and may reuse in subseq ops. + octx->src1_spad.data = octx->ctx->vtcm_base; + octx->src0_spad.data = octx->src1_spad.data + octx->src1_spad.size; + octx->src2_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->dst_spad.data = octx->src2_spad.data + octx->src2_spad.size; + octx->src1_spad.src = (src1 == octx->src1_spad.src) ? src1 : NULL; + octx->src0_spad.src = NULL; + octx->src2_spad.src = NULL; + octx->dst_spad.src = NULL; + octx->src0_spad.stride = src0_row_size_padded; octx->src1_spad.stride = src1_row_size; @@ -2579,17 +3176,18 @@ int op_matmul_id(struct htp_ops_context * octx) { } } - // Setup worker pool callbacks - if (!(octx->flags & HTP_OPFLAGS_SKIP_QUANTIZE)) { + if (octx->flags & HTP_OPFLAGS_SKIP_COMPUTE) + return HTP_STATUS_OK; + + if (octx->src1_spad.src != src1) { const uint32_t n_quant_jobs = MIN(src1_nrows, octx->n_threads); mmctx->src1_nrows_per_thread = (src1_nrows + n_quant_jobs - 1) / n_quant_jobs; worker_pool_run_func(octx->ctx->worker_pool, quant_job_func, mmctx, n_quant_jobs); + octx->src1_spad.src = src1; } - if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { - const uint32_t n_matmul_jobs = octx->n_threads; - worker_pool_run_func(octx->ctx->worker_pool, matmul_id_job_func, mmctx, n_matmul_jobs); - } + const uint32_t n_matmul_jobs = octx->n_threads; + worker_pool_run_func(octx->ctx->worker_pool, matmul_id_job_func, mmctx, n_matmul_jobs); return HTP_STATUS_OK; } diff --git a/ggml/src/ggml-hexagon/htp/repeat-ops.c b/ggml/src/ggml-hexagon/htp/repeat-ops.c new file mode 100644 index 0000000000..a6f2f0ed5f --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/repeat-ops.c @@ -0,0 +1,148 @@ +#pragma clang diagnostic ignored "-Wunused-variable" +#pragma clang diagnostic ignored "-Wunused-function" +#pragma clang diagnostic ignored "-Wunused-but-set-variable" + +#include +#include + +#include + +#include "hvx-utils.h" + +#define GGML_COMMON_DECL_C +#include "ggml-common.h" +#include "htp-ctx.h" +#include "htp-ops.h" +#include "htp-ops.h" + +struct htp_repeat_context { + struct htp_ops_context * octx; + + uint32_t nr0; + uint32_t nr1; + uint32_t nr2; + uint32_t nr3; + + uint32_t nrows_per_thread; + uint32_t total_dst_rows; // ne1 * ne2 * ne3 + + size_t type_size; +}; + +static void repeat_job_per_thread(unsigned int nth, unsigned int ith, void * data) { + const struct htp_repeat_context * rctx = (const struct htp_repeat_context *) data; + struct htp_ops_context * octx = rctx->octx; + const struct htp_tensor * src = octx->src[0]; + const struct htp_tensor * dst = octx->dst; + + const uint32_t ne00 = src->ne[0]; + const uint32_t ne01 = src->ne[1]; + const uint32_t ne02 = src->ne[2]; + const uint32_t ne03 = src->ne[3]; + + const uint32_t nb00 = src->nb[0]; + const uint32_t nb01 = src->nb[1]; + const uint32_t nb02 = src->nb[2]; + const uint32_t nb03 = src->nb[3]; + + const uint32_t ne0 = dst->ne[0]; + const uint32_t ne1 = dst->ne[1]; + const uint32_t ne2 = dst->ne[2]; + const uint32_t ne3 = dst->ne[3]; + + const uint32_t nb0 = dst->nb[0]; + const uint32_t nb1 = dst->nb[1]; + const uint32_t nb2 = dst->nb[2]; + const uint32_t nb3 = dst->nb[3]; + + const uint32_t nr0 = rctx->nr0; + const uint32_t nr1 = rctx->nr1; + const uint32_t nr2 = rctx->nr2; + const uint32_t nr3 = rctx->nr3; + + const size_t row_bytes = ne00 * rctx->type_size; + + const uint32_t row_start = rctx->nrows_per_thread * ith; + const uint32_t row_end = MIN(row_start + rctx->nrows_per_thread, rctx->total_dst_rows); + + uint64_t t1, t2; + t1 = HAP_perf_get_qtimer_count(); + + for (uint32_t dst_row = row_start; dst_row < row_end; dst_row++) { + // Decompose flat dst row index into (i1, i2, i3) + const uint32_t i1 = dst_row % ne1; + const uint32_t i2 = (dst_row / ne1) % ne2; + const uint32_t i3 = dst_row / (ne1 * ne2); + + // Map to source indices (tiling) + const uint32_t k1 = i1 % ne01; + const uint32_t k2 = i2 % ne02; + const uint32_t k3 = i3 % ne03; + + const uint8_t * src_row = (const uint8_t *) src->data + k1 * nb01 + k2 * nb02 + k3 * nb03; + uint8_t * dst_base = (uint8_t *) dst->data + i1 * nb1 + i2 * nb2 + i3 * nb3; + + // Tile along dimension 0 + for (uint32_t i0 = 0; i0 < nr0; i0++) { + uint8_t * dst_ptr = dst_base + i0 * ne00 * nb0; + memcpy(dst_ptr, src_row, row_bytes); + } + } + + t2 = HAP_perf_get_qtimer_count(); + + FARF(HIGH, "repeat %d/%d: (%ux%ux%ux%u) -> (%ux%ux%ux%u) rows %u:%u usec %u\n", + ith, nth, src->ne[0], src->ne[1], src->ne[2], src->ne[3], + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + row_start, row_end, (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); +} + +int op_repeat(struct htp_ops_context * octx) { + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * dst = octx->dst; + + // Validate that dst dims are multiples of src dims + if (dst->ne[0] % src0->ne[0] != 0 || + dst->ne[1] % src0->ne[1] != 0 || + dst->ne[2] % src0->ne[2] != 0 || + dst->ne[3] % src0->ne[3] != 0) { + FARF(ERROR, "repeat: dst dims must be multiples of src dims\n"); + return HTP_STATUS_INVAL_PARAMS; + } + + size_t type_size; + switch (src0->type) { + case HTP_TYPE_F32: type_size = 4; break; + case HTP_TYPE_F16: type_size = 2; break; + default: + FARF(ERROR, "repeat: unsupported type %u\n", src0->type); + return HTP_STATUS_NO_SUPPORT; + } + + const uint32_t total_dst_rows = dst->ne[1] * dst->ne[2] * dst->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, total_dst_rows); + + if (octx->flags & HTP_OPFLAGS_SKIP_COMPUTE) { + return HTP_STATUS_OK; + } + + struct htp_repeat_context rctx = { + .octx = octx, + .nr0 = dst->ne[0] / src0->ne[0], + .nr1 = dst->ne[1] / src0->ne[1], + .nr2 = dst->ne[2] / src0->ne[2], + .nr3 = dst->ne[3] / src0->ne[3], + .nrows_per_thread = (total_dst_rows + n_threads - 1) / n_threads, + .total_dst_rows = total_dst_rows, + .type_size = type_size, + }; + + FARF(HIGH, "repeat: (%ux%ux%ux%u) -> (%ux%ux%ux%u) nr=(%u,%u,%u,%u)\n", + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + rctx.nr0, rctx.nr1, rctx.nr2, rctx.nr3); + + worker_pool_run_func(octx->ctx->worker_pool, repeat_job_per_thread, &rctx, n_threads); + + return HTP_STATUS_OK; +} diff --git a/ggml/src/ggml-hexagon/htp/rope-ops.c b/ggml/src/ggml-hexagon/htp/rope-ops.c index aa6a6c9008..1d8b0796bc 100644 --- a/ggml/src/ggml-hexagon/htp/rope-ops.c +++ b/ggml/src/ggml-hexagon/htp/rope-ops.c @@ -15,10 +15,10 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" -// Redefined the types GGML_ROPE_TYPE_NORMAL & GGML_ROPE_TYPE_NEOX as we cant include ggml.h +// Redefined the types GGML_ROPE_TYPE_NORMAL & GGML_ROPE_TYPE_NEOX as we can't include ggml.h #define HTP_ROPE_TYPE_NORMAL 0 #define HTP_ROPE_TYPE_NEOX 2 @@ -253,10 +253,10 @@ static void rope_job_f32(unsigned int nth, unsigned int ith, void * data) { struct htp_rope_context * rctx = (struct htp_rope_context *) data; struct htp_ops_context * octx = rctx->octx; - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - const struct htp_tensor * src2 = &octx->src2; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * src2 = octx->src[2]; + const struct htp_tensor * dst = octx->dst; htp_rope_preamble; @@ -284,7 +284,7 @@ static void rope_job_f32(unsigned int nth, unsigned int ith, void * data) { dma_queue * dma_queue = octx->ctx->dma[ith]; const int32_t * pos = (const int32_t *) src1->data; - const float * freq_factors = src2->data ? (const float *) src2->data : NULL; + const float * freq_factors = src2 ? (const float *) src2->data : NULL; uint32_t ir = 0; uint32_t prev_i2 = (uint32_t) -1; @@ -333,8 +333,8 @@ static void rope_job_f32(unsigned int nth, unsigned int ith, void * data) { // (unsigned) HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - rctx->t_start)); } - // Skip DMA transactions from prev block (if any) - // No need to wait for these since the DMA is setup for in-order processing + // Skip output DMA transactions from prev block (if any) + // No need to wait for those here since we're explicitly waiting for the latest prefecthes below. for (uint32_t d=0; d < dma_depth; d++) { dma_queue_pop_nowait(dma_queue); } // Compute loop @@ -384,10 +384,10 @@ done: static int execute_op_rope_f32(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - const struct htp_tensor * src2 = &octx->src2; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * src2 = octx->src[2]; + const struct htp_tensor * dst = octx->dst; const char * op_type = "rope-f32"; @@ -400,7 +400,9 @@ static int execute_op_rope_f32(struct htp_ops_context * octx) { return HTP_STATUS_NO_SUPPORT; } - const uint32_t n_threads = octx->n_threads; + const uint32_t ne0 = dst->ne[0]; + const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); const size_t src0_row_size = src0->nb[1]; const size_t dst_row_size = dst->nb[1]; @@ -422,19 +424,16 @@ static int execute_op_rope_f32(struct htp_ops_context * octx) { return HTP_STATUS_VTCM_TOO_SMALL; } - // Assign sizes octx->src0_spad.size_per_thread = src0_spad_per_thread; octx->dst_spad.size_per_thread = dst_spad_per_thread; octx->src0_spad.size = n_threads * src0_spad_per_thread; octx->dst_spad.size = n_threads * dst_spad_per_thread; octx->src1_spad.size = 0; - // Assign pointers - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = NULL; - octx->dst_spad.data = octx->src0_spad.data + octx->src0_spad.size; + octx->src0_spad.data = octx->ctx->vtcm_base; octx->src0_spad.src = NULL; + octx->src1_spad.data = NULL; octx->src1_spad.src = NULL; + octx->dst_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->dst_spad.src = NULL; - // Fill context struct htp_rope_context rctx; memset(&rctx, 0, sizeof(struct htp_rope_context)); @@ -465,17 +464,14 @@ static int execute_op_rope_f32(struct htp_ops_context * octx) { rctx.dst_row_size_aligned = dst_row_size_aligned; rctx.theta_cache_offset = theta_cache_size_aligned; - uint32_t ne0 = dst->ne[0]; - uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; rctx.src0_nrows = src0_nrows; + rctx.src0_nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads; FARF(HIGH, "rope-f32 n-rows %u n-dims %d ne0 %u ext-factor %.6f theta-scale %.6f attn-factor %.6f\n", rctx.src0_nrows, rctx.n_dims, ne0, rctx.ext_factor, rctx.theta_scale, rctx.attn_factor); if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { - uint32_t n_jobs = MIN(n_threads, src0_nrows); - rctx.src0_nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; - worker_pool_run_func(octx->ctx->worker_pool, rope_job_f32, &rctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, rope_job_f32, &rctx, n_threads); } return err; @@ -484,7 +480,7 @@ static int execute_op_rope_f32(struct htp_ops_context * octx) { int op_rope(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - switch (octx->src0.type) { + switch (octx->src[0]->type) { case HTP_TYPE_F32: err = execute_op_rope_f32(octx); break; diff --git a/ggml/src/ggml-hexagon/htp/set-rows-ops.c b/ggml/src/ggml-hexagon/htp/set-rows-ops.c index 2fd6c90772..0def7b408b 100644 --- a/ggml/src/ggml-hexagon/htp/set-rows-ops.c +++ b/ggml/src/ggml-hexagon/htp/set-rows-ops.c @@ -14,33 +14,37 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" -#define set_rows_preamble \ - const uint32_t ne00 = octx->src0.ne[0]; \ - const uint32_t ne01 = octx->src0.ne[1]; \ - const uint32_t ne02 = octx->src0.ne[2]; \ - const uint32_t ne03 = octx->src0.ne[3]; \ - \ - const uint32_t ne10 = octx->src1.ne[0]; \ - const uint32_t ne11 = octx->src1.ne[1]; \ - const uint32_t ne12 = octx->src1.ne[2]; \ - \ - const uint32_t nb01 = octx->src0.nb[1]; \ - const uint32_t nb02 = octx->src0.nb[2]; \ - const uint32_t nb03 = octx->src0.nb[3]; \ - \ - const uint32_t nb10 = octx->src1.nb[0]; \ - const uint32_t nb11 = octx->src1.nb[1]; \ - const uint32_t nb12 = octx->src1.nb[2]; \ - \ - const uint32_t nb1 = octx->dst.nb[1]; \ - const uint32_t nb2 = octx->dst.nb[2]; \ - const uint32_t nb3 = octx->dst.nb[3]; \ - \ - const uint32_t ne1 = octx->dst.ne[1]; \ - \ +#define set_rows_preamble \ + const uint32_t ne00 = octx->src[0]->ne[0]; \ + const uint32_t ne01 = octx->src[0]->ne[1]; \ + const uint32_t ne02 = octx->src[0]->ne[2]; \ + const uint32_t ne03 = octx->src[0]->ne[3]; \ + \ + const uint32_t ne10 = octx->src[1]->ne[0]; \ + const uint32_t ne11 = octx->src[1]->ne[1]; \ + const uint32_t ne12 = octx->src[1]->ne[2]; \ + const uint32_t ne13 = octx->src[1]->ne[3]; \ + \ + const uint32_t nb01 = octx->src[0]->nb[1]; \ + const uint32_t nb02 = octx->src[0]->nb[2]; \ + const uint32_t nb03 = octx->src[0]->nb[3]; \ + \ + const uint32_t nb10 = octx->src[1]->nb[0]; \ + const uint32_t nb11 = octx->src[1]->nb[1]; \ + const uint32_t nb12 = octx->src[1]->nb[2]; \ + \ + const uint32_t nb1 = octx->dst->nb[1]; \ + const uint32_t nb2 = octx->dst->nb[2]; \ + const uint32_t nb3 = octx->dst->nb[3]; \ + \ + const uint32_t ne0 = octx->dst->ne[0]; \ + const uint32_t ne1 = octx->dst->ne[1]; \ + const uint32_t ne2 = octx->dst->ne[2]; \ + const uint32_t ne3 = octx->dst->ne[3]; \ + \ const uint32_t nr = ne01; struct htp_set_rows_context { @@ -56,12 +60,14 @@ static void set_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da set_rows_preamble; + uint64_t qt = HAP_perf_get_qtimer_count(); + // parallelize by rows of src0 const uint32_t dr = srctx->src0_nrows_per_thread; const uint32_t ir0 = dr * ith; const uint32_t ir1 = (ir0 + dr < nr) ? (ir0 + dr) : nr; - const bool is_i32 = (octx->src1.type == HTP_TYPE_I32); + const bool is_i32 = (octx->src[1]->type == HTP_TYPE_I32); for (uint32_t i03 = 0; i03 < ne03; ++i03) { for (uint32_t i02 = 0; i02 < ne02; ++i02) { @@ -70,7 +76,7 @@ static void set_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da const uint32_t i11 = fastmodulo(i02, ne11, &srctx->div_ne11); const uint32_t i10 = i; - const uintptr_t src1_addr = octx->src1.data + i10*nb10 + i11*nb11 + i12*nb12; + const uintptr_t src1_addr = octx->src[1]->data + i10*nb10 + i11*nb11 + i12*nb12; uint32_t i1 = is_i32 ? *(int32_t *)src1_addr : *(int64_t *)src1_addr; if (i1 >= ne1) { @@ -78,14 +84,18 @@ static void set_rows_thread_f32_f32(unsigned int nth, unsigned int ith, void *da continue; } - const uintptr_t src0_ptr = octx->src0.data + i*nb01 + i02*nb02 + i03*nb03; - const uintptr_t dst_ptr = octx->dst.data + i1*nb1 + i02*nb2 + i03*nb3; + const uintptr_t src0_ptr = octx->src[0]->data + i*nb01 + i02*nb02 + i03*nb03; + const uintptr_t dst_ptr = octx->dst->data + i1*nb1 + i02*nb2 + i03*nb3; // copy row hvx_copy_f32_uu((uint8_t *)dst_ptr, (const uint8_t *)src0_ptr, ne00); } } } + + qt = HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - qt); + FARF(HIGH, "set-rows-f32-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, + ne00, ne01, ne02, ne03, ir0, ir1, ne10, ne11, ne12, ne13, ne0, ne1, ne2, ne3, (unsigned) qt); } static void set_rows_thread_f16_f32(unsigned int nth, unsigned int ith, void *data) { @@ -94,12 +104,14 @@ static void set_rows_thread_f16_f32(unsigned int nth, unsigned int ith, void *da set_rows_preamble; + uint64_t qt = HAP_perf_get_qtimer_count(); + // parallelize by rows of src0 const uint32_t dr = srctx->src0_nrows_per_thread; const uint32_t ir0 = dr * ith; const uint32_t ir1 = (ir0 + dr < nr) ? (ir0 + dr) : nr; - const bool is_i32 = (octx->src1.type == HTP_TYPE_I32); + const bool is_i32 = (octx->src[1]->type == HTP_TYPE_I32); for (uint32_t i03 = 0; i03 < ne03; ++i03) { for (uint32_t i02 = 0; i02 < ne02; ++i02) { @@ -108,7 +120,7 @@ static void set_rows_thread_f16_f32(unsigned int nth, unsigned int ith, void *da const uint32_t i11 = fastmodulo(i02, ne11, &srctx->div_ne11); const uint32_t i10 = i; - const uintptr_t src1_addr = octx->src1.data + i10*nb10 + i11*nb11 + i12*nb12; + const uintptr_t src1_addr = octx->src[1]->data + i10*nb10 + i11*nb11 + i12*nb12; uint32_t i1 = is_i32 ? *(int32_t *)src1_addr : *(int64_t *)src1_addr; if (i1 >= ne1) { @@ -116,27 +128,33 @@ static void set_rows_thread_f16_f32(unsigned int nth, unsigned int ith, void *da continue; } - const uint8_t* src0_ptr = (const uint8_t *) octx->src0.data + i*nb01 + i02*nb02 + i03*nb03; - uint8_t* dst_ptr = (uint8_t *) octx->dst.data + i1*nb1 + i02*nb2 + i03*nb3; + const uint8_t* src0_ptr = (const uint8_t *) octx->src[0]->data + i*nb01 + i02*nb02 + i03*nb03; + uint8_t* dst_ptr = (uint8_t *) octx->dst->data + i1*nb1 + i02*nb2 + i03*nb3; hvx_copy_f16_f32_uu(dst_ptr, src0_ptr, ne00); } } } + + qt = HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - qt); + FARF(HIGH, "set-rows-f16-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, + ne00, ne01, ne02, ne03, ir0, ir1, ne10, ne11, ne12, ne13, ne0, ne1, ne2, ne3, (unsigned) qt); } int op_set_rows(struct htp_ops_context * octx) { set_rows_preamble; - if (octx->src0.type != HTP_TYPE_F32) { + const uint32_t n_threads = MIN(nr, octx->n_threads); + + if (octx->src[0]->type != HTP_TYPE_F32) { return HTP_STATUS_NO_SUPPORT; } - if (octx->dst.type != HTP_TYPE_F32 && octx->dst.type != HTP_TYPE_F16) { + if (octx->dst->type != HTP_TYPE_F32 && octx->dst->type != HTP_TYPE_F16) { return HTP_STATUS_NO_SUPPORT; } - if (octx->src1.type != HTP_TYPE_I32 && octx->src1.type != HTP_TYPE_I64) { + if (octx->src[1]->type != HTP_TYPE_I32 && octx->src[1]->type != HTP_TYPE_I64) { return HTP_STATUS_NO_SUPPORT; } @@ -149,15 +167,14 @@ int op_set_rows(struct htp_ops_context * octx) { srctx.div_ne12 = init_fastdiv_values(ne12); srctx.div_ne11 = init_fastdiv_values(ne11); - const uint32_t n_jobs = MIN(nr, octx->n_threads); - srctx.src0_nrows_per_thread = (nr + n_jobs - 1) / n_jobs; + srctx.src0_nrows_per_thread = (nr + n_threads - 1) / n_threads; - switch(octx->dst.type) { + switch(octx->dst->type) { case HTP_TYPE_F32: - worker_pool_run_func(octx->ctx->worker_pool, set_rows_thread_f32_f32, &srctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, set_rows_thread_f32_f32, &srctx, n_threads); break; case HTP_TYPE_F16: - worker_pool_run_func(octx->ctx->worker_pool, set_rows_thread_f16_f32, &srctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, set_rows_thread_f16_f32, &srctx, n_threads); break; default: return HTP_STATUS_NO_SUPPORT; diff --git a/ggml/src/ggml-hexagon/htp/softmax-ops.c b/ggml/src/ggml-hexagon/htp/softmax-ops.c index 6e22eb6a63..d78bcc0eb2 100644 --- a/ggml/src/ggml-hexagon/htp/softmax-ops.c +++ b/ggml/src/ggml-hexagon/htp/softmax-ops.c @@ -15,68 +15,89 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" -#define htp_softmax_preamble3 \ - const uint32_t ne00 = src0->ne[0]; \ - const uint32_t ne01 = src0->ne[1]; \ - const uint32_t ne02 = src0->ne[2]; \ - const uint32_t ne03 = src0->ne[3]; \ - \ - const uint32_t nb00 = src0->nb[0]; \ - const uint32_t nb01 = src0->nb[1]; \ - const uint32_t nb02 = src0->nb[2]; \ - const uint32_t nb03 = src0->nb[3]; \ - \ - const uint32_t ne10 = (src1->ne[0]) ? src1->ne[0] : 1; \ - const uint32_t ne11 = (src1->ne[0]) ? src1->ne[1] : 1; \ - const uint32_t ne12 = (src1->ne[0]) ? src1->ne[2] : 1; \ - const uint32_t ne13 = (src1->ne[0]) ? src1->ne[3] : 1; \ - \ - const uint32_t nb10 = (src1->ne[0]) ? src1->nb[0] : 1; \ - const uint32_t nb11 = (src1->ne[0]) ? src1->nb[1] : 1; \ - const uint32_t nb12 = (src1->ne[0]) ? src1->nb[2] : 1; \ - const uint32_t nb13 = (src1->ne[0]) ? src1->nb[3] : 1; \ - \ - const uint32_t ne0 = dst->ne[0]; \ - const uint32_t ne1 = dst->ne[1]; \ - const uint32_t ne2 = dst->ne[2]; \ - const uint32_t ne3 = dst->ne[3]; \ - \ - const uint32_t nb0 = dst->nb[0]; \ - const uint32_t nb1 = dst->nb[1]; \ - const uint32_t nb2 = dst->nb[2]; \ +#define htp_softmax_preamble3 \ + const uint32_t ne00 = src0->ne[0]; \ + const uint32_t ne01 = src0->ne[1]; \ + const uint32_t ne02 = src0->ne[2]; \ + const uint32_t ne03 = src0->ne[3]; \ + \ + const uint32_t nb00 = src0->nb[0]; \ + const uint32_t nb01 = src0->nb[1]; \ + const uint32_t nb02 = src0->nb[2]; \ + const uint32_t nb03 = src0->nb[3]; \ + \ + const uint32_t ne10 = src1 ? src1->ne[0] : 1; \ + const uint32_t ne11 = src1 ? src1->ne[1] : 1; \ + const uint32_t ne12 = src1 ? src1->ne[2] : 1; \ + const uint32_t ne13 = src1 ? src1->ne[3] : 1; \ + \ + const uint32_t nb10 = src1 ? src1->nb[0] : 1; \ + const uint32_t nb11 = src1 ? src1->nb[1] : 1; \ + const uint32_t nb12 = src1 ? src1->nb[2] : 1; \ + const uint32_t nb13 = src1 ? src1->nb[3] : 1; \ + \ + const uint32_t ne0 = dst->ne[0]; \ + const uint32_t ne1 = dst->ne[1]; \ + const uint32_t ne2 = dst->ne[2]; \ + const uint32_t ne3 = dst->ne[3]; \ + \ + const uint32_t nb0 = dst->nb[0]; \ + const uint32_t nb1 = dst->nb[1]; \ + const uint32_t nb2 = dst->nb[2]; \ const uint32_t nb3 = dst->nb[3]; struct htp_softmax_context { + struct htp_ops_context * octx; + bool use_f16; bool use_src1; + uint32_t n_head; uint32_t n_head_log2; - float scale; - float max_bias; - float m0; - float m1; + float scale; + float max_bias; + float m0; + float m1; - uint32_t src0_nrows_per_thread; struct fastdiv_values fastdiv_ne01; struct fastdiv_values fastdiv_ne02; struct fastdiv_values fastdiv_ne12; // For mask broadcasting struct fastdiv_values fastdiv_ne13; // For mask broadcasting - size_t spad_stride; - struct htp_ops_context * octx; + uint32_t src0_nrows_per_thread; }; +static void apply_mask(float * restrict wp0, + const float * restrict mp_f32, + const __fp16 * restrict mp_f16, + uint32_t ne00, + float slope, + bool use_f16) { + if (!mp_f32) { + return; + } + if (use_f16) { + for (uint32_t i = 0; i < ne00; ++i) { + wp0[i] += slope * (float) mp_f16[i]; + } + } else { + for (uint32_t i = 0; i < ne00; ++i) { + wp0[i] += slope * mp_f32[i]; + } + } +} + static void init_softmax_ctx(struct htp_softmax_context * smctx, struct htp_ops_context * octx) { - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; memset(smctx, 0, sizeof(struct htp_softmax_context)); - memcpy(&smctx->scale, (float *) octx->op_params, sizeof(float)); + memcpy(&smctx->scale, (float *) octx->op_params, sizeof(float)); memcpy(&smctx->max_bias, (float *) octx->op_params + 1, sizeof(float)); smctx->n_head = src0->ne[2]; @@ -85,8 +106,8 @@ static void init_softmax_ctx(struct htp_softmax_context * smctx, struct htp_ops_ smctx->m0 = powf(2.0f, -(smctx->max_bias) / smctx->n_head_log2); smctx->m1 = powf(2.0f, -(smctx->max_bias / 2.0f) / smctx->n_head_log2); - smctx->use_src1 = (src1->ne[0] != 0); - smctx->use_f16 = (src1->ne[0] != 0) && (src1->type == HTP_TYPE_F16); + smctx->use_src1 = (src1 != 0); + smctx->use_f16 = (src1 != 0) && (src1->type == HTP_TYPE_F16); smctx->octx = octx; @@ -97,8 +118,8 @@ static void init_softmax_ctx(struct htp_softmax_context * smctx, struct htp_ops_ if (ne01 > 0) smctx->fastdiv_ne01 = init_fastdiv_values(ne01); if (ne02 > 0) smctx->fastdiv_ne02 = init_fastdiv_values(ne02); - const uint32_t ne12 = (src1->ne[0]) ? src1->ne[2] : 1; - const uint32_t ne13 = (src1->ne[0]) ? src1->ne[3] : 1; + const uint32_t ne12 = src1 ? src1->ne[2] : 1; + const uint32_t ne13 = src1 ? src1->ne[3] : 1; if (ne12 > 0) smctx->fastdiv_ne12 = init_fastdiv_values(ne12); if (ne13 > 0) smctx->fastdiv_ne13 = init_fastdiv_values(ne13); @@ -139,10 +160,7 @@ static void hvx_fast_softmax_prep_f32(const uint8_t * restrict src, } } -static void hvx_fast_softmax_f32(const uint8_t * restrict src, - uint8_t * restrict dst, - uint8_t * restrict pad, - const int num_elems) { +static void hvx_fast_softmax_f32(const uint8_t * restrict src, uint8_t * restrict dst, uint8_t * restrict pad, const int num_elems) { const HVX_Vector * restrict v_src = (HVX_Vector *) src; HVX_Vector * restrict v_pad = (HVX_Vector *) pad; HVX_Vector * restrict v_dst = (HVX_Vector *) dst; @@ -188,27 +206,20 @@ static void hvx_fast_softmax_f32(const uint8_t * restrict src, } } -static float hvx_softmax_f32(const uint8_t * restrict src, - uint8_t * restrict dst, - uint8_t * restrict spad, - const int num_elems, - const float max) { +static float hvx_softmax_f32(const uint8_t * restrict src, uint8_t * restrict dst, uint8_t * restrict spad, const int num_elems, const float max) { hvx_sub_scalar_f32(spad, src, max, num_elems); - hvx_exp_f32(spad, dst, num_elems, false); - - float sum = hvx_reduce_sum_f32(dst, num_elems); - - return sum; + hvx_exp_f32(dst, spad, num_elems, false); + return hvx_reduce_sum_f32(dst, num_elems); } static void softmax_job_f32(unsigned int nth, unsigned int ith, void * data) { struct htp_softmax_context * smctx = (struct htp_softmax_context *) data; struct htp_ops_context * octx = smctx->octx; - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * dst = octx->dst; htp_softmax_preamble3; @@ -223,22 +234,26 @@ static void softmax_job_f32(unsigned int nth, unsigned int ith, void * data) { return; } - uint64_t t1, t2; - t1 = HAP_perf_get_qtimer_count(); + uint64_t qt = HAP_perf_get_qtimer_count(); int is_aligned = 1; int opt_path = 0; + if (!hex_is_aligned((void *) src0->data, VLEN) || !hex_is_aligned((void *) dst->data, VLEN)) { is_aligned = 0; FARF(HIGH, "softmax-f32: unaligned addresses in elementwise op, possibly slower execution\n"); } + + // Only use the fast path when aligned AND row size is multiple of VLEN (128 bytes) + // The fast path (hvx_fast_softmax_f32) doesn't handle tail elements + // The non-opt path uses hvx_softmax_f32 which properly handles all sizes via its helper functions if ((1 == is_aligned) && !(nb01 & (VLEN - 1))) { opt_path = 1; } - uint8_t * src0_spad_data = octx->src0_spad.data + (ith * smctx->spad_stride); - uint8_t * src1_spad_data = octx->src1_spad.data + (ith * smctx->spad_stride); - uint8_t * dst_spad_data = octx->dst_spad.data + (ith * smctx->spad_stride); + uint8_t * src0_spad_data = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); + uint8_t * src1_spad_data = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); + uint8_t * dst_spad_data = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); float * wp0 = (float *) src0_spad_data; float * wp1 = (float *) src1_spad_data; @@ -278,47 +293,29 @@ static void softmax_job_f32(unsigned int nth, unsigned int ith, void * data) { // ALiBi if (i2 != prev_i2) { const uint32_t h = i2; // head - - slope = (smctx->max_bias > 0.0f) ? - h < smctx->n_head_log2 ? - powf(smctx->m0, h + 1) : - powf(smctx->m1, 2 * (h - smctx->n_head_log2) + 1) : - 1.0f; + slope = (smctx->max_bias > 0.0f) ? h < smctx->n_head_log2 ? powf(smctx->m0, h + 1) : powf(smctx->m1, 2 * (h - smctx->n_head_log2) + 1) : 1.0f; prev_i2 = i2; } - float * sp = (float *) ((char *) octx->src0.data + i1 * nb01 + i2 * nb02 + i3 * nb03); - float * dp = (float *) ((char *) octx->dst.data + i1 * nb1 + i2 * nb2 + i3 * nb3); + float * sp = (float *) ((char *) src0->data + i1 * nb01 + i2 * nb02 + i3 * nb03); + float * dp = (float *) ((char *) dst->data + i1 * nb1 + i2 * nb2 + i3 * nb3); // broadcast the mask across rows - __fp16 * mp_f16 = (smctx->use_src1) ? - (__fp16 *) ((char *) octx->src1.data + i11 * nb11 + i12 * nb12 + i13 * nb13) : - NULL; - float * mp_f32 = (smctx->use_src1) ? - (float *) ((char *) octx->src1.data + i11 * nb11 + i12 * nb12 + i13 * nb13) : - NULL; + __fp16 * mp_f16 = (smctx->use_src1) ? (__fp16 *) ((char *) src1->data + i11 * nb11 + i12 * nb12 + i13 * nb13) : NULL; + float * mp_f32 = (smctx->use_src1) ? (float *) ((char *) src1->data + i11 * nb11 + i12 * nb12 + i13 * nb13) : NULL; if ((1 == opt_path) && (mp_f32) && !(smctx->use_f16)) { - hvx_fast_softmax_prep_f32((const uint8_t *) sp, (uint8_t *) wp0, ne00, smctx->scale, - (const uint8_t *) mp_f32, slope); - } else { + hvx_fast_softmax_prep_f32((const uint8_t *) sp, (uint8_t *) wp0, ne00, smctx->scale, (const uint8_t *) mp_f32, slope); + hvx_fast_softmax_f32((const uint8_t *) wp0, (uint8_t *) dp, (uint8_t *) wp1, ne00); + } else if (1 == opt_path) { hvx_scale_f32((uint8_t *) wp0, (const uint8_t *) sp, ne00, smctx->scale); - if (mp_f32) { - if (smctx->use_f16) { - for (int i = 0; i < ne00; ++i) { - wp0[i] += slope * (float) mp_f16[i]; - } - } else { - for (int i = 0; i < ne00; ++i) { - wp0[i] += slope * mp_f32[i]; - } - } - } - } - - if (1 == opt_path) { + apply_mask(wp0, mp_f32, mp_f16, ne00, slope, smctx->use_f16); hvx_fast_softmax_f32((const uint8_t *) wp0, (uint8_t *) dp, (uint8_t *) wp1, ne00); } else { + // Non-optimized path: uses HVX helper functions that properly handle all tensor sizes + // including non-multiples of 32 (the HVX vector lane count for f32) + hvx_scale_f32((uint8_t *) wp0, (const uint8_t *) sp, ne00, smctx->scale); + apply_mask(wp0, mp_f32, mp_f16, ne00, slope, smctx->use_f16); float max = hvx_reduce_max_f32((const uint8_t *) wp0, ne00); float sum = hvx_softmax_f32((const uint8_t *) wp0, (uint8_t *) wp2, (uint8_t *) wp1, ne00, max); sum = sum > 0.0 ? (1.0 / sum) : 1; @@ -326,53 +323,47 @@ static void softmax_job_f32(unsigned int nth, unsigned int ith, void * data) { } } - t2 = HAP_perf_get_qtimer_count(); - - FARF(HIGH, "softmax-f32 %d/%d/%d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, - smctx->use_f16, opt_path, ne00, ne01, ne02, ne03, src0_start_row, src0_end_row, ne10, ne11, ne12, ne13, - ne0, ne1, ne2, ne3, (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); + qt = HAP_perf_qtimer_count_to_us(HAP_perf_get_qtimer_count() - qt); + FARF(HIGH, "softmax-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u : opt %u f16 %u usec %u\n", ith, nth, + ne00, ne01, ne02, ne03, src0_start_row, src0_end_row, ne10, ne11, ne12, ne13, + ne0, ne1, ne2, ne3, opt_path, smctx->use_f16, (unsigned) qt); } static int execute_op_softmax_f32(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - const struct htp_tensor * src0 = &octx->src0; - const struct htp_tensor * src1 = &octx->src1; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * src1 = octx->src[1]; + const struct htp_tensor * dst = octx->dst; struct htp_softmax_context smctx; const char * op_type = "softmax-f32"; - switch (octx->op) { - case HTP_OP_SOFTMAX: - init_softmax_ctx(&smctx, octx); - break; + init_softmax_ctx(&smctx, octx); - default: - FARF(ERROR, "Unsupported Op %u\n", octx->op); - return HTP_STATUS_NO_SUPPORT; - } + const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); - const uint32_t n_threads = octx->n_threads; + smctx.src0_nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads; const size_t src0_row_size = src0->nb[1]; const size_t src1_row_size = src0_row_size; const size_t dst_row_size = dst->nb[1]; // VTCM scratchpads for all tensors - // N rows per thread, padded to HVX vector size - octx->dst_spad.size = hex_round_up(dst_row_size, 128) * n_threads; - octx->src0_spad.size = hex_round_up(src0_row_size, 128) * n_threads; - octx->src1_spad.size = hex_round_up(src1_row_size, 128) * n_threads; + // 4 rows per thread, padded to HVX vector size + octx->src0_spad.size_per_thread = hex_round_up(4 * src0_row_size, 128); + octx->src1_spad.size_per_thread = hex_round_up(4 * src1_row_size, 128); + octx->dst_spad.size_per_thread = hex_round_up(4 * dst_row_size, 128); - // Use stride for calculating offset - smctx.spad_stride = hex_round_up(src0_row_size, 128); + octx->src0_spad.size = octx->src0_spad.size_per_thread * n_threads; + octx->src1_spad.size = octx->src1_spad.size_per_thread * n_threads; + octx->dst_spad.size = octx->dst_spad.size_per_thread * n_threads; size_t spad_size = octx->src0_spad.size + octx->src1_spad.size + octx->dst_spad.size; - if (src1->ne[0]) { - FARF(HIGH, - "%s: %ux%ux%ux%u x %ux%ux%ux%u -> %ux%ux%ux%u : src0-spad-size %u src1-spad-size %u dst-spad-size %u\n", + if (src1) { + FARF(HIGH, "%s: %ux%ux%ux%u x %ux%ux%ux%u -> %ux%ux%ux%u : src0-spad-size %u src1-spad-size %u dst-spad-size %u\n", op_type, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], octx->src0_spad.size, octx->src1_spad.size, octx->dst_spad.size); @@ -384,22 +375,17 @@ static int execute_op_softmax_f32(struct htp_ops_context * octx) { // Make sure the reserved vtcm size is sufficient if (octx->ctx->vtcm_size < spad_size) { - FARF(ERROR, "%s : current VTCM reservation %zu is too small, needed %zu\n", op_type, octx->ctx->vtcm_size, - spad_size); + FARF(ERROR, "%s : current VTCM reservation %zu is too small, needed %zu\n", op_type, octx->ctx->vtcm_size, spad_size); return HTP_STATUS_VTCM_TOO_SMALL; } - octx->src0_spad.data = octx->ctx->vtcm_base; - octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; - octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; + octx->src0_spad.data = octx->ctx->vtcm_base; octx->src0_spad.src = NULL; + octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->src1_spad.src = NULL; + octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; octx->dst_spad.src = NULL; - uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + if (octx->flags & HTP_OPFLAGS_SKIP_COMPUTE) return err; - if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { - uint32_t n_jobs = MIN(n_threads, src0_nrows); - smctx.src0_nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; - worker_pool_run_func(octx->ctx->worker_pool, softmax_job_f32, &smctx, n_jobs); - } + worker_pool_run_func(octx->ctx->worker_pool, softmax_job_f32, &smctx, n_threads); return err; } @@ -407,7 +393,7 @@ static int execute_op_softmax_f32(struct htp_ops_context * octx) { int op_softmax(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - switch (octx->src0.type) { + switch (octx->src[0]->type) { case HTP_TYPE_F32: err = execute_op_softmax_f32(octx); break; diff --git a/ggml/src/ggml-hexagon/htp/ssm-conv.c b/ggml/src/ggml-hexagon/htp/ssm-conv.c new file mode 100644 index 0000000000..a28fd03e97 --- /dev/null +++ b/ggml/src/ggml-hexagon/htp/ssm-conv.c @@ -0,0 +1,340 @@ +#pragma clang diagnostic ignored "-Wunused-variable" +#pragma clang diagnostic ignored "-Wunused-function" +#pragma clang diagnostic ignored "-Wunused-but-set-variable" + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#define GGML_COMMON_DECL_C +#include "ggml-common.h" +#include "htp-ctx.h" +#include "hex-dma.h" +#include "htp-ops.h" +#include "htp-ops.h" +#include "hvx-utils.h" + +#define htp_ssm_conv_tensors_preamble \ + const struct htp_tensor * restrict src0 = octx->src[0]; \ + const struct htp_tensor * restrict src1 = octx->src[1]; \ + const struct htp_tensor * restrict dst = octx->dst; \ + struct htp_spad * restrict src0_spad = &octx->src0_spad; \ + struct htp_spad * restrict src1_spad = &octx->src1_spad; \ + struct htp_spad * restrict dst_spad = &octx->dst_spad; \ + \ + const uint32_t ne00 = src0->ne[0]; \ + const uint32_t ne01 = src0->ne[1]; \ + const uint32_t ne02 = src0->ne[2]; \ + const uint32_t ne03 = src0->ne[3]; \ + \ + const uint32_t ne10 = src1->ne[0]; \ + const uint32_t ne11 = src1->ne[1]; \ + const uint32_t ne12 = src1->ne[2]; \ + const uint32_t ne13 = src1->ne[3]; \ + \ + const uint32_t ne0 = dst->ne[0]; \ + const uint32_t ne1 = dst->ne[1]; \ + const uint32_t ne2 = dst->ne[2]; \ + const uint32_t ne3 = dst->ne[3]; \ + \ + const uint32_t nb00 = src0->nb[0]; \ + const uint32_t nb01 = src0->nb[1]; \ + const uint32_t nb02 = src0->nb[2]; \ + const uint32_t nb03 = src0->nb[3]; \ + \ + const uint32_t nb10 = src1->nb[0]; \ + const uint32_t nb11 = src1->nb[1]; \ + const uint32_t nb12 = src1->nb[2]; \ + const uint32_t nb13 = src1->nb[3]; \ + \ + const uint32_t nb0 = dst->nb[0]; \ + const uint32_t nb1 = dst->nb[1]; \ + const uint32_t nb2 = dst->nb[2]; \ + const uint32_t nb3 = dst->nb[3]; + +struct htp_ssm_conv_context { + struct htp_ops_context * octx; + uint32_t nrows_per_thread; + uint64_t t_start; +}; + +#define htp_ssm_conv_preamble \ + struct htp_ssm_conv_context * scctx = (struct htp_ssm_conv_context *) data; \ + struct htp_ops_context * octx = scctx->octx; \ + htp_ssm_conv_tensors_preamble; \ + dma_queue * dma_queue = octx->ctx->dma[ith]; + +// Scalar FP32 SSM_CONV implementation +static void ssm_conv_thread_f32_f32(unsigned int nth, unsigned int ith, void *data) { + htp_ssm_conv_preamble; + + uint64_t t1, t2; + t1 = HAP_perf_get_qtimer_count(); + + const uint32_t d_conv = src1->ne[0]; + const uint32_t d_inner = src0->ne[1]; + const uint32_t n_t = dst->ne[1]; + const uint32_t n_s = dst->ne[2]; + + const uint32_t src0_stride_inner = src0->nb[1] / sizeof(float); // stride for inner dimension + const uint32_t src0_stride_seq = src0->nb[2] / sizeof(float); // stride for sequence dimension + const uint32_t src1_stride_inner = src1->nb[1] / sizeof(float); // stride for inner dimension + const uint32_t dst_stride_token = dst->nb[1] / sizeof(float); // stride for token dimension + const uint32_t dst_stride_seq = dst->nb[2] / sizeof(float); // stride for sequence dimension + + const float * src0_data = (const float *) src0->data; + const float * src1_data = (const float *) src1->data; + float * dst_data = (float *) dst->data; + + // Calculate row range for this thread + const uint32_t d_inner_per_thread = scctx->nrows_per_thread; + const uint32_t d_inner_start = d_inner_per_thread * ith; + const uint32_t d_inner_end = MIN(d_inner_start + d_inner_per_thread, d_inner); + + // No work for this thread + if (d_inner_start >= d_inner_end) { + return; + } + + for (uint32_t i3 = 0; i3 < n_s; ++i3) { + for (uint32_t i2 = 0; i2 < n_t; ++i2) { + for (uint32_t i1 = d_inner_start; i1 < d_inner_end; ++i1) { + float sumf = 0.0f; + + for (uint32_t i0 = 0; i0 < d_conv; ++i0) { + const uint32_t src0_idx = (i2 + i0) + i1 * src0_stride_inner + i3 * src0_stride_seq; + const uint32_t src1_idx = i0 + i1 * src1_stride_inner; + + sumf += src0_data[src0_idx] * src1_data[src1_idx]; + } + + const uint32_t dst_idx = i1 + i2 * dst_stride_token + i3 * dst_stride_seq; + dst_data[dst_idx] = sumf; + } + } + } + + t2 = HAP_perf_get_qtimer_count(); + + FARF(HIGH, "ssm-conv-f32 %d/%d: %ux%ux%ux%u (%u:%u) * %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", + ith, nth, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], d_inner_start, d_inner_end, + src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], dst->ne[1], + dst->ne[2], dst->ne[3], (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); +} + +// HVX FP32 SSM_CONV implementation - vectorizes across d_inner dimension +static void ssm_conv_thread_f32_f32_hvx(unsigned int nth, unsigned int ith, void *data) { + htp_ssm_conv_preamble; + + uint64_t t1, t2; + t1 = HAP_perf_get_qtimer_count(); + + const int nc = src1->ne[0]; // d_conv + const int ncs = src0->ne[0]; // d_conv - 1 + n_t + + const uint32_t d_conv = src1->ne[0]; + const uint32_t d_inner = src0->ne[1]; + const uint32_t n_t = dst->ne[1]; + const uint32_t n_s = dst->ne[2]; + + const float * src0_data = (const float *) src0->data; + const float * src1_data = (const float *) src1->data; + float * dst_data = (float *) dst->data; + + // Calculate row range for this thread + const int dr = scctx->nrows_per_thread; + const uint32_t ir0 = dr * ith; + const uint32_t ir1 = MIN(ir0 + dr, d_inner); + const uint32_t ir = ir1 - ir0; + + if (ir0 >= ir1) { + return; // No work for this thread + } + + // src0 and src1 gather offsets + uint32_t __attribute__((aligned(VLEN))) src0_offsets[VLEN_FP32] = { 0 }; + uint32_t __attribute__((aligned(VLEN))) src1_offsets[VLEN_FP32] = { 0 }; + + for (uint32_t i = 0; i < VLEN_FP32; ++i) { + src0_offsets[i] = i * (ncs) * sizeof(float); + src1_offsets[i] = i * (d_conv) * sizeof(float); + } + + const uint32_t src0_gather_len = VLEN * ncs; + const uint32_t src1_gather_len = VLEN * d_conv; + + // gather scratchpads + HVX_Vector * src0_vec = (HVX_Vector *) (octx->ctx->vtcm_base + ith * VLEN*2 + 0); + HVX_Vector * src1_vec = (HVX_Vector *) (octx->ctx->vtcm_base + ith * VLEN*2 + VLEN); + + float * data_src0 = (float *) ((char *) src0->data + ir0 * src0->nb[1]); + float * data_src1 = (float *) ((char *) src1->data + ir0 * src1->nb[1]); + + uint8_t * spad_src0 = octx->src0_spad.data + ith * octx->src0_spad.size_per_thread; + uint8_t * spad_src1 = octx->src1_spad.data + ith * octx->src1_spad.size_per_thread; + + // copy src1 workload to VTCM + dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(spad_src1, data_src1), nb11, nb11, ir); + + // FARF(HIGH, "ssm-conv-src1-fetch %d: ir0 %u size %u\n", ith, ir0, nb11 * ir); + + for (uint32_t i3 = 0; i3 < n_s; ++i3) { + float * src0_data_ptr = (float *) ((char *) data_src0 + i3 * (src0->nb[2])); + + // copy src0 workload to VTCM + dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(spad_src0, src0_data_ptr), nb01, nb01, ir); + + // FARF(HIGH, "ssm-conv-src0-fetch %d: ir0 %u i3 %u size %u\n", ith, ir0, i3, nb01 * ir); + + dma_queue_flush(dma_queue); + + for (uint32_t i2 = 0; i2 < n_t; ++i2) { + float * dst_ptr = (float *) ((char *) dst->data + ir0 * (dst->nb[0]) + i2 * (dst->nb[1]) + i3 * (dst->nb[2])); + + const uint32_t nvec = ir / VLEN_FP32; + const uint32_t nloe = ir % VLEN_FP32; + uint32_t i1 = 0; + + for (uint32_t vi1 = 0; vi1 < nvec; vi1++) { + HVX_Vector acc_vec = Q6_V_vsplat_R(0); + + for (uint32_t i0 = 0; i0 < d_conv; ++i0) { + uint32_t src0_base = (uint32_t) spad_src0 + (i0 + i1 * ncs) * sizeof(float) + i2 * (src0->nb[0]); + uint32_t src1_base = (uint32_t) spad_src1 + (i0 + i1 * nc) * sizeof(float); + Q6_vgather_ARMVw(src0_vec, src0_base, src0_gather_len, (*(const HVX_Vector *) src0_offsets)); + Q6_vgather_ARMVw(src1_vec, src1_base, src1_gather_len, (*(const HVX_Vector *) src1_offsets)); + + HVX_Vector prod = Q6_Vqf32_vmpy_VsfVsf(*(const HVX_Vector *) src0_vec, *(const HVX_Vector *) src1_vec); + acc_vec = Q6_Vqf32_vadd_Vqf32Vqf32(acc_vec, prod); + } + + *(HVX_UVector *) (dst_ptr + i1) = Q6_Vsf_equals_Vqf32(acc_vec); + i1 += VLEN_FP32; + } + + if (nloe) { + HVX_Vector acc_vec = Q6_V_vsplat_R(0); + + for (uint32_t i0 = 0; i0 < d_conv; ++i0) { + uint32_t src0_base = (uint32_t) spad_src0 + (i0 + i1 * ncs) * sizeof(float) + i2 * (src0->nb[0]); + uint32_t src1_base = (uint32_t) spad_src1 + (i0 + i1 * nc) * sizeof(float); + Q6_vgather_ARMVw(src0_vec, src0_base, src0_gather_len, (*(const HVX_Vector *) src0_offsets)); + Q6_vgather_ARMVw(src1_vec, src1_base, src1_gather_len, (*(const HVX_Vector *) src1_offsets)); + + HVX_Vector prod = Q6_Vqf32_vmpy_VsfVsf(*(const HVX_Vector *) src0_vec, *(const HVX_Vector *) src1_vec); + acc_vec = Q6_Vqf32_vadd_Vqf32Vqf32(acc_vec, prod); + } + + hvx_vec_store_u(dst_ptr + i1, (ir - i1) * 4, Q6_Vsf_equals_Vqf32(acc_vec)); + } + } + } + + t2 = HAP_perf_get_qtimer_count(); + + FARF(HIGH, "ssm-conv-f32-hvx %d/%d: %ux%ux%ux%u (%u:%u) * %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", + ith, nth, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], ir0, ir1, + src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], dst->ne[1], + dst->ne[2], dst->ne[3], (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); +} + +int op_ssm_conv_f32(struct htp_ops_context * octx) { + htp_ssm_conv_tensors_preamble; + + if (src0->type != HTP_TYPE_F32 || src1->type != HTP_TYPE_F32 || dst->type != HTP_TYPE_F32) { + FARF(ERROR, "ssm_conv: only (F32 x F32 -> F32) OPs supported"); + return HTP_STATUS_NO_SUPPORT; + } + + struct htp_ssm_conv_context scctx = { 0 }; + scctx.octx = octx; + + const uint32_t d_conv = src1->ne[0]; + const uint32_t d_inner = src0->ne[1]; + const uint32_t n_t = dst->ne[1]; // tokens per sequence + const uint32_t n_s = dst->ne[2]; // number of sequences in the batch + + const uint32_t n_threads = MIN(octx->n_threads, d_inner); + + if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { + uint32_t use_hvx = 0; + if (d_inner >= VLEN_FP32 && d_inner % VLEN_FP32 == 0) { + int is_aligned = hex_is_aligned((void *) src0->data, VLEN) && + hex_is_aligned((void *) src1->data, VLEN) && + hex_is_aligned((void *) dst->data, VLEN); + + if (is_aligned) { + use_hvx = 1; + } + } + + if (use_hvx) { + scctx.nrows_per_thread = (d_inner + n_threads - 1) / n_threads; // d_inner chunks per thread + scctx.nrows_per_thread += (scctx.nrows_per_thread & 1); // round up to even + + octx->src0_spad.size_per_thread = hex_round_up(scctx.nrows_per_thread * nb01, 256); + octx->src1_spad.size_per_thread = hex_round_up(scctx.nrows_per_thread * nb11, 256); + octx->dst_spad.size_per_thread = hex_round_up(scctx.nrows_per_thread * sizeof(float), 256); + + octx->src0_spad.size = octx->src0_spad.size_per_thread * n_threads; + octx->src1_spad.size = octx->src1_spad.size_per_thread * n_threads; + octx->dst_spad.size = octx->dst_spad.size_per_thread * n_threads; + + // Compute gather scratchpad size for src0 and src1 + const size_t gather_spad_size = n_threads * VLEN * 2; + + octx->src0_spad.data = octx->ctx->vtcm_base + gather_spad_size; octx->src0_spad.src = NULL; + octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->src1_spad.src = NULL; + octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; octx->dst_spad.src = NULL; + + FARF(HIGH, "ssm_conv-f32: gather-spad:%zu spad-per-thread:(%u:%u:%u) spad-sizes:(%u:%u:%u) spad-data:(%p:%p:%p)\n", + gather_spad_size, octx->src0_spad.size_per_thread, octx->src1_spad.size_per_thread, + octx->dst_spad.size_per_thread, octx->src0_spad.size, octx->src1_spad.size, octx->dst_spad.size, + octx->src0_spad.data, octx->src1_spad.data, octx->dst_spad.data); + + const size_t total_spad_size = + gather_spad_size + octx->src0_spad.size + octx->src1_spad.size + octx->dst_spad.size; + + if (total_spad_size > octx->ctx->vtcm_size) { + FARF(HIGH, "ssm_conv-f32: HVX scratchpad size %zu exceeds VTCM size %zu", total_spad_size, + octx->ctx->vtcm_size); + use_hvx = 0; + } + } + + FARF(HIGH, "ssm-conv-f32: (%ux%ux%ux%u) x (%ux%ux%ux%u) -> (%ux%ux%ux%u) : use_hvx %d\n", src0->ne[0], + src0->ne[1], src0->ne[2], src0->ne[3], src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], + dst->ne[1], dst->ne[2], dst->ne[3], use_hvx); + + if (use_hvx) { + worker_pool_run_func(octx->ctx->worker_pool, ssm_conv_thread_f32_f32_hvx, &scctx, n_threads); + } else { + worker_pool_run_func(octx->ctx->worker_pool, ssm_conv_thread_f32_f32, &scctx, n_threads); + } + } + + return HTP_STATUS_OK; +} + +int op_ssm_conv(struct htp_ops_context * octx) { + const struct htp_tensor * dst = octx->dst; + + int err = HTP_STATUS_OK; + + switch (dst->type) { + case HTP_TYPE_F32: + err = op_ssm_conv_f32(octx); + break; + default: + err = HTP_STATUS_NO_SUPPORT; + break; + } + + return err; +} diff --git a/ggml/src/ggml-hexagon/htp/sum-rows-ops.c b/ggml/src/ggml-hexagon/htp/sum-rows-ops.c index 04fa72182a..874c41ab2a 100644 --- a/ggml/src/ggml-hexagon/htp/sum-rows-ops.c +++ b/ggml/src/ggml-hexagon/htp/sum-rows-ops.c @@ -14,13 +14,13 @@ #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" -#define sum_rows_preamble \ - struct htp_tensor *src0 = &octx->src0;\ - struct htp_tensor *dst = &octx->dst; \ - \ +#define sum_rows_preamble \ + const struct htp_tensor *src0 = octx->src[0]; \ + const struct htp_tensor *dst = octx->dst; \ + \ const uint32_t ne00 = src0->ne[0]; \ const uint32_t ne01 = src0->ne[1]; \ const uint32_t ne02 = src0->ne[2]; \ @@ -94,7 +94,7 @@ static void sum_rows_thread_f32(unsigned int nth, unsigned int ith, void *data) int op_sum_rows(struct htp_ops_context * octx) { sum_rows_preamble; - if (octx->src0.type != HTP_TYPE_F32) { + if (octx->src[0]->type != HTP_TYPE_F32) { return HTP_STATUS_NO_SUPPORT; } @@ -102,11 +102,9 @@ int op_sum_rows(struct htp_ops_context * octx) { return HTP_STATUS_OK; } - const int n_threads = octx->n_threads; const uint32_t src0_nrows = ne01 * ne02 * ne03; - - uint32_t n_jobs = MIN(n_threads, src0_nrows); - uint32_t rows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); + const uint32_t rows_per_thread = (src0_nrows + n_threads - 1) / n_threads; bool opt_path = false; if ((0 == hex_is_aligned((void *) src0->data, VLEN)) && !(nb01 & (VLEN - 1))) { @@ -124,7 +122,7 @@ int op_sum_rows(struct htp_ops_context * octx) { .opt_path = opt_path, }; - worker_pool_run_func(octx->ctx->worker_pool, sum_rows_thread_f32, &smctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, sum_rows_thread_f32, &smctx, n_threads); return HTP_STATUS_OK; } diff --git a/ggml/src/ggml-hexagon/htp/unary-ops.c b/ggml/src/ggml-hexagon/htp/unary-ops.c index 98135c50ab..03eccfd55e 100644 --- a/ggml/src/ggml-hexagon/htp/unary-ops.c +++ b/ggml/src/ggml-hexagon/htp/unary-ops.c @@ -9,12 +9,14 @@ #include #include "hex-dma.h" +#include "hvx-exp.h" +#include "hvx-sigmoid.h" #include "hvx-utils.h" #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" -#include "htp-msg.h" +#include "htp-ops.h" #include "htp-ops.h" struct htp_unary_context { @@ -65,34 +67,61 @@ static void hvx_fast_rms_norm_f32(const uint8_t * restrict src, uint8_t * restrict pad, const int num_elems, float epsilon) { + (void)pad; + const HVX_Vector * restrict v_src = (HVX_Vector *) src; HVX_Vector * restrict v_dst = (HVX_Vector *) dst; - HVX_Vector sum_v = Q6_V_vsplat_R(0x00000000); + const int nvec = num_elems / VLEN_FP32; // number of full vectors + const int nloe = num_elems % VLEN_FP32; // leftover elements + + // Compute sum of squares for full vectors + HVX_Vector sum_v = Q6_V_vsplat_R(0x00000000); HVX_Vector epsilon_v = hvx_vec_splat_f32(epsilon); - int step_of_1 = num_elems >> 5; #pragma unroll(4) - for (int i = 0; i < step_of_1; i++) { + for (int i = 0; i < nvec; i++) { HVX_Vector v1 = v_src[i]; HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(v1, v1); - sum_v = Q6_Vqf32_vadd_Vqf32Vqf32(sum_v, v2); + sum_v = Q6_Vqf32_vadd_Vqf32Vqf32(sum_v, v2); } - sum_v = hvx_vec_reduce_sum_f32(Q6_Vsf_equals_Vqf32(sum_v)); // replicated over all lanes + // Handle tail elements using vectorized ops with masking + if (nloe > 0) { + HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 4); + HVX_Vector v1 = Q6_V_vand_QV(bmask, v_src[nvec]); + HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(v1, v1); + sum_v = Q6_Vqf32_vadd_Vqf32Vqf32(sum_v, v2); + } + + // Reduce HVX sum + sum_v = hvx_vec_reduce_sum_f32(Q6_Vsf_equals_Vqf32(sum_v)); HVX_Vector t_v = hvx_vec_splat_f32((float) num_elems); HVX_Vector denom_v = hvx_vec_inverse_f32(t_v); HVX_Vector mean_v = Q6_Vqf32_vmpy_VsfVsf(sum_v, denom_v); HVX_Vector mean_epsilon_v = Q6_Vqf32_vadd_Vqf32Vsf(mean_v, epsilon_v); + // Scale full vectors HVX_Vector scale_v = hvx_vec_rsqrt_f32(Q6_Vsf_equals_Vqf32(mean_epsilon_v)); #pragma unroll(4) - for (int i = 0; i < step_of_1; i++) { + for (int i = 0; i < nvec; i++) { HVX_Vector v1 = v_src[i]; HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(v1, scale_v); - v_dst[i] = Q6_Vsf_equals_Vqf32(v2); + v_dst[i] = Q6_Vsf_equals_Vqf32(v2); + } + + // Handle tail elements using vectorized ops with masking + if (nloe > 0) { + + HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 4); + HVX_Vector v1 = Q6_V_vand_QV(bmask, v_src[nvec]); + HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(v1, scale_v); + HVX_Vector result = Q6_Vsf_equals_Vqf32(v2); + + // Store with masking to avoid overwriting memory beyond the tensor + hvx_vec_store_a(&v_dst[nvec], nloe * 4, result); } } @@ -166,11 +195,80 @@ static void sqrt_f32(const float * restrict src, } } +static void neg_f32(const float * restrict src, + float * restrict dst, + uint8_t * restrict spad, + const uint32_t num_rows, + const uint32_t row_elems, + const size_t row_size, + int32_t * op_params) { + + for (uint32_t ir = 0; ir < num_rows; ir++) { + const uint8_t * restrict src_local = (const uint8_t *)src + (ir * row_size); + uint8_t * restrict dst_local = (uint8_t *)dst + (ir * row_size); + + hvx_scale_f32_aa(dst_local, src_local, row_elems, -1.0f); + } +} + +static void exp_f32(const float * restrict src, + float * restrict dst, + uint8_t * restrict spad, + const uint32_t num_rows, + const uint32_t row_elems, + const size_t row_size, + int32_t * op_params) { + + for (uint32_t ir = 0; ir < num_rows; ir++) { + const uint8_t * restrict src_local = (const uint8_t *)src + (ir * row_size); + uint8_t * restrict dst_local = (uint8_t *)dst + (ir * row_size); + + hvx_exp_f32(dst_local, src_local, row_elems, false); + } +} + +static void sigmoid_f32(const float * restrict src, + float * restrict dst, + uint8_t * restrict spad, + const uint32_t num_rows, + const uint32_t row_elems, + const size_t row_size, + int32_t * op_params) { + + for (uint32_t ir = 0; ir < num_rows; ir++) { + const uint8_t * restrict src_local = (const uint8_t *)src + (ir * row_size); + uint8_t * restrict dst_local = (uint8_t *)dst + (ir * row_size); + + hvx_sigmoid_f32_aa(dst_local, src_local, row_elems); + } +} + +static void softplus_f32(const float * restrict src, + float * restrict dst, + uint8_t * restrict spad, + const uint32_t num_rows, + const uint32_t row_elems, + const size_t row_size, + int32_t * op_params) { + // softplus(x) = log(1 + exp(x)) + // Match CPU reference: ggml_compute_softplus_f32() in ggml-impl.h + for (uint32_t ir = 0; ir < num_rows; ir++) { + const float * restrict src_f = (const float *)((const uint8_t *)src + (ir * row_size)); + float * restrict dst_f = (float *)((uint8_t *)dst + (ir * row_size)); + + for (uint32_t i = 0; i < row_elems; i++) { + float x = src_f[i]; + // For x > 20: softplus(x) ≈ x (avoids exp overflow) + dst_f[i] = (x > 20.0f) ? x : logf(1.0f + expf(x)); + } + } +} + static void unary_job_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { const struct htp_unary_context * uctx = (const struct htp_unary_context *) data; struct htp_ops_context * octx = uctx->octx; - const struct htp_tensor * src = &octx->src0; - const struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src = octx->src[0]; + const struct htp_tensor * dst = octx->dst; htp_unary_preamble; @@ -247,6 +345,18 @@ static void unary_job_f32_per_thread(unsigned int nth, unsigned int ith, void * case HTP_OP_SQRT: sqrt_f32(src0_spad, dst_spad, NULL, block_size, ne0, src0_row_size_aligned, op_params); break; + case HTP_OP_UNARY_NEG: + neg_f32(src0_spad, dst_spad, NULL, block_size, ne0, src0_row_size_aligned, op_params); + break; + case HTP_OP_UNARY_EXP: + exp_f32(src0_spad, dst_spad, NULL, block_size, ne0, src0_row_size_aligned, op_params); + break; + case HTP_OP_UNARY_SIGMOID: + sigmoid_f32(src0_spad, dst_spad, NULL, block_size, ne0, src0_row_size_aligned, op_params); + break; + case HTP_OP_UNARY_SOFTPLUS: + softplus_f32(src0_spad, dst_spad, NULL, block_size, ne0, src0_row_size_aligned, op_params); + break; default: break; } @@ -277,8 +387,8 @@ static void unary_job_f32_per_thread(unsigned int nth, unsigned int ith, void * static int execute_op_unary_f32(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - const struct htp_tensor * src0 = &octx->src0; - struct htp_tensor * dst = &octx->dst; + const struct htp_tensor * src0 = octx->src[0]; + const struct htp_tensor * dst = octx->dst; const char * op_type = NULL; @@ -295,14 +405,26 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) { case HTP_OP_SQRT: op_type = "sqrt-f32"; break; + case HTP_OP_UNARY_NEG: + op_type = "neg-f32"; + break; + case HTP_OP_UNARY_EXP: + op_type = "exp-f32"; + break; + case HTP_OP_UNARY_SIGMOID: + op_type = "sigmoid-f32"; + break; + case HTP_OP_UNARY_SOFTPLUS: + op_type = "softplus-f32"; + break; default: FARF(ERROR, "Unsupported unary Op %u\n", octx->op); return HTP_STATUS_NO_SUPPORT; } - const int n_threads = octx->n_threads; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; + const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); const size_t src0_row_size = src0->nb[1]; const size_t dst_row_size = dst->nb[1]; @@ -338,11 +460,9 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) { octx->src0_spad.size, octx->src1_spad.size, octx->dst_spad.size); if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { - uint32_t n_jobs = MIN(n_threads, src0_nrows); - struct htp_unary_context uctx = { .octx = octx, - .src0_nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs, + .src0_nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads, .src0_nrows = src0_nrows, .data_src0 = (const uint8_t *)src0->data, @@ -361,7 +481,7 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) { .nc = src0->ne[0], }; - worker_pool_run_func(octx->ctx->worker_pool, unary_job_f32_per_thread, &uctx, n_jobs); + worker_pool_run_func(octx->ctx->worker_pool, unary_job_f32_per_thread, &uctx, n_threads); } return err; @@ -370,7 +490,7 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) { int op_unary(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; - switch (octx->src0.type) { + switch (octx->src[0]->type) { case HTP_TYPE_F32: err = execute_op_unary_f32(octx); break; diff --git a/ggml/src/ggml-hexagon/htp/worker-pool.c b/ggml/src/ggml-hexagon/htp/worker-pool.c index 894815f46a..172e28908e 100644 --- a/ggml/src/ggml-hexagon/htp/worker-pool.c +++ b/ggml/src/ggml-hexagon/htp/worker-pool.c @@ -56,7 +56,7 @@ static void worker_pool_main(void * context) { unsigned int n = atomic_load(&pool->n_jobs); unsigned int i = atomic_fetch_add(&pool->next_job, 1); if (i >= n) { - // Spurios wakeup + // Spurious wakeup continue; } diff --git a/ggml/src/ggml-hip/CMakeLists.txt b/ggml/src/ggml-hip/CMakeLists.txt index 80037d2436..a7d4e0ea2b 100644 --- a/ggml/src/ggml-hip/CMakeLists.txt +++ b/ggml/src/ggml-hip/CMakeLists.txt @@ -11,6 +11,10 @@ endif() list(APPEND CMAKE_PREFIX_PATH ${ROCM_PATH}) list(APPEND CMAKE_PREFIX_PATH "${ROCM_PATH}/lib64/cmake") +if (NOT DEFINED CMAKE_HIP_FLAGS_DEBUG) + set(CMAKE_HIP_FLAGS_DEBUG "-g -O2") +endif() + # CMake on Windows doesn't support the HIP language yet if (WIN32) set(CXX_IS_HIPCC TRUE) @@ -43,15 +47,16 @@ find_package(hip REQUIRED) find_package(hipblas REQUIRED) find_package(rocblas REQUIRED) +if (GGML_HIP_RCCL) + find_package(rccl REQUIRED) +endif() + if (${hip_VERSION} VERSION_LESS 6.1) message(FATAL_ERROR "At least ROCM/HIP V6.1 is required") endif() message(STATUS "HIP and hipBLAS found") -# Workaround old compilers -set(CMAKE_HIP_FLAGS "${CMAKE_HIP_FLAGS} --gpu-max-threads-per-block=1024") - file(GLOB GGML_HEADERS_ROCM "../ggml-cuda/*.cuh") list(APPEND GGML_HEADERS_ROCM "../../include/ggml-cuda.h") @@ -70,12 +75,11 @@ if (GGML_CUDA_FA_ALL_QUANTS) list(APPEND GGML_SOURCES_ROCM ${SRCS}) add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS) else() - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu") - list(APPEND GGML_SOURCES_ROCM ${SRCS}) - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu") - list(APPEND GGML_SOURCES_ROCM ${SRCS}) - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*f16-f16.cu") - list(APPEND GGML_SOURCES_ROCM ${SRCS}) + list(APPEND GGML_SOURCES_ROCM + ../ggml-cuda/template-instances/fattn-vec-instance-f16-f16.cu + ../ggml-cuda/template-instances/fattn-vec-instance-q4_0-q4_0.cu + ../ggml-cuda/template-instances/fattn-vec-instance-q8_0-q8_0.cu + ../ggml-cuda/template-instances/fattn-vec-instance-bf16-bf16.cu) endif() ggml_add_backend_library(ggml-hip @@ -118,6 +122,10 @@ if (NOT GGML_HIP_MMQ_MFMA) add_compile_definitions(GGML_HIP_NO_MMQ_MFMA) endif() +if (GGML_HIP_RCCL) + add_compile_definitions(GGML_USE_NCCL) # RCCL has the same interface as NCCL. +endif() + if (GGML_HIP_EXPORT_METRICS) set(CMAKE_HIP_FLAGS "${CMAKE_HIP_FLAGS} -Rpass-analysis=kernel-resource-usage --save-temps") endif() @@ -128,6 +136,11 @@ endif() if (CXX_IS_HIPCC) set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE CXX) + if (WIN32 AND CMAKE_BUILD_TYPE STREQUAL "Debug") + # CMake on Windows doesn't support the HIP language yet. + # Therefore we workaround debug build's failure on HIP backend this way. + set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES COMPILE_FLAGS "-O2 -g") + endif() target_link_libraries(ggml-hip PRIVATE hip::device) else() set_source_files_properties(${GGML_SOURCES_ROCM} PROPERTIES LANGUAGE HIP) @@ -137,4 +150,8 @@ if (GGML_STATIC) message(FATAL_ERROR "Static linking not supported for HIP/ROCm") endif() +if (GGML_HIP_RCCL) + target_link_libraries(ggml-hip PRIVATE ggml-base roc::rccl) +endif() + target_link_libraries(ggml-hip PRIVATE ggml-base hip::host roc::rocblas roc::hipblas) diff --git a/ggml/src/ggml-impl.h b/ggml/src/ggml-impl.h index e3714b38a6..0639db362e 100644 --- a/ggml/src/ggml-impl.h +++ b/ggml/src/ggml-impl.h @@ -491,6 +491,61 @@ static inline float ggml_e8m0_to_fp32_half(uint8_t x) { #define GGML_E8M0_TO_FP32(x) ggml_e8m0_to_fp32(x) #define GGML_E8M0_TO_FP32_HALF(x) ggml_e8m0_to_fp32_half(x) +// UE4M3: unsigned, 4 exp bits (bias=7), 3 mantissa bits +// Returns value * 0.5 to match kvalues_mxfp4 convention (kvalues = 2 * E2M1_float) +static inline float ggml_ue4m3_to_fp32(uint8_t x) { + if (x == 0 || x == 0x7F) { + return 0.0f; + } + int exp = (x >> 3) & 0xF; + int man = x & 0x7; + float raw; + if (exp == 0) { + raw = ldexpf((float) man, -9); + } else { + raw = ldexpf(1.0f + (float) man / 8.0f, exp - 7); + } + return raw * 0.5f; +} + +static inline uint8_t ggml_fp32_to_ue4m3(float x) { + if (!(x > 0.0f)) { + return 0; + } + if (x > 448.0f) { + x = 448.0f; + } + uint32_t bits; + memcpy(&bits, &x, 4); + int fp32_exp = ((bits >> 23) & 0xFF) - 127; + int fp32_man = (bits >> 20) & 0x7; + int ue4m3_exp = fp32_exp + 7; + if (ue4m3_exp <= 0) { + // subnormal: value = man * 2^-9, man = round(x * 2^9) + int man = (int) (x * 512.0f + 0.5f); + if (man > 7) { + man = 7; + } + if (man < 1) { + return 0; + } + return (uint8_t) man; + } + if (ue4m3_exp >= 15) { + return 0x7E; + } + int round_bit = (bits >> 19) & 1; + int ue4m3_man = fp32_man + round_bit; + if (ue4m3_man > 7) { + ue4m3_man = 0; + ue4m3_exp++; + if (ue4m3_exp >= 15) { + return 0x7E; + } + } + return (uint8_t) ((ue4m3_exp << 3) | ue4m3_man); +} + /** * Converts brain16 to float32. * @@ -718,6 +773,5 @@ inline bool ggml_check_edges(const struct ggml_cgraph * cgraph, // expose GGUF internals for test code GGML_API size_t gguf_type_size(enum gguf_type type); -GGML_API struct gguf_context * gguf_init_from_file_impl(FILE * file, struct gguf_init_params params); GGML_API void gguf_write_to_buf(const struct gguf_context * ctx, std::vector & buf, bool only_meta); #endif // __cplusplus diff --git a/ggml/src/ggml-metal/ggml-metal-context.m b/ggml/src/ggml-metal/ggml-metal-context.m index 5d3a8ce412..32d97cd5d0 100644 --- a/ggml/src/ggml-metal/ggml-metal-context.m +++ b/ggml/src/ggml-metal/ggml-metal-context.m @@ -47,7 +47,7 @@ struct ggml_metal { uint64_t fuse_cnt[GGML_OP_COUNT]; // capture state - bool capture_next_compute; + int capture_compute; bool capture_started; id capture_scope; @@ -75,6 +75,10 @@ struct ggml_metal { // abort ggml_metal_graph_compute if callback returns true ggml_abort_callback abort_callback; void * abort_callback_data; + + // error state - set when a command buffer fails during synchronize + // once set, graph_compute will return GGML_STATUS_FAILED until the backend is recreated + bool has_error; }; ggml_metal_t ggml_metal_init(ggml_metal_device_t dev) { @@ -154,10 +158,19 @@ ggml_metal_t ggml_metal_init(ggml_metal_device_t dev) { GGML_LOG_INFO("%s: use concurrency = %s\n", __func__, res->use_concurrency ? "true" : "false"); GGML_LOG_INFO("%s: use graph optimize = %s\n", __func__, res->use_graph_optimize ? "true" : "false"); - res->capture_next_compute = false; + res->capture_compute = 0; res->capture_started = false; res->capture_scope = nil; + { + const char * val = getenv("GGML_METAL_CAPTURE_COMPUTE"); + if (val) { + res->capture_compute = atoi(val); + } + } + + res->has_error = false; + res->gf = nil; res->encode_async = nil; for (int i = 0; i < GGML_METAL_MAX_COMMAND_BUFFERS; ++i) { @@ -246,7 +259,8 @@ void ggml_metal_synchronize(ggml_metal_t ctx) { if (status == MTLCommandBufferStatusError) { GGML_LOG_ERROR("error: %s\n", [[cmd_buf error].localizedDescription UTF8String]); } - GGML_ABORT("fatal error"); + ctx->has_error = true; + return; } } } @@ -262,7 +276,15 @@ void ggml_metal_synchronize(ggml_metal_t ctx) { if (status == MTLCommandBufferStatusError) { GGML_LOG_ERROR("error: %s\n", [[cmd_buf error].localizedDescription UTF8String]); } - GGML_ABORT("fatal error"); + + // release this and all remaining command buffers before returning + for (size_t j = i; j < ctx->cmd_bufs_ext.count; ++j) { + [ctx->cmd_bufs_ext[j] release]; + } + [ctx->cmd_bufs_ext removeAllObjects]; + + ctx->has_error = true; + return; } [cmd_buf release]; @@ -414,6 +436,11 @@ bool ggml_metal_cpy_tensor_async(ggml_metal_t ctx_src, ggml_metal_t ctx_dst, con } enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * gf) { + if (ctx->has_error) { + GGML_LOG_ERROR("%s: backend is in error state from a previous command buffer failure - recreate the backend to recover\n", __func__); + return GGML_STATUS_FAILED; + } + // number of nodes encoded by the main thread (empirically determined) const int n_main = MAX(64, 0.1*gf->n_nodes); @@ -438,9 +465,13 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * ctx->n_nodes_per_cb = (ctx->n_nodes_1 + ctx->n_cb - 1) / ctx->n_cb; - const bool use_capture = ctx->capture_next_compute; + if (ctx->capture_compute >= 0) { + ctx->capture_compute--; + } + + const bool use_capture = ctx->capture_compute == 0; if (use_capture) { - ctx->capture_next_compute = false; + ctx->capture_compute = -1; // make sure all previous computations have finished before starting the capture if (ctx->cmd_buf_last) { @@ -449,6 +480,10 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * } if (!ctx->capture_started) { + NSString * path = [NSString stringWithFormat:@"/tmp/perf-metal-%d.gputrace", getpid()]; + + GGML_LOG_WARN("%s: capturing graph in %s\n", __func__, [path UTF8String]); + // create capture scope id device = ggml_metal_device_get_obj(ctx->dev); ctx->capture_scope = [[MTLCaptureManager sharedCaptureManager] newCaptureScopeWithDevice:device]; @@ -456,7 +491,7 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * MTLCaptureDescriptor * descriptor = [MTLCaptureDescriptor new]; descriptor.captureObject = ctx->capture_scope; descriptor.destination = MTLCaptureDestinationGPUTraceDocument; - descriptor.outputURL = [NSURL fileURLWithPath:[NSString stringWithFormat:@"/tmp/perf-metal.gputrace"]]; + descriptor.outputURL = [NSURL fileURLWithPath:path]; NSError * error = nil; if (![[MTLCaptureManager sharedCaptureManager] startCaptureWithDescriptor:descriptor error:&error]) { @@ -519,7 +554,7 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * // enter here only when capturing in order to wait for all computation to finish // otherwise, we leave the graph to compute asynchronously - if (!use_capture && ctx->capture_started) { + if (use_capture && ctx->capture_started) { // wait for completion and check status of each command buffer // needed to detect if the device ran out-of-memory for example (#1881) { @@ -571,6 +606,8 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * [ctx->capture_scope endScope]; [[MTLCaptureManager sharedCaptureManager] stopCapture]; + + ctx->capture_started = false; } } @@ -663,7 +700,7 @@ void ggml_metal_set_n_cb(ggml_metal_t ctx, int n_cb) { idx_end, ctx->use_fusion, ctx->use_concurrency, - ctx->capture_next_compute, + ctx->capture_compute, ctx->debug_graph, ctx->debug_fusion); @@ -698,5 +735,5 @@ bool ggml_metal_supports_family(ggml_metal_t ctx, int family) { } void ggml_metal_capture_next_compute(ggml_metal_t ctx) { - ctx->capture_next_compute = true; + ctx->capture_compute = 1; } diff --git a/ggml/src/ggml-metal/ggml-metal-device.cpp b/ggml/src/ggml-metal/ggml-metal-device.cpp index 06f3d80459..e8548b053e 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.cpp +++ b/ggml/src/ggml-metal/ggml-metal-device.cpp @@ -246,6 +246,10 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_unary(ggml_metal case GGML_UNARY_OP_EXP: op_num = OP_UNARY_NUM_EXP; break; case GGML_UNARY_OP_SOFTPLUS: op_num = OP_UNARY_NUM_SOFTPLUS; break; case GGML_UNARY_OP_EXPM1: op_num = OP_UNARY_NUM_EXPM1; break; + case GGML_UNARY_OP_FLOOR: op_num = OP_UNARY_NUM_FLOOR; break; + case GGML_UNARY_OP_CEIL: op_num = OP_UNARY_NUM_CEIL; break; + case GGML_UNARY_OP_ROUND: op_num = OP_UNARY_NUM_ROUND; break; + case GGML_UNARY_OP_TRUNC: op_num = OP_UNARY_NUM_TRUNC; break; default: GGML_ABORT("fatal error"); } break; default: GGML_ABORT("fatal error"); @@ -577,6 +581,41 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rwkv(ggml_metal_ return res; } +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_gated_delta_net(ggml_metal_library_t lib, const ggml_tensor * op) { + char base[256]; + char name[256]; + + // v is src[2], dimensions: S_v = ne[0], H = ne[1] + const int ne20 = op->src[2]->ne[0]; // S_v + const int ne21 = op->src[2]->ne[1]; // H + const int ne30 = op->src[3]->ne[0]; // G + + const int nsg = op->src[2]->ne[0]/32; + + GGML_ASSERT(op->src[5]->type == GGML_TYPE_F32); + GGML_ASSERT(op->ne[0] == ne20 * ne21); + GGML_ASSERT(ne20 % 32 == 0); + + snprintf(base, 256, "kernel_gated_delta_net_%s_%d", ggml_type_name(op->src[0]->type), nsg); + snprintf(name, 256, "%s_ne20=%d_ne30=%d", base, ne20, ne30); + + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, ne20, FC_GATED_DELTA_NET + 0); + ggml_metal_cv_set_int16(cv, ne30, FC_GATED_DELTA_NET + 1); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); + } + + res.nsg = nsg; + + return res; +} + ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_solve_tri(ggml_metal_library_t lib, const ggml_tensor * op) { char base[256]; char name[256]; @@ -697,6 +736,11 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_meta suffix = ne00 % 4 == 0 ? "_4" : ""; } } break; + case GGML_TYPE_Q1_0: + { + nsg = N_SG_Q1_0; + nr0 = N_R0_Q1_0; + } break; case GGML_TYPE_Q4_0: { nsg = N_SG_Q4_0; @@ -909,6 +953,11 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_m smem = 32*sizeof(float)*nr0; suffix = ne00 % 4 == 0 ? "_4" : ""; } break; + case GGML_TYPE_Q1_0: + { + nsg = N_SG_Q1_0; + nr0 = N_R0_Q1_0; + } break; case GGML_TYPE_Q4_0: { nsg = N_SG_Q4_0; @@ -1435,10 +1484,11 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_bin(ggml_metal_l const bool is_c4 = (op->src[0]->ne[0] % 4 == 0) && (op->src[1]->ne[0] % 4 == 0); + const bool is_cb = op->src[0]->ne[0] != op->src[1]->ne[0]; const bool is_rb = ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]) && (ggml_nrows(op->src[1]) == 1) && ggml_nelements(op) < 65536; snprintf(base, 256, "kernel_bin_fuse_%s_%s_%s%s", t0_str, t1_str, t_str, is_c4 ? "_4" : ""); - snprintf(name, 256, "%s_op=%d_nf=%d_rb=%d", base, op_num, n_fuse, is_rb); + snprintf(name, 256, "%s_op=%d_nf=%d_rb=%d_cb=%d", base, op_num, n_fuse, is_rb, is_cb); ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); if (!res.pipeline) { @@ -1447,6 +1497,7 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_bin(ggml_metal_l ggml_metal_cv_set_int16(cv, op_num, FC_BIN + 0); ggml_metal_cv_set_int16(cv, n_fuse, FC_BIN + 1); ggml_metal_cv_set_bool (cv, is_rb, FC_BIN + 2); + ggml_metal_cv_set_bool (cv, is_cb, FC_BIN + 3); res = ggml_metal_library_compile_pipeline(lib, base, name, cv); @@ -1711,18 +1762,57 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_2d(ggml_met return res; } +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_3d(ggml_metal_library_t lib, const ggml_tensor * op) { + assert(op->op == GGML_OP_CONV_3D); + + GGML_ASSERT(ggml_is_contiguous(op->src[0])); + GGML_ASSERT(op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32); + GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32); + GGML_ASSERT(op->type == GGML_TYPE_F32); + + char base[256]; + char name[256]; + + snprintf(base, 256, "kernel_conv_3d_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type)); + snprintf(name, 256, "%s", base); + + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); + } + + return res; +} + ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_upscale(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_UPSCALE); char base[256]; char name[256]; - snprintf(base, 256, "kernel_upscale_%s", ggml_type_name(op->src[0]->type)); - snprintf(name, 256, "%s", base); + const int32_t mode_flags = ggml_get_op_params_i32(op, 0); + const ggml_scale_mode mode = (ggml_scale_mode) (mode_flags & 0xFF); + + const bool antialias = (mode_flags & GGML_SCALE_FLAG_ANTIALIAS); + + if (mode == GGML_SCALE_MODE_BILINEAR) { + snprintf(base, 256, "kernel_upscale_bilinear_%s", ggml_type_name(op->src[0]->type)); + } else if (mode == GGML_SCALE_MODE_BICUBIC) { + snprintf(base, 256, "kernel_upscale_bicubic_%s", ggml_type_name(op->src[0]->type)); + } else { + snprintf(base, 256, "kernel_upscale_nearest_%s", ggml_type_name(op->src[0]->type)); + } + snprintf(name, 256, "%s_aa=%d", base, antialias); ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); if (!res.pipeline) { - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, antialias, FC_UPSCALE + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } return res; diff --git a/ggml/src/ggml-metal/ggml-metal-device.h b/ggml/src/ggml-metal/ggml-metal-device.h index 93d7f6a216..de43f81931 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.h +++ b/ggml/src/ggml-metal/ggml-metal-device.h @@ -125,6 +125,7 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched (ggml_metal_library_t lib, const struct ggml_tensor * op, int ssm_conv_bs); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rwkv (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_gated_delta_net (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_solve_tri (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_ext (ggml_metal_library_t lib, enum ggml_type tsrc0, enum ggml_type tsrc1, int nsg, int nxpsg, int r1ptg); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm (ggml_metal_library_t lib, const struct ggml_tensor * op); @@ -147,6 +148,7 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_im2col struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_3d (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_upscale (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad_reflect_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); diff --git a/ggml/src/ggml-metal/ggml-metal-device.m b/ggml/src/ggml-metal/ggml-metal-device.m index 3db7f12629..40cacb4652 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.m +++ b/ggml/src/ggml-metal/ggml-metal-device.m @@ -690,7 +690,7 @@ ggml_metal_device_t ggml_metal_device_init(int device) { " auto tB = B.slice((int)tgid.x, 0); \n" " \n" " matmul2d< \n" - " matmul2d_descriptor(8, 8, dynamic_extent), \n" + " matmul2d_descriptor(16, 16, dynamic_extent), \n" " execution_simdgroups<4>> mm; \n" " \n" " auto cT = mm.get_destination_cooperative_tensor(); \n" @@ -740,7 +740,7 @@ ggml_metal_device_t ggml_metal_device_init(int device) { " auto tB = B.slice((int)tgid.x, 0); \n" " \n" " matmul2d< \n" - " matmul2d_descriptor(8, 8, dynamic_extent), \n" + " matmul2d_descriptor(16, 16, dynamic_extent), \n" " execution_simdgroups<4>> mm; \n" " \n" " auto cT = mm.get_destination_cooperative_tensor(); \n" @@ -1039,6 +1039,10 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_UNARY_OP_EXP: case GGML_UNARY_OP_SOFTPLUS: case GGML_UNARY_OP_EXPM1: + case GGML_UNARY_OP_FLOOR: + case GGML_UNARY_OP_CEIL: + case GGML_UNARY_OP_ROUND: + case GGML_UNARY_OP_TRUNC: return ggml_is_contiguous_rows(op->src[0]) && (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16); default: return false; @@ -1077,6 +1081,11 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32) && op->src[1]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32; + case GGML_OP_CONV_3D: + return ggml_is_contiguous(op->src[0]) && + ggml_is_contiguous(op->src[1]) && + (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32) && + op->src[1]->type == GGML_TYPE_F32; case GGML_OP_SUM: return has_simdgroup_reduction && ggml_is_contiguous(op->src[0]); case GGML_OP_TRI: @@ -1108,7 +1117,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te op->type == GGML_TYPE_F32 && (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32); case GGML_OP_UPSCALE: - return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); + return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_POOL_1D: return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; case GGML_OP_POOL_2D: @@ -1142,6 +1151,8 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te op->src[0]->ne[0] != 128 && op->src[0]->ne[0] != 192 && op->src[0]->ne[0] != 256 && + op->src[0]->ne[0] != 320 && + op->src[0]->ne[0] != 512 && op->src[0]->ne[0] != 576) { return false; } @@ -1155,10 +1166,12 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_OP_RWKV_WKV6: case GGML_OP_RWKV_WKV7: return true; + case GGML_OP_GATED_DELTA_NET: + return has_simdgroup_reduction && op->src[2]->ne[0] % 32 == 0; case GGML_OP_SOLVE_TRI: case GGML_OP_MUL_MAT: case GGML_OP_MUL_MAT_ID: - return has_simdgroup_reduction; + return has_simdgroup_reduction && op->src[0]->type != GGML_TYPE_NVFP4; case GGML_OP_SET: case GGML_OP_CPY: case GGML_OP_DUP: @@ -1171,6 +1184,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_TYPE_F16: case GGML_TYPE_BF16: case GGML_TYPE_Q8_0: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -1197,6 +1211,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te default: return false; } + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -1216,7 +1231,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te }; } case GGML_OP_GET_ROWS: - return true; + return op->src[0]->type != GGML_TYPE_NVFP4; case GGML_OP_SET_ROWS: { if (op->src[0]->type != GGML_TYPE_F32) { @@ -1281,7 +1296,7 @@ struct ggml_metal_buffer { bool use_residency_sets; // optional MTLResidencySet - // note: cannot use explicity "id" here because it is not available on certain OSes + // note: cannot use explicitly "id" here because it is not available on certain OSes id rset; // pointers to global device diff --git a/ggml/src/ggml-metal/ggml-metal-impl.h b/ggml/src/ggml-metal/ggml-metal-impl.h index 383e0d6e93..62b028f4a4 100644 --- a/ggml/src/ggml-metal/ggml-metal-impl.h +++ b/ggml/src/ggml-metal/ggml-metal-impl.h @@ -8,6 +8,9 @@ // // TODO: for optimal performance, become function of the device and work size +#define N_R0_Q1_0 8 +#define N_SG_Q1_0 2 + #define N_R0_Q4_0 4 #define N_SG_Q4_0 2 @@ -35,7 +38,7 @@ #define N_R0_Q4_K 2 #define N_SG_Q4_K 2 -#define N_R0_Q5_K 2 +#define N_R0_Q5_K 1 #define N_SG_Q5_K 2 #define N_R0_Q6_K 2 @@ -83,6 +86,8 @@ #define FC_UNARY 1200 #define FC_BIN 1300 #define FC_SUM_ROWS 1400 +#define FC_UPSCALE 1500 +#define FC_GATED_DELTA_NET 1600 // op-specific constants #define OP_FLASH_ATTN_EXT_NQPSG 8 @@ -118,6 +123,10 @@ #define OP_UNARY_NUM_EXP 114 #define OP_UNARY_NUM_SOFTPLUS 115 #define OP_UNARY_NUM_EXPM1 116 +#define OP_UNARY_NUM_FLOOR 117 +#define OP_UNARY_NUM_CEIL 118 +#define OP_UNARY_NUM_ROUND 119 +#define OP_UNARY_NUM_TRUNC 120 #define OP_SUM_ROWS_NUM_SUM_ROWS 10 #define OP_SUM_ROWS_NUM_MEAN 11 @@ -641,6 +650,42 @@ typedef struct { int32_t KHW; // KH * KW, pre-computed on CPU to save GPU resources } ggml_metal_kargs_im2col; +typedef struct { + int32_t IW; + int32_t IH; + int32_t ID; + int32_t OW; + int32_t OH; + int32_t OD; + int32_t KW; + int32_t KH; + int32_t KD; + int32_t s0; + int32_t s1; + int32_t s2; + int32_t p0; + int32_t p1; + int32_t p2; + int32_t d0; + int32_t d1; + int32_t d2; + int32_t IC; + int32_t N; + int32_t OC; + uint64_t nb00; + uint64_t nb01; + uint64_t nb02; + uint64_t nb03; + uint64_t nb10; + uint64_t nb11; + uint64_t nb12; + uint64_t nb13; + uint64_t nb0; + uint64_t nb1; + uint64_t nb2; + uint64_t nb3; +} ggml_metal_kargs_conv_3d; + typedef struct{ int32_t ne00; uint64_t nb01; @@ -792,6 +837,44 @@ typedef struct { uint64_t nb0; } ggml_metal_kargs_ssm_scan; +typedef struct { + int32_t ne00; + int32_t ne01; + int32_t ne02; + int32_t ne03; + uint64_t nb00; + uint64_t nb01; + uint64_t nb02; + uint64_t nb03; + int32_t ne10; + int32_t ne11; + int32_t ne12; + int32_t ne13; + uint64_t nb10; + uint64_t nb11; + uint64_t nb12; + uint64_t nb13; + int32_t ne20; + int32_t ne21; + int32_t ne22; + int32_t ne23; + uint64_t nb20; + uint64_t nb21; + uint64_t nb22; + uint64_t nb23; + int32_t ns02; + int32_t ns12; + int32_t ns22; + int32_t ne0; + int32_t ne1; + int32_t ne2; + int32_t ne3; + uint64_t nb0; + uint64_t nb1; + uint64_t nb2; + uint64_t nb3; +} ggml_metal_kargs_gated_delta_net; + typedef struct { int32_t ne00; int32_t ne01; @@ -890,6 +973,7 @@ typedef struct { float sf1; float sf2; float sf3; + float poffs; } ggml_metal_kargs_upscale; typedef struct { diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index 3d5db0b79f..846225d907 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -333,6 +333,10 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { { n_fuse = ggml_metal_op_rwkv(ctx, idx); } break; + case GGML_OP_GATED_DELTA_NET: + { + n_fuse = ggml_metal_op_gated_delta_net(ctx, idx); + } break; case GGML_OP_SOLVE_TRI: { n_fuse = ggml_metal_op_solve_tri(ctx, idx); @@ -390,6 +394,10 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { { n_fuse = ggml_metal_op_conv_transpose_2d(ctx, idx); } break; + case GGML_OP_CONV_3D: + { + n_fuse = ggml_metal_op_conv_3d(ctx, idx); + } break; case GGML_OP_UPSCALE: { n_fuse = ggml_metal_op_upscale(ctx, idx); @@ -631,7 +639,7 @@ int ggml_metal_op_acc(ggml_metal_op_t ctx, int idx) { const bool inplace = (bool) ((const int32_t *) op->op_params)[4]; if (!inplace) { - // run a separete kernel to cpy src->dst + // run a separate kernel to cpy src->dst // not sure how to avoid this // TODO: make a simpler cpy_bytes kernel @@ -1562,6 +1570,81 @@ int ggml_metal_op_rwkv(ggml_metal_op_t ctx, int idx) { return 1; } +int ggml_metal_op_gated_delta_net(ggml_metal_op_t ctx, int idx) { + ggml_tensor * op = ctx->node(idx); + + ggml_metal_library_t lib = ctx->lib; + ggml_metal_encoder_t enc = ctx->enc; + + + GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); + GGML_TENSOR_LOCALS(uint64_t, nb0, op->src[0], nb); + GGML_TENSOR_LOCALS( int32_t, ne1, op->src[1], ne); + GGML_TENSOR_LOCALS(uint64_t, nb1, op->src[1], nb); + GGML_TENSOR_LOCALS( int32_t, ne2, op->src[2], ne); + GGML_TENSOR_LOCALS(uint64_t, nb2, op->src[2], nb); + GGML_TENSOR_LOCALS( int32_t, ne, op, ne); + GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); + + auto pipeline = ggml_metal_library_get_pipeline_gated_delta_net(lib, op); + + int ida = 0; + + ggml_metal_kargs_gated_delta_net args = { + /*.ne00 =*/ ne00, + /*.ne01 =*/ ne01, + /*.ne02 =*/ ne02, + /*.ne03 =*/ ne03, + /*.nb00 =*/ nb00, + /*.nb01 =*/ nb01, + /*.nb02 =*/ nb02, + /*.nb03 =*/ nb03, + /*.ne10 =*/ ne10, + /*.ne11 =*/ ne11, + /*.ne12 =*/ ne12, + /*.ne13 =*/ ne13, + /*.nb10 =*/ nb10, + /*.nb11 =*/ nb11, + /*.nb12 =*/ nb12, + /*.nb13 =*/ nb13, + /*.ne20 =*/ ne20, + /*.ne21 =*/ ne21, + /*.ne22 =*/ ne22, + /*.ne23 =*/ ne23, + /*.nb20 =*/ nb20, + /*.nb21 =*/ nb21, + /*.nb22 =*/ nb22, + /*.nb23 =*/ nb23, + /*.ns02 =*/ (int32_t) (nb02/sizeof(float)), + /*.ns12 =*/ (int32_t) (nb12/sizeof(float)), + /*.ns22 =*/ (int32_t) (nb22/sizeof(float)), + /*.ne0 =*/ ne0, + /*.ne1 =*/ ne1, + /*.ne2 =*/ ne2, + /*.ne3 =*/ ne3, + /*.nb0 =*/ nb0, + /*.nb1 =*/ nb1, + /*.nb2 =*/ nb2, + /*.nb3 =*/ nb3, + }; + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), ida++); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), ida++); // q + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[1]), ida++); // k + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[2]), ida++); // v + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[3]), ida++); // gate + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[4]), ida++); // beta + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[5]), ida++); // state + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), ida++); // dst + + const int nsg = pipeline.nsg; + + ggml_metal_encoder_dispatch_threadgroups(enc, op->src[2]->ne[0]/nsg, op->src[2]->ne[1], op->src[2]->ne[3], 32, nsg, 1); + + return 1; +} + int ggml_metal_op_solve_tri(ggml_metal_op_t ctx, int idx) { ggml_tensor * op = ctx->node(idx); @@ -1644,7 +1727,7 @@ int ggml_metal_op_set(ggml_metal_op_t ctx, int idx) { const bool inplace = (bool) ((const int32_t *) op->op_params)[4]; if (!inplace) { - // run a separete kernel to cpy src->dst + // run a separate kernel to cpy src->dst // not sure how to avoid this // TODO: make a simpler cpy_bytes kernel @@ -1963,6 +2046,8 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { ( op->src[0]->type == GGML_TYPE_F32 || // TODO: helper function op->src[0]->type == GGML_TYPE_F16 || + op->src[0]->type == GGML_TYPE_BF16 || + op->src[0]->type == GGML_TYPE_Q1_0 || op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q4_1 || op->src[0]->type == GGML_TYPE_Q5_0 || @@ -1977,6 +2062,8 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { op->src[0]->type == GGML_TYPE_Q4_K || op->src[0]->type == GGML_TYPE_Q5_K || op->src[0]->type == GGML_TYPE_Q6_K || + op->src[0]->type == GGML_TYPE_Q2_K || + op->src[0]->type == GGML_TYPE_Q3_K || false) && (ne11 >= 4 && ne11 <= 8) ) ) @@ -2005,7 +2092,7 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { const int16_t r0ptg = nypsg*nsg; // num src0 rows per threadgroup int16_t r1ptg = 4; // num src1 rows per threadgroup - // note: not sure how optimal are those across all different hardware. there might be someting cleverer + // note: not sure how optimal are those across all different hardware. there might be something cleverer switch (ne11) { case 2: r1ptg = 2; break; @@ -3098,9 +3185,7 @@ int ggml_metal_op_bin(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_set_buffer (enc, bid_dst, 3); if (pipeline.cnt) { - const int n = pipeline.c4 ? ggml_nelements(op)/4 : ggml_nelements(op); - - ggml_metal_encoder_dispatch_threadgroups(enc, n, 1, 1, 1, 1, 1); + ggml_metal_encoder_dispatch_threadgroups(enc, args.ne0, ggml_nrows(op), 1, 1, 1, 1); } else { const int nth_max = MIN(256, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); @@ -3617,6 +3702,77 @@ int ggml_metal_op_conv_2d(ggml_metal_op_t ctx, int idx) { return 1; } +int ggml_metal_op_conv_3d(ggml_metal_op_t ctx, int idx) { + ggml_tensor * op = ctx->node(idx); + + ggml_metal_library_t lib = ctx->lib; + ggml_metal_encoder_t enc = ctx->enc; + + // 1. Extract standard dimensions and byte strides + GGML_TENSOR_LOCALS(uint64_t, nb0, op->src[0], nb); + GGML_TENSOR_LOCALS(uint64_t, nb1, op->src[1], nb); + GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); + + // 2. Extract hyperparams from op_params + const int32_t s0 = ((const int32_t *)(op->op_params))[0]; + const int32_t s1 = ((const int32_t *)(op->op_params))[1]; + const int32_t s2 = ((const int32_t *)(op->op_params))[2]; + const int32_t p0 = ((const int32_t *)(op->op_params))[3]; + const int32_t p1 = ((const int32_t *)(op->op_params))[4]; + const int32_t p2 = ((const int32_t *)(op->op_params))[5]; + const int32_t d0 = ((const int32_t *)(op->op_params))[6]; + const int32_t d1 = ((const int32_t *)(op->op_params))[7]; + const int32_t d2 = ((const int32_t *)(op->op_params))[8]; + const int32_t IC = ((const int32_t *)(op->op_params))[9]; + const int32_t N = ((const int32_t *)(op->op_params))[10]; + const int32_t OC = ((const int32_t *)(op->op_params))[11]; + + // 3. Build the parameter struct using the macro-generated variables + ggml_metal_kargs_conv_3d args = { + /*.IW =*/ (int32_t)op->src[1]->ne[0], + /*.IH =*/ (int32_t)op->src[1]->ne[1], + /*.ID =*/ (int32_t)op->src[1]->ne[2], + /*.OW =*/ (int32_t)op->ne[0], + /*.OH =*/ (int32_t)op->ne[1], + /*.OD =*/ (int32_t)op->ne[2], + /*.KW =*/ (int32_t)op->src[0]->ne[0], + /*.KH =*/ (int32_t)op->src[0]->ne[1], + /*.KD =*/ (int32_t)op->src[0]->ne[2], + s0, s1, s2, + p0, p1, p2, + d0, d1, d2, + IC, N, OC, + nb00, nb01, nb02, nb03, // Weight strides + nb10, nb11, nb12, nb13, // Input strides + nb0, nb1, nb2, nb3 // Output strides + }; + + // 4. Fetch the JIT pipeline + auto pipeline = ggml_metal_library_get_pipeline_conv_3d(lib, op); + + // 5. Grid mapping + int nth0 = 32; // Standard SIMD width for Apple Silicon + int nth1 = 1; + int nth2 = 1; + + int64_t spatial_volume = args.OW * args.OH * args.OD; + + int ntg0 = (spatial_volume + nth0 - 1) / nth0; + int ntg1 = args.OC; + int ntg2 = args.N; + + // 6. Bind and Dispatch via the ggml C wrapper + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[1]), 2); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 3); + + ggml_metal_encoder_dispatch_threadgroups(enc, ntg0, ntg1, ntg2, nth0, nth1, nth2); + + return 1; +} + int ggml_metal_op_conv_transpose_1d(ggml_metal_op_t ctx, int idx) { ggml_tensor * op = ctx->node(idx); @@ -3729,32 +3885,43 @@ int ggml_metal_op_upscale(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - const float sf0 = (float)ne0/op->src[0]->ne[0]; - const float sf1 = (float)ne1/op->src[0]->ne[1]; - const float sf2 = (float)ne2/op->src[0]->ne[2]; - const float sf3 = (float)ne3/op->src[0]->ne[3]; + float sf0 = (float)ne0/op->src[0]->ne[0]; + float sf1 = (float)ne1/op->src[0]->ne[1]; + float sf2 = (float)ne2/op->src[0]->ne[2]; + float sf3 = (float)ne3/op->src[0]->ne[3]; + + const int32_t mode_flags = ggml_get_op_params_i32(op, 0); + + float poffs = 0.5f; + + if (mode_flags & GGML_SCALE_FLAG_ALIGN_CORNERS) { + poffs = 0.0f; + sf0 = ne0 > 1 && ne00 > 1 ? (float)(ne0 - 1) / (ne00 - 1) : sf0; + sf1 = ne1 > 1 && ne01 > 1 ? (float)(ne1 - 1) / (ne01 - 1) : sf1; + } ggml_metal_kargs_upscale args = { - /*.ne00 =*/ ne00, - /*.ne01 =*/ ne01, - /*.ne02 =*/ ne02, - /*.ne03 =*/ ne03, - /*.nb00 =*/ nb00, - /*.nb01 =*/ nb01, - /*.nb02 =*/ nb02, - /*.nb03 =*/ nb03, - /*.ne0 =*/ ne0, - /*.ne1 =*/ ne1, - /*.ne2 =*/ ne2, - /*.ne3 =*/ ne3, - /*.nb0 =*/ nb0, - /*.nb1 =*/ nb1, - /*.nb2 =*/ nb2, - /*.nb3 =*/ nb3, - /*.sf0 =*/ sf0, - /*.sf1 =*/ sf1, - /*.sf2 =*/ sf2, - /*.sf3 =*/ sf3 + /*.ne00 =*/ ne00, + /*.ne01 =*/ ne01, + /*.ne02 =*/ ne02, + /*.ne03 =*/ ne03, + /*.nb00 =*/ nb00, + /*.nb01 =*/ nb01, + /*.nb02 =*/ nb02, + /*.nb03 =*/ nb03, + /*.ne0 =*/ ne0, + /*.ne1 =*/ ne1, + /*.ne2 =*/ ne2, + /*.ne3 =*/ ne3, + /*.nb0 =*/ nb0, + /*.nb1 =*/ nb1, + /*.nb2 =*/ nb2, + /*.nb3 =*/ nb3, + /*.sf0 =*/ sf0, + /*.sf1 =*/ sf1, + /*.sf2 =*/ sf2, + /*.sf3 =*/ sf3, + /*.poffs =*/ poffs, }; auto pipeline = ggml_metal_library_get_pipeline_upscale(lib, op); diff --git a/ggml/src/ggml-metal/ggml-metal-ops.h b/ggml/src/ggml-metal/ggml-metal-ops.h index f3e38c7aa9..50e3c5c77a 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.h +++ b/ggml/src/ggml-metal/ggml-metal-ops.h @@ -58,6 +58,7 @@ int ggml_metal_op_soft_max (ggml_metal_op_t ctx, int idx); int ggml_metal_op_ssm_conv (ggml_metal_op_t ctx, int idx); int ggml_metal_op_ssm_scan (ggml_metal_op_t ctx, int idx); int ggml_metal_op_rwkv (ggml_metal_op_t ctx, int idx); +int ggml_metal_op_gated_delta_net (ggml_metal_op_t ctx, int idx); int ggml_metal_op_solve_tri (ggml_metal_op_t ctx, int idx); int ggml_metal_op_set (ggml_metal_op_t ctx, int idx); int ggml_metal_op_cpy (ggml_metal_op_t ctx, int idx); @@ -74,6 +75,7 @@ int ggml_metal_op_norm (ggml_metal_op_t ctx, int idx); int ggml_metal_op_rope (ggml_metal_op_t ctx, int idx); int ggml_metal_op_im2col (ggml_metal_op_t ctx, int idx); int ggml_metal_op_conv_2d (ggml_metal_op_t ctx, int idx); +int ggml_metal_op_conv_3d (ggml_metal_op_t ctx, int idx); int ggml_metal_op_conv_transpose_1d (ggml_metal_op_t ctx, int idx); int ggml_metal_op_conv_transpose_2d (ggml_metal_op_t ctx, int idx); int ggml_metal_op_upscale (ggml_metal_op_t ctx, int idx); diff --git a/ggml/src/ggml-metal/ggml-metal.cpp b/ggml/src/ggml-metal/ggml-metal.cpp index 1c705362fb..4dbf8e6fea 100644 --- a/ggml/src/ggml-metal/ggml-metal.cpp +++ b/ggml/src/ggml-metal/ggml-metal.cpp @@ -14,7 +14,7 @@ #define GGML_METAL_MAX_DEVICES 16 // number of Metal devices -// note: can be overriden with GGML_METAL_DEVICES env to simulate virtual devices +// note: can be overridden with GGML_METAL_DEVICES env to simulate virtual devices static int g_devices = 1; //////////////////////////////////////////////////////////////////////////////// @@ -90,6 +90,8 @@ static ggml_backend_buffer_i ggml_backend_metal_buffer_shared_i = { /* .memset_tensor = */ ggml_backend_metal_buffer_shared_memset_tensor, /* .set_tensor = */ ggml_backend_metal_buffer_shared_set_tensor, /* .get_tensor = */ ggml_backend_metal_buffer_shared_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_metal_buffer_shared_cpy_tensor, /* .clear = */ ggml_backend_metal_buffer_shared_clear, /* .reset = */ NULL, @@ -158,15 +160,17 @@ static void ggml_backend_metal_buffer_private_clear(ggml_backend_buffer_t buffer } static ggml_backend_buffer_i ggml_backend_metal_buffer_private_i = { - /* .free_buffer = */ ggml_backend_metal_buffer_private_free_buffer, - /* .get_base = */ ggml_backend_metal_buffer_private_get_base, - /* .init_tensor = */ NULL, - /* .memset_tensor = */ ggml_backend_metal_buffer_private_memset_tensor, - /* .set_tensor = */ ggml_backend_metal_buffer_private_set_tensor, - /* .get_tensor = */ ggml_backend_metal_buffer_private_get_tensor, - /* .cpy_tensor = */ ggml_backend_metal_buffer_private_cpy_tensor, - /* .clear = */ ggml_backend_metal_buffer_private_clear, - /* .reset = */ NULL, + /* .free_buffer = */ ggml_backend_metal_buffer_private_free_buffer, + /* .get_base = */ ggml_backend_metal_buffer_private_get_base, + /* .init_tensor = */ NULL, + /* .memset_tensor = */ ggml_backend_metal_buffer_private_memset_tensor, + /* .set_tensor = */ ggml_backend_metal_buffer_private_set_tensor, + /* .get_tensor = */ ggml_backend_metal_buffer_private_get_tensor, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, + /* .cpy_tensor = */ ggml_backend_metal_buffer_private_cpy_tensor, + /* .clear = */ ggml_backend_metal_buffer_private_clear, + /* .reset = */ NULL, }; static bool ggml_backend_buffer_is_metal(ggml_backend_buffer_t buffer) { @@ -563,6 +567,8 @@ static ggml_backend_i ggml_backend_metal_i = { /* .free = */ ggml_backend_metal_free, /* .set_tensor_async = */ ggml_backend_metal_set_tensor_async, /* .get_tensor_async = */ ggml_backend_metal_get_tensor_async, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ ggml_backend_metal_cpy_tensor_async, // only needed for multi-GPU setups /* .synchronize = */ ggml_backend_metal_synchronize, /* .graph_plan_create = */ NULL, diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal index 6c349aa0c9..f67c5cd8a1 100644 --- a/ggml/src/ggml-metal/ggml-metal.metal +++ b/ggml/src/ggml-metal/ggml-metal.metal @@ -118,6 +118,56 @@ void dequantize_bf16_t4(device const bfloat4 * src, short il, thread type4 & reg } #endif +template +void dequantize_q1_0(device const block_q1_0 * xb, short il, thread type4x4 & reg) { + device const uint8_t * qs = xb->qs; + const float d = xb->d; + const float neg_d = -d; + + const int byte_offset = il * 2; // il*16 bits = il*2 bytes + const uint8_t b0 = qs[byte_offset]; + const uint8_t b1 = qs[byte_offset + 1]; + + float4x4 reg_f; + + reg_f[0][0] = select(neg_d, d, bool(b0 & 0x01)); + reg_f[0][1] = select(neg_d, d, bool(b0 & 0x02)); + reg_f[0][2] = select(neg_d, d, bool(b0 & 0x04)); + reg_f[0][3] = select(neg_d, d, bool(b0 & 0x08)); + reg_f[1][0] = select(neg_d, d, bool(b0 & 0x10)); + reg_f[1][1] = select(neg_d, d, bool(b0 & 0x20)); + reg_f[1][2] = select(neg_d, d, bool(b0 & 0x40)); + reg_f[1][3] = select(neg_d, d, bool(b0 & 0x80)); + + reg_f[2][0] = select(neg_d, d, bool(b1 & 0x01)); + reg_f[2][1] = select(neg_d, d, bool(b1 & 0x02)); + reg_f[2][2] = select(neg_d, d, bool(b1 & 0x04)); + reg_f[2][3] = select(neg_d, d, bool(b1 & 0x08)); + reg_f[3][0] = select(neg_d, d, bool(b1 & 0x10)); + reg_f[3][1] = select(neg_d, d, bool(b1 & 0x20)); + reg_f[3][2] = select(neg_d, d, bool(b1 & 0x40)); + reg_f[3][3] = select(neg_d, d, bool(b1 & 0x80)); + + reg = (type4x4) reg_f; +} + +template +void dequantize_q1_0_t4(device const block_q1_0 * xb, short il, thread type4 & reg) { + const float d = xb->d; + const float neg_d = -d; + const int base = il * 4; + const uint8_t byte = xb->qs[base / 8]; + const int s = base % 8; + + float4 reg_f; + reg_f[0] = select(neg_d, d, bool((byte >> (s )) & 1)); + reg_f[1] = select(neg_d, d, bool((byte >> (s + 1)) & 1)); + reg_f[2] = select(neg_d, d, bool((byte >> (s + 2)) & 1)); + reg_f[3] = select(neg_d, d, bool((byte >> (s + 3)) & 1)); + + reg = (type4) reg_f; +} + template void dequantize_q4_0(device const block_q4_0 * xb, short il, thread type4x4 & reg) { device const uint16_t * qs = ((device const uint16_t *)xb + 1); @@ -152,6 +202,23 @@ void dequantize_q4_0_t4(device const block_q4_0 * xb, short il, thread type4 & r } } +void quantize_q1_0(device const float * src, device block_q1_0 & dst) { + float sum_abs = 0.0f; + for (int j = 0; j < QK1_0; j++) { + sum_abs += fabs(src[j]); + } + dst.d = sum_abs / QK1_0; + + for (int j = 0; j < QK1_0 / 8; j++) { + dst.qs[j] = 0; + } + for (int j = 0; j < QK1_0; j++) { + if (src[j] >= 0.0f) { + dst.qs[j / 8] |= (1 << (j % 8)); + } + } +} + void quantize_q4_0(device const float * src, device block_q4_0 & dst) { #pragma METAL fp math_mode(safe) float amax = 0.0f; // absolute max @@ -1094,6 +1161,22 @@ kernel void kernel_unary_impl( // TODO: precise implementation dst_ptr[i0] = (T) (exp(x) - 1); } + + if (FC_OP == OP_UNARY_NUM_FLOOR) { + dst_ptr[i0] = (T) floor(x); + } + + if (FC_OP == OP_UNARY_NUM_CEIL) { + dst_ptr[i0] = (T) ceil(x); + } + + if (FC_OP == OP_UNARY_NUM_ROUND) { + dst_ptr[i0] = (T) round(x); + } + + if (FC_OP == OP_UNARY_NUM_TRUNC) { + dst_ptr[i0] = (T) trunc(x); + } } #undef FC_OP @@ -1111,6 +1194,7 @@ template [[host_name("kernel_unary_f16_f16_4")]] kernel kernel_unary_t kernel_un constant short FC_bin_op [[function_constant(FC_BIN + 0)]]; constant short FC_bin_f [[function_constant(FC_BIN + 1)]]; constant bool FC_bin_rb [[function_constant(FC_BIN + 2)]]; +constant bool FC_bin_cb [[function_constant(FC_BIN + 3)]]; template kernel void kernel_bin_fuse_impl( @@ -1124,11 +1208,12 @@ kernel void kernel_bin_fuse_impl( #define FC_OP FC_bin_op #define FC_F FC_bin_f #define FC_RB FC_bin_rb +#define FC_CB FC_bin_cb if (FC_RB) { // row broadcast - const uint i0 = tgpig.x; - const uint i1 = i0%args.ne10; + const uint i0 = tgpig.y*args.ne00 + tgpig.x; + const uint i1 = FC_CB ? tgpig.x%args.ne10 : tgpig.x; device const T0 * src0_row = (device const T0 *) (src0); device T * dst_row = (device T *) (dst); @@ -1200,7 +1285,7 @@ kernel void kernel_bin_fuse_impl( device const T1 * src1_ptr = (device const T1 *) (src1 + args.o1[0] + i13*args.nb13 + i12*args.nb12 + i11*args.nb11); for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) { - const int i10 = i0%args.ne10; + const int i10 = FC_CB ? i0%args.ne10 : i0; if (FC_OP == 0) { dst_ptr[i0] = src0_ptr[i0] + src1_ptr[i10]; @@ -1225,7 +1310,7 @@ kernel void kernel_bin_fuse_impl( } for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) { - const int i10 = i0%args.ne10; + const int i10 = FC_CB ? i0%args.ne10 : i0; T res = src0_ptr[i0]; @@ -1261,6 +1346,7 @@ kernel void kernel_bin_fuse_impl( #undef FC_OP #undef FC_F #undef FC_RB +#undef FC_CB } typedef decltype(kernel_bin_fuse_impl) kernel_bin_fuse_t; @@ -2434,6 +2520,228 @@ kernel void kernel_rwkv_wkv7_f32( } } +constant short FC_gated_delta_net_ne20 [[function_constant(FC_GATED_DELTA_NET + 0)]]; +constant short FC_gated_delta_net_ne30 [[function_constant(FC_GATED_DELTA_NET + 1)]]; + +#if 1 +template +kernel void kernel_gated_delta_net_impl( + constant ggml_metal_kargs_gated_delta_net & args, + device const char * q, + device const char * k, + device const char * v, + device const char * g, + device const char * b, + device const char * s, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { +#define S_v FC_gated_delta_net_ne20 +#define G FC_gated_delta_net_ne30 + + const uint tx = tpitg.x; + const uint ty = tpitg.y; + + const uint i23 = tgpig.z; // B + const uint i21 = tgpig.y; // H + const uint i20 = tgpig.x*NSG + ty; + + const uint i01 = i21 % args.ne01; + const uint i11 = i21 % args.ne11; + + const float scale = 1.0f / sqrt((float)S_v); + + // state is stored transposed: M[i20][is] = S[is][i20], so row i20 is contiguous + device const float * s_ptr = (device const float *) (s) + (i23*args.ne21 + i21)*S_v*S_v + i20*S_v; + + float ls[NSG]; + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + ls[j] = s_ptr[is]; + } + + device float * dst_attn = (device float *) (dst) + (i23*args.ne22*args.ne21 + i21)*S_v + i20; + + device const float * q_ptr = (device const float *) (q + i23*args.nb03 + i01*args.nb01); + device const float * k_ptr = (device const float *) (k + i23*args.nb13 + i11*args.nb11); + device const float * v_ptr = (device const float *) (v + i23*args.nb23 + i21*args.nb21); + + device const float * b_ptr = (device const float *) (b) + (i23*args.ne22*args.ne21 + i21); + device const float * g_ptr = (device const float *) (g) + (i23*args.ne22*args.ne21 + i21)*G; + + for (short t = 0; t < args.ne22; t++) { + float s_k = 0.0f; + + if (G == 1) { + const float g_exp = exp(g_ptr[0]); + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + ls[j] *= g_exp; + + s_k += ls[j]*k_ptr[is]; + } + } else { + // KDA + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + ls[j] *= exp(g_ptr[is]); + + s_k += ls[j]*k_ptr[is]; + } + } + + s_k = simd_sum(s_k); + + const float d = (v_ptr[i20] - s_k)*b_ptr[0]; + + float y = 0.0f; + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + ls[j] += k_ptr[is]*d; + + y += ls[j]*q_ptr[is]; + } + + y = simd_sum(y); + + if (tx == 0) { + dst_attn[t*args.ne21*S_v] = y*scale; + } + + q_ptr += args.ns02; + k_ptr += args.ns12; + v_ptr += args.ns22; + + b_ptr += args.ne21; + g_ptr += args.ne21*G; + } + + device float * dst_state = (device float *) (dst) + args.ne23*args.ne22*args.ne21*S_v + (i23*args.ne21 + i21)*S_v*S_v + i20*S_v; + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + dst_state[is] = ls[j]; + } + +#undef S_v +#undef G +} + +typedef decltype(kernel_gated_delta_net_impl<4>) kernel_gated_delta_net_t; + +template [[host_name("kernel_gated_delta_net_f32_1")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl<1>; +template [[host_name("kernel_gated_delta_net_f32_2")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl<2>; +template [[host_name("kernel_gated_delta_net_f32_4")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl<4>; + +#else +// a simplified version of the above +// no performance improvement, so keep the above version for now + +template +kernel void kernel_gated_delta_net_impl( + constant ggml_metal_kargs_gated_delta_net & args, + device const char * q, + device const char * k, + device const char * v, + device const char * g, + device const char * b, + device const char * s, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { +#define S_v FC_gated_delta_net_ne20 +#define G FC_gated_delta_net_ne30 + + const uint tx = tpitg.x; + const uint ty = tpitg.y; + + const uint i23 = tgpig.z; // B + const uint i21 = tgpig.y; // H + const uint i20 = tgpig.x*NSG + ty; + + const uint i01 = i21 % args.ne01; + const uint i11 = i21 % args.ne11; + + const float scale = 1.0f / sqrt((float)S_v); + + device const float * s_ptr = (device const float *) (s) + (i23*args.ne21 + i21)*S_v*S_v + i20; + + float lsf[NSG]; + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + lsf[j] = s_ptr[is*S_v]; + } + + thread T * ls = (thread T *) (lsf); + + device float * dst_attn = (device float *) (dst) + (i23*args.ne22*args.ne21 + i21)*S_v + i20; + + device const float * q_ptr = (device const float *) (q + i23*args.nb03 + i01*args.nb01); + device const float * k_ptr = (device const float *) (k + i23*args.nb13 + i11*args.nb11); + device const float * v_ptr = (device const float *) (v + i23*args.nb23 + i21*args.nb21); + + device const float * b_ptr = (device const float *) (b) + (i23*args.ne22*args.ne21 + i21); + device const float * g_ptr = (device const float *) (g) + (i23*args.ne22*args.ne21 + i21)*G; + + for (short t = 0; t < args.ne22; t++) { + device const T * qt_ptr = (device const T *) (q_ptr); + device const T * kt_ptr = (device const T *) (k_ptr); + device const T * gt_ptr = (device const T *) (g_ptr); + + if (G == 1) { + *ls *= exp(g_ptr[0]); + } else { + // KDA + *ls *= exp(gt_ptr[tx]); + } + + const float s_k = simd_sum(dot(*ls, kt_ptr[tx])); + + const float d = (v_ptr[i20] - s_k)*b_ptr[0]; + + *ls += kt_ptr[tx]*d; + + const float y = simd_sum(dot(*ls, qt_ptr[tx])); + + if (tx == 0) { + *dst_attn = y*scale; + } + + q_ptr += args.ns02; + k_ptr += args.ns12; + v_ptr += args.ns22; + + b_ptr += args.ne21; + g_ptr += args.ne21*G; + + dst_attn += args.ne21*S_v; + } + + device float * dst_state = (device float *) (dst) + args.ne23*args.ne22*args.ne21*S_v + (i23*args.ne21 + i21)*S_v*S_v + i20; + device T * dstt_state = (device T *) (dst_state); + + FOR_UNROLL (short j = 0; j < NSG; j++) { + const short is = tx*NSG + j; + dst_state[is*S_v] = lsf[j]; + } + +#undef S_v +#undef G +} + +typedef decltype(kernel_gated_delta_net_impl) kernel_gated_delta_net_t; + +template [[host_name("kernel_gated_delta_net_f32_1")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl; +template [[host_name("kernel_gated_delta_net_f32_2")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl; +template [[host_name("kernel_gated_delta_net_f32_4")]] kernel kernel_gated_delta_net_t kernel_gated_delta_net_impl; +#endif + constant short FC_solve_tri_nsg [[function_constant(FC_SOLVE_TRI + 0)]]; constant short FC_solve_tri_n [[function_constant(FC_SOLVE_TRI + 1)]]; constant short FC_solve_tri_k [[function_constant(FC_SOLVE_TRI + 2)]]; @@ -2782,7 +3090,7 @@ kernel void kernel_l2_norm_impl( sumf = shmem_f32[tiisg]; sumf = simd_sum(sumf); - const float scale = 1.0f/sqrt(max(sumf, args.eps)); + const float scale = 1.0f/max(sqrt(sumf), args.eps); for (int i00 = tpitg.x; i00 < args.ne00; i00 += ntg.x) { y[i00] = x[i00] * scale; @@ -2875,6 +3183,35 @@ kernel void kernel_group_norm_f32( } } +// Q1_0 dot product: dot = d * (2 * Σ(yl[i] where bit=1) - sumy) +inline float block_q_n_dot_y(device const block_q1_0 * qb_curr, float sumy, thread float * yl, int il) { + device const uint8_t * qs = qb_curr->qs + il / 8; + const uint8_t b0 = qs[0]; + const uint8_t b1 = qs[1]; + + float acc = 0.0f; + + acc += select(0.0f, yl[ 0], bool(b0 & 0x01)); + acc += select(0.0f, yl[ 1], bool(b0 & 0x02)); + acc += select(0.0f, yl[ 2], bool(b0 & 0x04)); + acc += select(0.0f, yl[ 3], bool(b0 & 0x08)); + acc += select(0.0f, yl[ 4], bool(b0 & 0x10)); + acc += select(0.0f, yl[ 5], bool(b0 & 0x20)); + acc += select(0.0f, yl[ 6], bool(b0 & 0x40)); + acc += select(0.0f, yl[ 7], bool(b0 & 0x80)); + + acc += select(0.0f, yl[ 8], bool(b1 & 0x01)); + acc += select(0.0f, yl[ 9], bool(b1 & 0x02)); + acc += select(0.0f, yl[10], bool(b1 & 0x04)); + acc += select(0.0f, yl[11], bool(b1 & 0x08)); + acc += select(0.0f, yl[12], bool(b1 & 0x10)); + acc += select(0.0f, yl[13], bool(b1 & 0x20)); + acc += select(0.0f, yl[14], bool(b1 & 0x40)); + acc += select(0.0f, yl[15], bool(b1 & 0x80)); + + return qb_curr->d * (2.0f * acc - sumy); +} + // function for calculate inner product between half a q4_0 block and 16 floats (yl), sumy is SUM(yl[i]) // il indicates where the q4 quants begin (0 or QK4_0/4) // we assume that the yl's have been multiplied with the appropriate scale factor @@ -3096,6 +3433,85 @@ void mul_vec_q_n_f32_impl( } } +template +void kernel_mul_mv_q1_0_f32_impl( + args_t args, + device const char * src0, + device const char * src1, + device char * dst, + threadgroup char * shmem, + uint3 tgpig, + ushort tiisg, + ushort sgitg) { + const short NSG = FC_mul_mv_nsg; + + const int nb = args.ne00/QK1_0; + + const int r0 = tgpig.x; + const int r1 = tgpig.y; + const int im = tgpig.z; + + const int first_row = (r0 * NSG + sgitg) * nr0; + + const uint i12 = im%args.ne12; + const uint i13 = im/args.ne12; + + const uint64_t offset1 = r1*args.nb11 + (i12)*args.nb12 + (i13)*args.nb13; + + device const float * y = (device const float *) (src1 + offset1); + + device const block_q1_0 * ax[nr0]; + for (int row = 0; row < nr0; ++row) { + const uint64_t offset0 = (first_row + row)*args.nb01 + (i12/args.r2)*args.nb02 + (i13/args.r3)*args.nb03; + ax[row] = (device const block_q1_0 *) ((device char *) src0 + offset0); + } + + float yl[16]; + float sumf[nr0] = {0.f}; + + const short ix = (tiisg/8); + const short il = (tiisg%8)*16; + + device const float * yb = y + ix*QK1_0 + il; + + for (int ib = ix; ib < nb; ib += N_SIMDWIDTH/8) { + float sumy = 0.f; + + FOR_UNROLL (short i = 0; i < 16; i++) { + yl[i] = yb[i]; + sumy += yb[i]; + } + + FOR_UNROLL (short row = 0; row < nr0; row++) { + sumf[row] += block_q_n_dot_y(ax[row] + ib, sumy, yl, il); + } + + yb += QK1_0 * (N_SIMDWIDTH/8); + } + + device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0; + + for (int row = 0; row < nr0; ++row) { + const float tot = simd_sum(sumf[row]); + + if (tiisg == 0 && first_row + row < args.ne01) { + dst_f32[first_row + row] = tot; + } + } +} + +[[host_name("kernel_mul_mv_q1_0_f32")]] +kernel void kernel_mul_mv_q1_0_f32( + constant ggml_metal_kargs_mul_mv & args, + device const char * src0, + device const char * src1, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + ushort tiisg[[thread_index_in_simdgroup]], + ushort sgitg[[simdgroup_index_in_threadgroup]]) { + kernel_mul_mv_q1_0_f32_impl(args, src0, src1, dst, nullptr, tgpig, tiisg, sgitg); +} + kernel void kernel_mul_mv_q4_0_f32( constant ggml_metal_kargs_mul_mv & args, device const char * src0, @@ -3481,6 +3897,18 @@ template [[host_name("kernel_mul_mv_ext_f16_f32_r1_3")]] kernel mul_mv_ext_q4 template [[host_name("kernel_mul_mv_ext_f16_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, half4, 4, dequantize_f16_t4>; template [[host_name("kernel_mul_mv_ext_f16_f32_r1_5")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, half4, 4, dequantize_f16_t4>; +#if defined(GGML_METAL_HAS_BF16) +template [[host_name("kernel_mul_mv_ext_bf16_f32_r1_2")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, bfloat4, 4, dequantize_bf16_t4>; +template [[host_name("kernel_mul_mv_ext_bf16_f32_r1_3")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, bfloat4, 4, dequantize_bf16_t4>; +template [[host_name("kernel_mul_mv_ext_bf16_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, bfloat4, 4, dequantize_bf16_t4>; +template [[host_name("kernel_mul_mv_ext_bf16_f32_r1_5")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, bfloat4, 4, dequantize_bf16_t4>; +#endif + +template [[host_name("kernel_mul_mv_ext_q1_0_f32_r1_2")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q1_0, 128, dequantize_q1_0_t4>; +template [[host_name("kernel_mul_mv_ext_q1_0_f32_r1_3")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q1_0, 128, dequantize_q1_0_t4>; +template [[host_name("kernel_mul_mv_ext_q1_0_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q1_0, 128, dequantize_q1_0_t4>; +template [[host_name("kernel_mul_mv_ext_q1_0_f32_r1_5")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<5, block_q1_0, 128, dequantize_q1_0_t4>; + template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_2")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<2, block_q4_0, 32, dequantize_q4_0_t4>; template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_3")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<3, block_q4_0, 32, dequantize_q4_0_t4>; template [[host_name("kernel_mul_mv_ext_q4_0_f32_r1_4")]] kernel mul_mv_ext_q4_f32_t kernel_mul_mv_ext_q4_f32_disp<4, block_q4_0, 32, dequantize_q4_0_t4>; @@ -3531,6 +3959,16 @@ template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_3")]] kernel mul_mv_ext_q4x4 template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q6_K, 256, dequantize_q6_K>; template [[host_name("kernel_mul_mv_ext_q6_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q6_K, 256, dequantize_q6_K>; +template [[host_name("kernel_mul_mv_ext_q2_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q2_K, 256, dequantize_q2_K>; +template [[host_name("kernel_mul_mv_ext_q2_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q2_K, 256, dequantize_q2_K>; +template [[host_name("kernel_mul_mv_ext_q2_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q2_K, 256, dequantize_q2_K>; +template [[host_name("kernel_mul_mv_ext_q2_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q2_K, 256, dequantize_q2_K>; + +template [[host_name("kernel_mul_mv_ext_q3_K_f32_r1_2")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<2, block_q3_K, 256, dequantize_q3_K>; +template [[host_name("kernel_mul_mv_ext_q3_K_f32_r1_3")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<3, block_q3_K, 256, dequantize_q3_K>; +template [[host_name("kernel_mul_mv_ext_q3_K_f32_r1_4")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<4, block_q3_K, 256, dequantize_q3_K>; +template [[host_name("kernel_mul_mv_ext_q3_K_f32_r1_5")]] kernel mul_mv_ext_q4x4_f32_t kernel_mul_mv_ext_q4x4_f32_disp<5, block_q3_K, 256, dequantize_q3_K>; + template void kernel_mul_mv_t_t_impl( args_t args, @@ -4218,7 +4656,7 @@ kernel void kernel_im2col( template [[host_name("kernel_im2col_f32")]] kernel im2col_t kernel_im2col; template [[host_name("kernel_im2col_f16")]] kernel im2col_t kernel_im2col; -// TODO: obolete -- remove +// TODO: obsolete -- remove //typedef void (im2col_ext_t)( // constant ggml_metal_kargs_im2col & args, // device const float * x, @@ -4530,7 +4968,9 @@ kernel void kernel_conv_transpose_2d( uint3 tpitg[[thread_position_in_threadgroup]], uint3 ntg[[threads_per_threadgroup]]); -kernel void kernel_upscale_f32( +constant bool FC_upscale_aa [[function_constant(FC_UPSCALE + 0)]]; + +kernel void kernel_upscale_nearest_f32( constant ggml_metal_kargs_upscale & args, device const char * src0, device char * dst, @@ -4556,6 +4996,248 @@ kernel void kernel_upscale_f32( } } +static inline float bilinear_tri(float x) { + return MAX(0.0f, 1.0f - fabs(x)); +} + +kernel void kernel_upscale_bilinear_f32( + constant ggml_metal_kargs_upscale & args, + device const char * src0, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + + const int64_t i3 = tgpig.z; + const int64_t i2 = tgpig.y; + const int64_t i1 = tgpig.x; + + const int64_t i03 = i3 / args.sf3; + const int64_t i02 = i2 / args.sf2; + + const float f01 = ((float)i1 + args.poffs) / args.sf1 - args.poffs; + const int64_t i01 = MAX(0, MIN(args.ne01 - 1, (int64_t)floor(f01))); + const int64_t i01p = MAX(0, MIN(args.ne01 - 1, i01 + 1)); + const float fd1 = MAX(0.0f, MIN(1.0f, f01 - (float)i01)); + + src0 += i03*args.nb03 + i02*args.nb02; + + device float * dst_ptr = (device float *)(dst + i3*args.nb3 + i2*args.nb2 + i1*args.nb1); + + if (FC_upscale_aa) { + const float support0 = MAX(1.0f, 1.0f / args.sf0); + const float invscale0 = 1.0f / support0; + const float support1 = MAX(1.0f, 1.0f / args.sf1); + const float invscale1 = 1.0f / support1; + + for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) { + const float f00 = ((float)i0 + args.poffs) / args.sf0 - args.poffs; + + int64_t x_min = MAX((int64_t)0, (int64_t)floor(f00 - support0 + args.poffs)); + int64_t x_max = MIN(args.ne00, (int64_t)ceil (f00 + support0 + args.poffs)); + + int64_t y_min = MAX((int64_t)0, (int64_t)floor(f01 - support1 + args.poffs)); + int64_t y_max = MIN(args.ne01, (int64_t)ceil (f01 + support1 + args.poffs)); + + float sum = 0.0f; + float wsum = 0.0f; + + for (int64_t sy = y_min; sy < y_max; ++sy) { + const float wy = MAX(0.0f, 1.0f - fabs((float)sy - f01) * invscale1); + for (int64_t sx = x_min; sx < x_max; ++sx) { + const float wx = MAX(0.0f, 1.0f - fabs((float)sx - f00) * invscale0); + const float w = wx * wy; + const device const float * src_ptr = (device const float *)(src0 + sy*args.nb01 + sx*args.nb00); + sum += (*src_ptr) * w; + wsum += w; + } + } + + const float v = (wsum > 0.0f) ? (sum / wsum) : 0.0f; + dst_ptr[i0] = v; + } + } else { + for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) { + const float f00 = ((float)i0 + args.poffs) / args.sf0 - args.poffs; + const int64_t i00 = MAX(0, MIN(args.ne00 - 1, (int64_t)floor(f00))); + const int64_t i00p = MAX(0, MIN(args.ne00 - 1, i00 + 1)); + const float fd0 = MAX(0.0f, MIN(1.0f, f00 - (float)i00)); + + device const float * src00 = (device const float *)(src0 + i01*args.nb01 + i00*args.nb00); + device const float * src10 = (device const float *)(src0 + i01*args.nb01 + i00p*args.nb00); + device const float * src01 = (device const float *)(src0 + i01p*args.nb01 + i00*args.nb00); + device const float * src11 = (device const float *)(src0 + i01p*args.nb01 + i00p*args.nb00); + + const float v = + (*src00) * (1.0f - fd0) * (1.0f - fd1) + + (*src10) * fd0 * (1.0f - fd1) + + (*src01) * (1.0f - fd0) * fd1 + + (*src11) * fd0 * fd1; + + dst_ptr[i0] = v; + } + } +} + +template +kernel void kernel_conv_3d( + constant ggml_metal_kargs_conv_3d & args, + device const char * src0, // Weights [IC * OC, KD, KH, KW] + device const char * src1, // Inputs [IC * N, ID, IH, IW] + device char * dst, // Outputs [OC * N, OD, OH, OW] + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]]) { + + // 1. Un-flatten the spatial dimension from Grid X + int64_t spatial_idx = tgpig.x * 32 + tpitg.x; + + if (spatial_idx >= args.OW * args.OH * args.OD) { + return; // Thread falls outside the spatial volume + } + + int64_t od = spatial_idx / (args.OW * args.OH); + int64_t oh = (spatial_idx / args.OW) % args.OH; + int64_t ow = spatial_idx % args.OW; + + // 2. Map Y to Channels, Z to Batch + int64_t oc = tgpig.y; + int64_t batch_idx = tgpig.z; + + // 3. Calculate anchor coordinates in the Input volume + int64_t i_w_base = ow * args.s0 - args.p0; + int64_t i_h_base = oh * args.s1 - args.p1; + int64_t i_d_base = od * args.s2 - args.p2; + + float sum = 0.0f; + + // 4. Gather Loop (Iterate over Input Channels -> Depth -> Height -> Width) + for (int64_t ic = 0; ic < args.IC; ++ic) { + + // ggml packs batch and channel together in the 4th dimension + int64_t src_cn_idx = batch_idx * args.IC + ic; + int64_t w_cn_idx = oc * args.IC + ic; + + for (int64_t kz = 0; kz < args.KD; ++kz) { + int64_t id = i_d_base + kz * args.d2; + if (id < 0 || id >= args.ID) continue; // Boundary check (Padding) + + for (int64_t ky = 0; ky < args.KH; ++ky) { + int64_t ih = i_h_base + ky * args.d1; + if (ih < 0 || ih >= args.IH) continue; + + for (int64_t kx = 0; kx < args.KW; ++kx) { + int64_t iw = i_w_base + kx * args.d0; + if (iw < 0 || iw >= args.IW) continue; + + // Convert multi-dimensional coordinates to flat byte offsets + int64_t w_idx = kx*args.nb00 + ky*args.nb01 + kz*args.nb02 + w_cn_idx*args.nb03; + int64_t i_idx = iw*args.nb10 + ih*args.nb11 + id*args.nb12 + src_cn_idx*args.nb13; + + // Dereference memory and cast weights to f32 if they were f16 + float w_val = (float)*(device const T*)((device const char*)src0 + w_idx); + float i_val = *(device const float*)((device const char*)src1 + i_idx); + + sum += w_val * i_val; + } + } + } + } + + // 5. Write the accumulated value out to RAM + int64_t dst_cn_idx = batch_idx * args.OC + oc; + int64_t d_idx = ow*args.nb0 + oh*args.nb1 + od*args.nb2 + dst_cn_idx*args.nb3; + + *(device float*)(dst + d_idx) = sum; +} + +// Explicit instantiations so the JIT compiler can find them by name +template [[host_name("kernel_conv_3d_f32_f32")]] +kernel void kernel_conv_3d( + constant ggml_metal_kargs_conv_3d & args, + device const char * src0, + device const char * src1, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]]); + +// Explicit instantiation for f16 weights +template [[host_name("kernel_conv_3d_f16_f32")]] +kernel void kernel_conv_3d( + constant ggml_metal_kargs_conv_3d & args, + device const char * src0, + device const char * src1, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]]); + + +static inline float bicubic_weight1(float x) { + const float a = -0.75f; + return ((a + 2) * x - (a + 3)) * x * x + 1; +} + +static inline float bicubic_weight2(float x) { + const float a = -0.75f; + return ((a * x - 5 * a) * x + 8 * a) * x - 4 * a; +} + +kernel void kernel_upscale_bicubic_f32( + constant ggml_metal_kargs_upscale & args, + device const char * src0, + device char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + + const int64_t i3 = tgpig.z; + const int64_t i2 = tgpig.y; + const int64_t i1 = tgpig.x; + + const int64_t i03 = i3 / args.sf3; + const int64_t i02 = i2 / args.sf2; + + const float f01 = ((float)i1 + args.poffs) / args.sf1 - args.poffs; + const int64_t i01 = (int64_t)floor(f01); + const float fd1 = f01 - (float)i01; + + const float w_y0 = bicubic_weight2(fd1 + 1.0f); + const float w_y1 = bicubic_weight1(fd1); + const float w_y2 = bicubic_weight1(1.0f - fd1); + const float w_y3 = bicubic_weight2(2.0f - fd1); + + const device const char * src_slice = src0 + i03 * args.nb03 + i02 * args.nb02; + + device float * dst_ptr = (device float *)(dst + i3 * args.nb3 + i2 * args.nb2 + i1 * args.nb1); + + for (int i0 = tpitg.x; i0 < args.ne0; i0 += ntg.x) { + const float f00 = ((float)i0 + args.poffs) / args.sf0 - args.poffs; + const int64_t i00 = (int64_t)floor(f00); + const float fd0 = f00 - (float)i00; + + const float w_x0 = bicubic_weight2(fd0 + 1.0f); + const float w_x1 = bicubic_weight1(fd0); + const float w_x2 = bicubic_weight1(1.0f - fd0); + const float w_x3 = bicubic_weight2(2.0f - fd0); + + float sum = 0.0f; + + for (int dy = -1; dy <= 2; ++dy) { + const int64_t iy = MAX(0, MIN(args.ne01 - 1, i01 + dy)); + const float wy = (dy == -1) ? w_y0 : (dy == 0) ? w_y1 : (dy == 1) ? w_y2 : w_y3; + + for (int dx = -1; dx <= 2; ++dx) { + const int64_t ix = MAX(0, MIN(args.ne00 - 1, i00 + dx)); + const float wx = (dx == -1) ? w_x0 : (dx == 0) ? w_x1 : (dx == 1) ? w_x2 : w_x3; + + const device const float * src_ptr = (device const float *)(src_slice + iy * args.nb01 + ix * args.nb00); + sum += (*src_ptr) * wx * wy; + } + } + + dst_ptr[i0] = sum; + } +} + kernel void kernel_pad_f32( constant ggml_metal_kargs_pad & args, device const char * src0, @@ -5782,6 +6464,8 @@ template [[host_name("kernel_flash_attn_ext_f32_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_f32_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f32_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f32_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5796,6 +6480,8 @@ template [[host_name("kernel_flash_attn_ext_f16_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_f16_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f16_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f16_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; #if defined(GGML_METAL_HAS_BF16) @@ -5811,6 +6497,8 @@ template [[host_name("kernel_flash_attn_ext_bf16_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_bf16_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_bf16_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_bf16_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; #endif @@ -5826,6 +6514,8 @@ template [[host_name("kernel_flash_attn_ext_q4_0_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q4_0_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_0_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_0_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5840,6 +6530,8 @@ template [[host_name("kernel_flash_attn_ext_q4_1_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q4_1_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_1_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_1_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5854,6 +6546,8 @@ template [[host_name("kernel_flash_attn_ext_q5_0_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q5_0_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_0_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_0_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5868,6 +6562,8 @@ template [[host_name("kernel_flash_attn_ext_q5_1_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q5_1_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_1_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_1_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5882,6 +6578,8 @@ template [[host_name("kernel_flash_attn_ext_q8_0_dk128_dv128")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q8_0_dk192_dv192")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk192_dv128")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk256_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q8_0_dk320_dv256")]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q8_0_dk512_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk576_dv512")]] kernel flash_attn_ext_t kernel_flash_attn_ext; #undef FA_TYPES @@ -6452,6 +7150,28 @@ template [[host_name("kernel_flash_attn_ext_vec_q5_0_dk256_dv256")]] kernel flas template [[host_name("kernel_flash_attn_ext_vec_q5_1_dk256_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; template [[host_name("kernel_flash_attn_ext_vec_q8_0_dk256_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_f32_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_f16_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +#if defined(GGML_METAL_HAS_BF16) +template [[host_name("kernel_flash_attn_ext_vec_bf16_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +#endif +template [[host_name("kernel_flash_attn_ext_vec_q4_0_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q4_1_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q5_0_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q5_1_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q8_0_dk320_dv256")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; + +template [[host_name("kernel_flash_attn_ext_vec_f32_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_f16_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +#if defined(GGML_METAL_HAS_BF16) +template [[host_name("kernel_flash_attn_ext_vec_bf16_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +#endif +template [[host_name("kernel_flash_attn_ext_vec_q4_0_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q4_1_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q5_0_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q5_1_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; +template [[host_name("kernel_flash_attn_ext_vec_q8_0_dk512_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; + template [[host_name("kernel_flash_attn_ext_vec_f32_dk576_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; template [[host_name("kernel_flash_attn_ext_vec_f16_dk576_dv512")]] kernel flash_attn_ext_vec_t kernel_flash_attn_ext_vec; #if defined(GGML_METAL_HAS_BF16) @@ -6593,6 +7313,7 @@ kernel void kernel_cpy_f32_q( typedef decltype(kernel_cpy_f32_q) cpy_f_q_t; template [[host_name("kernel_cpy_f32_q8_0")]] kernel cpy_f_q_t kernel_cpy_f32_q; +template [[host_name("kernel_cpy_f32_q1_0")]] kernel cpy_f_q_t kernel_cpy_f32_q; template [[host_name("kernel_cpy_f32_q4_0")]] kernel cpy_f_q_t kernel_cpy_f32_q; template [[host_name("kernel_cpy_f32_q4_1")]] kernel cpy_f_q_t kernel_cpy_f32_q; template [[host_name("kernel_cpy_f32_q5_0")]] kernel cpy_f_q_t kernel_cpy_f32_q; @@ -6633,12 +7354,14 @@ kernel void kernel_cpy_q_f32( typedef decltype(kernel_cpy_q_f32) cpy_q_f_t; +template [[host_name("kernel_cpy_q1_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q4_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q4_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q5_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q5_1_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q8_0_f32")]] kernel cpy_q_f_t kernel_cpy_q_f32; +template [[host_name("kernel_cpy_q1_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q4_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q4_1_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32; template [[host_name("kernel_cpy_q5_0_f16")]] kernel cpy_q_f_t kernel_cpy_q_f32; @@ -8912,6 +9635,7 @@ template [[host_name("kernel_mul_mm_id_map0_ne20_6" )]] kernel kernel_mul_mm_id_ template [[host_name("kernel_mul_mm_id_map0_ne20_8" )]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<8>; template [[host_name("kernel_mul_mm_id_map0_ne20_10")]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<10>; template [[host_name("kernel_mul_mm_id_map0_ne20_16")]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<16>; +template [[host_name("kernel_mul_mm_id_map0_ne20_22")]] kernel kernel_mul_mm_id_map0_t kernel_mul_mm_id_map0<22>; template kernel void kernel_mul_mm_id( @@ -9235,6 +9959,7 @@ template [[host_name("kernel_get_rows_bf16")]] kernel get_rows_f_t kernel_get_ro typedef decltype(kernel_get_rows_q) get_rows_q_t; +template [[host_name("kernel_get_rows_q1_0")]] kernel get_rows_q_t kernel_get_rows_q; template [[host_name("kernel_get_rows_q4_0")]] kernel get_rows_q_t kernel_get_rows_q; template [[host_name("kernel_get_rows_q4_1")]] kernel get_rows_q_t kernel_get_rows_q; template [[host_name("kernel_get_rows_q5_0")]] kernel get_rows_q_t kernel_get_rows_q; @@ -9297,6 +10022,7 @@ template [[host_name("kernel_mul_mm_f16_f32")]] kernel mul_mm_t kernel_mul_m #if defined(GGML_METAL_HAS_BF16) template [[host_name("kernel_mul_mm_bf16_f32")]] kernel mul_mm_t kernel_mul_mm; #endif +template [[host_name("kernel_mul_mm_q1_0_f32")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q4_0_f32")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q4_1_f32")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q5_0_f32")]] kernel mul_mm_t kernel_mul_mm; @@ -9320,6 +10046,7 @@ template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mul_mm_t kernel_mul_m template [[host_name("kernel_mul_mm_f32_f16")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_f16_f16")]] kernel mul_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q1_0_f16")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q4_0_f16")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q4_1_f16")]] kernel mul_mm_t kernel_mul_mm; template [[host_name("kernel_mul_mm_q5_0_f16")]] kernel mul_mm_t kernel_mul_mm; @@ -9352,6 +10079,7 @@ template [[host_name("kernel_mul_mm_id_f16_f32")]] kernel mul_mm_id kernel_m #if defined(GGML_METAL_HAS_BF16) template [[host_name("kernel_mul_mm_id_bf16_f32")]] kernel mul_mm_id kernel_mul_mm_id; #endif +template [[host_name("kernel_mul_mm_id_q1_0_f32")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q4_0_f32")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q4_1_f32")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q5_0_f32")]] kernel mul_mm_id kernel_mul_mm_id; @@ -9375,6 +10103,7 @@ template [[host_name("kernel_mul_mm_id_iq4_xs_f32")]] kernel mul_mm_id kernel_m template [[host_name("kernel_mul_mm_id_f32_f16")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_f16_f16")]] kernel mul_mm_id kernel_mul_mm_id; +template [[host_name("kernel_mul_mm_id_q1_0_f16")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q4_0_f16")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q4_1_f16")]] kernel mul_mm_id kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_q5_0_f16")]] kernel mul_mm_id kernel_mul_mm_id; @@ -9529,6 +10258,7 @@ template [[host_name("kernel_mul_mv_id_bf16_f32_4")]] kernel kernel_mul_mv_id_4 template [[host_name("kernel_mul_mv_id_q8_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q1_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; template [[host_name("kernel_mul_mv_id_q4_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; template [[host_name("kernel_mul_mv_id_q4_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; template [[host_name("kernel_mul_mv_id_q5_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; diff --git a/ggml/src/ggml-musa/CMakeLists.txt b/ggml/src/ggml-musa/CMakeLists.txt index d76cb51977..cc53c812ce 100644 --- a/ggml/src/ggml-musa/CMakeLists.txt +++ b/ggml/src/ggml-musa/CMakeLists.txt @@ -48,12 +48,11 @@ if (MUSAToolkit_FOUND) list(APPEND GGML_SOURCES_MUSA ${SRCS}) add_compile_definitions(GGML_CUDA_FA_ALL_QUANTS) else() - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*q4_0-q4_0.cu") - list(APPEND GGML_SOURCES_MUSA ${SRCS}) - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*q8_0-q8_0.cu") - list(APPEND GGML_SOURCES_MUSA ${SRCS}) - file(GLOB SRCS "../ggml-cuda/template-instances/fattn-vec*f16-f16.cu") - list(APPEND GGML_SOURCES_MUSA ${SRCS}) + list(APPEND GGML_SOURCES_MUSA + ../ggml-cuda/template-instances/fattn-vec-instance-f16-f16.cu + ../ggml-cuda/template-instances/fattn-vec-instance-q4_0-q4_0.cu + ../ggml-cuda/template-instances/fattn-vec-instance-q8_0-q8_0.cu + ../ggml-cuda/template-instances/fattn-vec-instance-bf16-bf16.cu) endif() set_source_files_properties(${GGML_SOURCES_MUSA} PROPERTIES LANGUAGE CXX) diff --git a/ggml/src/ggml-opencl/CMakeLists.txt b/ggml/src/ggml-opencl/CMakeLists.txt index f389193691..112c2afe82 100644 --- a/ggml/src/ggml-opencl/CMakeLists.txt +++ b/ggml/src/ggml-opencl/CMakeLists.txt @@ -63,6 +63,7 @@ set(GGML_OPENCL_KERNELS cpy cvt diag_mask_inf + diag div gelu gemv_noshuffle_general @@ -88,6 +89,9 @@ set(GGML_OPENCL_KERNELS mul_mv_q4_1_f32 mul_mv_q4_1_f32_flat mul_mv_q4_k_f32 + mul_mv_q4_k_f32_flat + mul_mv_q5_k_f32 + mul_mv_q5_k_f32_flat mul_mv_q6_k_f32 mul_mv_q6_k_f32_flat mul_mv_q8_0_f32 @@ -106,12 +110,22 @@ set(GGML_OPENCL_KERNELS mul_mm_q4_0_f32_l4_lm mul_mm_q4_1_f32_l4_lm mul_mm_q8_0_f32_l4_lm + mul_mm_q4_k_f32_l4_lm + mul_mm_q5_k_f32_l4_lm mul_mm_q6_k_f32_l4_lm mul_mm_q8_0_f32_8x4 + gemv_noshuffle_q4_1_f32 + gemm_noshuffle_q4_1_f32 gemv_noshuffle_general_q8_0_f32 + gemv_noshuffle_q4_k_f32 + gemm_noshuffle_q4_k_f32 + gemv_noshuffle_q6_k_f32 + gemm_noshuffle_q6_k_f32 mul + neg norm relu + l2_norm rms_norm rope scale @@ -127,11 +141,13 @@ set(GGML_OPENCL_KERNELS ssm_conv sub sum_rows + cumsum transpose concat tsembd upscale tanh + exp expm1 softplus pad diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 3da022ed86..a581402300 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -313,7 +313,7 @@ struct ProfilingInfo { cl_ulong cmd_duration_ns; // The time for the kernel to complete - COMPLETE - END cl_ulong cmd_complete_duration_ns; - // Total time to finish the kernel - COMPELTE - QUEUED + // Total time to finish the kernel - COMPLETE - QUEUED cl_ulong cmd_total_duration_ns; // Global and local work sizes. size_t global_size[3]; @@ -394,6 +394,9 @@ struct ggml_backend_opencl_context { bool fp16_support; bool has_vector_subgroup_broadcast; bool disable_fusion; + + bool adreno_has_large_buffer; + bool adreno_use_large_buffer; ggml_cl_compiler_version adreno_cl_compiler_version; int adreno_wave_size; @@ -416,7 +419,6 @@ struct ggml_backend_opencl_context { cl_program program_add; cl_program program_add_id; cl_program program_clamp; - cl_program program_cpy; cl_program program_cvt; cl_program program_diag_mask_inf; cl_program program_gelu; @@ -498,8 +500,10 @@ struct ggml_backend_opencl_context { kernel_geglu_f16, kernel_reglu_f16, kernel_swiglu_f16, kernel_geglu_erf_f16, kernel_geglu_quick_f16; cl_kernel kernel_norm, kernel_norm_mul_add; cl_kernel kernel_rms_norm, kernel_rms_norm_mul; + cl_kernel kernel_l2_norm_f32; cl_kernel kernel_group_norm, kernel_group_norm_mul_add; cl_kernel kernel_diag_mask_inf, kernel_diag_mask_inf_8; + cl_kernel kernel_diag_f32; cl_kernel kernel_soft_max, kernel_soft_max_4; cl_kernel kernel_soft_max_f16, kernel_soft_max_4_f16; std::map, cl_kernel> kernels_flash_attn_f16; @@ -514,7 +518,7 @@ struct ggml_backend_opencl_context { cl_kernel kernel_set_rows_f32_i64, kernel_set_rows_f32_i32, kernel_set_rows_f16_i64, kernel_set_rows_f16_i32; cl_kernel kernel_rope_norm_f32, kernel_rope_norm_f16, kernel_rope_neox_f32, kernel_rope_neox_f16; cl_kernel kernel_rope_multi_f32, kernel_rope_multi_f16, kernel_rope_vision_f32, kernel_rope_vision_f16; - cl_kernel kernel_cpy_f16_f16, kernel_cpy_f16_f32, kernel_cpy_f32_f16, kernel_cpy_f32_f32; + cl_kernel kernel_cpy_f16_f16, kernel_cpy_f16_f32, kernel_cpy_f32_f16, kernel_cpy_f32_f32, kernel_cpy_i32_i32; cl_kernel kernel_mul_mat_f32_f32; cl_kernel kernel_mul_mat_f16_f16; cl_kernel kernel_mul_mat_f16_f32_1row; @@ -528,14 +532,24 @@ struct ggml_backend_opencl_context { cl_kernel kernel_convert_block_q4_1, kernel_restore_block_q4_1; cl_kernel kernel_convert_block_mxfp4, kernel_convert_block_mxfp4_trans, kernel_restore_block_mxfp4, kernel_restore_block_mxfp4_trans; cl_kernel kernel_convert_block_q8_0, kernel_restore_block_q8_0, kernel_restore_block_q8_0_trans; + cl_kernel kernel_convert_block_q6_K_noshuffle, kernel_restore_block_q6_K_noshuffle; cl_kernel kernel_mul_mat_q4_0_f32_8x_flat; cl_kernel kernel_convert_block_q4_0_noshuffle; cl_kernel kernel_restore_block_q4_0_noshuffle; + cl_kernel kernel_convert_block_q4_1_noshuffle; + cl_kernel kernel_restore_block_q4_1_noshuffle; + cl_kernel kernel_convert_block_q4_K_noshuffle; + cl_kernel kernel_restore_block_q4_K_noshuffle; + cl_kernel kernel_convert_block_q4_K, kernel_restore_block_q4_K; + cl_kernel kernel_convert_block_q5_K, kernel_restore_block_q5_K; cl_kernel kernel_convert_block_q6_K, kernel_restore_block_q6_K; cl_kernel kernel_mul_mat_q4_0_f32_1d_8x_flat, kernel_mul_mat_q4_0_f32_1d_16x_flat; cl_kernel kernel_mul_mv_q4_1_f32; cl_kernel kernel_mul_mv_q4_1_f32_flat; cl_kernel kernel_mul_mv_q4_K_f32; + cl_kernel kernel_mul_mv_q4_K_f32_flat; + cl_kernel kernel_mul_mv_q5_K_f32; + cl_kernel kernel_mul_mv_q5_K_f32_flat; cl_kernel kernel_mul_mv_q6_K_f32; cl_kernel kernel_mul_mv_q6_K_f32_flat; cl_kernel kernel_mul_mv_mxfp4_f32, kernel_mul_mv_mxfp4_f32_flat; @@ -544,10 +558,15 @@ struct ggml_backend_opencl_context { cl_kernel kernel_im2col_f32, kernel_im2col_f16; cl_kernel kernel_argsort_f32_i32; cl_kernel kernel_sum_rows_f32, kernel_sum_rows_f32_4; + cl_kernel kernel_cumsum_blk, kernel_cumsum_add; cl_kernel kernel_repeat_f32; cl_kernel kernel_pad; cl_kernel kernel_tanh_f32, kernel_tanh_f32_4, kernel_tanh_f32_nc; cl_kernel kernel_tanh_f16, kernel_tanh_f16_4, kernel_tanh_f16_nc; + cl_kernel kernel_neg_f32, kernel_neg_f32_4, kernel_neg_f32_nc; + cl_kernel kernel_neg_f16, kernel_neg_f16_4, kernel_neg_f16_nc; + cl_kernel kernel_exp_f32, kernel_exp_f32_4, kernel_exp_f32_nc; + cl_kernel kernel_exp_f16, kernel_exp_f16_4, kernel_exp_f16_nc; cl_kernel kernel_expm1_f32, kernel_expm1_f32_4, kernel_expm1_f32_nc; cl_kernel kernel_expm1_f16, kernel_expm1_f16_4, kernel_expm1_f16_nc; cl_kernel kernel_softplus_f32, kernel_softplus_f32_4, kernel_softplus_f32_nc; @@ -570,6 +589,8 @@ struct ggml_backend_opencl_context { cl_kernel kernel_mul_mm_q4_0_f32_l4_lm; cl_kernel kernel_mul_mm_q4_1_f32_l4_lm; cl_kernel kernel_mul_mm_q8_0_f32_l4_lm; + cl_kernel kernel_mul_mm_q4_k_f32_l4_lm; + cl_kernel kernel_mul_mm_q5_k_f32_l4_lm; cl_kernel kernel_mul_mm_q6_k_f32_l4_lm; std::vector profiling_info; @@ -683,7 +704,9 @@ struct ggml_backend_opencl_context { cl_kernel kernel_transpose_32; cl_kernel kernel_transpose_32_16; cl_kernel kernel_transpose_16; + cl_kernel kernel_transpose_8_buf; cl_kernel kernel_transpose_16_buf; + cl_kernel kernel_transpose_32_buf; cl_kernel kernel_transpose_16_4x1; // Gemm and Gemv related programs, kernels, etc @@ -699,8 +722,14 @@ struct ggml_backend_opencl_context { cl_kernel CL_mul_mat_vec_q4_0_f32_1d_4x_flat_4096_1_4096; cl_kernel CL_mul_mat_vec_q4_0_f32_1d_4x_flat_11008_1_4096; cl_kernel CL_mul_mat_vec_q4_0_f32_1d_4x_flat_32000_1_4096; + cl_kernel kernel_gemv_noshuffle_q4_1_f32; + cl_kernel kernel_gemm_noshuffle_q4_1_f32; cl_kernel kernel_mul_mm_q8_0_f32_8x4; cl_kernel CL_mul_mat_vec_q8_0_f32; + cl_kernel kernel_gemv_noshuffle_q4_k_f32; + cl_kernel kernel_gemm_noshuffle_q4_k_f32; + cl_kernel kernel_gemv_noshuffle_q6_K_f32; + cl_kernel kernel_gemm_noshuffle_q6_K_f32; #endif // GGML_OPENCL_USE_ADRENO_KERNELS void free() { @@ -769,6 +798,10 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve " -cl-mad-enable -cl-unsafe-math-optimizations" " -cl-finite-math-only -cl-fast-relaxed-math"; + if (backend_ctx->adreno_use_large_buffer) { + compile_opts += " -qcom-enable-large-buffer "; + } + GGML_LOG_INFO("ggml_opencl: loading OpenCL kernels"); // add @@ -867,13 +900,14 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve #else const std::string kernel_src = read_file("cpy.cl"); #endif - backend_ctx->program_cpy = + cl_program prog = build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); - CL_CHECK((backend_ctx->kernel_cpy_f16_f16 = clCreateKernel(backend_ctx->program_cpy, "kernel_cpy_f16_f16", &err), err)); - CL_CHECK((backend_ctx->kernel_cpy_f16_f32 = clCreateKernel(backend_ctx->program_cpy, "kernel_cpy_f16_f32", &err), err)); - CL_CHECK((backend_ctx->kernel_cpy_f32_f16 = clCreateKernel(backend_ctx->program_cpy, "kernel_cpy_f32_f16", &err), err)); - CL_CHECK((backend_ctx->kernel_cpy_f32_f32 = clCreateKernel(backend_ctx->program_cpy, "kernel_cpy_f32_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_cpy_f16_f16 = clCreateKernel(prog, "kernel_cpy_f16_f16", &err), err)); + CL_CHECK((backend_ctx->kernel_cpy_f16_f32 = clCreateKernel(prog, "kernel_cpy_f16_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_cpy_f32_f16 = clCreateKernel(prog, "kernel_cpy_f32_f16", &err), err)); + CL_CHECK((backend_ctx->kernel_cpy_f32_f32 = clCreateKernel(prog, "kernel_cpy_f32_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_cpy_i32_i32 = clCreateKernel(prog, "kernel_cpy_i32_i32", &err), err)); GGML_LOG_CONT("."); } @@ -893,6 +927,8 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve CL_CHECK((backend_ctx->kernel_restore_block_q4_0_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_0_noshuffle", &err), err)); CL_CHECK((backend_ctx->kernel_convert_block_q4_0 = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q4_0", &err), err)); CL_CHECK((backend_ctx->kernel_restore_block_q4_0 = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_0", &err), err)); + CL_CHECK((backend_ctx->kernel_convert_block_q4_1_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q4_1_noshuffle", &err), err)); + CL_CHECK((backend_ctx->kernel_restore_block_q4_1_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_1_noshuffle", &err), err)); CL_CHECK((backend_ctx->kernel_convert_block_q4_1 = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q4_1", &err), err)); CL_CHECK((backend_ctx->kernel_restore_block_q4_1 = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_1", &err), err)); CL_CHECK((backend_ctx->kernel_convert_block_mxfp4 = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_mxfp4", &err), err)); @@ -902,8 +938,16 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve CL_CHECK((backend_ctx->kernel_convert_block_q8_0 = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q8_0", &err), err)); CL_CHECK((backend_ctx->kernel_restore_block_q8_0 = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q8_0", &err), err)); CL_CHECK((backend_ctx->kernel_restore_block_q8_0_trans = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q8_0_trans", &err), err)); + CL_CHECK((backend_ctx->kernel_convert_block_q4_K = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q4_K", &err), err)); + CL_CHECK((backend_ctx->kernel_restore_block_q4_K = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_K", &err), err)); + CL_CHECK((backend_ctx->kernel_convert_block_q4_K_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q4_K_noshuffle", &err), err)); + CL_CHECK((backend_ctx->kernel_restore_block_q4_K_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q4_K_noshuffle", &err), err)); + CL_CHECK((backend_ctx->kernel_convert_block_q5_K = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q5_K", &err), err)); + CL_CHECK((backend_ctx->kernel_restore_block_q5_K = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q5_K", &err), err)); CL_CHECK((backend_ctx->kernel_convert_block_q6_K = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q6_K", &err), err)); CL_CHECK((backend_ctx->kernel_restore_block_q6_K = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q6_K", &err), err)); + CL_CHECK((backend_ctx->kernel_convert_block_q6_K_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_convert_block_q6_K_noshuffle", &err), err)); + CL_CHECK((backend_ctx->kernel_restore_block_q6_K_noshuffle = clCreateKernel(backend_ctx->program_cvt, "kernel_restore_block_q6_K_noshuffle", &err), err)); GGML_LOG_CONT("."); } @@ -924,6 +968,23 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // diag + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "diag.cl.h" + }; +#else + const std::string kernel_src = read_file("diag.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_diag_f32 = clCreateKernel(prog, "kernel_diag_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // gelu { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1177,6 +1238,56 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // mul_mv_q4_k_f32_flat + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mv_q4_k_f32_flat.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mv_q4_k_f32_flat.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mv_q4_K_f32_flat = clCreateKernel(prog, "kernel_mul_mv_q4_K_f32_flat", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // mul_mv_q5_k_f32 + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mv_q5_k_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mv_q5_k_f32.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mv_q5_K_f32 = clCreateKernel(prog, "kernel_mul_mv_q5_K_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // mul_mv_q5_k_f32_flat + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mv_q5_k_f32_flat.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mv_q5_k_f32_flat.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mv_q5_K_f32_flat = clCreateKernel(prog, "kernel_mul_mv_q5_K_f32_flat", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + } + // mul_mv_q6_k_f32 { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1450,6 +1561,23 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // mul_mm_q4_k_f32_l4_lm + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mm_q4_k_f32_l4_lm.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mm_q4_k_f32_l4_lm.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mm_q4_k_f32_l4_lm = clCreateKernel(prog, "kernel_mul_mm_q4_k_f32_l4_lm", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // mul_mm_q6_k_f32_l4_lm { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1467,6 +1595,23 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // mul_mm_q5_k_f32_l4_lm + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mm_q5_k_f32_l4_lm.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mm_q5_k_f32_l4_lm.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mm_q5_k_f32_l4_lm = clCreateKernel(prog, "kernel_mul_mm_q5_k_f32_l4_lm", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // mul_mm_f16_f32_kq_kqv { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1555,6 +1700,23 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // l2_norm + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "l2_norm.cl.h" + }; +#else + const std::string kernel_src = read_file("l2_norm.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_l2_norm_f32 = clCreateKernel(prog, "kernel_l2_norm_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // rope { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1879,6 +2041,24 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // cumsum + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "cumsum.cl.h" + }; +#else + const std::string kernel_src = read_file("cumsum.cl"); +#endif + cl_program prog; + prog = build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_cumsum_blk = clCreateKernel(prog, "kernel_cumsum_blk", &err), err)); + CL_CHECK((backend_ctx->kernel_cumsum_add = clCreateKernel(prog, "kernel_cumsum_add", &err), err)); + GGML_LOG_CONT("."); + CL_CHECK(clReleaseProgram(prog)); + } + // sigmoid { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -1971,6 +2151,48 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // neg + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "neg.cl.h" + }; +#else + const std::string kernel_src = read_file("neg.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + CL_CHECK((backend_ctx->kernel_neg_f32 = clCreateKernel(prog, "kernel_neg_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_neg_f32_4 = clCreateKernel(prog, "kernel_neg_f32_4", &err), err)); + CL_CHECK((backend_ctx->kernel_neg_f32_nc = clCreateKernel(prog, "kernel_neg_f32_nc", &err), err)); + CL_CHECK((backend_ctx->kernel_neg_f16 = clCreateKernel(prog, "kernel_neg_f16", &err), err)); + CL_CHECK((backend_ctx->kernel_neg_f16_4 = clCreateKernel(prog, "kernel_neg_f16_4", &err), err)); + CL_CHECK((backend_ctx->kernel_neg_f16_nc = clCreateKernel(prog, "kernel_neg_f16_nc", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // exp + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "exp.cl.h" + }; +#else + const std::string kernel_src = read_file("exp.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + CL_CHECK((backend_ctx->kernel_exp_f32 = clCreateKernel(prog, "kernel_exp_f32", &err), err)); + CL_CHECK((backend_ctx->kernel_exp_f32_4 = clCreateKernel(prog, "kernel_exp_f32_4", &err), err)); + CL_CHECK((backend_ctx->kernel_exp_f32_nc = clCreateKernel(prog, "kernel_exp_f32_nc", &err), err)); + CL_CHECK((backend_ctx->kernel_exp_f16 = clCreateKernel(prog, "kernel_exp_f16", &err), err)); + CL_CHECK((backend_ctx->kernel_exp_f16_4 = clCreateKernel(prog, "kernel_exp_f16_4", &err), err)); + CL_CHECK((backend_ctx->kernel_exp_f16_nc = clCreateKernel(prog, "kernel_exp_f16_nc", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // expm1 { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -2258,7 +2480,9 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve CL_CHECK((backend_ctx->kernel_transpose_32_16 = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_32_16", &err), err)); CL_CHECK((backend_ctx->kernel_transpose_32 = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_32", &err), err)); CL_CHECK((backend_ctx->kernel_transpose_16 = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_16", &err), err)); + CL_CHECK((backend_ctx->kernel_transpose_8_buf = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_8_buf", &err), err)); CL_CHECK((backend_ctx->kernel_transpose_16_buf = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_16_buf", &err), err)); + CL_CHECK((backend_ctx->kernel_transpose_32_buf = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_32_buf", &err), err)); CL_CHECK((backend_ctx->kernel_transpose_16_4x1 = clCreateKernel(backend_ctx->program_transpose, "kernel_transpose_16_4x1", &err), err)); GGML_LOG_CONT("."); } @@ -2378,6 +2602,45 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // gemm_noshuffle_q4_1_f32 + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemm_noshuffle_q4_1_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemm_noshuffle_q4_1_f32.cl"); +#endif + cl_program prog = build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + CL_CHECK((backend_ctx->kernel_gemm_noshuffle_q4_1_f32 = clCreateKernel(prog, "kernel_gemm_noshuffle_q4_1_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // gemv_noshuffle_q4_1_f32 + { + std::string CL_gemv_compile_opts = std::string("-cl-std=") + opencl_c_std + + " -cl-mad-enable "; + if (backend_ctx->has_vector_subgroup_broadcast) { + CL_gemv_compile_opts += " -DVECTOR_SUB_GROUP_BROADCAT "; + } + +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemv_noshuffle_q4_1_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemv_noshuffle_q4_1_f32.cl"); +#endif + + cl_program prog = build_program_from_source( + backend_ctx->context, backend_ctx->device, kernel_src.c_str(), CL_gemv_compile_opts); + + CL_CHECK((backend_ctx->kernel_gemv_noshuffle_q4_1_f32 = clCreateKernel(prog, "kernel_gemv_noshuffle_q4_1_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + // mul_mm_q8_0_f32_8x4 { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -2413,7 +2676,46 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve cl_program prog = build_program_from_source( backend_ctx->context, backend_ctx->device, kernel_src_CL_gemv_general.c_str(), CL_gemv_compile_opts); - CL_CHECK((backend_ctx->CL_mul_mat_vec_q8_0_f32 = clCreateKernel(prog, "kernel_gemv_noshuffle", &err), err)); + CL_CHECK((backend_ctx->CL_mul_mat_vec_q8_0_f32 = clCreateKernel(prog, "kernel_gemv_noshuffle_q8_0_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // gemm_noshuffle_q4_k_f32 + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemm_noshuffle_q4_k_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemm_noshuffle_q4_k_f32.cl"); +#endif + cl_program prog = build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + CL_CHECK((backend_ctx->kernel_gemm_noshuffle_q4_k_f32 = clCreateKernel(prog, "kernel_gemm_noshuffle_q4_k_f32", &err), err)); + CL_CHECK(clReleaseProgram(prog)); + GGML_LOG_CONT("."); + } + + // gemv_noshuffle_q4_k_f32 + { + std::string CL_gemv_compile_opts = std::string("-cl-std=") + opencl_c_std + + " -cl-mad-enable "; + if (backend_ctx->has_vector_subgroup_broadcast) { + CL_gemv_compile_opts += " -DVECTOR_SUB_GROUP_BROADCAST "; + } + +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemv_noshuffle_q4_k_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemv_noshuffle_q4_k_f32.cl"); +#endif + + cl_program prog = build_program_from_source( + backend_ctx->context, backend_ctx->device, kernel_src.c_str(), CL_gemv_compile_opts); + + CL_CHECK((backend_ctx->kernel_gemv_noshuffle_q4_k_f32 = clCreateKernel(prog, "kernel_gemv_noshuffle_q4_k_f32", &err), err)); CL_CHECK(clReleaseProgram(prog)); GGML_LOG_CONT("."); } @@ -2453,6 +2755,45 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve CL_CHECK((backend_ctx->kernel_gemm_moe_mxfp4_f32 = clCreateKernel(backend_ctx->program_gemm_moe_mxfp4_f32, "kernel_gemm_moe_mxfp4_f32", &err), err)); GGML_LOG_CONT("."); } + + // gemv_noshuffle_q6_k_f32 + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemv_noshuffle_q6_k_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemv_noshuffle_q6_k_f32.cl"); +#endif + + std::string CL_gemv_compile_opts = std::string("-cl-std=") + opencl_c_std + + " -cl-mad-enable "; + if (backend_ctx->has_vector_subgroup_broadcast) { + CL_gemv_compile_opts += " -DVECTOR_SUB_GROUP_BROADCAT "; + } + + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), CL_gemv_compile_opts); + + CL_CHECK((backend_ctx->kernel_gemv_noshuffle_q6_K_f32 = clCreateKernel(prog, "kernel_gemv_noshuffle_q6_K_f32", &err), err)); + GGML_LOG_CONT("."); + } + + // gemm_noshuffle_q6_k_f32 + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "gemm_noshuffle_q6_k_f32.cl.h" + }; +#else + const std::string kernel_src = read_file("gemm_noshuffle_q6_k_f32.cl"); +#endif + cl_program prog = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), CL_moe_compile_opts); + + CL_CHECK((backend_ctx->kernel_gemm_noshuffle_q6_K_f32 = clCreateKernel(prog, "kernel_gemm_noshuffle_q6_K_f32", &err), err)); + GGML_LOG_CONT("."); + } #endif // GGML_OPENCL_USE_ADRENO_KERNELS GGML_LOG_CONT("\n"); } @@ -2506,7 +2847,7 @@ static std::vector ggml_opencl_probe_devices(ggml_backend_r cl_platform_id platform_ids[NPLAT]; if (clGetPlatformIDs(NPLAT, platform_ids, &n_platforms) != CL_SUCCESS) { - GGML_LOG_ERROR("ggml_opencl: plaform IDs not available.\n"); + GGML_LOG_ERROR("ggml_opencl: platform IDs not available.\n"); return found_devices; } @@ -2787,6 +3128,8 @@ static ggml_backend_opencl_context * ggml_cl2_init(ggml_backend_dev_t dev) { // Check if ext_buffer contains cl_khr_fp16 backend_ctx->fp16_support = strstr(ext_buffer, "cl_khr_fp16") != NULL; GGML_LOG_INFO("ggml_opencl: device FP16 support: %s\n", backend_ctx->fp16_support ? "true" : "false"); + // check Adreno large buffer support + backend_ctx->adreno_has_large_buffer = strstr(ext_buffer, "cl_qcom_large_buffer") != NULL; // fp16 is required if (!backend_ctx->fp16_support) { @@ -2853,6 +3196,18 @@ static ggml_backend_opencl_context * ggml_cl2_init(ggml_backend_dev_t dev) { GGML_LOG_INFO("ggml_opencl: using kernels optimized for Adreno (GGML_OPENCL_USE_ADRENO_KERNELS)\n"); #endif // GGML_OPENCL_USE_ADRENO_KERNELS + // determine whether to use large buffer for Adreno + backend_ctx->adreno_use_large_buffer = getenv("GGML_OPENCL_ADRENO_USE_LARGE_BUFFER") != nullptr && + backend_ctx->gpu_family == GPU_FAMILY::ADRENO; + if (backend_ctx->adreno_use_large_buffer) { + if (!backend_ctx->adreno_has_large_buffer) { + GGML_LOG_INFO("ggml_opencl: Adreno large buffer requested but not supported by driver, will use regular buffer\n"); + backend_ctx->adreno_use_large_buffer = false; + } else { + GGML_LOG_INFO("ggml_opencl: Adreno large buffer enabled\n"); + } + } + cl_int err; // A local ref of cl_context for convenience @@ -2923,6 +3278,82 @@ static void ggml_cl2_free(ggml_backend_t backend) { } } +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS +static void transpose_2d( + ggml_backend_opencl_context * backend_ctx, + cl_kernel kernel, + cl_mem src, cl_mem dst, size_t size, + cl_int stride, cl_int rows, + bool blocking = true +) { + static ggml_cl_buffer buf; + + cl_event evt; + cl_int err; + + buf.allocate(backend_ctx->context, size); + + cl_mem trans; + cl_buffer_region region; + + region.origin = 0; + region.size = size; + CL_CHECK((trans = clCreateSubBuffer( + buf.buffer, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &src)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &trans)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_int), &stride)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_int), &rows)); + + size_t local_size[3] = {64, 1, 1}; + size_t global_size[3] = {(size_t)stride, (size_t)rows, 1};; + CL_CHECK(clEnqueueNDRangeKernel(backend_ctx->queue, kernel, 3, NULL, + global_size, local_size, 0, NULL, NULL)); + + if (blocking) { + CL_CHECK(clEnqueueCopyBuffer(backend_ctx->queue, trans, dst, 0, 0, size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clReleaseEvent(evt)); + } else { + CL_CHECK(clEnqueueCopyBuffer(backend_ctx->queue, trans, dst, 0, 0, size, 0, NULL, NULL)); + } + + CL_CHECK(clReleaseMemObject(trans)); +} + +static void transpose_2d_as_8b( + ggml_backend_opencl_context * backend_ctx, + cl_mem src, cl_mem dst, size_t size, + cl_int stride, cl_int rows, + bool blocking = true +) { + transpose_2d(backend_ctx, backend_ctx->kernel_transpose_8_buf, + src, dst, size, stride, rows, blocking); +} + +static void transpose_2d_as_16b( + ggml_backend_opencl_context * backend_ctx, + cl_mem src, cl_mem dst, size_t size, + cl_int stride, cl_int rows, + bool blocking = true +) { + transpose_2d(backend_ctx, backend_ctx->kernel_transpose_16_buf, + src, dst, size, stride, rows, blocking); +} + +static void transpose_2d_as_32b( + ggml_backend_opencl_context * backend_ctx, + cl_mem src, cl_mem dst, size_t size, + cl_int stride, cl_int rows, + bool blocking = true +) { + transpose_2d(backend_ctx, backend_ctx->kernel_transpose_32_buf, + src, dst, size, stride, rows, blocking); +} +#endif // GGML_OPENCL_USE_ADRENO_KERNELS + //------------------------------------------------------------------------------ // Tensor extra management //------------------------------------------------------------------------------ @@ -3121,6 +3552,92 @@ struct ggml_tensor_extra_cl_q8_0 { } }; +struct ggml_tensor_extra_cl_q4_K { + // Quantized values + cl_mem q = nullptr; + // Scales for each super block. + cl_mem s = nullptr; + // Scales + cl_mem d = nullptr; + // Min + cl_mem dm = nullptr; + + ~ggml_tensor_extra_cl_q4_K() { + reset(); + } + + void reset() { + if (q != nullptr) { + CL_CHECK(clReleaseMemObject(q)); + q = nullptr; + } + if (s != nullptr) { + CL_CHECK(clReleaseMemObject(s)); + s = nullptr; + } + if (d != nullptr) { + CL_CHECK(clReleaseMemObject(d)); + d = nullptr; + } + if (dm != nullptr) { + CL_CHECK(clReleaseMemObject(dm)); + dm = nullptr; + } + } +}; + +struct ggml_tensor_extra_cl_q5_K { + // Lower 4 bits of quantized weights. + cl_mem q = nullptr; + // Upper 1 bit of quantized weights. + cl_mem qh = nullptr; + // Scales for each block. + cl_mem s = nullptr; + // Scales for each super block. + cl_mem d = nullptr; + // Min for each super block. + cl_mem dm = nullptr; + + size_t size_q = 0; + size_t size_qh = 0; + size_t size_s = 0; + size_t size_d = 0; + size_t size_dm = 0; + + ~ggml_tensor_extra_cl_q5_K() { + reset(); + } + + void reset() { + if (q != nullptr) { + CL_CHECK(clReleaseMemObject(q)); + q = nullptr; + } + if (qh != nullptr) { + CL_CHECK(clReleaseMemObject(qh)); + qh = nullptr; + } + if (s != nullptr) { + CL_CHECK(clReleaseMemObject(s)); + s = nullptr; + } + if (d != nullptr) { + CL_CHECK(clReleaseMemObject(d)); + d = nullptr; + } + if (dm != nullptr) { + CL_CHECK(clReleaseMemObject(dm)); + dm = nullptr; + } + + size_q = 0; + size_qh = 0; + size_s = 0; + size_d = 0; + size_dm = 0; + } +}; + struct ggml_tensor_extra_cl_q6_K { // Lower 4 bits of quantized weights. cl_mem ql = nullptr; @@ -3214,7 +3731,7 @@ static void ggml_backend_opencl_synchronize(ggml_backend_t backend) { CL_CHECK(clReleaseEvent(evt)); } -// Syncronizes the 'backend_ctx's device with others so that commands +// Synchronizes the 'backend_ctx's device with others so that commands // enqueued to it won't start until commands in the other devices have // completed. static void sync_with_other_backends(ggml_backend_opencl_context * backend_ctx) { @@ -3419,9 +3936,21 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te default: return false; } + case GGML_TYPE_I32: + switch (op->type) { + case GGML_TYPE_I32: + return true; + default: + return false; + } default: return false; } + case GGML_OP_SET: { + return (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_I32) && + op->type == op->src[0]->type && + op->type == op->src[1]->type; + } case GGML_OP_SCALE: return op->src[0]->type == GGML_TYPE_F32 && ggml_is_contiguous(op->src[0]); case GGML_OP_ADD: @@ -3455,6 +3984,8 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te case GGML_UNARY_OP_SIGMOID: return ggml_is_contiguous(op->src[0]); case GGML_UNARY_OP_TANH: + case GGML_UNARY_OP_NEG: + case GGML_UNARY_OP_EXP: return op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16; case GGML_UNARY_OP_EXPM1: return op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16; @@ -3486,6 +4017,8 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te return true; case GGML_OP_RMS_NORM: return op->ne[0] % 4 == 0 && ggml_is_contiguous_rows(op->src[0]); + case GGML_OP_L2_NORM: + return ggml_is_contiguous_rows(op->src[0]); case GGML_OP_REPEAT: return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32; // Assuming F32 for now, can be expanded case GGML_OP_PAD: @@ -3520,6 +4053,7 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te } else if (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q4_1 || op->src[0]->type == GGML_TYPE_MXFP4 || op->src[0]->type == GGML_TYPE_Q4_K || + op->src[0]->type == GGML_TYPE_Q5_K || op->src[0]->type == GGML_TYPE_Q6_K) { return op->src[1]->type == GGML_TYPE_F32 && ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]); } else if (op->src[0]->type == GGML_TYPE_Q8_0) { @@ -3540,6 +4074,8 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: return true; + case GGML_OP_DIAG: + return true; case GGML_OP_DIAG_MASK_INF: return op->ne[3] == 1; case GGML_OP_ROPE: { @@ -3578,6 +4114,8 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te return cols <= max_workgroup_size && op->src[0]->type == GGML_TYPE_F32; } case GGML_OP_SUM_ROWS: + case GGML_OP_CUMSUM: + return op->src[0]->type == GGML_TYPE_F32 && ggml_is_contiguous(op->src[0]); case GGML_OP_MEAN: return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_FLASH_ATTN_EXT: @@ -3634,6 +4172,8 @@ static ggml_backend_i ggml_backend_opencl_i = { /* .set_tensor_async = */ NULL, /* ggml_backend_opencl_set_tensor_async */ /* .get_tensor_async = */ NULL, /* ggml_backend_opencl_get_tensor_async */ /* .cpy_tensor_async = */ NULL, /* ggml_backend_opencl_cpy_tensor_async */ + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .synchronize = */ ggml_backend_opencl_synchronize, /* .graph_plan_create = */ NULL, /* .graph_plan_free = */ NULL, @@ -3710,12 +4250,24 @@ struct ggml_backend_opencl_buffer_context { for (ggml_tensor_extra_cl_q8_0 * e : temp_tensor_extras_q8_0_in_use) { delete e; } + for (ggml_tensor_extra_cl_q4_K * e : temp_tensor_extras_q4_K) { + delete e; + } + for (ggml_tensor_extra_cl_q4_K * e : temp_tensor_extras_q4_K_in_use) { + delete e; + } for (ggml_tensor_extra_cl_q6_K * e : temp_tensor_extras_q6_K) { delete e; } for (ggml_tensor_extra_cl_q6_K * e : temp_tensor_extras_q6_K_in_use) { delete e; } + for (ggml_tensor_extra_cl_q5_K * e : temp_tensor_extras_q5_K) { + delete e; + } + for (ggml_tensor_extra_cl_q5_K * e : temp_tensor_extras_q5_K_in_use) { + delete e; + } } ggml_tensor_extra_cl * ggml_opencl_alloc_temp_tensor_extra() { @@ -3793,6 +4345,36 @@ struct ggml_backend_opencl_buffer_context { return extra; } + ggml_tensor_extra_cl_q4_K * ggml_opencl_alloc_temp_tensor_extra_q4_K() { + ggml_tensor_extra_cl_q4_K * extra; + if (temp_tensor_extras_q4_K.empty()) { + extra = new ggml_tensor_extra_cl_q4_K(); + } else { + extra = temp_tensor_extras_q4_K.back(); + temp_tensor_extras_q4_K.pop_back(); + } + + temp_tensor_extras_q4_K_in_use.push_back(extra); + + extra->reset(); + return extra; + } + + ggml_tensor_extra_cl_q5_K * ggml_opencl_alloc_temp_tensor_extra_q5_K() { + ggml_tensor_extra_cl_q5_K * extra; + if (temp_tensor_extras_q5_K.empty()) { + extra = new ggml_tensor_extra_cl_q5_K(); + } else { + extra = temp_tensor_extras_q5_K.back(); + temp_tensor_extras_q5_K.pop_back(); + } + + temp_tensor_extras_q5_K_in_use.push_back(extra); + + extra->reset(); + return extra; + } + ggml_tensor_extra_cl_q6_K * ggml_opencl_alloc_temp_tensor_extra_q6_K() { ggml_tensor_extra_cl_q6_K * extra; if (temp_tensor_extras_q6_K.empty()) { @@ -3834,6 +4416,16 @@ struct ggml_backend_opencl_buffer_context { } temp_tensor_extras_q8_0_in_use.clear(); + for (ggml_tensor_extra_cl_q4_K * e : temp_tensor_extras_q4_K_in_use) { + temp_tensor_extras_q4_K.push_back(e); + } + temp_tensor_extras_q4_K_in_use.clear(); + + for (ggml_tensor_extra_cl_q5_K * e : temp_tensor_extras_q5_K_in_use) { + temp_tensor_extras_q5_K.push_back(e); + } + temp_tensor_extras_q5_K_in_use.clear(); + for (ggml_tensor_extra_cl_q6_K * e : temp_tensor_extras_q6_K_in_use) { temp_tensor_extras_q6_K.push_back(e); } @@ -3855,12 +4447,16 @@ struct ggml_backend_opencl_buffer_context { std::vector temp_tensor_extras_mxfp4_in_use; std::vector temp_tensor_extras_q8_0; std::vector temp_tensor_extras_q8_0_in_use; + std::vector temp_tensor_extras_q4_K; + std::vector temp_tensor_extras_q4_K_in_use; + std::vector temp_tensor_extras_q5_K; + std::vector temp_tensor_extras_q5_K_in_use; std::vector temp_tensor_extras_q6_K; std::vector temp_tensor_extras_q6_K_in_use; // The buffer_context is initially created by ggml_backend_buft_alloc_buffer // before any tensor is initialized (at the beginning of alloc_tensor_range). - // Hence, there is alway a buffer object in this vector. When each tensor is + // Hence, there is always a buffer object in this vector. When each tensor is // being initialized, this original buffer object will be released if both // flattening and small allocation are enabled, and additional buffer // objects will be created in init_tensor to represent flattened quantized @@ -3995,7 +4591,7 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, //GGML_ASSERT(offset == 0); // We create subbuffers from the original tensor buffer for scales and - // quants - i.e., scales and quants are aliases into the buffer obejct + // quants - i.e., scales and quants are aliases into the buffer object // that backs the original tensor. This is a cleaner way to adapt to the // new memory management. // In the old code, we allocate new buffers for scales and quants @@ -4271,7 +4867,15 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); CL_CHECK(err); + #ifdef GGML_OPENCL_USE_ADRENO_KERNELS cl_kernel kernel = backend_ctx->kernel_convert_block_q4_1; + + if (use_adreno_kernels(backend_ctx, tensor)) { + kernel = backend_ctx->kernel_convert_block_q4_1_noshuffle; + } + #else + cl_kernel kernel = backend_ctx->kernel_convert_block_q4_1; + #endif // GGML_OPENCL_USE_ADRENO_KERNELS CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &data_device)); CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->q)); CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->d)); @@ -4287,6 +4891,22 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, tensor->extra = extra; +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + + int M = tensor->ne[1]; + int K = tensor->ne[0]; + + GGML_ASSERT(K % 32 == 0); + + // Transpose q as ushort + transpose_2d_as_16b(backend_ctx, extra->q, extra->q, size_q, K/4, M); + // Transpose d as ushort + transpose_2d_as_16b(backend_ctx, extra->d, extra->d, size_d, K/32, M); + // Transpose m as ushort + transpose_2d_as_16b(backend_ctx, extra->m, extra->m, size_m, K/32, M); + } +#endif // GGML_OPENCL_USE_ADRENO_KERNELS return; } if (tensor->type == GGML_TYPE_MXFP4) { @@ -4565,6 +5185,201 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, return; } + if (tensor->type == GGML_TYPE_Q4_K) { + ggml_tensor_extra_cl * extra_orig = (ggml_tensor_extra_cl *)tensor->extra; + GGML_ASSERT(extra_orig && "Tesnors in OpenCL backend should have been allocated and initialized"); + + // Allocate the new extra and create aliases from the original. + ggml_backend_opencl_buffer_context * ctx = (ggml_backend_opencl_buffer_context *) buffer->context; + ggml_tensor_extra_cl_q4_K * extra = ctx->ggml_opencl_alloc_temp_tensor_extra_q4_K(); + + size_t size_d = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + size_t size_dm = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + size_t size_s = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*(3 * ggml_blck_size(tensor->type) / 64); + size_t size_q = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/2; + GGML_ASSERT(size_d + size_dm + size_s + size_q == ggml_nbytes(tensor) && "Incorrect tensor size"); + + cl_int err; + cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, + ggml_nbytes(tensor), NULL, &err); + CL_CHECK(err); + CL_CHECK(clEnqueueWriteBuffer( + queue, data_device, CL_TRUE, 0, + ggml_nbytes(tensor), data, 0, NULL, NULL)); + + cl_buffer_region region; + + // Create subbuffer for d. + region.origin = align_to(extra_orig->offset + tensor->view_offs + offset, backend_ctx->alignment); + region.size = size_d; + extra->d = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + auto previous_origin = region.origin; + + // Create subbuffer for mins. + region.origin = align_to(previous_origin + size_d, backend_ctx->alignment); + region.size = size_dm; + extra->dm = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + previous_origin = region.origin; + + // Create subbuffer for s. + region.origin = align_to(previous_origin + size_dm, backend_ctx->alignment); + region.size = size_s; + extra->s = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + previous_origin = region.origin; + + // Create subbuffer for quants. + region.origin = align_to(previous_origin + size_s, backend_ctx->alignment); + region.size = size_q; + extra->q = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + + #ifdef GGML_OPENCL_USE_ADRENO_KERNELS + cl_kernel kernel = backend_ctx->kernel_convert_block_q4_K; + if (use_adreno_kernels(backend_ctx, tensor)) { + kernel = backend_ctx->kernel_convert_block_q4_K_noshuffle; + } + #else + cl_kernel kernel = backend_ctx->kernel_convert_block_q4_K; + #endif + + cl_uchar mask_0F = 0x0F; + cl_uchar mask_F0 = 0xF0; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->q)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra->dm)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask_0F)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_uchar), &mask_F0)); + + size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t local_work_size[] = {64, 1, 1}; + + cl_event evt; + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clReleaseMemObject(data_device)); + + tensor->extra = extra; +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + + int M = tensor->ne[1]; + int K = tensor->ne[0]; + + GGML_ASSERT(K % 32 == 0); + + // Transpose q, d, dm as ushort + transpose_2d_as_16b(backend_ctx, extra->q, extra->q, size_q, K/4, M); + transpose_2d_as_16b(backend_ctx, extra->d, extra->d, size_d, K/256, M); + transpose_2d_as_16b(backend_ctx, extra->dm, extra->dm, size_dm, K/256, M); + } +#endif // GGML_OPENCL_USE_ADRENO_KERNELS + return; + } + if (tensor->type == GGML_TYPE_Q5_K) { + ggml_tensor_extra_cl * extra_orig = (ggml_tensor_extra_cl *)tensor->extra; + GGML_ASSERT(extra_orig && "Tesnors in OpenCL backend should have been allocated and initialized"); + + // Allocate the new extra and create aliases from the original. + ggml_backend_opencl_buffer_context * ctx = (ggml_backend_opencl_buffer_context *) buffer->context; + ggml_tensor_extra_cl_q5_K * extra = ctx->ggml_opencl_alloc_temp_tensor_extra_q5_K(); + + size_t size_q = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/2; + size_t size_qh = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/8; + size_t size_s = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*(3*ggml_blck_size(tensor->type)/64); + size_t size_d = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + size_t size_dm = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + GGML_ASSERT(size_q + size_qh + size_s + size_d + size_dm == ggml_nbytes(tensor) && + "Incorrect tensor size"); + + cl_int err; + cl_mem data_device; + CL_CHECK((data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, ggml_nbytes(tensor), NULL, &err), err)); + CL_CHECK(clEnqueueWriteBuffer(queue, data_device, CL_TRUE, 0, ggml_nbytes(tensor), data, 0, NULL, NULL)); + + cl_buffer_region region; + + // Create subbuffer for d. + region.origin = align_to(extra_orig->offset + tensor->view_offs + offset, backend_ctx->alignment); + region.size = size_d; + extra->d = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + auto previous_origin = region.origin; + + // Create subbuffer for dm. + region.origin = align_to(previous_origin + size_d, backend_ctx->alignment); + region.size = size_dm; + extra->dm = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + previous_origin = region.origin; + + // Create subbuffer for s. + region.origin = align_to(previous_origin + size_dm, backend_ctx->alignment); + region.size = size_s; + extra->s = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + previous_origin = region.origin; + + // Create subbuffer for q (lower 4 bits) + region.origin = align_to(previous_origin + size_s, backend_ctx->alignment); + region.size = size_q; + extra->q = clCreateSubBuffer( + extra_orig->data_device, CL_MEM_READ_WRITE, + CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); + CL_CHECK(err); + previous_origin = region.origin; + + // Create subbuffer for qh (upper 1 bit) + region.origin = align_to(previous_origin + size_q, backend_ctx->alignment); + region.size = size_qh; + CL_CHECK((extra->qh = clCreateSubBuffer(extra_orig->data_device, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + CL_CHECK(err); + + cl_kernel kernel = backend_ctx->kernel_convert_block_q5_K; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->q)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->qh)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extra->dm)); + + size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t local_work_size[] = {64, 1, 1}; + + cl_event evt; + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clReleaseMemObject(data_device)); + + extra->size_q = size_q; + extra->size_qh = size_qh; + extra->size_s = size_s; + extra->size_d = size_d; + extra->size_dm = size_dm; + + tensor->extra = extra; + return; + } if (tensor->type == GGML_TYPE_Q6_K) { ggml_tensor_extra_cl * extra_orig = (ggml_tensor_extra_cl *)tensor->extra; GGML_ASSERT(extra_orig && "Tesnors in OpenCL backend should have been allocated and initialized"); @@ -4581,61 +5396,58 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, "Incorrect tensor size"); cl_int err; - cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, - ggml_nbytes(tensor), NULL, &err); - CL_CHECK(err); - CL_CHECK(clEnqueueWriteBuffer( - queue, data_device, CL_TRUE, 0, - ggml_nbytes(tensor), data, 0, NULL, NULL)); + cl_mem data_device; + CL_CHECK((data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, ggml_nbytes(tensor), NULL, &err), err)); + CL_CHECK(clEnqueueWriteBuffer(queue, data_device, CL_TRUE, 0, ggml_nbytes(tensor), data, 0, NULL, NULL)); cl_buffer_region region; // Subbuffer for ql region.origin = align_to(extra_orig->offset + tensor->view_offs + offset, backend_ctx->alignment); region.size = size_ql; - extra->ql = clCreateSubBuffer( - extra_orig->data_device, CL_MEM_READ_WRITE, - CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); - CL_CHECK(err); + CL_CHECK((extra->ql = clCreateSubBuffer(extra_orig->data_device, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); auto previous_origin = region.origin; // Subbuffer for qh region.origin = align_to(previous_origin + size_ql, backend_ctx->alignment); region.size = size_qh; - extra->qh = clCreateSubBuffer( - extra_orig->data_device, CL_MEM_READ_WRITE, - CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); - CL_CHECK(err); + CL_CHECK((extra->qh = clCreateSubBuffer(extra_orig->data_device, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); previous_origin = region.origin; // Subbuffer for scales region.origin = align_to(previous_origin + size_qh, backend_ctx->alignment); region.size = size_s; - extra->s = clCreateSubBuffer( - extra_orig->data_device, CL_MEM_READ_WRITE, - CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); - CL_CHECK(err); + CL_CHECK((extra->s = clCreateSubBuffer(extra_orig->data_device, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); previous_origin = region.origin; // Create subbuffer for d. region.origin = align_to(previous_origin + size_s, backend_ctx->alignment); region.size = size_d; - extra->d = clCreateSubBuffer( - extra_orig->data_device, CL_MEM_READ_WRITE, - CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err); - CL_CHECK(err); + CL_CHECK((extra->d = clCreateSubBuffer(extra_orig->data_device, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); previous_origin = region.origin; // Flatten the weights - cl_kernel kernel = backend_ctx->kernel_convert_block_q6_K; + cl_kernel kernel; +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + kernel = backend_ctx->kernel_convert_block_q6_K; + if (use_adreno_kernels(backend_ctx, tensor)) { + kernel = backend_ctx->kernel_convert_block_q6_K_noshuffle; + } +#else + kernel = backend_ctx->kernel_convert_block_q6_K; +#endif // GGML_OPENCL_USE_ADRENO_KERNELS - CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &data_device)); - CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->ql)); - CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->qh)); - CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->s)); - CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra->d)); + cl_uchar mask = 0xff; + cl_ulong n_blk = ggml_nelements(tensor)/ggml_blck_size(tensor->type); + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->ql)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->qh)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &n_blk)); - size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t global_work_size[] = {(size_t)CEIL_DIV(n_blk, 64)*64, 1, 1}; size_t local_work_size[] = {64, 1, 1}; cl_event evt; @@ -4649,6 +5461,29 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer, extra->size_d = size_d; tensor->extra = extra; + +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + cl_int M = tensor->ne[1]; // ne01 + cl_int K = tensor->ne[0]; // ne00 + + // Transpose ql as ushort + transpose_2d_as_16b(backend_ctx, + extra->ql, extra->ql, size_ql, K/4, M); + + // Transpose qh as uchar + transpose_2d_as_8b(backend_ctx, + extra->qh, extra->qh, size_qh, K/4, M); + + // Transpose s as ushort + transpose_2d_as_16b(backend_ctx, + extra->s, extra->s, size_s, K/16/2, M); + + // Transpose d as ushort + transpose_2d_as_16b(backend_ctx, + extra->d, extra->d, size_d, K/256, M); + } +#endif // GGML_OPENCL_USE_ADRENO_KERNELS return; } #endif // GGML_OPENCL_SOA_Q @@ -4795,6 +5630,53 @@ static void ggml_backend_opencl_buffer_get_tensor(ggml_backend_buffer_t buffer, if (tensor->type == GGML_TYPE_Q4_1) { ggml_tensor_extra_cl_q4_1 * extra = (ggml_tensor_extra_cl_q4_1 *)tensor->extra; +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + static ggml_cl_buffer buf_trans_q; + static ggml_cl_buffer buf_trans_m; + static ggml_cl_buffer buf_trans_d; + static ggml_cl_buffer buf_unpacked; + + cl_int M = tensor->ne[1]; + cl_int K = tensor->ne[0]; + + GGML_ASSERT(K % ggml_blck_size(tensor->type) == 0); + + size_t size_q = (ggml_nelements(tensor)/ggml_blck_size(tensor->type))*ggml_blck_size(tensor->type)/2; + size_t size_d = (ggml_nelements(tensor)/ggml_blck_size(tensor->type))*sizeof(ggml_fp16_t); + size_t size_m = (ggml_nelements(tensor)/ggml_blck_size(tensor->type))*sizeof(ggml_fp16_t); + GGML_ASSERT(size_d + size_q + size_m == ggml_nbytes(tensor) && "Incorrect tensor size"); + + buf_trans_q.allocate(backend_ctx->context, size_q); + buf_trans_m.allocate(backend_ctx->context, size_m); + buf_trans_d.allocate(backend_ctx->context, size_d); + buf_unpacked.allocate(backend_ctx->context, ggml_nbytes(tensor)); + + // transpose q, d, m back + transpose_2d_as_16b(backend_ctx, extra->q, buf_trans_q.buffer, size_q, M, K/4); + transpose_2d_as_16b(backend_ctx, extra->d, buf_trans_d.buffer, size_d, M, K/32); + transpose_2d_as_16b(backend_ctx, extra->m, buf_trans_m.buffer, size_m, M, K/32); + + cl_uchar mask_0F = 0x0F; + cl_uchar mask_F0 = 0xF0; + + size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t local_work_size[] = {1, 1, 1}; + + cl_kernel kernel = backend_ctx->kernel_restore_block_q4_1_noshuffle; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &buf_trans_q.buffer)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &buf_trans_d.buffer)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &buf_trans_m.buffer)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &buf_unpacked.buffer)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_uchar), &mask_0F)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask_F0)); + + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, NULL)); + CL_CHECK(clEnqueueReadBuffer(queue, buf_unpacked.buffer, CL_TRUE, offset, size, data, 0, NULL, NULL)); + return; + } +#endif + cl_int err; cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, ggml_nbytes(tensor), NULL, &err); @@ -4886,8 +5768,8 @@ static void ggml_backend_opencl_buffer_get_tensor(ggml_backend_buffer_t buffer, int ne00 = tensor->ne[0]; int ne01 = tensor->ne[1]; - GGML_ASSERT(tensor->ne[2] == 1); // ??? - GGML_ASSERT(tensor->ne[3] == 1); // ??? + GGML_ASSERT(tensor->ne[2] == 1); + GGML_ASSERT(tensor->ne[3] == 1); CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra->q)); CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->d)); @@ -4928,24 +5810,188 @@ static void ggml_backend_opencl_buffer_get_tensor(ggml_backend_buffer_t buffer, CL_CHECK(clReleaseMemObject(data_device)); return; } - if (tensor->type == GGML_TYPE_Q6_K) { - ggml_tensor_extra_cl_q6_K * extra = (ggml_tensor_extra_cl_q6_K *)tensor->extra; + if (tensor->type == GGML_TYPE_Q4_K) { + ggml_tensor_extra_cl_q4_K * extra = (ggml_tensor_extra_cl_q4_K *)tensor->extra; cl_int err; cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, ggml_nbytes(tensor), NULL, &err); CL_CHECK(err); - cl_kernel kernel = backend_ctx->kernel_restore_block_q6_K; - CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra->ql)); - CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->qh)); - CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->s)); - CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->d)); + cl_uchar mask_0F = 0x0F; + cl_uchar mask_F0 = 0xF0; + +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + int M = tensor->ne[1]; + int K = tensor->ne[0]; + + size_t size_q = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/2; + size_t size_d = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + size_t size_dm = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + + static ggml_cl_buffer buf_trans_q; + static ggml_cl_buffer buf_trans_d; + static ggml_cl_buffer buf_trans_dm; + + buf_trans_q.allocate(backend_ctx->context, size_q); + buf_trans_d.allocate(backend_ctx->context, size_d); + buf_trans_dm.allocate(backend_ctx->context, size_dm); + + // Transpose q, d, dm back + transpose_2d_as_16b(backend_ctx, extra->q, buf_trans_q.buffer, size_q, M, K/4); + transpose_2d_as_16b(backend_ctx, extra->d, buf_trans_d.buffer, size_d, M, K/256); + transpose_2d_as_16b(backend_ctx, extra->dm, buf_trans_dm.buffer, size_dm, M, K/256); + + cl_kernel kernel = backend_ctx->kernel_restore_block_q4_K_noshuffle; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &buf_trans_q.buffer)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &buf_trans_d.buffer)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &buf_trans_dm.buffer)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask_0F)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_uchar), &mask_F0)); + + size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t local_work_size[] = {1, 1, 1}; + + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, + global_work_size, local_work_size, 0, NULL, NULL)); + CL_CHECK(clEnqueueReadBuffer(queue, data_device, CL_TRUE, offset, + size, data, 0, NULL, NULL)); + CL_CHECK(clReleaseMemObject(data_device)); + return; + } +#endif // GGML_OPENCL_USE_ADRENO_KERNELS + + cl_kernel kernel = backend_ctx->kernel_restore_block_q4_K; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->dm)); CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask_0F)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_uchar), &mask_F0)); size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; size_t local_work_size[] = {1, 1, 1}; + cl_event evt; + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, + global_work_size, local_work_size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clEnqueueReadBuffer( + queue, data_device, CL_TRUE, offset, + size, data, 0, NULL, NULL)); + CL_CHECK(clReleaseMemObject(data_device)); + return; + } + if (tensor->type == GGML_TYPE_Q5_K) { + ggml_tensor_extra_cl_q5_K * extra = (ggml_tensor_extra_cl_q5_K *)tensor->extra; + + cl_int err; + cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, + ggml_nbytes(tensor), NULL, &err); + CL_CHECK(err); + + cl_kernel kernel = backend_ctx->kernel_restore_block_q5_K; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->qh)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra->dm)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &data_device)); + + size_t global_work_size[] = {(size_t)ggml_nelements(tensor)/ggml_blck_size(tensor->type), 1, 1}; + size_t local_work_size[] = {1, 1, 1}; + + cl_event evt; + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, + global_work_size, local_work_size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clEnqueueReadBuffer( + queue, data_device, CL_TRUE, offset, + size, data, 0, NULL, NULL)); + CL_CHECK(clReleaseMemObject(data_device)); + return; + } + if (tensor->type == GGML_TYPE_Q6_K) { + ggml_tensor_extra_cl_q6_K * extra = (ggml_tensor_extra_cl_q6_K *)tensor->extra; + +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + if (use_adreno_kernels(backend_ctx, tensor)) { + static ggml_cl_buffer buf_trans_ql; + static ggml_cl_buffer buf_trans_qh; + static ggml_cl_buffer buf_trans_s; + static ggml_cl_buffer buf_trans_d; + static ggml_cl_buffer buf_unpacked; + + cl_int M = tensor->ne[1]; // ne01 + cl_int K = tensor->ne[0]; // ne00 + + GGML_ASSERT(K % ggml_blck_size(tensor->type) == 0); + + size_t size_ql = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/2; + size_t size_qh = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/4; + size_t size_s = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*ggml_blck_size(tensor->type)/16; + size_t size_d = ggml_nelements(tensor)/ggml_blck_size(tensor->type)*sizeof(ggml_fp16_t); + GGML_ASSERT(size_ql + size_qh + size_s + size_d == ggml_nbytes(tensor) && "Incorrect tensor size"); + + buf_trans_ql.allocate(backend_ctx->context, size_ql); + buf_trans_qh.allocate(backend_ctx->context, size_qh); + buf_trans_s.allocate(backend_ctx->context, size_s); + buf_trans_d.allocate(backend_ctx->context, size_d); + buf_unpacked.allocate(backend_ctx->context, ggml_nbytes(tensor)); + + // transpose ql, qh, s and d back + transpose_2d_as_16b(backend_ctx, extra->ql, buf_trans_ql.buffer, size_ql, M, K/4); + transpose_2d_as_8b(backend_ctx, extra->qh, buf_trans_qh.buffer, size_qh, M, K/4); + transpose_2d_as_16b(backend_ctx, extra->s, buf_trans_s.buffer, size_s, M, K/16/2); + transpose_2d_as_16b(backend_ctx, extra->d, buf_trans_d.buffer, size_d, M, K/256); + + // unpack + cl_uchar mask = 0xFF; + cl_ulong n_blk = ggml_nelements(tensor)/ggml_blck_size(tensor->type); + cl_kernel kernel = backend_ctx->kernel_restore_block_q6_K_noshuffle; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &buf_trans_ql.buffer)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &buf_trans_qh.buffer)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &buf_trans_s.buffer)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &buf_trans_d.buffer)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &buf_unpacked.buffer)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &n_blk)); + + size_t global_work_size[] = {(size_t)n_blk, 1, 1}; + size_t local_work_size[] = {1, 1, 1}; + + cl_event evt; + CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, &evt)); + CL_CHECK(clWaitForEvents(1, &evt)); + CL_CHECK(clEnqueueReadBuffer(queue, buf_unpacked.buffer, CL_TRUE, offset, size, data, 0, NULL, NULL)); + + return; + } +#endif // GGML_OPENCL_USE_ADRENO_KERNELS + + cl_int err; + cl_mem data_device = clCreateBuffer(context, CL_MEM_READ_WRITE, + ggml_nbytes(tensor), NULL, &err); + CL_CHECK(err); + + cl_uchar mask = 0xFF; + cl_ulong n_blk = ggml_nelements(tensor)/ggml_blck_size(tensor->type); + cl_kernel kernel = backend_ctx->kernel_restore_block_q6_K; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra->ql)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra->qh)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_uchar), &mask)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &n_blk)); + + size_t global_work_size[] = {(size_t)n_blk, 1, 1}; + size_t local_work_size[] = {1, 1, 1}; + cl_event evt; CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, &evt)); @@ -4991,6 +6037,8 @@ static ggml_backend_buffer_i ggml_backend_opencl_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_opencl_buffer_set_tensor, /* .get_tensor = */ ggml_backend_opencl_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, /* .clear = */ ggml_backend_opencl_buffer_clear, /* .reset = */ ggml_backend_opencl_buffer_reset, @@ -5014,6 +6062,11 @@ static ggml_backend_buffer_t ggml_backend_opencl_buffer_type_alloc_buffer(ggml_b cl_int err; cl_mem mem = clCreateBuffer(backend_ctx->context, CL_MEM_READ_WRITE, size, NULL, &err); + if (err != CL_SUCCESS && backend_ctx->adreno_use_large_buffer) { + cl_mem_properties props[] = { 0x41A6 /* CL_LARGE_BUFFER_QCOM */, 1, 0 }; + mem = clCreateBufferWithProperties(backend_ctx->context, props, CL_MEM_READ_WRITE, size, NULL, &err); + } + if (err != CL_SUCCESS) { GGML_LOG_INFO("%s: failed to allocate %.2f MiB\n", __func__, size / 1024.0 / 1024.0); return nullptr; @@ -5069,7 +6122,8 @@ static const char * ggml_backend_opencl_device_get_description(ggml_backend_dev_ } static void ggml_backend_opencl_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { - *free = 0; + // no memory to report + *free = 0; *total = 0; GGML_UNUSED(dev); @@ -5235,6 +6289,8 @@ typedef struct { static_assert(sizeof(block_q4_0) == sizeof(ggml_fp16_t) + QK4_0 / 2, "wrong q4_0 block size/padding"); +#define QK_MXFP4 32 + #include #ifdef __cplusplus #include "half.hpp" @@ -5278,7 +6334,7 @@ static void dump_tensor(ggml_backend_t backend, const struct ggml_tensor * tenso buf_d = malloc(size_e); CL_CHECK(clEnqueueReadBuffer(queue, extra->q, CL_TRUE, 0, size_q, buf_q, 0, NULL, NULL)); - CL_CHECK(clEnqueueReadBuffer(queue, extra->d, CL_TRUE, 0, size_e, buf_d, 0, NULL, NULL)); + CL_CHECK(clEnqueueReadBuffer(queue, extra->e, CL_TRUE, 0, size_e, buf_d, 0, NULL, NULL)); CL_CHECK(clFinish(queue)); } else { // Read out the tensor from GPU memory. @@ -5478,19 +6534,12 @@ static void ggml_cl_get_rows(ggml_backend_t backend, const ggml_tensor * src0, c GGML_ASSERT(dst); GGML_ASSERT(dst->extra); - const int ne00 = src0->ne[0]; - const cl_ulong nb01 = src0->nb[1]; - const cl_ulong nb02 = src0->nb[2]; - const cl_ulong nb03 = src0->nb[3]; - const int ne10 = src1->ne[0]; - const cl_ulong nb10 = src1->nb[0]; - const int ne11 = src1->ne[1]; - const int ne12 = src1->ne[2]; - const cl_ulong nb11 = src1->nb[1]; - const cl_ulong nb12 = src1->nb[2]; - const cl_ulong nb1 = dst->nb[1]; - const cl_ulong nb2 = dst->nb[2]; - const cl_ulong nb3 = dst->nb[3]; + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne1, src1, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb1, src1, nb); + GGML_TENSOR_LOCALS(int, ne, dst, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb, dst, nb); ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; @@ -5536,8 +6585,14 @@ static void ggml_cl_get_rows(ggml_backend_t backend, const ggml_tensor * src0, c CL_CHECK(clSetKernelArg(kernel, 15, sizeof(cl_ulong), &nb2)); CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &nb3)); - size_t global_work_size[] = {(size_t)ne10*64, (size_t)ne11, (size_t)ne12}; - size_t local_work_size[] = {64, 1, 1}; + int max_workgroup_size = backend_ctx->get_kernel_workgroup_size(kernel); + int nth = 1; + while (nth < ne00 && 2*nth <= max_workgroup_size) { + nth *= 2; + } + + size_t global_work_size[] = {(size_t)ne10*nth, (size_t)ne11, (size_t)ne12}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } @@ -7277,6 +8332,64 @@ static void ggml_cl_group_norm(ggml_backend_t backend, const ggml_tensor * src0, backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } +static void ggml_cl_l2_norm(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + UNUSED(src1); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + float eps; + memcpy(&eps, dst->op_params, sizeof(float)); + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + + size_t sgs; + if (backend_ctx->gpu_family == ADRENO) { + sgs = 64; + } else if (backend_ctx->gpu_family == INTEL) { + sgs = 32; + } else { + GGML_ASSERT(false && "Unsupported GPU"); + } + + cl_kernel kernel = backend_ctx->kernel_l2_norm_f32; + + int nth = sgs; + while (nth < ne00 && nth < (int)backend_ctx->get_kernel_workgroup_size(kernel)) { + nth *= 2; + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne03)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(float), &eps)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(float)*nth/sgs, NULL)); + + size_t global_work_size[] = {(size_t)ne01*nth, (size_t)ne02, (size_t)ne03}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); +} + static void ggml_cl_tanh(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -7373,6 +8486,170 @@ static void ggml_cl_tanh(ggml_backend_t backend, const ggml_tensor * src0, const } } +static void ggml_cl_neg(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + UNUSED(src1); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne, dst, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb, dst, nb); + + cl_kernel kernel; + + if (ggml_is_contiguous(src0)) { + // Handle contiguous input + int n = ggml_nelements(dst); + if (n % 4 == 0) { + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_neg_f32_4; + } else { + kernel = backend_ctx->kernel_neg_f16_4; + } + n /= 4; + } else { + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_neg_f32; + } else { + kernel = backend_ctx->kernel_neg_f16; + } + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_int), &n)); + + size_t global_work_size[] = {(size_t)CEIL_DIV(n, 64)*64, 1, 1}; + size_t local_work_size[] = {64, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + } else { + // Handle non-contiguous input + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_neg_f32_nc; + } else { + kernel = backend_ctx->kernel_neg_f16_nc; + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &nb00)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb0)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb1)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb2)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb3)); + + int nth = 64; + + size_t global_work_size[] = {(size_t)ne01*nth, (size_t)ne02, (size_t)ne03}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + } +} + +static void ggml_cl_exp(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + UNUSED(src1); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne, dst, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb, dst, nb); + + cl_kernel kernel; + + if (ggml_is_contiguous(src0)) { + // Handle contiguous input + int n = ggml_nelements(dst); + if (n % 4 == 0) { + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_exp_f32_4; + } else { + kernel = backend_ctx->kernel_exp_f16_4; + } + n /= 4; + } else { + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_exp_f32; + } else { + kernel = backend_ctx->kernel_exp_f16; + } + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_int), &n)); + + size_t global_work_size[] = {(size_t)CEIL_DIV(n, 64)*64, 1, 1}; + size_t local_work_size[] = {64, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + } else { + // Handle non-contiguous input + if (src0->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_exp_f32_nc; + } else { + kernel = backend_ctx->kernel_exp_f16_nc; + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &nb00)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb0)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb1)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb2)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb3)); + + int nth = 64; + + size_t global_work_size[] = {(size_t)ne01*nth, (size_t)ne02, (size_t)ne03}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + } +} + static void ggml_cl_expm1(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -8371,6 +9648,180 @@ static void ggml_cl_mul_mat_kq_kqv_adreno(ggml_backend_t backend, const ggml_ten CL_CHECK(clReleaseMemObject(D_sub_buffer)); } +static void ggml_cl_mul_mat_q4_1_f32_adreno(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(src1); + GGML_ASSERT(src1->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + ggml_tensor_extra_cl_q4_1 * extra0_q4_1 = (ggml_tensor_extra_cl_q4_1 *)src0->extra; + + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + const int ne00 = src0->ne[0]; + const int ne01 = src0->ne[1]; + + const int ne1 = dst->ne[1]; + + GGML_ASSERT(ne00 % ggml_blck_size(src0->type) == 0); + + cl_context context = backend_ctx->context; + cl_kernel kernel; + + cl_int err; + cl_image_format img_fmt; + cl_image_desc img_desc; + cl_buffer_region region; + + int M = ne01; + int N = ne1; + int K = ne00; + + if (ne1 == 1) { + cl_mem q_img = nullptr; + cl_mem b_sub_buf = nullptr; + cl_mem b_img = nullptr; + + // image for q + img_fmt = { CL_R, CL_UNSIGNED_INT32}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = M * K / 2 / 4; + img_desc.buffer = extra0_q4_1->q; + CL_CHECK((q_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // subbuffer for activations + region.origin = offset1; + region.size = K * N * sizeof(float); + CL_CHECK((b_sub_buf = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for activations + img_fmt = {CL_RGBA, CL_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * N / 4; + img_desc.buffer = b_sub_buf; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + kernel = backend_ctx->kernel_gemv_noshuffle_q4_1_f32; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &q_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_1->d)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_1->m)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &ne01)); + + size_t local_work_size[3] = {64, 4, 1}; + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne01/2, 64)*64, 4, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + CL_CHECK(clReleaseMemObject(q_img)); + CL_CHECK(clReleaseMemObject(b_sub_buf)); + CL_CHECK(clReleaseMemObject(b_img)); + } else { + cl_mem b_sub_buf = nullptr; + cl_mem b_sub_buf_trans = nullptr; + cl_mem b_img = nullptr; + cl_mem b_img_trans = nullptr; + + // subbuffer for activations + region.origin = offset1; + region.size = K * N * sizeof(float); + CL_CHECK((b_sub_buf = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for activations + img_fmt = {CL_RGBA, CL_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * N / 4; + img_desc.buffer = b_sub_buf; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // pad N to multiple of 8 + int extra_elements = N % 8; + int padding = 0; + if (extra_elements > 0){ + padding = 8 - extra_elements; + } + + // subbuffer for transposed activations + region.origin = 0; + region.size = K * (N + padding) * sizeof(float)/2; + backend_ctx->prealloc_act_trans.allocate(context, region.size); + CL_CHECK((b_sub_buf_trans = clCreateSubBuffer(backend_ctx->prealloc_act_trans.buffer, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for transposed activations + img_fmt = {CL_RGBA, CL_HALF_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * (N + padding) / 4; + img_desc.buffer = b_sub_buf_trans; + CL_CHECK((b_img_trans = clCreateImage(context, 0, &img_fmt, &img_desc, NULL, &err), err)); + + // transpose activations + int height_B = N/4; + if (height_B == 0) { + height_B = 1; + } + int width_B = K/4; + int padded_height_B = (N + padding)/4; + + kernel = backend_ctx->kernel_transpose_32_16; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(int), &height_B)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(int), &width_B)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &padded_height_B)); + + size_t local_work_size_t[2] = { 1, 16 }; + size_t global_work_size_t[2] = { (size_t)width_B, (size_t)padded_height_B }; + backend_ctx->enqueue_ndrange_kernel(kernel, 2, global_work_size_t, local_work_size_t, dst); + + // gemm + kernel = backend_ctx->kernel_gemm_noshuffle_q4_1_f32; + int padded_N = N + padding; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q4_1->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_1->d)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_1->m)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &padded_N)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_int), &ne1)); + + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne1, 8), (size_t)CEIL_DIV(ne01, 4), 1}; + size_t local_work_size[3] = {1, 128, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + CL_CHECK(clReleaseMemObject(b_sub_buf)); + CL_CHECK(clReleaseMemObject(b_sub_buf_trans)); + CL_CHECK(clReleaseMemObject(b_img)); + CL_CHECK(clReleaseMemObject(b_img_trans)); + } +#else + GGML_UNUSED(backend); + GGML_UNUSED(src0); + GGML_UNUSED(src1); + GGML_UNUSED(dst); +#endif +} + static void ggml_cl_mul_mat_q8_0_f32_adreno(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { #ifdef GGML_OPENCL_USE_ADRENO_KERNELS GGML_ASSERT(src0); @@ -8422,6 +9873,9 @@ static void ggml_cl_mul_mat_q8_0_f32_adreno(ggml_backend_t backend, const ggml_t cl_mem B_image1d; cl_mem B_sub_buffer; cl_mem S_image1d; + // for B transpose + cl_mem B_image1d_trans = nullptr; + cl_mem B_d = nullptr; cl_mem D_image1d; cl_mem D_sub_buffer; @@ -8513,9 +9967,6 @@ static void ggml_cl_mul_mat_q8_0_f32_adreno(ggml_backend_t backend, const ggml_t global_work_size[2] = 1; } else { cl_ulong offsetd = extrad->offset + dst->view_offs; - cl_mem B_image1d_trans = nullptr; - // for B transpose - cl_mem B_d = nullptr; int padding; //how many extra elements beyond multiple of 8 @@ -8610,6 +10061,388 @@ static void ggml_cl_mul_mat_q8_0_f32_adreno(ggml_backend_t backend, const ggml_t CL_CHECK(clReleaseMemObject(S_image1d)); CL_CHECK(clReleaseMemObject(D_sub_buffer)); CL_CHECK(clReleaseMemObject(D_image1d)); + if (B_image1d_trans) { + CL_CHECK(clReleaseMemObject(B_image1d_trans)); + } + if (B_d) { + CL_CHECK(clReleaseMemObject(B_d)); + } +#else + GGML_UNUSED(backend); + GGML_UNUSED(src0); + GGML_UNUSED(src1); + GGML_UNUSED(dst); +#endif +} + +static void ggml_cl_mul_mat_q4_k_f32_adreno(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(src1); + GGML_ASSERT(src1->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + ggml_tensor_extra_cl_q4_K * extra0_q4_k = (ggml_tensor_extra_cl_q4_K *)src0->extra; + + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + const int ne00 = src0->ne[0]; + const int ne01 = src0->ne[1]; + + const int ne1 = dst->ne[1]; + + GGML_ASSERT(ne00 % ggml_blck_size(src0->type) == 0); + + cl_context context = backend_ctx->context; + cl_kernel kernel; + + cl_int err; + cl_image_format img_fmt; + cl_image_desc img_desc; + cl_buffer_region region; + + int M = ne01; + int N = ne1; + int K = ne00; + + cl_uchar mask_d6 = 0x3F; + cl_uchar mask_d4 = 0x0F; + cl_uchar mask_hi2 = 0xC0; + + if (ne1 == 1) { + cl_mem q_img = nullptr; + cl_mem b_sub_buf = nullptr; + cl_mem b_img = nullptr; + + // image for q + img_fmt = { CL_R, CL_UNSIGNED_INT32}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = M * K / 2 / 4; + img_desc.buffer = extra0_q4_k->q; + CL_CHECK((q_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // subbuffer for activations + region.origin = offset1; + region.size = K * N * sizeof(float); + CL_CHECK((b_sub_buf = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for activations + img_fmt = {CL_RGBA, CL_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * N / 4; + img_desc.buffer = b_sub_buf; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + kernel = backend_ctx->kernel_gemv_noshuffle_q4_k_f32; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &q_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_k->d)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_k->dm)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q4_k->s)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_uchar), &mask_d6)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_uchar), &mask_d4)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_uchar), &mask_hi2)); + + size_t local_work_size[3] = {64, 4, 1}; + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne01/2, 64)*64, 4, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + CL_CHECK(clReleaseMemObject(q_img)); + CL_CHECK(clReleaseMemObject(b_sub_buf)); + CL_CHECK(clReleaseMemObject(b_img)); + } else { + + cl_mem b_sub_buf = nullptr; + cl_mem b_sub_buf_trans = nullptr; + cl_mem b_img = nullptr; + cl_mem b_img_trans = nullptr; + + // subbuffer for activations + region.origin = offset1; + region.size = K * N * sizeof(float); + CL_CHECK((b_sub_buf = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for activations + img_fmt = {CL_RGBA, CL_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * N / 4; + img_desc.buffer = b_sub_buf; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // pad N to multiple of 8 + int extra_elements = N % 8; + int padding = 0; + if (extra_elements > 0){ + padding = 8 - extra_elements; + } + + // subbuffer for transposed activations + region.origin = 0; + region.size = K * (N + padding) * sizeof(float)/2; + backend_ctx->prealloc_act_trans.allocate(context, region.size); + CL_CHECK((b_sub_buf_trans = clCreateSubBuffer(backend_ctx->prealloc_act_trans.buffer, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for transposed activations + img_fmt = {CL_RGBA, CL_HALF_FLOAT}; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = K * (N + padding) / 4; + img_desc.buffer = b_sub_buf_trans; + CL_CHECK((b_img_trans = clCreateImage(context, 0, &img_fmt, &img_desc, NULL, &err), err)); + + // transpose activations + int height_B = N/4; + if (height_B == 0) { + height_B = 1; + } + int width_B = K/4; + int padded_height_B = (N + padding)/4; + + kernel = backend_ctx->kernel_transpose_32_16; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(int), &height_B)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(int), &width_B)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &padded_height_B)); + + size_t local_work_size_t[2] = { 1, 16 }; + size_t global_work_size_t[2] = { (size_t)width_B, (size_t)padded_height_B }; + backend_ctx->enqueue_ndrange_kernel(kernel, 2, global_work_size_t, local_work_size_t, dst); + + // gemm + kernel = backend_ctx->kernel_gemm_noshuffle_q4_k_f32; + int padded_N = N + padding; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q4_k->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_k->s)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_k->d)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q4_k->dm)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_int), &padded_N)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_int), &ne1)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_uchar), &mask_d6)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_uchar), &mask_d4)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(cl_uchar), &mask_hi2)); + + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne1, 8), (size_t)CEIL_DIV(ne01, 4), 1}; + size_t local_work_size[3] = {1, 128, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + CL_CHECK(clReleaseMemObject(b_sub_buf)); + CL_CHECK(clReleaseMemObject(b_sub_buf_trans)); + CL_CHECK(clReleaseMemObject(b_img)); + CL_CHECK(clReleaseMemObject(b_img_trans)); + } +#else + GGML_UNUSED(backend); + GGML_UNUSED(src0); + GGML_UNUSED(src1); + GGML_UNUSED(dst); +#endif +} + +static void ggml_cl_mul_mat_q6_K_f32_adreno(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { +#ifdef GGML_OPENCL_USE_ADRENO_KERNELS + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(src1); + GGML_ASSERT(src1->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl_q6_K * extra0_q6_K = (ggml_tensor_extra_cl_q6_K *)src0->extra; + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + const int ne00 = src0->ne[0]; + const int ne01 = src0->ne[1]; + + const int ne1 = dst->ne[1]; + + GGML_ASSERT(ne00 % ggml_blck_size(src0->type) == 0); + + cl_context context = backend_ctx->context; + cl_kernel kernel; + + cl_int err; + cl_buffer_region region; + cl_image_format img_fmt; + cl_image_desc img_desc; + + // subbuffer and image for activation + if (ne1 == 1) { + cl_mem ql_img = nullptr; + cl_mem qh_img = nullptr; + cl_mem b_sub_buffer = nullptr; + cl_mem b_img = nullptr; + + // image for ql + img_fmt.image_channel_order = CL_R; + img_fmt.image_channel_data_type = CL_FLOAT; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = ne01 * ne00 / 8; + img_desc.buffer = extra0_q6_K->ql; + CL_CHECK((ql_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // image for qh + img_fmt.image_channel_order = CL_R; + img_fmt.image_channel_data_type = CL_HALF_FLOAT; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = ne01 * ne00 / 8; + img_desc.buffer = extra0_q6_K->qh; + CL_CHECK((qh_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + region.origin = offset1; + region.size = ne00 * ne1 * sizeof(float); + CL_CHECK((b_sub_buffer = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + img_fmt.image_channel_order = CL_RGBA; + img_fmt.image_channel_data_type = CL_FLOAT; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = ne00 * ne1 / 4; + img_desc.buffer = b_sub_buffer; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + kernel = backend_ctx->kernel_gemv_noshuffle_q6_K_f32; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &ql_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &qh_img)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q6_K->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q6_K->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_int), &ne01)); + + size_t local_work_size[3] = {64, 4, 1}; + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne01/2, 64)*64, 4, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + CL_CHECK(clReleaseMemObject(ql_img)); + CL_CHECK(clReleaseMemObject(qh_img)); + CL_CHECK(clReleaseMemObject(b_sub_buffer)); + CL_CHECK(clReleaseMemObject(b_img)); + } else { + cl_mem b_sub_buf; + cl_mem b_buf_trans; + cl_mem b_img; + cl_mem b_img_trans; + + // subbuffer for activation + region.origin = offset1; + region.size = ne00 * ne1 * sizeof(float); + CL_CHECK((b_sub_buf = clCreateSubBuffer(extra1->data_device, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for activation + img_fmt.image_channel_order = CL_RGBA; + img_fmt.image_channel_data_type = CL_FLOAT; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = ne00 * ne1 / 4; + img_desc.buffer = b_sub_buf; + CL_CHECK((b_img = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt, &img_desc, NULL, &err), err)); + + // pad N to multiple of 8 + int extra_elements = ne1 % 8; + int padding = 0; + if (extra_elements > 0){ + padding = 8 - extra_elements; + } + + // subbuffer for transposed activation + region.origin = 0; + region.size = ne00 * (ne1 + padding) * sizeof(float)/2; + backend_ctx->prealloc_act_trans.allocate(context, region.size); + CL_CHECK((b_buf_trans = clCreateSubBuffer(backend_ctx->prealloc_act_trans.buffer, 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err), err)); + + // image for transposed activation + img_fmt.image_channel_order = CL_RGBA; + img_fmt.image_channel_data_type = CL_HALF_FLOAT; + memset(&img_desc, 0, sizeof(img_desc)); + img_desc.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc.image_width = ne00 * (ne1 + padding) / 4; + img_desc.buffer = b_buf_trans; + CL_CHECK((b_img_trans = clCreateImage(context, 0, &img_fmt, &img_desc, NULL, &err), err)); + + // transpose activation + int height_B = ne1/4; + if (height_B == 0) { + height_B = 1; + } + int width_B = ne00/4; + int padded_height_B = (ne1 + padding) / 4; + + kernel = backend_ctx->kernel_transpose_32_16; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &b_img)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(int), &height_B)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(int), &width_B)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &padded_height_B)); + + size_t local_size_t[2] = { 1, 16 }; + size_t global_size_t[2] = { (size_t)width_B, (size_t)padded_height_B }; + backend_ctx->enqueue_ndrange_kernel(kernel, 2, global_size_t, local_size_t, dst); + + // gemm + kernel = backend_ctx->kernel_gemm_noshuffle_q6_K_f32; + int padded_N = ne1 + padding; + + cl_ushort mask_f000 = 0xF000; + cl_uchar mask_c0 = 0xC0; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q6_K->ql)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q6_K->qh)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q6_K->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q6_K->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &b_img_trans)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &padded_N)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &ne1)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ushort),&mask_f000)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_uchar), &mask_c0)); + + size_t global_work_size[3] = {(size_t)CEIL_DIV(ne1, 8), (size_t)CEIL_DIV(ne01, 4), 1}; + size_t local_work_size[3] = {2, 128, 1}; + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + CL_CHECK(clReleaseMemObject(b_sub_buf)); + CL_CHECK(clReleaseMemObject(b_img)); + CL_CHECK(clReleaseMemObject(b_buf_trans)); + CL_CHECK(clReleaseMemObject(b_img_trans)); + } #else GGML_UNUSED(backend); GGML_UNUSED(src0); @@ -8644,6 +10477,8 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co ggml_tensor_extra_cl_q4_1 * extra0_q4_1 = (ggml_tensor_extra_cl_q4_1 *)src0->extra; ggml_tensor_extra_cl_mxfp4 * extra0_mxfp4 = (ggml_tensor_extra_cl_mxfp4 *)src0->extra; ggml_tensor_extra_cl_q8_0 * extra0_q8_0 = (ggml_tensor_extra_cl_q8_0 *)src0->extra; + ggml_tensor_extra_cl_q4_K * extra0_q4_K = (ggml_tensor_extra_cl_q4_K *)src0->extra; + ggml_tensor_extra_cl_q5_K * extra0_q5_K = (ggml_tensor_extra_cl_q5_K *)src0->extra; ggml_tensor_extra_cl_q6_K * extra0_q6_K = (ggml_tensor_extra_cl_q6_K *)src0->extra; #endif @@ -8736,6 +10571,16 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co int padding; // <--------------------------------------------> // + // NOTE: Kernels using image1d_buffer_t (e.g., src0_q) would normally require + // a limit check, but q4_0 / q4_1 tensors are very unlikely to exceed that + // limit, so the check is omitted. + + // q4_1 x fp32 + if (src0t == GGML_TYPE_Q4_1 && src1t == GGML_TYPE_F32) { + ggml_cl_mul_mat_q4_1_f32_adreno(backend, src0, src1, dst); + return; + } + // q8_0 x fp32 if (src0t == GGML_TYPE_Q8_0 && src1t == GGML_TYPE_F32 && enable_adreno_trans_weight(backend_ctx, src0)) { @@ -8743,6 +10588,18 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co return; } + // q4_k x fp32 + if (src0t == GGML_TYPE_Q4_K && src1t == GGML_TYPE_F32) { + ggml_cl_mul_mat_q4_k_f32_adreno(backend, src0, src1, dst); + return; + } + + // q6_K x fp32 + if (src0t == GGML_TYPE_Q6_K && src1t == GGML_TYPE_F32) { + ggml_cl_mul_mat_q6_K_f32_adreno(backend, src0, src1, dst); + return; + } + // q4_0 x fp32 if(src0t == GGML_TYPE_Q4_0 && src1t == GGML_TYPE_F32) { // TODO: remove duplicate definitions of image description + format -- move to top @@ -9282,6 +11139,95 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); return; } + case GGML_TYPE_Q4_K: { + if (ne11 < 32) { + break; + } + if (!ggml_is_contiguous(src0) || !ggml_is_contiguous(src1)) { + break; + } + + kernel = backend_ctx->kernel_mul_mm_q4_k_f32_l4_lm; + nth0 = 128; // calculated as (BM*BN)/(TM*TN) + + int batch_stride_a = ne00*ne01; + int batch_stride_b = ne10*ne11; + int batch_stride_d = ne0*ne1; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q4_K->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_K->s)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_K->d)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q4_K->dm)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(int), &ne11)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &ne10)); // stride_a + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &ne10)); // stride_b + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &ne01)); // stride_d + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(int), &batch_stride_a)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(int), &batch_stride_b)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &batch_stride_d)); + CL_CHECK(clSetKernelArg(kernel, 19, sizeof(int), &r2)); + CL_CHECK(clSetKernelArg(kernel, 20, sizeof(int), &r3)); + + // 64 is block tile size BM and BN - change here when BM and BN in the kernel are changed. + size_t global_work_size[] = {(size_t)(CEIL_DIV(ne01, 64)*nth0), (size_t)(CEIL_DIV(ne11, 64)), (size_t)ne12*ne13}; + size_t local_work_size[] = {(size_t)nth0, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + return; + } + case GGML_TYPE_Q5_K: { + if (ne11 < 32) { + break; + } + if (!ggml_is_contiguous(src0) || !ggml_is_contiguous(src1)) { + break; + } + + kernel = backend_ctx->kernel_mul_mm_q5_k_f32_l4_lm; + nth0 = 128; // calculated as (BM*BN)/(TM*TN) + + int batch_stride_a = ne00*ne01; + int batch_stride_b = ne10*ne11; + int batch_stride_d = ne0*ne1; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q5_K->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q5_K->qh)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q5_K->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q5_K->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra0_q5_K->dm)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(int), &ne11)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &ne10)); // stride_a + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &ne10)); // stride_b + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(int), &ne01)); // stride_d + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(int), &batch_stride_a)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &batch_stride_b)); + CL_CHECK(clSetKernelArg(kernel, 19, sizeof(int), &batch_stride_d)); + CL_CHECK(clSetKernelArg(kernel, 20, sizeof(int), &r2)); + CL_CHECK(clSetKernelArg(kernel, 21, sizeof(int), &r3)); + + // 64 is block tile size BM and BN - change here when BM and BN in the kernel are changed. + size_t global_work_size[] = {(size_t)(CEIL_DIV(ne01, 64)*nth0), (size_t)(CEIL_DIV(ne11, 64)), (size_t)ne12*ne13}; + size_t local_work_size[] = {(size_t)nth0, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + return; + } case GGML_TYPE_Q6_K: { if (ne11 < 32) { break; @@ -9726,6 +11672,43 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co case GGML_TYPE_Q2_K: case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_K: { +#ifdef GGML_OPENCL_SOA_Q + kernel = backend_ctx->kernel_mul_mv_q4_K_f32_flat; + + if (backend_ctx->gpu_family == INTEL) { + nth0 = 16; + nth1 = 1; + ndst = 4; + } else if (backend_ctx->gpu_family == ADRENO) { + nth0 = 64; + nth1 = 2; + ndst = 16; + } else { + GGML_ASSERT(false && "TODO: Unknown GPU"); + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q4_K->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q4_K->s)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q4_K->d)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q4_K->dm)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(cl_ulong), &nb11)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(cl_ulong), &nb12)); + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &nb13)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(int), &ne0)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &ne1)); + CL_CHECK(clSetKernelArg(kernel, 19, sizeof(int), &r2)); + CL_CHECK(clSetKernelArg(kernel, 20, sizeof(int), &r3)); +#else kernel = backend_ctx->kernel_mul_mv_q4_K_f32; if (backend_ctx->gpu_family == INTEL) { @@ -9759,9 +11742,84 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co CL_CHECK(clSetKernelArg(kernel, 16, sizeof(int), &ne1)); CL_CHECK(clSetKernelArg(kernel, 17, sizeof(int), &r2)); CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &r3)); +#endif // GGML_OPENCL_SOA_Q + break; + } + case GGML_TYPE_Q5_K: { +#ifdef GGML_OPENCL_SOA_Q + kernel = backend_ctx->kernel_mul_mv_q5_K_f32_flat; + + if (backend_ctx->gpu_family == INTEL) { + nth0 = 16; + nth1 = 1; + ndst = 4; + } else if (backend_ctx->gpu_family == ADRENO) { + nth0 = 64; + nth1 = 2; + ndst = 16; + } else { + GGML_ASSERT(false && "TODO: Unknown GPU"); + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0_q5_K->q)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extra0_q5_K->qh)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra0_q5_K->s)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extra0_q5_K->d)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extra0_q5_K->dm)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(cl_ulong), &nb11)); + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &nb12)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(cl_ulong), &nb13)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &ne0)); + CL_CHECK(clSetKernelArg(kernel, 19, sizeof(int), &ne1)); + CL_CHECK(clSetKernelArg(kernel, 20, sizeof(int), &r2)); + CL_CHECK(clSetKernelArg(kernel, 21, sizeof(int), &r3)); +#else + kernel = backend_ctx->kernel_mul_mv_q5_K_f32; + + if (backend_ctx->gpu_family == INTEL) { + nth0 = 16; + nth1 = 1; + ndst = 4; + } else if (backend_ctx->gpu_family == ADRENO) { + nth0 = 64; + nth1 = 1; + ndst = 4; + } else { + GGML_ASSERT(false && "TODO: Unknown GPU"); + } + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(int), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(int), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb11)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(cl_ulong), &nb12)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(cl_ulong), &nb13)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &ne0)); + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(int), &ne1)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(int), &r2)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(int), &r3)); +#endif // GGML_OPENCL_SOA_Q break; } - case GGML_TYPE_Q5_K: case GGML_TYPE_Q6_K: #ifdef GGML_OPENCL_SOA_Q kernel = backend_ctx->kernel_mul_mv_q6_K_f32_flat; @@ -9929,7 +11987,10 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co } else if (src0t == GGML_TYPE_Q3_K) { GGML_ASSERT(false && "not implemented"); } else if (src0t == GGML_TYPE_Q5_K) { - GGML_ASSERT(false && "not implemented"); + size_t global_work_size[] = {(size_t)(ne01+ndst*nth1-1)/(ndst*nth1)*nth0, (size_t)ne11*nth1, (size_t)ne12*ne13}; + size_t local_work_size[] = {(size_t)nth0, (size_t)nth1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } else if (src0t == GGML_TYPE_Q6_K) { size_t global_work_size[] = {(size_t)(ne01+ndst*nth1-1)/(ndst*nth1)*nth0, (size_t)ne11*nth1, (size_t)ne12*ne13}; size_t local_work_size[] = {(size_t)nth0, (size_t)nth1, 1}; @@ -10402,28 +12463,13 @@ static void ggml_cl_cpy(ggml_backend_t backend, const ggml_tensor * src0, const // GGML_OP_DUP and GGML_OP_CONT happen between src0 and dst. UNUSED(dst); - const int ne00 = src0 ? src0->ne[0] : 0; - const int ne01 = src0 ? src0->ne[1] : 0; - const int ne02 = src0 ? src0->ne[2] : 0; - const int ne03 = src0 ? src0->ne[3] : 0; + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne1, src1, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb1, src1, nb); - const cl_ulong nb00 = src0 ? src0->nb[0] : 0; - const cl_ulong nb01 = src0 ? src0->nb[1] : 0; - const cl_ulong nb02 = src0 ? src0->nb[2] : 0; - const cl_ulong nb03 = src0 ? src0->nb[3] : 0; - - const int ne10 = src1 ? src1->ne[0] : 0; - const int ne11 = src1 ? src1->ne[1] : 0; - const int ne12 = src1 ? src1->ne[2] : 0; - const int ne13 = src1 ? src1->ne[3] : 0; - - const cl_ulong nb10 = src1 ? src1->nb[0] : 0; - const cl_ulong nb11 = src1 ? src1->nb[1] : 0; - const cl_ulong nb12 = src1 ? src1->nb[2] : 0; - const cl_ulong nb13 = src1 ? src1->nb[3] : 0; - - const enum ggml_type src0t = src0 ? src0->type : GGML_TYPE_COUNT; - const enum ggml_type src1t = src1 ? src1->type : GGML_TYPE_COUNT; + const enum ggml_type src0t = src0->type; + const enum ggml_type src1t = src1->type; ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; @@ -10460,6 +12506,15 @@ static void ggml_cl_cpy(ggml_backend_t backend, const ggml_tensor * src0, const GGML_ASSERT(false && "not implemented"); } break; + case GGML_TYPE_I32: + switch (src1t) { + case GGML_TYPE_I32: + kernel = backend_ctx->kernel_cpy_i32_i32; + break; + default: + GGML_ASSERT(false && "not implemented"); + } + break; default: GGML_ASSERT(false && "not implemented"); } @@ -10498,6 +12553,89 @@ static void ggml_cl_dup(ggml_backend_t backend, const ggml_tensor * src0, const UNUSED(src1); } +static void ggml_cl_set(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(src1); + GGML_ASSERT(src1->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + GGML_ASSERT((src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32) && + src1->type == src0->type && dst->type == src0->type); + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne1, src1, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb1, src1, nb); + GGML_TENSOR_LOCALS(int, ne, dst, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb, dst, nb); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset1 = extra1->offset + src1->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + const cl_ulong pnb1 = ((const int32_t *)dst->op_params)[0]; + const cl_ulong pnb2 = ((const int32_t *)dst->op_params)[1]; + const cl_ulong pnb3 = ((const int32_t *)dst->op_params)[2]; + const cl_ulong offs = ((const int32_t *)dst->op_params)[3]; + const bool inplace = (bool)((const int32_t *)dst->op_params)[4]; + + cl_kernel kernel = nullptr; + + // for inplace case, dst is a view of src0 and is updated on top of it + // so for non-inplace case, copy src0 to dst first + if (!inplace) { + ggml_cl_cpy(backend, src0, dst, nullptr); + } + + // then copy src1 to dst with specified offset + if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + kernel = backend_ctx->kernel_cpy_f32_f32; + } else if (src1->type == GGML_TYPE_I32 && dst->type == GGML_TYPE_I32) { + kernel = backend_ctx->kernel_cpy_i32_i32; + } else { + GGML_ASSERT(false && "not implemented"); + } + + offsetd += offs; + cl_ulong nb = ggml_element_size(dst); + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra1->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset1)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &ne10)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &ne11)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne13)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb10)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb11)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb12)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb13)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(int), &ne10)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &ne11)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &ne13)); + CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &nb)); + CL_CHECK(clSetKernelArg(kernel, 17, sizeof(cl_ulong), &pnb1)); + CL_CHECK(clSetKernelArg(kernel, 18, sizeof(cl_ulong), &pnb2)); + CL_CHECK(clSetKernelArg(kernel, 19, sizeof(cl_ulong), &pnb3)); + + int max_local_size = backend_ctx->get_kernel_workgroup_size(kernel); + + const int nth = MIN(max_local_size, ne00); + + size_t global_work_size[] = {(size_t)ne11*nth, (size_t)ne12, (size_t)ne13}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); +} + static void ggml_cl_diag_mask_inf(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -10560,6 +12698,49 @@ static void ggml_cl_diag_mask_inf(ggml_backend_t backend, const ggml_tensor * sr } } +static void ggml_cl_diag(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + + UNUSED(src1); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + GGML_TENSOR_LOCALS(int, ne, dst, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb, dst, nb); + + cl_kernel kernel = backend_ctx->kernel_diag_f32; + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(cl_int), &ne0)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &nb0)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb2)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb3)); + + int nth = 64; + + size_t global_work_size[] = {(size_t)ne1*nth, (size_t)ne2, (size_t)ne3}; + size_t local_work_size[] = {(size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); +} + static void ggml_cl_soft_max(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -11126,6 +13307,118 @@ static void ggml_cl_sum_rows(ggml_backend_t backend, const ggml_tensor * src0, c backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } +static void ggml_cl_cumsum(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + GGML_ASSERT(src0); + GGML_ASSERT(src0->extra); + GGML_ASSERT(dst); + GGML_ASSERT(dst->extra); + GGML_UNUSED(src1); + + GGML_ASSERT(src0->nb[0] == ggml_type_size(src0->type)); + GGML_ASSERT(ggml_is_contiguous(src0)); + + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + cl_ulong offset0 = extra0->offset + src0->view_offs; + cl_ulong offsetd = extrad->offset + dst->view_offs; + + GGML_TENSOR_LOCALS(int, ne0, src0, ne); + GGML_TENSOR_LOCALS(cl_ulong, nb0, src0, nb); + + cl_kernel kernel = backend_ctx->kernel_cumsum_blk; + + int max_workgroup_size = backend_ctx->get_kernel_workgroup_size(kernel); + int nth = 1; + while (nth < ne00 && 2*nth <= max_workgroup_size) { + nth *= 2; + } + + GGML_ASSERT(ne00 <= nth*nth); + + const int net0 = CEIL_DIV(ne00, nth); + const int net1 = ne01; + const int net2 = ne02; + const int net3 = ne03; + + const cl_ulong nbt0 = sizeof(float); + const cl_ulong nbt1 = net0*nbt0; + const cl_ulong nbt2 = net1*nbt1; + const cl_ulong nbt3 = net2*nbt2; + + static ggml_cl_buffer tmp_buffer; + tmp_buffer.allocate(backend_ctx->context, net0*ne01*ne02*ne03*sizeof(float)); + + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra0->data_device)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offset0)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &tmp_buffer.buffer)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &ne03)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nb00)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nb01)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nb02)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nb03)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &net0)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &net1)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &net2)); + + size_t global_work_size[] = { (size_t)(nth*net0*ne01), (size_t)ne02, (size_t)ne03}; + size_t local_work_size[] = { (size_t)nth, 1, 1}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + if(ne00 > nth) { + // if a single workgroup cannot handle an entire row, each workgroup + // computes a partial sum and stores to dst, tmp_buffer contains the sum + // of the each workgroup; cumsum this buffer and add to the partial sums in dst + cl_ulong offsett = 0; + kernel = backend_ctx->kernel_cumsum_blk; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &tmp_buffer.buffer)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &offsett)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &tmp_buffer.buffer)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_mem), &tmp_buffer.buffer)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(cl_ulong), &offsett)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &net0)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &ne03)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &nbt0)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &nbt1)); + CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &nbt2)); + CL_CHECK(clSetKernelArg(kernel, 12, sizeof(cl_ulong), &nbt3)); + CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &net0)); + CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &net1)); + CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &net2)); + + size_t global_work_size_1[] = { (size_t)net1*nth, (size_t)net2, (size_t)net3}; + size_t local_work_size_1[] = { (size_t)nth, 1, 1}; + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size_1, local_work_size_1, dst); + + kernel = backend_ctx->kernel_cumsum_add; + CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &tmp_buffer.buffer)); + CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), &extrad->data_device)); + CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_ulong), &offsetd)); + CL_CHECK(clSetKernelArg(kernel, 3, sizeof(int), &ne00)); + CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &ne01)); + CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &ne03)); + CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &nbt0)); + CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &nbt1)); + CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &nbt2)); + CL_CHECK(clSetKernelArg(kernel, 10, sizeof(int), &nbt3)); + + size_t global_work_size_2[] = { (size_t)(nth*net0*ne01), (size_t)ne02, (size_t)ne03}; + size_t local_work_size_2[] = { (size_t)nth, 1, 1}; + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size_2, local_work_size_2, dst); + } +} + static void ggml_cl_glu(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -11271,6 +13564,12 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_cpy; break; + case GGML_OP_SET: + if (!any_on_device) { + return false; + } + func = ggml_cl_set; + break; case GGML_OP_DUP: case GGML_OP_CONT: if (!any_on_device) { @@ -11370,6 +13669,18 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_tanh; break; + case GGML_UNARY_OP_NEG: + if (!any_on_device) { + return false; + } + func = ggml_cl_neg; + break; + case GGML_UNARY_OP_EXP: + if (!any_on_device) { + return false; + } + func = ggml_cl_exp; + break; case GGML_UNARY_OP_EXPM1: if (!any_on_device) { return false; @@ -11421,6 +13732,12 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_rms_norm; break; + case GGML_OP_L2_NORM: + if (!any_on_device) { + return false; + } + func = ggml_cl_l2_norm; + break; case GGML_OP_GROUP_NORM: if (!any_on_device) { return false; @@ -11496,6 +13813,12 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_nop; break; + case GGML_OP_DIAG: + if (!any_on_device) { + return false; + } + func = ggml_cl_diag; + break; case GGML_OP_DIAG_MASK_INF: if (!any_on_device) { return false; @@ -11538,6 +13861,12 @@ bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor } func = ggml_cl_sum_rows; break; + case GGML_OP_CUMSUM: + if (!any_on_device) { + return false; + } + func = ggml_cl_cumsum; + break; case GGML_OP_FLASH_ATTN_EXT: if (!any_on_device) { return false; diff --git a/ggml/src/ggml-opencl/kernels/cpy.cl b/ggml/src/ggml-opencl/kernels/cpy.cl index 9369351a60..820aa538a3 100644 --- a/ggml/src/ggml-opencl/kernels/cpy.cl +++ b/ggml/src/ggml-opencl/kernels/cpy.cl @@ -182,3 +182,48 @@ kernel void kernel_cpy_f32_f32( dst_data[i00] = src[0]; } } + +kernel void kernel_cpy_i32_i32( + global int * src0, + ulong offset0, + global int * dst, + ulong offsetd, + int ne00, + int ne01, + int ne02, + int ne03, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + int ne0, + int ne1, + int ne2, + int ne3, + ulong nb0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = (global int*)((global char*)src0 + offset0); + dst = (global int*)((global char*)dst + offsetd); + + int i03 = get_group_id(2); + int i02 = get_group_id(1); + int i01 = get_group_id(0); + + int n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; + + int i3 = n / (ne2*ne1*ne0); + int i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); + int i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; + int i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); + + global int * dst_data = (global int *) ((global char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + + for (int i00 = get_local_id(0); i00 < ne00; i00 += get_local_size(0)) { + global const int * src = (global int *)((global char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); + + dst_data[i00] = src[0]; + } +} diff --git a/ggml/src/ggml-opencl/kernels/cumsum.cl b/ggml/src/ggml-opencl/kernels/cumsum.cl new file mode 100644 index 0000000000..edfb74b705 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/cumsum.cl @@ -0,0 +1,139 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +// max workgroup size is usually 1024, this covers various subgroups sizes +#define MAX_SUBGROUPS 128 + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_32 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_cumsum_blk( + global char * src0, + ulong offset0, + global char * tmp, + global char * dst, + ulong offsetd, + int ne00, + int ne01, + int ne02, + int ne03, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + uint net0, + uint net1, + uint net2 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + const int nth = get_local_size(0); + const int tid = get_local_id(0); + + const uint sg_size = get_sub_group_size(); + const uint sg_id = get_sub_group_id(); + const uint sg_lid = get_sub_group_local_id(); + + const int ib = i1 / ne01; + const int i00 = ib * nth; + const int i01 = i1 % ne01; + const int i02 = i2; + const int i03 = i3; + + global const float * src0_row = (global const float *)(src0 + i03*nb03 + i02*nb02 + i01*nb01); + global float * tmp_row = (global float *)tmp + net0 * i01 + net0 * net1 * i02 + net0 * net1 * net2 * i03; + global float * dst_row = (global float *)dst + i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; + + __local float partial[MAX_SUBGROUPS]; + + float v = 0.0f; + if (i00 + tid < ne00) { + v = src0_row[i00 + tid]; + } + + float s = sub_group_scan_inclusive_add(v); + if (sg_lid == sg_size - 1) { + partial[sg_id] = s; + } + barrier(CLK_LOCAL_MEM_FENCE); + + // NB: subgroup size should be larger than number of subgroups + // assuming max workgroup size of 1024, subgroup size should be >= 32 + if (sg_id == 0) { + float x = 0.0f; + if (sg_lid < get_num_sub_groups()) { + x = partial[sg_lid]; + } + float ex = sub_group_scan_exclusive_add(x); + if (sg_lid < get_num_sub_groups()) { + partial[sg_lid] = ex; + } + } + barrier(CLK_LOCAL_MEM_FENCE); + + s += partial[sg_id]; + + if (i00 + tid < ne00) { + dst_row[i00 + tid] = s; + } + if (ne00 > nth && tid == nth - 1) { + tmp_row[ib] = s; + } +} + +kernel void kernel_cumsum_add( + global char * tmp, + global char * dst, + ulong offsetd, + int ne00, + int ne01, + int ne02, + int ne03, + uint nbt0, + uint nbt1, + uint nbt2, + uint nbt3 +) { + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + const int nth = get_local_size(0); + const int tid = get_local_id(0); + + const int ib = i1 / ne01; + if (ib == 0) { + return; + } + const int i00 = ib * nth; + const int i01 = i1 % ne01; + const int i02 = i2; + const int i03 = i3; + + global float * tmp_row = (global float *)(tmp + nbt1 * i01 + nbt2 * i02 + nbt3 * i03); + global float * dst_row = (global float *)dst + i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; + + if (i00 + tid < ne00) { + dst_row[i00 + tid] += tmp_row[ib - 1]; + } +} diff --git a/ggml/src/ggml-opencl/kernels/cvt.cl b/ggml/src/ggml-opencl/kernels/cvt.cl index 2c244ce321..1bd83d29b3 100644 --- a/ggml/src/ggml-opencl/kernels/cvt.cl +++ b/ggml/src/ggml-opencl/kernels/cvt.cl @@ -28,6 +28,7 @@ #define QK8_0 32 #define QR8_0 1 #define QK_K 256 +#define K_SCALE_SIZE (3 * QK_K / 64) #define K_QUANTS_PER_ITERATION 2 typedef char int8_t; @@ -55,6 +56,27 @@ struct block_q4_1 { uchar qs[QK4_1 / 2]; // nibbles / quants }; +//------------------------------------------------------------------------------ +// block_q4_k +//------------------------------------------------------------------------------ +struct block_q4_K { + half d; // delta + half dm; // min + uchar s[K_SCALE_SIZE]; + uchar q[QK_K / 2]; // nibbles / quants +}; + +//------------------------------------------------------------------------------ +// block_q5_k +//------------------------------------------------------------------------------ +struct block_q5_K { + half d; // delta + half dm; // min + uchar s[K_SCALE_SIZE]; + uchar qh[QK_K / 8]; + uchar qs[QK_K / 2]; // nibbles / quants +}; + //------------------------------------------------------------------------------ // block_q6_K //------------------------------------------------------------------------------ @@ -199,6 +221,58 @@ kernel void kernel_restore_block_q4_1( } } +kernel void kernel_convert_block_q4_1_noshuffle( + global struct block_q4_1 * src0, + global uchar * dst_q, + global half * dst_d, + global half * dst_m +) { + global struct block_q4_1 * b = (global struct block_q4_1 *) src0 + get_global_id(0); + global uchar * q = (global uchar *) dst_q + QK4_1/2*get_global_id(0); + global half * d = (global half *) dst_d + get_global_id(0); + global half * m = (global half *) dst_m + get_global_id(0); + + *d = b->d; + *m = b->m; + for (int i = 0; i < QK4_1/4; ++i) { + uchar x0 = b->qs[2*i + 0]; + uchar x1 = b->qs[2*i + 1]; + + q[i + 0 ] = convert_uchar(x0 & 0x0F) | convert_uchar((x1 & 0x0F) << 4); + q[i + QK4_1/4] = convert_uchar((x0 & 0xF0) >> 4) | convert_uchar(x1 & 0xF0); + +#ifdef ADRENO_GPU + if (get_global_id(0) == 65536*4096) { + printf("%04x - %02x\n", *(global ushort*)d, ((x0 & 0xF0) >> 4) | (x1 & 0xF0)); + } +#endif + } +} + +kernel void kernel_restore_block_q4_1_noshuffle( + global uchar * src_q, + global half * src_d, + global half * src_m, + global struct block_q4_1 * dst, + uchar mask_0F, + uchar mask_F0 +) { + global struct block_q4_1 * b = (global struct block_q4_1 *) dst + get_global_id(0); + global uchar * q = (global uchar *) src_q + QK4_1/2*get_global_id(0); + global half * d = (global half *) src_d + get_global_id(0); + global half * m = (global half *) src_m + get_global_id(0); + + b->d = *d; + b->m = *m; + for (int i = 0; i < QK4_1/4; ++i) { + uchar x0 = q[i + 0 ] ; + uchar x1 = q[i + QK4_1/4]; + + b->qs[2*i + 0] = convert_uchar((x0 & mask_0F) | ((x1 & mask_0F) << 4)); + b->qs[2*i + 1] = convert_uchar(((x0 & mask_F0) >> 4) | (x1 & mask_F0)); + } +} + //------------------------------------------------------------------------------ // block_mxfp4 //------------------------------------------------------------------------------ @@ -356,6 +430,198 @@ kernel void kernel_restore_block_q8_0_trans( } } +//------------------------------------------------------------------------------ +// kernel_convert_block_q4_K +// Convert the block_q4_K format to 4 separate arrays (AOS -> SOA). +// This kernel does not deshuffle the bits. +// Each thread processes a super block. +// Mask args are just to keep the signature consistent with the no-shuffle +// version and they are not used in this kernel. +//------------------------------------------------------------------------------ +kernel void kernel_convert_block_q4_K( + global struct block_q4_K * src0, + global uchar * dst_q, + global uchar * dst_s, + global half * dst_d, + global half * dst_dm, + uchar mask_0F, + uchar mask_F0 +) { + global struct block_q4_K * b = (global struct block_q4_K *) src0 + get_global_id(0); + global uchar * q = (global uchar *) dst_q + QK_K/2*get_global_id(0); + global uchar * s = (global uchar *) dst_s + K_SCALE_SIZE*get_global_id(0); + global half * d = (global half *) dst_d + get_global_id(0); + global half * dm = (global half *) dst_dm + get_global_id(0); + + *d = b->d; + *dm = b->dm; + + for (int i = 0; i < QK_K/2; ++i) { + q[i] = b->q[i]; + } + for (int i = 0; i < K_SCALE_SIZE; ++i) { + s[i] = b->s[i]; + } +} + +// Restore block_q4_K from flattened arrays. +// Each thread processes a super block. +// Mask args are just to keep the signature consistent with the no-shuffle ones. +kernel void kernel_restore_block_q4_K( + global uchar * src_q, + global uchar * src_s, + global half * src_d, + global half * src_dm, + global struct block_q4_K * dst, + uchar mask_0F, + uchar mask_F0 +) { + global struct block_q4_K * b = (global struct block_q4_K *) dst + get_global_id(0); + global uchar * q = (global uchar *) src_q + QK_K/2*get_global_id(0); + global uchar * s = (global uchar *) src_s + K_SCALE_SIZE*get_global_id(0); + global half * d = (global half *) src_d + get_global_id(0); + global half * dm = (global half *) src_dm + get_global_id(0); + + b->d = *d; + b->dm = *dm; + + for (int i = 0; i < QK_K/2; ++i) { + b->q[i] = q[i]; + } + for (int i = 0; i < K_SCALE_SIZE; ++i) { + b->s[i] = s[i]; + } +} + +kernel void kernel_convert_block_q4_K_noshuffle( + global struct block_q4_K * src0, + global uchar * dst_q, + global uchar * dst_s, + global half * dst_d, + global half * dst_dm, + uchar mask_0F, + uchar mask_F0 +) { + global struct block_q4_K * b = (global struct block_q4_K *) src0 + get_global_id(0); + global uchar * q = (global uchar *) dst_q + QK_K/2 * get_global_id(0); + global uchar * s = (global uchar *) dst_s + K_SCALE_SIZE * get_global_id(0); + global half * d = (global half *) dst_d + get_global_id(0); + global half * dm = (global half *) dst_dm + get_global_id(0); + + *d = b->d; + *dm = b->dm; + + for (int i = 0; i < QK_K / 64; ++i) { + for (int j = 0; j < 16; ++j) { + uchar x0 = b->q[i*32 + 2*j]; + uchar x1 = b->q[i*32 + 2*j + 1]; + q[i*32 + j] = convert_uchar(x0 & mask_0F) | convert_uchar((x1 & mask_0F) << 4); + q[i*32 + j + 16] = convert_uchar((x0 & mask_F0) >> 4) | convert_uchar(x1 & mask_F0); + } + } + + for (int i = 0; i < K_SCALE_SIZE; ++i) { + s[i] = b->s[i]; + } +} + +kernel void kernel_restore_block_q4_K_noshuffle( + global uchar * src_q, + global uchar * src_s, + global half * src_d, + global half * src_dm, + global struct block_q4_K * dst, + uchar mask_0F, + uchar mask_F0 +) { + global struct block_q4_K * b = (global struct block_q4_K *) dst + get_global_id(0); + global uchar * q = (global uchar *) src_q + QK_K/2 * get_global_id(0); + global uchar * s = (global uchar *) src_s + K_SCALE_SIZE * get_global_id(0); + global half * d = (global half *) src_d + get_global_id(0); + global half * dm = (global half *) src_dm + get_global_id(0); + + b->d = *d; + b->dm = *dm; + + for (int i = 0; i < QK_K / 64; ++i) { + for (int j = 0; j < 16; ++j) { + uchar lo = q[i*32 + j]; + uchar hi = q[i*32 + j + 16]; + b->q[i*32 + 2*j] = convert_uchar((lo & mask_0F) | ((hi & mask_0F) << 4)); + b->q[i*32 + 2*j + 1] = convert_uchar(((lo & mask_F0) >> 4) | (hi & mask_F0)); + } + } + + for (int i = 0; i < K_SCALE_SIZE; ++i) { + b->s[i] = s[i]; + } +} + +//------------------------------------------------------------------------------ +// kernel_convert_block_q5_K +// Convert the block_q5_K format to 5 separate arrays (AOS -> SOA). +// Each thread processes a super block. +//------------------------------------------------------------------------------ +kernel void kernel_convert_block_q5_K( + global struct block_q5_K * src0, + global uchar * dst_q, + global uchar * dst_qh, + global uchar * dst_s, + global half * dst_d, + global half * dst_dm +) { + global struct block_q5_K * b = (global struct block_q5_K *) src0 + get_global_id(0); + global uchar * q = (global uchar *) dst_q + QK_K/2*get_global_id(0); + global uchar * qh = (global uchar *) dst_qh + QK_K/8*get_global_id(0); + global uchar * s = (global uchar *) dst_s + K_SCALE_SIZE*get_global_id(0); + global half * d = (global half *) dst_d + get_global_id(0); + global half * dm = (global half *) dst_dm + get_global_id(0); + + *d = b->d; + *dm = b->dm; + + for (int i = 0; i < QK_K/2; ++i) { + q[i] = b->qs[i]; + } + for (int i = 0; i < QK_K/8; ++i) { + qh[i] = b->qh[i]; + } + for (int i = 0; i < K_SCALE_SIZE; ++i) { + s[i] = b->s[i]; + } +} + +// Restore block_q5_K from flattened arrays. +// Each thread processes a super block. +kernel void kernel_restore_block_q5_K( + global uchar * src_q, + global uchar * src_qh, + global uchar * src_s, + global half * src_d, + global half * src_dm, + global struct block_q5_K * dst +) { + global struct block_q5_K * b = (global struct block_q5_K *) dst + get_global_id(0); + global uchar * q = (global uchar *) src_q + QK_K/2*get_global_id(0); + global uchar * qh = (global uchar *) src_qh + QK_K/8*get_global_id(0); + global uchar * s = (global uchar *) src_s + K_SCALE_SIZE*get_global_id(0); + global half * d = (global half *) src_d + get_global_id(0); + global half * dm = (global half *) src_dm + get_global_id(0); + + b->d = *d; + b->dm = *dm; + + for (int i = 0; i < QK_K/2; ++i) { + b->qs[i] = q[i]; + } + for (int i = 0; i < QK_K/8; ++i) { + b->qh[i] = qh[i]; + } + for (int i = 0; i < K_SCALE_SIZE; ++i) { + b->s[i] = s[i]; + } +} + //------------------------------------------------------------------------------ // kernel_convert_block_q6_K // Convert the block_q6_K format to 3 separate arrays (AOS -> SOA). @@ -367,8 +633,13 @@ kernel void kernel_convert_block_q6_K( global uchar * dst_ql, global uchar * dst_qh, global char * dst_s, - global half * dst_d + global half * dst_d, + uchar mask_lsb_8, + ulong n_blk ) { + if (get_global_id(0) >= n_blk) { + return; + } global struct block_q6_K * b = (global struct block_q6_K *) src0 + get_global_id(0); global uchar * ql = (global uchar *) dst_ql + QK_K/2*get_global_id(0); global uchar * qh = (global uchar *) dst_qh + QK_K/4*get_global_id(0); @@ -395,8 +666,13 @@ kernel void kernel_restore_block_q6_K( global uchar * dst_qh, global char * dst_s, global half * dst_d, - global struct block_q6_K * dst + global struct block_q6_K * dst, + uchar mask_lsb_8, + ulong n_blk ) { + if (get_global_id(0) >= n_blk) { + return; + } global struct block_q6_K * b = (global struct block_q6_K *) dst + get_global_id(0); global uchar * ql = (global uchar *) dst_ql + QK_K/2*get_global_id(0); global uchar * qh = (global uchar *) dst_qh + QK_K/4*get_global_id(0); @@ -415,3 +691,117 @@ kernel void kernel_restore_block_q6_K( b->scales[i] = s[i]; } } + +kernel void kernel_convert_block_q6_K_noshuffle( + global struct block_q6_K * src0, + global uchar * dst_ql, + global uchar * dst_qh, + global char * dst_s, + global half * dst_d, + uchar mask_lsb_8, + ulong n_blk +) { + if (get_global_id(0) >= n_blk) { + return; + } + global struct block_q6_K * b = (global struct block_q6_K *) src0 + get_global_id(0); + global uchar * ql = (global uchar *) dst_ql + QK_K/2*get_global_id(0); + global uchar * qh = (global uchar *) dst_qh + QK_K/4*get_global_id(0); + global char * s = (global char *) dst_s + QK_K/16*get_global_id(0); + global half * d = (global half *) dst_d + get_global_id(0); + + *d = b->d; + + for (int i = 0; i < QK_K/2/4; ++i) { + uchar x0 = b->ql[i*2 + 0] & mask_lsb_8; + uchar x1 = b->ql[i*2 + 1] & mask_lsb_8; + ql[i + 0] = (x0 & 0x0F) | ((x1 & 0x0F) << 4); + ql[i + 32] = ((x0 & 0xF0) >> 4) | (x1 & 0xF0); + + uchar x2 = b->ql[i*2 + 0 + 64] & mask_lsb_8; + uchar x3 = b->ql[i*2 + 1 + 64] & mask_lsb_8; + ql[i + 64] = (x2 & 0x0F) | ((x3 & 0x0F) << 4); + ql[i + 96] = ((x2 & 0xF0) >> 4) | (x3 & 0xF0); + } + + for (int i = 0; i < QK_K/4/8; ++i) { + uchar x0 = b->qh[i*4 + 0] & mask_lsb_8; + uchar x1 = b->qh[i*4 + 1] & mask_lsb_8; + uchar x2 = b->qh[i*4 + 2] & mask_lsb_8; + uchar x3 = b->qh[i*4 + 3] & mask_lsb_8; + qh[i + 0] = (x0 & 0x03) | ((x1 & 0x03) << 2) | ((x2 & 0x03) << 4) | ((x3 & 0x03) << 6); + qh[i + 8] = ((x0 & 0x0C) >> 2) | (x1 & 0x0C) | ((x2 & 0x0C) << 2) | ((x3 & 0x0C) << 4); + qh[i + 16] = ((x0 & 0x30) >> 4) | ((x1 & 0x30) >> 2) | (x2 & 0x30) | ((x3 & 0x30) << 2); + qh[i + 24] = ((x0 & 0xC0) >> 6) | ((x1 & 0xC0) >> 4) | ((x2 & 0xC0) >> 2) | (x3 & 0xC0); + + uchar x4 = b->qh[i*4 + 0 + 32] & mask_lsb_8; + uchar x5 = b->qh[i*4 + 1 + 32] & mask_lsb_8; + uchar x6 = b->qh[i*4 + 2 + 32] & mask_lsb_8; + uchar x7 = b->qh[i*4 + 3 + 32] & mask_lsb_8; + qh[i + 32] = (x4 & 0x03) | ((x5 & 0x03) << 2) | ((x6 & 0x03) << 4) | ((x7 & 0x03) << 6); + qh[i + 40] = ((x4 & 0x0C) >> 2) | (x5 & 0x0C) | ((x6 & 0x0C) << 2) | ((x7 & 0x0C) << 4); + qh[i + 48] = ((x4 & 0x30) >> 4) | ((x5 & 0x30) >> 2) | (x6 & 0x30) | ((x7 & 0x30) << 2); + qh[i + 56] = ((x4 & 0xC0) >> 6) | ((x5 & 0xC0) >> 4) | ((x6 & 0xC0) >> 2) | (x7 & 0xC0); + } + + for (int i = 0; i < QK_K/16; ++i) { + s[i] = b->scales[i]; + } +} + +kernel void kernel_restore_block_q6_K_noshuffle( + global uchar * src_ql, + global uchar * src_qh, + global char * src_s, + global half * src_d, + global struct block_q6_K * dst, + uchar mask_lsb_8, + ulong n_blk +) { + if (get_global_id(0) >= n_blk) { + return; + } + global struct block_q6_K * b = (global struct block_q6_K *) dst + get_global_id(0); + global uchar * ql = (global uchar *) src_ql + QK_K/2*get_global_id(0); + global uchar * qh = (global uchar *) src_qh + QK_K/4*get_global_id(0); + global char * s = (global char *) src_s + QK_K/16*get_global_id(0); + global half * d = (global half *) src_d + get_global_id(0); + + b->d = *d; + + for (int i = 0; i < QK_K/2/4; ++i) { + uchar x0 = ql[i + 0] & mask_lsb_8; + uchar x1 = ql[i + 32] & mask_lsb_8; + b->ql[i*2 + 0] = (x0 & 0x0F) | ((x1 & 0x0F) << 4); + b->ql[i*2 + 1] = ((x0 & 0xF0) >> 4) | (x1 & 0xF0); + + uchar x2 = ql[i + 64] & mask_lsb_8; + uchar x3 = ql[i + 96] & mask_lsb_8; + b->ql[i*2 + 0 + 64] = (x2 & 0x0F) | ((x3 & 0x0F) << 4); + b->ql[i*2 + 1 + 64] = ((x2 & 0xF0) >> 4) | (x3 & 0xF0); + } + + for (int i = 0; i < QK_K/4/8; ++i) { + uchar x0 = qh[i + 0] & mask_lsb_8; + uchar x1 = qh[i + 8] & mask_lsb_8; + uchar x2 = qh[i + 16] & mask_lsb_8; + uchar x3 = qh[i + 24] & mask_lsb_8; + b->qh[i*4 + 0] = (x0 & 0x03) | ((x1 & 0x03) << 2) | ((x2 & 0x03) << 4) | ((x3 & 0x03) << 6); + b->qh[i*4 + 1] = ((x0 & 0x0C) >> 2) | (x1 & 0x0C) | ((x2 & 0x0C) << 2) | ((x3 & 0x0C) << 4); + b->qh[i*4 + 2] = ((x0 & 0x30) >> 4) | ((x1 & 0x30) >> 2) | (x2 & 0x30) | ((x3 & 0x30) << 2); + b->qh[i*4 + 3] = ((x0 & 0xC0) >> 6) | ((x1 & 0xC0) >> 4) | ((x2 & 0xC0) >> 2) | (x3 & 0xC0); + + uchar x4 = qh[i + 0 + 32] & mask_lsb_8; + uchar x5 = qh[i + 8 + 32] & mask_lsb_8; + uchar x6 = qh[i + 16 + 32] & mask_lsb_8; + uchar x7 = qh[i + 24 + 32] & mask_lsb_8; + b->qh[i*4 + 0 + 32] = (x4 & 0x03) | ((x5 & 0x03) << 2) | ((x6 & 0x03) << 4) | ((x7 & 0x03) << 6); + b->qh[i*4 + 1 + 32] = ((x4 & 0x0C) >> 2) | (x5 & 0x0C) | ((x6 & 0x0C) << 2) | ((x7 & 0x0C) << 4); + b->qh[i*4 + 2 + 32] = ((x4 & 0x30) >> 4) | ((x5 & 0x30) >> 2) | (x6 & 0x30) | ((x7 & 0x30) << 2); + b->qh[i*4 + 3 + 32] = ((x4 & 0xC0) >> 6) | ((x5 & 0xC0) >> 4) | ((x6 & 0xC0) >> 2) | (x7 & 0xC0); + } + + for (int i = 0; i < QK_K/16; ++i) { + b->scales[i] = s[i]; + } +} diff --git a/ggml/src/ggml-opencl/kernels/diag.cl b/ggml/src/ggml-opencl/kernels/diag.cl new file mode 100644 index 0000000000..884efa08fd --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/diag.cl @@ -0,0 +1,27 @@ +kernel void kernel_diag_f32( + global const char * src0, + ulong offset0, + global char * dst, + ulong offsetd, + ulong nb01, + ulong nb02, + ulong nb03, + int ne0, + ulong nb0, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + int i3 = get_group_id(2); + int i2 = get_group_id(1); + int i1 = get_group_id(0); + + global const float * src0_ptr = (global const float *)(src0 + i2*nb02 + i3*nb03); + global float * dst_ptr = (global float *)(dst + i1*nb01 + i2*nb2 + i3*nb3); + + for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { + dst_ptr[i0] = i0 == i1 ? src0_ptr[i0] : 0.0f; + } +} diff --git a/ggml/src/ggml-opencl/kernels/exp.cl b/ggml/src/ggml-opencl/kernels/exp.cl new file mode 100644 index 0000000000..a2458b6579 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/exp.cl @@ -0,0 +1,125 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +kernel void kernel_exp_f32( + global const float * src0, + ulong offset0, + global float * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global float*)((global char*)src0 + offset0); + dst = (global float*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = exp(src0[get_global_id(0)]); +} + +kernel void kernel_exp_f32_4( + global const float4 * src0, + ulong offset0, + global float4 * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global float4*)((global char*)src0 + offset0); + dst = (global float4*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = exp(src0[get_global_id(0)]); +} + +kernel void kernel_exp_f16( + global const half * src0, + ulong offset0, + global half * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global half*)((global char*)src0 + offset0); + dst = (global half*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = exp(src0[get_global_id(0)]); +} + +kernel void kernel_exp_f16_4( + global const half4 * src0, + ulong offset0, + global half4 * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global half4*)((global char*)src0 + offset0); + dst = (global half4*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = exp(src0[get_global_id(0)]); +} + +kernel void kernel_exp_f32_nc( + global const char * src0, + ulong offset0, + global char * dst, + ulong offsetd, + int ne00, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + ulong nb0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + for (int i0 = get_local_id(0); i0 < ne00; i0 += get_local_size(0)) { + global const float * x = (global const float *)(src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); + global float * y = (global float *)(dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + + *y = exp(*x); + } +} + +kernel void kernel_exp_f16_nc( + global const char * src0, + ulong offset0, + global char * dst, + ulong offsetd, + int ne00, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + ulong nb0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + for (int i0 = get_local_id(0); i0 < ne00; i0 += get_local_size(0)) { + global const half * x = (global const half *)(src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); + global half * y = (global half *)(dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + + *y = exp(*x); + } +} diff --git a/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_1_f32.cl b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_1_f32.cl new file mode 100644 index 0000000000..5c4d5cc8e2 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_1_f32.cl @@ -0,0 +1,132 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable + +#ifdef cl_qcom_reqd_sub_group_size +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#ifdef ADRENO_GPU +REQD_SUBGROUP_SIZE_128 +#endif + +kernel void kernel_gemm_noshuffle_q4_1_f32( + global const ushort * src0_q, + global const half * src0_d, + global const half * src0_m, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int m, + int n, + int k, + int n_no_padding +) { + dst = (global float *)((global char *)dst + offsetd); + + int m_4 = m >> 2; + int n_4 = n >> 2; + + int gy = get_global_id(0); + int gx = get_global_id(1); + int gx_2 = gx << 2; + + half8 c0 = 0, c1 = 0, c2 = 0, c3 = 0; + half8 B; + half4 dequantized_weights; + + global const ushort* weight_ptr = src0_q + gx_2; + global const half* scale_ptr = src0_d + gx_2; + global const half* min_ptr = src0_m + gx_2; + + for(int i = 0; i < k; i += 4) { + B.s0123 = read_imageh(src1, gy*2 + (i)*(n_4)); + B.s4567 = read_imageh(src1, gy*2 + (i)*(n_4)+1); + + ushort4 bits4 = vload4(0, weight_ptr + (i/4)*(m)); + + half4 scale = vload4(0, scale_ptr + (i/32)*(m)); + half4 minv = vload4(0, min_ptr + (i/32)*(m)); + + // j=0 + dequantized_weights.s0 = (bits4.s0 & (0x000F)) * scale.s0 + minv.s0; + dequantized_weights.s1 = (bits4.s1 & (0x000F)) * scale.s1 + minv.s1; + dequantized_weights.s2 = (bits4.s2 & (0x000F)) * scale.s2 + minv.s2; + dequantized_weights.s3 = (bits4.s3 & (0x000F)) * scale.s3 + minv.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=1 + B.s0123 = read_imageh(src1, gy*2 + (i+1)*(n_4)); + B.s4567 = read_imageh(src1, gy*2 + (i+1)*(n_4)+1); + dequantized_weights.s0 = ((bits4.s0 & (0x00F0)) >> 4) * scale.s0 + minv.s0; + dequantized_weights.s1 = ((bits4.s1 & (0x00F0)) >> 4) * scale.s1 + minv.s1; + dequantized_weights.s2 = ((bits4.s2 & (0x00F0)) >> 4) * scale.s2 + minv.s2; + dequantized_weights.s3 = ((bits4.s3 & (0x00F0)) >> 4) * scale.s3 + minv.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=2 + B.s0123 = read_imageh(src1, gy*2 + (i+2)*(n_4)); + B.s4567 = read_imageh(src1, gy*2 + (i+2)*(n_4)+1); + dequantized_weights.s0 = ((bits4.s0 & (0x0F00)) >> 8) * scale.s0 + minv.s0; + dequantized_weights.s1 = ((bits4.s1 & (0x0F00)) >> 8) * scale.s1 + minv.s1; + dequantized_weights.s2 = ((bits4.s2 & (0x0F00)) >> 8) * scale.s2 + minv.s2; + dequantized_weights.s3 = ((bits4.s3 & (0x0F00)) >> 8) * scale.s3 + minv.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=3 + B.s0123 = read_imageh(src1, gy*2 + (i+3)*(n_4)); + B.s4567 = read_imageh(src1, gy*2 + (i+3)*(n_4)+1); + dequantized_weights.s0 = ((bits4.s0 & (0xF000)) >> 12) * scale.s0 + minv.s0; + dequantized_weights.s1 = ((bits4.s1 & (0xF000)) >> 12) * scale.s1 + minv.s1; + dequantized_weights.s2 = ((bits4.s2 & (0xF000)) >> 12) * scale.s2 + minv.s2; + dequantized_weights.s3 = ((bits4.s3 & (0xF000)) >> 12) * scale.s3 + minv.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + } + + int idx = (gy<<3)*m + (gx<<2); + + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s0, c1.s0, c2.s0, c3.s0), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s1, c1.s1, c2.s1, c3.s1), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s2, c1.s2, c2.s2, c3.s2), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s3, c1.s3, c2.s3, c3.s3), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s4, c1.s4, c2.s4, c3.s4), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s5, c1.s5, c2.s5, c3.s5), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s6, c1.s6, c2.s6, c3.s6), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s7, c1.s7, c2.s7, c3.s7), 0, dst + idx); + } +} diff --git a/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_k_f32.cl b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_k_f32.cl new file mode 100644 index 0000000000..99fd1fd7bf --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_k_f32.cl @@ -0,0 +1,172 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_qcom_reqd_sub_group_size +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif +#define QK_K 256 +#define K_SCALE_SIZE 12 + +inline void get_scale_min_k4( + int j, + global const uchar * q, + uchar * d, + uchar * m, + uchar mask_d6, + uchar mask_d4, + uchar mask_hi2 +) { + if (j < 4) { + *d = q[j] & mask_d6; + *m = q[j+4] & mask_d6; + } else { + *d = (q[j+4] & mask_d4) | ((q[j-4] & mask_hi2) >> 2); + *m = ((q[j+4] >> 4) & mask_d4) | ((q[j] & mask_hi2) >> 2); + } +} + +#ifdef ADRENO_GPU +REQD_SUBGROUP_SIZE_128 +#endif +kernel void kernel_gemm_noshuffle_q4_k_f32( + global const ushort * src0_q, + global const uchar * src0_s, + global const half * src0_d, + global const half * src0_dm, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int m, + int n, + int k, + int n_no_padding, + uchar mask_d6, + uchar mask_d4, + uchar mask_hi2 +) { + dst = (global float *)((global char *)dst + offsetd); + int n_4 = n >> 2; + int gy = get_global_id(0); + int gx = get_global_id(1); + int gx_2 = gx << 2; + + half8 c0 = 0, c1 = 0, c2 = 0, c3 = 0; + half8 B; + half4 dequantized_weights; + + int num_blocks_K = k / QK_K; + + global const ushort * weight_ptr = src0_q + gx_2; + global const half * d_ptr = src0_d + gx_2; + global const half * dm_ptr = src0_dm + gx_2; + + for (int i = 0; i < k; i += 32) { + int sb_idx = i / QK_K; + int sub_idx = (i / 32) % 8; + + half4 d = vload4(0, d_ptr + sb_idx * m); + half4 dm = vload4(0, dm_ptr + sb_idx * m); + + global const uchar * sc0 = src0_s + (gx_2+0) * num_blocks_K * K_SCALE_SIZE + sb_idx * K_SCALE_SIZE; + global const uchar * sc1 = src0_s + (gx_2+1) * num_blocks_K * K_SCALE_SIZE + sb_idx * K_SCALE_SIZE; + global const uchar * sc2 = src0_s + (gx_2+2) * num_blocks_K * K_SCALE_SIZE + sb_idx * K_SCALE_SIZE; + global const uchar * sc3 = src0_s + (gx_2+3) * num_blocks_K * K_SCALE_SIZE + sb_idx * K_SCALE_SIZE; + + uchar sv0, mn0, sv1, mn1, sv2, mn2, sv3, mn3; + get_scale_min_k4(sub_idx, sc0, &sv0, &mn0, mask_d6, mask_d4, mask_hi2); + get_scale_min_k4(sub_idx, sc1, &sv1, &mn1, mask_d6, mask_d4, mask_hi2); + get_scale_min_k4(sub_idx, sc2, &sv2, &mn2, mask_d6, mask_d4, mask_hi2); + get_scale_min_k4(sub_idx, sc3, &sv3, &mn3, mask_d6, mask_d4, mask_hi2); + + half4 scale = convert_half4(convert_float4(d) * convert_float4((uchar4)(sv0, sv1, sv2, sv3))); + half4 mval = convert_half4(convert_float4(dm) * convert_float4((uchar4)(mn0, mn1, mn2, mn3))); + + for (int l = 0; l < 32; l += 4) { + int ki = i + l; + ushort4 bits4 = vload4(0, weight_ptr + (ki/4) * m); + + // j=0 + B.s0123 = read_imageh(src1, gy*2 + (ki+0) * n_4); + B.s4567 = read_imageh(src1, gy*2+1 + (ki+0) * n_4); + dequantized_weights.s0 = (bits4.s0 & 0x000F) * scale.s0 - mval.s0; + dequantized_weights.s1 = (bits4.s1 & 0x000F) * scale.s1 - mval.s1; + dequantized_weights.s2 = (bits4.s2 & 0x000F) * scale.s2 - mval.s2; + dequantized_weights.s3 = (bits4.s3 & 0x000F) * scale.s3 - mval.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=1 + B.s0123 = read_imageh(src1, gy*2 + (ki+1) * n_4); + B.s4567 = read_imageh(src1, gy*2+1 + (ki+1) * n_4); + dequantized_weights.s0 = ((bits4.s0 & 0x00F0) >> 4) * scale.s0 - mval.s0; + dequantized_weights.s1 = ((bits4.s1 & 0x00F0) >> 4) * scale.s1 - mval.s1; + dequantized_weights.s2 = ((bits4.s2 & 0x00F0) >> 4) * scale.s2 - mval.s2; + dequantized_weights.s3 = ((bits4.s3 & 0x00F0) >> 4) * scale.s3 - mval.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=2 + B.s0123 = read_imageh(src1, gy*2 + (ki+2) * n_4); + B.s4567 = read_imageh(src1, gy*2+1 + (ki+2) * n_4); + dequantized_weights.s0 = ((bits4.s0 & 0x0F00) >> 8) * scale.s0 - mval.s0; + dequantized_weights.s1 = ((bits4.s1 & 0x0F00) >> 8) * scale.s1 - mval.s1; + dequantized_weights.s2 = ((bits4.s2 & 0x0F00) >> 8) * scale.s2 - mval.s2; + dequantized_weights.s3 = ((bits4.s3 & 0x0F00) >> 8) * scale.s3 - mval.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=3 + B.s0123 = read_imageh(src1, gy*2 + (ki+3) * n_4); + B.s4567 = read_imageh(src1, gy*2+1 + (ki+3) * n_4); + dequantized_weights.s0 = ((bits4.s0 & 0xF000) >> 12) * scale.s0 - mval.s0; + dequantized_weights.s1 = ((bits4.s1 & 0xF000) >> 12) * scale.s1 - mval.s1; + dequantized_weights.s2 = ((bits4.s2 & 0xF000) >> 12) * scale.s2 - mval.s2; + dequantized_weights.s3 = ((bits4.s3 & 0xF000) >> 12) * scale.s3 - mval.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + } + } + + int idx = (gy<<3)*m + (gx<<2); + + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s0, c1.s0, c2.s0, c3.s0), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s1, c1.s1, c2.s1, c3.s1), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s2, c1.s2, c2.s2, c3.s2), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s3, c1.s3, c2.s3, c3.s3), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s4, c1.s4, c2.s4, c3.s4), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s5, c1.s5, c2.s5, c3.s5), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s6, c1.s6, c2.s6, c3.s6), 0, dst + idx); + idx += m; + } + if (idx+3 < m*n_no_padding) { + vstore4((float4)(c0.s7, c1.s7, c2.s7, c3.s7), 0, dst + idx); + } +} diff --git a/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q6_k_f32.cl b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q6_k_f32.cl new file mode 100644 index 0000000000..3a9c624508 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemm_noshuffle_q6_k_f32.cl @@ -0,0 +1,140 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable + +#ifdef cl_qcom_reqd_sub_group_size +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#ifdef ADRENO_GPU +REQD_SUBGROUP_SIZE_128 +#endif +kernel void kernel_gemm_noshuffle_q6_K_f32( + global const ushort * src0_ql, + global const uchar * src0_qh, + global const ushort * src0_s, + global const half * src0_d, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int m, + int n, + int k, + int n_no_padding, + ushort mask_f000, + uchar mask_c0 +) { + dst = (global float *)( (global char *)dst + offsetd ); + + int m_4 = m >> 2; + int n_4 = n >> 2; + + int gy = get_global_id(0); // n + int gx = get_global_id(1); // m + int gx_2 = gx << 2; + + half8 c0 = 0, c1 = 0, c2 = 0, c3 = 0; + half8 B; + half4 dequantized_weights; + + global const ushort * ptr_ql = src0_ql + gx_2; + global const uchar * ptr_qh = src0_qh + gx_2; + global const ushort * ptr_s = src0_s + gx_2; + global const half * ptr_d = src0_d + gx_2; + + for (int i = 0; i < k; i += 4) { + // load 4x elements (ushort) of ql on M, each ushort contains 4 weights + // 4x ushort correspons to 4 rows on M + ushort4 bits4 = vload4(0, ptr_ql + (i/4)*m); // ql packed in 4s in ushort + uchar4 bits2 = vload4(0, ptr_qh + (i/4)*m); // qh packed in 4s in uchar + + // load 4 consecutive scales + char8 scale_s_8 = as_char8(vload4(0, ptr_s + (i/16/2)*m)); // 1 char scale every 16 elements, packed in 2s + char4 scale_s = ((i/16) % 2) == 0 ? scale_s_8.s0246 : scale_s_8.s1357; // transposed as ushort, 2 blocks + half4 scale_d = vload4(0, ptr_d + (i/256)*m); // 1 half scale every 256 elements + + // j=0 + // load 2x 4 elements of activations on N, corresponding to 8 rows on N + B.s0123 = read_imageh(src1, gy*2 + (i + 0)*n_4 + 0); + B.s4567 = read_imageh(src1, gy*2 + (i + 0)*n_4 + 1); + dequantized_weights.s0 = (convert_half((bits4.s0 & 0x000F) | ((bits2.s0 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0; + dequantized_weights.s1 = (convert_half((bits4.s1 & 0x000F) | ((bits2.s1 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s1; + dequantized_weights.s2 = (convert_half((bits4.s2 & 0x000F) | ((bits2.s2 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s2; + dequantized_weights.s3 = (convert_half((bits4.s3 & 0x000F) | ((bits2.s3 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=1 + B.s0123 = read_imageh(src1, gy*2 + (i + 1)*n_4 + 0); + B.s4567 = read_imageh(src1, gy*2 + (i + 1)*n_4 + 1); + dequantized_weights.s0 = (convert_half((((bits4.s0 & 0x00F0) >> 4) | ((bits2.s0 & 0x0C) << 2))) - 32.f) * scale_s.s0 * scale_d.s0; + dequantized_weights.s1 = (convert_half((((bits4.s1 & 0x00F0) >> 4) | ((bits2.s1 & 0x0C) << 2))) - 32.f) * scale_s.s1 * scale_d.s1; + dequantized_weights.s2 = (convert_half((((bits4.s2 & 0x00F0) >> 4) | ((bits2.s2 & 0x0C) << 2))) - 32.f) * scale_s.s2 * scale_d.s2; + dequantized_weights.s3 = (convert_half((((bits4.s3 & 0x00F0) >> 4) | ((bits2.s3 & 0x0C) << 2))) - 32.f) * scale_s.s3 * scale_d.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=2 + B.s0123 = read_imageh(src1, gy*2 + (i + 2)*n_4 + 0); + B.s4567 = read_imageh(src1, gy*2 + (i + 2)*n_4 + 1); + dequantized_weights.s0 = (convert_half((((bits4.s0 & 0x0F00) >> 8) | (bits2.s0 & 0x30))) - 32.f) * scale_s.s0 * scale_d.s0; + dequantized_weights.s1 = (convert_half((((bits4.s1 & 0x0F00) >> 8) | (bits2.s1 & 0x30))) - 32.f) * scale_s.s1 * scale_d.s1; + dequantized_weights.s2 = (convert_half((((bits4.s2 & 0x0F00) >> 8) | (bits2.s2 & 0x30))) - 32.f) * scale_s.s2 * scale_d.s2; + dequantized_weights.s3 = (convert_half((((bits4.s3 & 0x0F00) >> 8) | (bits2.s3 & 0x30))) - 32.f) * scale_s.s3 * scale_d.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + + // j=3 + B.s0123 = read_imageh(src1, gy*2 + (i + 3)*n_4 + 0); + B.s4567 = read_imageh(src1, gy*2 + (i + 3)*n_4 + 1); + dequantized_weights.s0 = (convert_half((((bits4.s0 & mask_f000) >> 12) | ((bits2.s0 & mask_c0) >> 2))) - 32.f) * scale_s.s0 * scale_d.s0; + dequantized_weights.s1 = (convert_half((((bits4.s1 & mask_f000) >> 12) | ((bits2.s1 & mask_c0) >> 2))) - 32.f) * scale_s.s1 * scale_d.s1; + dequantized_weights.s2 = (convert_half((((bits4.s2 & mask_f000) >> 12) | ((bits2.s2 & mask_c0) >> 2))) - 32.f) * scale_s.s2 * scale_d.s2; + dequantized_weights.s3 = (convert_half((((bits4.s3 & mask_f000) >> 12) | ((bits2.s3 & mask_c0) >> 2))) - 32.f) * scale_s.s3 * scale_d.s3; + c0 += B * dequantized_weights.s0; + c1 += B * dequantized_weights.s1; + c2 += B * dequantized_weights.s2; + c3 += B * dequantized_weights.s3; + } + + int idx = (gy<<3)*m + (gx<<2); + + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s0, c1.s0, c2.s0, c3.s0), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s1, c1.s1, c2.s1, c3.s1), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s2, c1.s2, c2.s2, c3.s2), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s3, c1.s3, c2.s3, c3.s3), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s4, c1.s4, c2.s4, c3.s4), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s5, c1.s5, c2.s5, c3.s5), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s6, c1.s6, c2.s6, c3.s6), 0, dst + idx); + idx += m; + } + if(idx+3 < m*n_no_padding){ + vstore4((float4)(c0.s7, c1.s7, c2.s7, c3.s7), 0, dst + idx); + } +} diff --git a/ggml/src/ggml-opencl/kernels/gemv_noshuffle_general_q8_0_f32.cl b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_general_q8_0_f32.cl index f944ef3a99..9703b693e5 100644 --- a/ggml/src/ggml-opencl/kernels/gemv_noshuffle_general_q8_0_f32.cl +++ b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_general_q8_0_f32.cl @@ -121,7 +121,7 @@ #ifdef ADRENO_GPU REQD_SUBGROUP_SIZE_64 #endif -__kernel void kernel_gemv_noshuffle( +__kernel void kernel_gemv_noshuffle_q8_0_f32( __read_only image1d_buffer_t src0_q, // quantized A global half * src0_d, // A scales __read_only image1d_buffer_t src1, // B diff --git a/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_1_f32.cl b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_1_f32.cl new file mode 100644 index 0000000000..fdc1472454 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_1_f32.cl @@ -0,0 +1,283 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_khr_subgroups : enable + +#ifdef cl_qcom_reqd_sub_group_size +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#endif + +#define QK4_0 32 +#define NSUBGROUPS 4 +#define SUBGROUP_SIZE 64 + +#define dequantizeBlockAccum_ns_sgbroadcast_1_hi(total_sums, bits4, scale, minv, y) \ + float shared_y; \ + shared_y = sub_group_broadcast(y.s0, 0); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 0); \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 0); \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 0); \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 0); \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 0); \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 0); \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 0); \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 1); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 1); \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 1); \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 1); \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 1); \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 1); \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 1); \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 1); \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_1_lo(total_sums, bits4, scale, minv, y) \ + shared_y = sub_group_broadcast(y.s0, 2); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 2); \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 2); \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 2); \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 2); \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 2); \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 2); \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 2); \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 3); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 3); \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 3); \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 3); \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 3); \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 3); \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 3); \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 3); \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_8_hi(total_sums, bits4, scale, minv, y) \ + float8 shared_y; \ + shared_y = sub_group_broadcast(y, 0); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 + minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 + minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 + minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 + minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 1); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 + minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 + minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 + minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 + minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s7; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_8_lo(total_sums, bits4, scale, minv, y) \ + shared_y = sub_group_broadcast(y, 2); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 + minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 + minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 + minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 + minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 3); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 + minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 + minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 + minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 + minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 + minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 + minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 + minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 + minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 + minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 + minv.s1) * shared_y.s7; \ + +#ifdef ADRENO_GPU +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_gemv_noshuffle_q4_1_f32( + read_only image1d_buffer_t src0_q, + global half2 * src0_d, + global half2 * src0_m, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int ne00, + int ne01) +{ + uint groupId = get_local_id(1); + uint gid = get_global_id(0); + ushort slid = get_sub_group_local_id(); + + uint K = ne00; + uint M = ne01; + + uint LINE_STRIDE_A = M / 2; + uint BLOCK_STRIDE_A = NSUBGROUPS * M; + + private uint4 regA; + private half2 regS; + private half2 regM; + private float8 regB; + + private float2 totalSum = (float2)(0.0f); + + // loop along K in block granularity, skip 4 blocks every iter + for (uint k = groupId; k < (K / QK4_0); k += NSUBGROUPS) { + regS = src0_d[gid + k * LINE_STRIDE_A]; // each fiber loads scale of two rows + regM = src0_m[gid + k * LINE_STRIDE_A]; // each fiber loads min of two rows + // first 4 fibers in each wave load 8 B values to its private scope + if (slid < 4) { + regB.s0123 = read_imagef(src1, (slid * 2 + k * 8)); + regB.s4567 = read_imagef(src1, (1 + slid * 2 + k * 8)); + } + + // load half weights for two blocks in consecutive rows + regA.s0 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 0)).x; + regA.s1 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 1)).x; + regA.s2 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 2)).x; + regA.s3 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 3)).x; +#ifdef VECTOR_SUB_GROUP_BROADCAT + dequantizeBlockAccum_ns_sgbroadcast_8_hi(totalSum, as_ushort8(regA), regS, regM, regB); +#else + dequantizeBlockAccum_ns_sgbroadcast_1_hi(totalSum, as_ushort8(regA), regS, regM, regB); +#endif // VECTOR_SUB_GROUP_BROADCAT + + regA.s0 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 4)).x; + regA.s1 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 5)).x; + regA.s2 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 6)).x; + regA.s3 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 7)).x; +#ifdef VECTOR_SUB_GROUP_BROADCAT + dequantizeBlockAccum_ns_sgbroadcast_8_lo(totalSum, as_ushort8(regA), regS, regM, regB); +#else + dequantizeBlockAccum_ns_sgbroadcast_1_lo(totalSum, as_ushort8(regA), regS, regM, regB); +#endif // VECTOR_SUB_GROUP_BROADCAT + } + + // reduction in local memory, assumes #wave=4 + local float2 reduceLM[SUBGROUP_SIZE * 3]; + if (groupId == 1) { + reduceLM[SUBGROUP_SIZE * 0 + slid] = totalSum; + } + if (groupId == 2) { + reduceLM[SUBGROUP_SIZE * 1 + slid] = totalSum; + } + if (groupId == 3) { + reduceLM[SUBGROUP_SIZE * 2 + slid] = totalSum; + } + + barrier(CLK_LOCAL_MEM_FENCE); + + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 0 + slid]; + } + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 1 + slid]; + } + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 2 + slid]; + } + + // 2 outputs per fiber in wave 0 + if (groupId == 0) { + dst = (global float*)((global char*)dst + offsetd); + vstore2(totalSum, 0, &(dst[gid * 2])); + } + +} diff --git a/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_k_f32.cl b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_k_f32.cl new file mode 100644 index 0000000000..dd1e2b55c0 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_k_f32.cl @@ -0,0 +1,318 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_khr_subgroups : enable + +#ifdef cl_qcom_reqd_sub_group_size +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#endif + +#define QK_K 256 +#define NSUBGROUPS 4 +#define SUBGROUP_SIZE 64 + +inline void get_scale_min_k4( + int j, + global const uchar * q, + uchar * d, + uchar * m, + uchar mask_d6, + uchar mask_d4, + uchar mask_hi2 +) { + if (j < 4) { + *d = q[j] & mask_d6; + *m = q[j+4] & mask_d6; + } else { + *d = (q[j+4] & mask_d4) | ((q[j-4] & mask_hi2) >> 2); + *m = ((q[j+4] >> 4) & mask_d4) | ((q[j] & mask_hi2) >> 2); + } +} + +#define dequantizeBlockAccum_ns_sgbroadcast_1_hi(total_sums, bits4, scale, minv, y) \ + float shared_y; \ + shared_y = sub_group_broadcast(y.s0, 0); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 0); \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 0); \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 0); \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 0); \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 0); \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 0); \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 0); \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 1); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 1); \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 1); \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 1); \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 1); \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 1); \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 1); \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 1); \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_1_lo(total_sums, bits4, scale, minv, y) \ + shared_y = sub_group_broadcast(y.s0, 2); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 2); \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 2); \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 2); \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 2); \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 2); \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 2); \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 2); \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 3); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 3); \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 3); \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 3); \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 3); \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 3); \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 3); \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 3); \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_8_hi(total_sums, bits4, scale, minv, y) \ + float8 shared_y; \ + shared_y = sub_group_broadcast(y, 0); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 - minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 - minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 - minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 - minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 1); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 - minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 - minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 - minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 - minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s7; \ + + +#define dequantizeBlockAccum_ns_sgbroadcast_8_lo(total_sums, bits4, scale, minv, y) \ + shared_y = sub_group_broadcast(y, 2); \ + total_sums.s0 += ((bits4.s0 & 0x000F) * scale.s0 - minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s0 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s0 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s0 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s2 & 0x000F) * scale.s0 - minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s2 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s2 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s2 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s1 & 0x000F) * scale.s1 - minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s1 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s1 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s1 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s3 & 0x000F) * scale.s1 - minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s3 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s3 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s3 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 3); \ + total_sums.s0 += ((bits4.s4 & 0x000F) * scale.s0 - minv.s0) * shared_y.s0; \ + total_sums.s0 += (((bits4.s4 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s1; \ + total_sums.s0 += (((bits4.s4 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s2; \ + total_sums.s0 += (((bits4.s4 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s3; \ + total_sums.s0 += ((bits4.s6 & 0x000F) * scale.s0 - minv.s0) * shared_y.s4; \ + total_sums.s0 += (((bits4.s6 & 0x00F0) >> 4) * scale.s0 - minv.s0) * shared_y.s5; \ + total_sums.s0 += (((bits4.s6 & 0x0F00) >> 8) * scale.s0 - minv.s0) * shared_y.s6; \ + total_sums.s0 += (((bits4.s6 & 0xF000) >> 12) * scale.s0 - minv.s0) * shared_y.s7; \ + total_sums.s1 += ((bits4.s5 & 0x000F) * scale.s1 - minv.s1) * shared_y.s0; \ + total_sums.s1 += (((bits4.s5 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s1; \ + total_sums.s1 += (((bits4.s5 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s2; \ + total_sums.s1 += (((bits4.s5 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s3; \ + total_sums.s1 += ((bits4.s7 & 0x000F) * scale.s1 - minv.s1) * shared_y.s4; \ + total_sums.s1 += (((bits4.s7 & 0x00F0) >> 4) * scale.s1 - minv.s1) * shared_y.s5; \ + total_sums.s1 += (((bits4.s7 & 0x0F00) >> 8) * scale.s1 - minv.s1) * shared_y.s6; \ + total_sums.s1 += (((bits4.s7 & 0xF000) >> 12) * scale.s1 - minv.s1) * shared_y.s7; \ + +#ifdef ADRENO_GPU +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_gemv_noshuffle_q4_k_f32( + read_only image1d_buffer_t src0_q, + global half2 * src0_d, + global half2 * src0_m, + global uchar * src0_s, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int ne00, + int ne01, + uchar mask_d6, + uchar mask_d4, + uchar mask_hi2) +{ + uint groupId = get_local_id(1); + uint gid = get_global_id(0); + ushort slid = get_sub_group_local_id(); + + uint K = ne00; + uint M = ne01; + + uint LINE_STRIDE_A = M / 2; + uint BLOCK_STRIDE_A = NSUBGROUPS * M; + uint scales_per_row = (K / QK_K) * 12; + + private uint4 regA; + private half2 regS; + private half2 regM; + private float8 regB; + + private float2 totalSum = (float2)(0.0f); + + for (uint k = groupId; k < (K / 32); k += NSUBGROUPS) { + uint sb = k / 8; + uint j = k % 8; + + half2 d = src0_d[gid + sb * LINE_STRIDE_A]; + half2 dm = src0_m[gid + sb * LINE_STRIDE_A]; + + global const uchar * sc0 = src0_s + 2 * gid * scales_per_row + sb * 12; + global const uchar * sc1 = src0_s + (2 * gid + 1) * scales_per_row + sb * 12; + + uchar sv0, mn0, sv1, mn1; + get_scale_min_k4(j, sc0, &sv0, &mn0, mask_d6, mask_d4, mask_hi2); + get_scale_min_k4(j, sc1, &sv1, &mn1, mask_d6, mask_d4, mask_hi2); + + regS = convert_half2(convert_float2(d) * convert_float2((uchar2)(sv0, sv1))); + regM = convert_half2(convert_float2(dm) * convert_float2((uchar2)(mn0, mn1))); + + if (slid < 4) { + regB.s0123 = read_imagef(src1, (slid * 2 + k * 8)); + regB.s4567 = read_imagef(src1, (1 + slid * 2 + k * 8)); + } + + // load half weights for two blocks in consecutive rows + regA.s0 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 0)).x; + regA.s1 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 1)).x; + regA.s2 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 2)).x; + regA.s3 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 3)).x; +#ifdef VECTOR_SUB_GROUP_BROADCAST + dequantizeBlockAccum_ns_sgbroadcast_8_hi(totalSum, as_ushort8(regA), regS, regM, regB); +#else + dequantizeBlockAccum_ns_sgbroadcast_1_hi(totalSum, as_ushort8(regA), regS, regM, regB); +#endif // VECTOR_SUB_GROUP_BROADCAST + + regA.s0 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 4)).x; + regA.s1 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 5)).x; + regA.s2 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 6)).x; + regA.s3 = read_imageui(src0_q, (gid + k * BLOCK_STRIDE_A + LINE_STRIDE_A * 7)).x; +#ifdef VECTOR_SUB_GROUP_BROADCAST + dequantizeBlockAccum_ns_sgbroadcast_8_lo(totalSum, as_ushort8(regA), regS, regM, regB); +#else + dequantizeBlockAccum_ns_sgbroadcast_1_lo(totalSum, as_ushort8(regA), regS, regM, regB); +#endif // VECTOR_SUB_GROUP_BROADCAST + } + + // reduction in local memory, assumes #wave=4 + local float2 reduceLM[SUBGROUP_SIZE * 3]; + if (groupId == 1) { + reduceLM[SUBGROUP_SIZE * 0 + slid] = totalSum; + } + if (groupId == 2) { + reduceLM[SUBGROUP_SIZE * 1 + slid] = totalSum; + } + if (groupId == 3) { + reduceLM[SUBGROUP_SIZE * 2 + slid] = totalSum; + } + + barrier(CLK_LOCAL_MEM_FENCE); + + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 0 + slid]; + } + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 1 + slid]; + } + if (groupId == 0) { + totalSum += reduceLM[SUBGROUP_SIZE * 2 + slid]; + } + + // 2 outputs per fiber in wave 0 + if (groupId == 0) { + dst = (global float*)((global char*)dst + offsetd); + vstore2(totalSum, 0, &(dst[gid * 2])); + } + +} diff --git a/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q6_k_f32.cl b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q6_k_f32.cl new file mode 100644 index 0000000000..6f89cf968b --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/gemv_noshuffle_q6_k_f32.cl @@ -0,0 +1,293 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_khr_subgroups : enable + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#define NSUBGROUPS 4 +#define SUBGROUP_SIZE 64 + +#define dequantize_block_acc_bcast_8_hi(total_sum, bits4, bits2, scale_d, scale_s, y) \ + float8 shared_y; \ + shared_y = sub_group_broadcast(y, 0); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x000F) ) | ((bits2.s0 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s0; \ + total_sum.s0 += ((float)(((bits4.s0 & 0x00F0) >> 4) | ((bits2.s0 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s1; \ + total_sum.s0 += ((float)(((bits4.s0 & 0x0F00) >> 8) | ((bits2.s0 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s2; \ + total_sum.s0 += ((float)(((bits4.s0 & 0xF000) >> 12) | ((bits2.s0 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s3; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x000F) ) | ((bits2.s2 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s4; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x00F0) >> 4) | ((bits2.s2 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s5; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x0F00) >> 8) | ((bits2.s2 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s6; \ + total_sum.s0 += ((float)(((bits4.s2 & 0xF000) >> 12) | ((bits2.s2 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s7; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x000F) ) | ((bits2.s1 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s0; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x00F0) >> 4) | ((bits2.s1 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s1; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x0F00) >> 8) | ((bits2.s1 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s2; \ + total_sum.s1 += ((float)(((bits4.s1 & 0xF000) >> 12) | ((bits2.s1 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s3; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x000F) ) | ((bits2.s3 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s4; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x00F0) >> 4) | ((bits2.s3 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s5; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x0F00) >> 8) | ((bits2.s3 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s6; \ + total_sum.s1 += ((float)(((bits4.s3 & 0xF000) >> 12) | ((bits2.s3 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 1); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x000F) ) | ((bits2.s4 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s0; \ + total_sum.s0 += ((float)(((bits4.s4 & 0x00F0) >> 4) | ((bits2.s4 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s1; \ + total_sum.s0 += ((float)(((bits4.s4 & 0x0F00) >> 8) | ((bits2.s4 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s2; \ + total_sum.s0 += ((float)(((bits4.s4 & 0xF000) >> 12) | ((bits2.s4 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s3; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x000F) ) | ((bits2.s6 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s4; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x00F0) >> 4) | ((bits2.s6 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s5; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x0F00) >> 8) | ((bits2.s6 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s6; \ + total_sum.s0 += ((float)(((bits4.s6 & 0xF000) >> 12) | ((bits2.s6 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y.s7; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x000F) ) | ((bits2.s5 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s0; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x00F0) >> 4) | ((bits2.s5 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s1; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x0F00) >> 8) | ((bits2.s5 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s2; \ + total_sum.s1 += ((float)(((bits4.s5 & 0xF000) >> 12) | ((bits2.s5 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s3; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x000F) ) | ((bits2.s7 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s4; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x00F0) >> 4) | ((bits2.s7 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s5; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x0F00) >> 8) | ((bits2.s7 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s6; \ + total_sum.s1 += ((float)(((bits4.s7 & 0xF000) >> 12) | ((bits2.s7 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y.s7; \ + +#define dequantize_block_acc_bcast_8_lo(total_sum, bits4, bits2, scale_d, scale_s, y) \ + shared_y = sub_group_broadcast(y, 2); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x000F) ) | ((bits2.s0 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s0; \ + total_sum.s0 += ((float)(((bits4.s0 & 0x00F0) >> 4) | ((bits2.s0 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s1; \ + total_sum.s0 += ((float)(((bits4.s0 & 0x0F00) >> 8) | ((bits2.s0 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s2; \ + total_sum.s0 += ((float)(((bits4.s0 & 0xF000) >> 12) | ((bits2.s0 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s3; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x000F) ) | ((bits2.s2 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s4; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x00F0) >> 4) | ((bits2.s2 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s5; \ + total_sum.s0 += ((float)(((bits4.s2 & 0x0F00) >> 8) | ((bits2.s2 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s6; \ + total_sum.s0 += ((float)(((bits4.s2 & 0xF000) >> 12) | ((bits2.s2 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s7; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x000F) ) | ((bits2.s1 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s0; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x00F0) >> 4) | ((bits2.s1 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s1; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x0F00) >> 8) | ((bits2.s1 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s2; \ + total_sum.s1 += ((float)(((bits4.s1 & 0xF000) >> 12) | ((bits2.s1 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s3; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x000F) ) | ((bits2.s3 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s4; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x00F0) >> 4) | ((bits2.s3 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s5; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x0F00) >> 8) | ((bits2.s3 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s6; \ + total_sum.s1 += ((float)(((bits4.s3 & 0xF000) >> 12) | ((bits2.s3 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s7; \ + shared_y = sub_group_broadcast(y, 3); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x000F) ) | ((bits2.s4 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s0; \ + total_sum.s0 += ((float)(((bits4.s4 & 0x00F0) >> 4) | ((bits2.s4 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s1; \ + total_sum.s0 += ((float)(((bits4.s4 & 0x0F00) >> 8) | ((bits2.s4 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s2; \ + total_sum.s0 += ((float)(((bits4.s4 & 0xF000) >> 12) | ((bits2.s4 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s3; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x000F) ) | ((bits2.s6 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s4; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x00F0) >> 4) | ((bits2.s6 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s5; \ + total_sum.s0 += ((float)(((bits4.s6 & 0x0F00) >> 8) | ((bits2.s6 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s6; \ + total_sum.s0 += ((float)(((bits4.s6 & 0xF000) >> 12) | ((bits2.s6 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y.s7; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x000F) ) | ((bits2.s5 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s0; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x00F0) >> 4) | ((bits2.s5 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s1; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x0F00) >> 8) | ((bits2.s5 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s2; \ + total_sum.s1 += ((float)(((bits4.s5 & 0xF000) >> 12) | ((bits2.s5 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s3; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x000F) ) | ((bits2.s7 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s4; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x00F0) >> 4) | ((bits2.s7 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s5; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x0F00) >> 8) | ((bits2.s7 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s6; \ + total_sum.s1 += ((float)(((bits4.s7 & 0xF000) >> 12) | ((bits2.s7 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y.s7; \ + +#define dequantize_block_acc_bcast_1_hi(total_sum, bits4, bits2, scale_d, scale_s, y) \ + float shared_y; \ + shared_y = sub_group_broadcast(y.s0, 0); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x000F) ) | ((bits2.s0 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x000F) ) | ((bits2.s1 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 0); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x00F0) >> 4) | ((bits2.s0 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x00F0) >> 4) | ((bits2.s1 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 0); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x0F00) >> 8) | ((bits2.s0 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x0F00) >> 8) | ((bits2.s1 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 0); \ + total_sum.s0 += ((float)(((bits4.s0 & 0xF000) >> 12) | ((bits2.s0 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0xF000) >> 12) | ((bits2.s1 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 0); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x000F) ) | ((bits2.s2 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x000F) ) | ((bits2.s3 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 0); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x00F0) >> 4) | ((bits2.s2 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x00F0) >> 4) | ((bits2.s3 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 0); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x0F00) >> 8) | ((bits2.s2 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x0F00) >> 8) | ((bits2.s3 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 0); \ + total_sum.s0 += ((float)(((bits4.s2 & 0xF000) >> 12) | ((bits2.s2 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0xF000) >> 12) | ((bits2.s3 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 1); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x000F) ) | ((bits2.s4 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x000F) ) | ((bits2.s5 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 1); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x00F0) >> 4) | ((bits2.s4 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x00F0) >> 4) | ((bits2.s5 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 1); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x0F00) >> 8) | ((bits2.s4 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x0F00) >> 8) | ((bits2.s5 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 1); \ + total_sum.s0 += ((float)(((bits4.s4 & 0xF000) >> 12) | ((bits2.s4 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0xF000) >> 12) | ((bits2.s5 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 1); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x000F) ) | ((bits2.s6 & 0x03) << 4)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x000F) ) | ((bits2.s7 & 0x03) << 4)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 1); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x00F0) >> 4) | ((bits2.s6 & 0x0C) << 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x00F0) >> 4) | ((bits2.s7 & 0x0C) << 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 1); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x0F00) >> 8) | ((bits2.s6 & 0x30) )) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x0F00) >> 8) | ((bits2.s7 & 0x30) )) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 1); \ + total_sum.s0 += ((float)(((bits4.s6 & 0xF000) >> 12) | ((bits2.s6 & 0xC0) >> 2)) - 32.f) * scale_s.s0 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0xF000) >> 12) | ((bits2.s7 & 0xC0) >> 2)) - 32.f) * scale_s.s2 * scale_d.s1 * shared_y; \ + +#define dequantize_block_acc_bcast_1_lo(total_sum, bits4, bits2, scale_d, scale_s, y) \ + shared_y = sub_group_broadcast(y.s0, 2); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x000F) ) | ((bits2.s0 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x000F) ) | ((bits2.s1 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 2); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x00F0) >> 4) | ((bits2.s0 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x00F0) >> 4) | ((bits2.s1 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 2); \ + total_sum.s0 += ((float)(((bits4.s0 & 0x0F00) >> 8) | ((bits2.s0 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0x0F00) >> 8) | ((bits2.s1 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 2); \ + total_sum.s0 += ((float)(((bits4.s0 & 0xF000) >> 12) | ((bits2.s0 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s1 & 0xF000) >> 12) | ((bits2.s1 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 2); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x000F) ) | ((bits2.s2 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x000F) ) | ((bits2.s3 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 2); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x00F0) >> 4) | ((bits2.s2 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x00F0) >> 4) | ((bits2.s3 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 2); \ + total_sum.s0 += ((float)(((bits4.s2 & 0x0F00) >> 8) | ((bits2.s2 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0x0F00) >> 8) | ((bits2.s3 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 2); \ + total_sum.s0 += ((float)(((bits4.s2 & 0xF000) >> 12) | ((bits2.s2 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s3 & 0xF000) >> 12) | ((bits2.s3 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s0, 3); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x000F) ) | ((bits2.s4 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x000F) ) | ((bits2.s5 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s1, 3); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x00F0) >> 4) | ((bits2.s4 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x00F0) >> 4) | ((bits2.s5 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s2, 3); \ + total_sum.s0 += ((float)(((bits4.s4 & 0x0F00) >> 8) | ((bits2.s4 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0x0F00) >> 8) | ((bits2.s5 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s3, 3); \ + total_sum.s0 += ((float)(((bits4.s4 & 0xF000) >> 12) | ((bits2.s4 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s5 & 0xF000) >> 12) | ((bits2.s5 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s4, 3); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x000F) ) | ((bits2.s6 & 0x03) << 4)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x000F) ) | ((bits2.s7 & 0x03) << 4)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s5, 3); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x00F0) >> 4) | ((bits2.s6 & 0x0C) << 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x00F0) >> 4) | ((bits2.s7 & 0x0C) << 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s6, 3); \ + total_sum.s0 += ((float)(((bits4.s6 & 0x0F00) >> 8) | ((bits2.s6 & 0x30) )) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0x0F00) >> 8) | ((bits2.s7 & 0x30) )) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + shared_y = sub_group_broadcast(y.s7, 3); \ + total_sum.s0 += ((float)(((bits4.s6 & 0xF000) >> 12) | ((bits2.s6 & 0xC0) >> 2)) - 32.f) * scale_s.s1 * scale_d.s0 * shared_y; \ + total_sum.s1 += ((float)(((bits4.s7 & 0xF000) >> 12) | ((bits2.s7 & 0xC0) >> 2)) - 32.f) * scale_s.s3 * scale_d.s1 * shared_y; \ + +#if defined(ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_gemv_noshuffle_q6_K_f32( + read_only image1d_buffer_t src0_ql, + read_only image1d_buffer_t src0_qh, + global half2 * src0_s, + global half2 * src0_d, + read_only image1d_buffer_t src1, + global float * dst, + ulong offsetd, + int ne00, + int ne01 +) { + int grp = get_local_id(1); + int gid = get_global_id(0); + ushort slid = get_sub_group_local_id(); + + int nb = ne00 / 32; + + uint4 reg_a_l; + ushort4 reg_a_h; + half2 reg_d; + char4 reg_s; + float8 reg_b; + + float2 total_sum = 0.0f; + + int line_stride_a = ne01 / 2; + int block_stride_a = NSUBGROUPS * ne01; + + for (int k = grp; k < nb; k += NSUBGROUPS) { + reg_d = src0_d[gid + k/8 * line_stride_a]; + reg_s = as_char4(src0_s[gid + k * line_stride_a]); + + if (slid < 4) { + reg_b.s0123 = read_imagef(src1, 0 + slid*2 + k*8); + reg_b.s4567 = read_imagef(src1, 1 + slid*2 + k*8); + } + + reg_a_l.s0 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*0).x; + reg_a_l.s1 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*1).x; + reg_a_l.s2 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*2).x; + reg_a_l.s3 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*3).x; + + reg_a_h.s0 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*0).x); + reg_a_h.s1 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*1).x); + reg_a_h.s2 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*2).x); + reg_a_h.s3 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*3).x); + +#ifdef VECTOR_SUB_GROUP_BROADCAT + dequantize_block_acc_bcast_8_hi(total_sum, as_ushort8(reg_a_l), as_uchar8(reg_a_h), reg_d, reg_s, reg_b); +#else + dequantize_block_acc_bcast_1_hi(total_sum, as_ushort8(reg_a_l), as_uchar8(reg_a_h), reg_d, reg_s, reg_b); +#endif // VECTOR_SUB_GROUP_BROADCAT + + reg_a_l.s0 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*4).x; + reg_a_l.s1 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*5).x; + reg_a_l.s2 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*6).x; + reg_a_l.s3 = read_imageui(src0_ql, gid + k*block_stride_a + line_stride_a*7).x; + + reg_a_h.s0 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*4).x); + reg_a_h.s1 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*5).x); + reg_a_h.s2 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*6).x); + reg_a_h.s3 = as_ushort(read_imageh(src0_qh, gid + k*block_stride_a + line_stride_a*7).x); + +#ifdef VECTOR_SUB_GROUP_BROADCAT + dequantize_block_acc_bcast_8_lo(total_sum, as_ushort8(reg_a_l), as_uchar8(reg_a_h), reg_d, reg_s, reg_b); +#else + dequantize_block_acc_bcast_1_lo(total_sum, as_ushort8(reg_a_l), as_uchar8(reg_a_h), reg_d, reg_s, reg_b); +#endif // VECTOR_SUB_GROUP_BROADCAT + } + + local float2 reduce_lm[SUBGROUP_SIZE * 3]; + if (grp == 1) { + reduce_lm[SUBGROUP_SIZE*0 + slid] = total_sum; + } + if (grp == 2) { + reduce_lm[SUBGROUP_SIZE*1 + slid] = total_sum; + } + if (grp == 3) { + reduce_lm[SUBGROUP_SIZE*2 + slid] = total_sum; + } + + barrier(CLK_LOCAL_MEM_FENCE); + + if (grp == 0) { + total_sum += reduce_lm[SUBGROUP_SIZE*0 + slid]; + } + if (grp == 0) { + total_sum += reduce_lm[SUBGROUP_SIZE*1 + slid]; + } + if (grp == 0) { + total_sum += reduce_lm[SUBGROUP_SIZE*2 + slid]; + } + + if (grp == 0) { + dst = (global float*)((global char*)dst + offsetd); + vstore2(total_sum, 0, &(dst[gid * 2])); + } +} diff --git a/ggml/src/ggml-opencl/kernels/l2_norm.cl b/ggml/src/ggml-opencl/kernels/l2_norm.cl new file mode 100644 index 0000000000..fb95355a67 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/l2_norm.cl @@ -0,0 +1,71 @@ +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_32 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_l2_norm_f32( + global void * src0, + ulong offset0, + global float * dst, + ulong offsetd, + int ne00, + int ne01, + int ne02, + int ne03, + ulong nb01, + ulong nb02, + ulong nb03, + float eps, + local float * sum +) { + src0 = (global void*)((global char*)src0 + offset0); + dst = (global float*)((global char*)dst + offsetd); + + int i03 = get_group_id(2); + int i02 = get_group_id(1); + int i01 = get_group_id(0); + + global float * x = (global float *) ((global char *) src0 + i03*nb03 + i02*nb02 + i01*nb01); + global float * y = (global float *) (dst + i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00); + + float sumf = 0; + + // parallel sum + for (int i00 = get_local_id(0); i00 < ne00; i00 += get_local_size(0)) { + sumf += x[i00] * x[i00]; + } + sumf = sub_group_reduce_add(sumf); + + if (get_sub_group_local_id() == 0) { + sum[get_sub_group_id()] = sumf; + } + + barrier(CLK_LOCAL_MEM_FENCE); + + // broadcast + for (uint i = get_local_size(0) / get_max_sub_group_size() / 2; i > 0; i /= 2) { + if (get_local_id(0) < i) { + sum[get_local_id(0)] += sum[get_local_id(0) + i]; + } + } + + barrier(CLK_LOCAL_MEM_FENCE); + + const float scale = 1.0f/max(sqrt(sum[0]), eps); + + for (int i00 = get_local_id(0); i00 < ne00; i00 += get_local_size(0)) { + y[i00] = x[i00] * scale; + } +} diff --git a/ggml/src/ggml-opencl/kernels/mul_mm_q4_k_f32_l4_lm.cl b/ggml/src/ggml-opencl/kernels/mul_mm_q4_k_f32_l4_lm.cl new file mode 100644 index 0000000000..2235b1ae83 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mm_q4_k_f32_l4_lm.cl @@ -0,0 +1,179 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#define LOAD_VEC_A 4 +#define LOAD_VEC_B 4 + +#define BM 64 +#define BN 64 +#define BK 32 +#define TM 4 +#define TN 8 + +kernel void kernel_mul_mm_q4_k_f32_l4_lm( + global uchar4 * src0_q, + global uchar * src0_s, + global half * src0_d, + global half * src0_dm, + global float4 * src1, + ulong offset1, + global float * dst, + ulong offsetd, + + int ne00, + int ne01, + int ne02, + int ne11, + int ne12, + + int stride_a, + int stride_b, + int stride_d, + + int batch_stride_a, + int batch_stride_b, + int batch_stride_d, + + int r2, + int r3 +) { + src1 = (global float4*)((global char*)src1 + offset1); + dst = (global float *)((global char*)dst + offsetd); + + local float buf_a[BM * BK]; + local float buf_b[BN * BK]; + + const int batch_idx = get_global_id(2); + + const int i13 = batch_idx / ne12; + const int i12 = batch_idx % ne12; + + const int i03 = i13 / r3; + const int i02 = i12 / r2; + + const int batch_idx_a = i03 * ne02 + i02; + + const int ir = get_group_id(0); + const int ic = get_group_id(1); + + const int tid = get_local_id(0); + const int th_r = tid % (BM / TM); + const int th_c = tid / (BM / TM); + + const int loadr_a = get_local_id(0) % (BK / LOAD_VEC_A); + const int loadc_a = get_local_id(0) / (BK / LOAD_VEC_A); + const int loadr_b = get_local_id(0) % (BK / LOAD_VEC_B); + const int loadc_b = get_local_id(0) / (BK / LOAD_VEC_B); + + const int loadstride_a = get_local_size(0) * LOAD_VEC_A / BK; + const int loadstride_b = get_local_size(0) * LOAD_VEC_B / BK; + + int pos_a = (batch_idx_a * batch_stride_a + ir * BM * stride_a) / LOAD_VEC_A; + int pos_b = (batch_idx * batch_stride_b + ic * BN * stride_b) / LOAD_VEC_B; + + float sums[TM * TN]; + float cache_a[TM]; + float cache_b[TN]; + + for (int i = 0; i < TM * TN; i++) { + sums[i] = 0.0f; + } + + for (int block = 0; block < ne00; block += BK) { + for (int l = 0; l < BM; l += loadstride_a) { + if (ir*BM + loadc_a + l < ne01) { + int idx = pos_a + (loadc_a + l) * stride_a / LOAD_VEC_A + loadr_a; + int ib = idx / 64; + int iqs = (idx % 64) * 2; + + int n = iqs / 32; + int b = (iqs % 32) / 16; + int is = 2 * n + b; + int qsi = n * 32 + (iqs % 16) * 2; + + char * scales = src0_s + ib * 12; + + int scidx0 = (is < 4) ? is : (is + 4); + int scidx1 = (is < 4) ? is : (is - 4); + int scidxmask1 = (is < 4) ? 0x30 : 0xC0; + int scidxshift1 = (is < 4) ? 0 : 2; + int mbidx0 = is + 4; + int mbidx1 = (is < 4) ? is + 4 : is; + int mbidxmask0 = (is < 4) ? 0xF : 0xF0; + int mbidxshift0 = (is < 4) ? 0 : 4; + int mbidxmask1 = (is < 4) ? 0x30 : 0xC0; + int mbidxshift1 = (is < 4) ? 0 : 2; + + uchar sc = (scales[scidx0] & 0xF) | ((scales[scidx1] & scidxmask1) >> scidxshift1); + uchar mbyte = ((scales[mbidx0] & mbidxmask0) >> mbidxshift0) | ((scales[mbidx1] & mbidxmask1) >> mbidxshift1); + + float d = (float)src0_d[ib] * (float)sc; + float m = -(float)src0_dm[ib] * (float)mbyte; + + global uchar4 * qs = src0_q + ib*32 + (qsi >> 2); + uchar4 q = *qs; + float4 v1 = (convert_float4((uchar4)((q.s0 >> (b * 4))&0x0F, (q.s1 >> (b * 4))&0x0F, (q.s2 >> (b * 4))&0x0F, (q.s3 >> (b * 4))&0x0F)))*d + m; + + buf_a[(loadr_a * LOAD_VEC_A + 0) * BM + loadc_a + l] = v1.s0; + buf_a[(loadr_a * LOAD_VEC_A + 1) * BM + loadc_a + l] = v1.s1; + buf_a[(loadr_a * LOAD_VEC_A + 2) * BM + loadc_a + l] = v1.s2; + buf_a[(loadr_a * LOAD_VEC_A + 3) * BM + loadc_a + l] = v1.s3; + } else { + buf_a[(loadr_a * LOAD_VEC_A + 0) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 1) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 2) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 3) * BM + loadc_a + l] = 0.0f; + } + } + + for (int l = 0; l < BN; l += loadstride_b) { + if (ic*BN + loadc_b + l < ne11) { + int idx = pos_b + (loadc_b + l) * stride_b / LOAD_VEC_B + loadr_b; + buf_b[(loadr_b * LOAD_VEC_B + 0) * BN + loadc_b + l] = src1[idx].s0; + buf_b[(loadr_b * LOAD_VEC_B + 1) * BN + loadc_b + l] = src1[idx].s1; + buf_b[(loadr_b * LOAD_VEC_B + 2) * BN + loadc_b + l] = src1[idx].s2; + buf_b[(loadr_b * LOAD_VEC_B + 3) * BN + loadc_b + l] = src1[idx].s3; + } else { + buf_b[(loadr_b * LOAD_VEC_B + 0) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 1) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 2) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 3) * BN + loadc_b + l] = 0.0f; + } + } + + barrier(CLK_LOCAL_MEM_FENCE); + + pos_a += BK / LOAD_VEC_A; + pos_b += BK / LOAD_VEC_B; + + for (int i = 0; i < BK; i++) { + for (int j = 0; j < TM; j++) { + cache_a[j] = buf_a[(i) * BM + th_r * TM + j]; + } + + for (int j = 0; j < TN; j++) { + cache_b[j] = buf_b[(i) * BN + th_c * TN + j]; + } + + for (int cc = 0; cc < TN; cc++) { + for (int cr = 0; cr < TM; cr++) { + const int sums_idx = cc*TM + cr; + sums[sums_idx] = mad(cache_a[cr], cache_b[cc], sums[sums_idx]); + } + } + } + barrier(CLK_LOCAL_MEM_FENCE); + } + + const int dr = ir * BM + th_r * TM; + const int dc = ic * BN + th_c * TN; + + const int offsets = batch_idx * batch_stride_d; + + for (int cc = 0; cc < TN; cc++) { + for (int cr = 0; cr < TM; cr++) { + if (dr + cr < ne01 && dc + cc < ne11) { + dst[offsets + (dc + cc) * stride_d + dr + cr] = sums[cc * TM + cr]; + } + } + } +} diff --git a/ggml/src/ggml-opencl/kernels/mul_mm_q5_k_f32_l4_lm.cl b/ggml/src/ggml-opencl/kernels/mul_mm_q5_k_f32_l4_lm.cl new file mode 100644 index 0000000000..8e191f57e8 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mm_q5_k_f32_l4_lm.cl @@ -0,0 +1,192 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#define LOAD_VEC_A 4 +#define LOAD_VEC_B 4 + +#define BM 64 +#define BN 64 +#define BK 32 +#define TM 4 +#define TN 8 + +kernel void kernel_mul_mm_q5_k_f32_l4_lm( + global uchar4 * src0_q, + global uchar * src0_qh, + global uchar * src0_s, + global half * src0_d, + global half * src0_dm, + global float4 * src1, + ulong offset1, + global float * dst, + ulong offsetd, + + int ne00, + int ne01, + int ne02, + int ne11, + int ne12, + + int stride_a, + int stride_b, + int stride_d, + + int batch_stride_a, + int batch_stride_b, + int batch_stride_d, + + int r2, + int r3 +) { + src1 = (global float4*)((global char*)src1 + offset1); + dst = (global float *)((global char*)dst + offsetd); + + local float buf_a[BM * BK]; + local float buf_b[BN * BK]; + + const int batch_idx = get_global_id(2); + + const int i13 = batch_idx / ne12; + const int i12 = batch_idx % ne12; + + const int i03 = i13 / r3; + const int i02 = i12 / r2; + + const int batch_idx_a = i03 * ne02 + i02; + + const int ir = get_group_id(0); + const int ic = get_group_id(1); + + const int tid = get_local_id(0); + const int th_r = tid % (BM / TM); + const int th_c = tid / (BM / TM); + + const int loadr_a = get_local_id(0) % (BK / LOAD_VEC_A); + const int loadc_a = get_local_id(0) / (BK / LOAD_VEC_A); + const int loadr_b = get_local_id(0) % (BK / LOAD_VEC_B); + const int loadc_b = get_local_id(0) / (BK / LOAD_VEC_B); + + const int loadstride_a = get_local_size(0) * LOAD_VEC_A / BK; + const int loadstride_b = get_local_size(0) * LOAD_VEC_B / BK; + + int pos_a = (batch_idx_a * batch_stride_a + ir * BM * stride_a) / LOAD_VEC_A; + int pos_b = (batch_idx * batch_stride_b + ic * BN * stride_b) / LOAD_VEC_B; + + float sums[TM * TN]; + float cache_a[TM]; + float cache_b[TN]; + + for (int i = 0; i < TM * TN; i++) { + sums[i] = 0.0f; + } + + for (int block = 0; block < ne00; block += BK) { + for (int l = 0; l < BM; l += loadstride_a) { + if (ir*BM + loadc_a + l < ne01) { + int idx = pos_a + (loadc_a + l) * stride_a / LOAD_VEC_A + loadr_a; + int ib = idx / 64; + int iqs = (idx % 64) * 2; + + int n = iqs / 32; + int b = (iqs % 32) / 16; + int is = 2 * n + b; + int qsi = n * 32 + (iqs % 16) * 2; + + global uchar * scales = src0_s + ib * 12; + + int scidx0 = (is < 4) ? is : (is + 4); + int scidx1 = (is < 4) ? is : (is - 4); + int scidxmask1 = (is < 4) ? 0x30 : 0xC0; + int scidxshift1 = (is < 4) ? 0 : 2; + int mbidx0 = is + 4; + int mbidx1 = (is < 4) ? is + 4 : is; + int mbidxmask0 = (is < 4) ? 0xF : 0xF0; + int mbidxshift0 = (is < 4) ? 0 : 4; + int mbidxmask1 = (is < 4) ? 0x30 : 0xC0; + int mbidxshift1 = (is < 4) ? 0 : 2; + + uchar sc = (scales[scidx0] & 0xF) | ((scales[scidx1] & scidxmask1) >> scidxshift1); + uchar mbyte = ((scales[mbidx0] & mbidxmask0) >> mbidxshift0) | ((scales[mbidx1] & mbidxmask1) >> mbidxshift1); + + float d = (float)src0_d[ib] * (float)sc; + float m = -(float)src0_dm[ib] * (float)mbyte; + + int qh_base = (iqs % 16) * 2; + int bit_pos = 2*n + b; + uchar h0 = (src0_qh[ib*32 + qh_base + 0] >> bit_pos) & 1; + uchar h1 = (src0_qh[ib*32 + qh_base + 1] >> bit_pos) & 1; + uchar h2 = (src0_qh[ib*32 + qh_base + 2] >> bit_pos) & 1; + uchar h3 = (src0_qh[ib*32 + qh_base + 3] >> bit_pos) & 1; + + global uchar4 * qs = src0_q + ib*32 + (qsi >> 2); + uchar4 q = *qs; + float4 v1 = (convert_float4((uchar4)( + ((q.s0 >> (b * 4))&0x0F) | (h0 << 4), + ((q.s1 >> (b * 4))&0x0F) | (h1 << 4), + ((q.s2 >> (b * 4))&0x0F) | (h2 << 4), + ((q.s3 >> (b * 4))&0x0F) | (h3 << 4) + )))*d + m; + + buf_a[(loadr_a * LOAD_VEC_A + 0) * BM + loadc_a + l] = v1.s0; + buf_a[(loadr_a * LOAD_VEC_A + 1) * BM + loadc_a + l] = v1.s1; + buf_a[(loadr_a * LOAD_VEC_A + 2) * BM + loadc_a + l] = v1.s2; + buf_a[(loadr_a * LOAD_VEC_A + 3) * BM + loadc_a + l] = v1.s3; + } else { + buf_a[(loadr_a * LOAD_VEC_A + 0) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 1) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 2) * BM + loadc_a + l] = 0.0f; + buf_a[(loadr_a * LOAD_VEC_A + 3) * BM + loadc_a + l] = 0.0f; + } + } + + for (int l = 0; l < BN; l += loadstride_b) { + if (ic*BN + loadc_b + l < ne11) { + int idx = pos_b + (loadc_b + l) * stride_b / LOAD_VEC_B + loadr_b; + buf_b[(loadr_b * LOAD_VEC_B + 0) * BN + loadc_b + l] = src1[idx].s0; + buf_b[(loadr_b * LOAD_VEC_B + 1) * BN + loadc_b + l] = src1[idx].s1; + buf_b[(loadr_b * LOAD_VEC_B + 2) * BN + loadc_b + l] = src1[idx].s2; + buf_b[(loadr_b * LOAD_VEC_B + 3) * BN + loadc_b + l] = src1[idx].s3; + } else { + buf_b[(loadr_b * LOAD_VEC_B + 0) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 1) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 2) * BN + loadc_b + l] = 0.0f; + buf_b[(loadr_b * LOAD_VEC_B + 3) * BN + loadc_b + l] = 0.0f; + } + } + + barrier(CLK_LOCAL_MEM_FENCE); + + pos_a += BK / LOAD_VEC_A; + pos_b += BK / LOAD_VEC_B; + + for (int i = 0; i < BK; i++) { + for (int j = 0; j < TM; j++) { + cache_a[j] = buf_a[(i) * BM + th_r * TM + j]; + } + + for (int j = 0; j < TN; j++) { + cache_b[j] = buf_b[(i) * BN + th_c * TN + j]; + } + + for (int cc = 0; cc < TN; cc++) { + for (int cr = 0; cr < TM; cr++) { + const int sums_idx = cc*TM + cr; + sums[sums_idx] = mad(cache_a[cr], cache_b[cc], sums[sums_idx]); + } + } + } + barrier(CLK_LOCAL_MEM_FENCE); + } + + const int dr = ir * BM + th_r * TM; + const int dc = ic * BN + th_c * TN; + + const int offsets = batch_idx * batch_stride_d; + + for (int cc = 0; cc < TN; cc++) { + for (int cr = 0; cr < TM; cr++) { + if (dr + cr < ne01 && dc + cc < ne11) { + dst[offsets + (dc + cc) * stride_d + dr + cr] = sums[cc * TM + cr]; + } + } + } +} diff --git a/ggml/src/ggml-opencl/kernels/mul_mv_q4_k_f32_flat.cl b/ggml/src/ggml-opencl/kernels/mul_mv_q4_k_f32_flat.cl new file mode 100644 index 0000000000..d92fb96890 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mv_q4_k_f32_flat.cl @@ -0,0 +1,196 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_intel_subgroups +#pragma OPENCL EXTENSION cl_intel_subgroups : enable +#else +#pragma OPENCL EXTENSION cl_khr_subgroups : enable +#endif + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +//------------------------------------------------------------------------------ +// block_q4_K +//------------------------------------------------------------------------------ +#define QK_K 256 +#define BLOCK_Q4K_SIZE 144 +#define K_SCALE_SIZE 12 + +// 8 blocks of 32 elements each +// weight is represented as x = a * q + b +typedef struct { + half d; // super-block scale for quantized scales + half dmin; // super-block scale for quantized mins + + uchar scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits + uchar qs[QK_K/2]; // 4-bit quants +} block_q4_K; + +#undef N_DST +#undef N_SIMDGROUP +#undef N_SIMDWIDTH + +#ifdef INTEL_GPU +#define N_DST 4 // number of rows each SIMD group works on +#define N_SIMDGROUP 1 // number of SIMD groups in a thread group +#define N_SIMDWIDTH 16 // SIMD group size +#elif defined (ADRENO_GPU) +#define N_DST 16 +#define N_SIMDGROUP 2 +#define N_SIMDWIDTH 64 +#endif + +#undef BLOCK_STRIDE +// number of (super) blocks each subgroup processes +// each thread in a subgroup processes a block (32 weights) +#define BLOCK_STRIDE (N_SIMDWIDTH/8) + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_16 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_mul_mv_q4_K_f32_flat( + global uchar * src0_q, + global uchar * src0_s, + global half * src0_d, + global half * src0_dm, + global char * src1, + int offset1, + global char * dst, + int offsetd, + int ne00, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne12, + ulong nb11, + ulong nb12, + ulong nb13, + int ne0, + int ne1, + int r2, + int r3 +) { + src1 = src1 + offset1; + dst = dst + offsetd; + + ushort kmask1 = 0x3f3f; + ushort kmask2 = 0x0f0f; + ushort kmask3 = 0xc0c0; + + int ix = get_sub_group_local_id()/8; + int it = get_sub_group_local_id()%8; + int iq = it/4; + int ir = it%4; + + int nb = ne00/QK_K; + + int r0 = get_group_id(0); + int r1 = get_group_id(1); + int im = get_group_id(2); + int first_row = (r0 * N_SIMDGROUP + get_sub_group_id()) * N_DST; + + int i12 = im%ne12; + int i13 = im/ne12; + + int offset_src0 = (first_row*nb01 + (i12/r2)*nb02 + (i13/r3)*nb03)/BLOCK_Q4K_SIZE; + uint blk = nb01 / BLOCK_Q4K_SIZE; + global uchar * blk_q = (global uchar *)src0_q + offset_src0*(QK_K/2); + global uchar * blk_s = (global uchar *)src0_s + offset_src0*K_SCALE_SIZE; + global half * blk_d = (global half *)src0_d + offset_src0; + global half * blk_dm = (global half *)src0_dm + offset_src0; + + int offset_src1 = r1*nb11 + (i12)*nb12 + (i13)*nb13; + global float * y = (global float *)(src1 + offset_src1); + + float yl[16]; + float yh[16]; + float sumf[N_DST] = {0.f}; + float all_sum; + + global float * y4 = y + ix * QK_K + 64 * iq + 8 * ir; + + ushort sc16[4]; + uchar * sc8 = (uchar *)sc16; + + for (int ib = ix; ib < nb; ib += BLOCK_STRIDE) { + float4 sumy = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; ++i) { + yl[i+0] = y4[i+0]; + sumy.s0 += yl[i+0]; + + yl[i+8] = y4[i+32]; + sumy.s1 += yl[i+8]; + + yh[i+0] = y4[i+128]; + sumy.s2 += yh[i+0]; + + yh[i+8] = y4[i+160]; + sumy.s3 += yh[i+8]; + } + + global ushort * q1 = (global ushort *)(blk_q + ib * (QK_K/2)) + (16 * iq + 4 * ir); + global ushort * sc = (global ushort *)(blk_s + ib * K_SCALE_SIZE) + iq; + global half * d = blk_d + ib; + global half * dm = blk_dm + ib; + + for (int row = 0; row < N_DST; row++) { + sc16[0] = sc[0] & kmask1; + sc16[1] = sc[2] & kmask1; + sc16[2] = ((sc[4] >> 0) & kmask2) | ((sc[0] & kmask3) >> 2); + sc16[3] = ((sc[4] >> 4) & kmask2) | ((sc[2] & kmask3) >> 2); + + global ushort * q2 = q1 + 32; + + float4 acc1 = {0.f, 0.f, 0.f, 0.f}; + float4 acc2 = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; i += 2) { + acc1.s0 += yl[i+0] * (q1[i/2] & 0x000F); + acc1.s1 += yl[i+1] * (q1[i/2] & 0x0F00); + acc1.s2 += yl[i+8] * (q1[i/2] & 0x00F0); + acc1.s3 += yl[i+9] * (q1[i/2] & 0xF000); + acc2.s0 += yh[i+0] * (q2[i/2] & 0x000F); + acc2.s1 += yh[i+1] * (q2[i/2] & 0x0F00); + acc2.s2 += yh[i+8] * (q2[i/2] & 0x00F0); + acc2.s3 += yh[i+9] * (q2[i/2] & 0xF000); + } + + float dall = *d; + float dmin = *dm; + sumf[row] += dall * ((acc1.s0 + 1.f/256.f * acc1.s1) * sc8[0] + + (acc1.s2 + 1.f/256.f * acc1.s3) * sc8[1] * 1.f/16.f + + (acc2.s0 + 1.f/256.f * acc2.s1) * sc8[4] + + (acc2.s2 + 1.f/256.f * acc2.s3) * sc8[5] * 1.f/16.f) - + dmin * (sumy.s0 * sc8[2] + sumy.s1 * sc8[3] + sumy.s2 * sc8[6] + sumy.s3 * sc8[7]); + + q1 += blk*64; + sc += blk*6; + d += blk; + dm += blk; + } + + y4 += BLOCK_STRIDE * QK_K; + } + + global float * dst_f32 = (global float *) dst + im*ne0*ne1 + r1*ne0; + + for (int row = 0; row < N_DST; ++row) { + all_sum = sub_group_reduce_add(sumf[row]); + if (first_row + row < ne01) { + if (get_sub_group_local_id() == 0) { + dst_f32[first_row + row] = all_sum; + } + } + } +} diff --git a/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32.cl b/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32.cl new file mode 100644 index 0000000000..b2058abc1b --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32.cl @@ -0,0 +1,187 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_intel_subgroups +#pragma OPENCL EXTENSION cl_intel_subgroups : enable +#else +#pragma OPENCL EXTENSION cl_khr_subgroups : enable +#endif + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#define QK_K 256 +#define K_SCALE_SIZE 12 + +typedef struct { + half d; // super-block scale for quantized scales + half dmin; // super-block scale for quantized mins + uchar scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits + uchar qh[QK_K/8]; // quants, high bit (1 bit per value, packed 8 per byte) + uchar qs[QK_K/2]; // quants, low 4 bits (2 values per byte) +} block_q5_K; + +#undef N_DST +#undef N_SIMDGROUP +#undef N_SIMDWIDTH + +#ifdef INTEL_GPU +#define N_DST 4 +#define N_SIMDGROUP 1 +#define N_SIMDWIDTH 16 +#elif defined(ADRENO_GPU) +#define N_DST 4 +#define N_SIMDGROUP 1 +#define N_SIMDWIDTH 64 +#endif + +#define BLOCK_STRIDE (N_SIMDWIDTH/8) + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_16 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_mul_mv_q5_K_f32( + global char * src0, + int offset0, + global char * src1, + int offset1, + global char * dst, + int offsetd, + int ne00, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne12, + ulong nb11, + ulong nb12, + ulong nb13, + int ne0, + int ne1, + int r2, + int r3 +) { + src0 = src0 + offset0; + src1 = src1 + offset1; + dst = dst + offsetd; + + ushort kmask1 = 0x3f3f; + ushort kmask2 = 0x0f0f; + ushort kmask3 = 0xc0c0; + + int ix = get_sub_group_local_id()/8; // super block index + int it = get_sub_group_local_id()%8; // block index (inside super block) + int iq = it/4; // 0 or 1 - first or second half of the super block + int ir = it%4; // 0...3 - block index in the half super block + + int nb = ne00/QK_K; + + int r0 = get_group_id(0); + int r1 = get_group_id(1); + int im = get_group_id(2); + int first_row = (r0 * N_SIMDGROUP + get_sub_group_id()) * N_DST; + + int i12 = im%ne12; + int i13 = im/ne12; + + int offset_src0 = first_row*nb01 + (i12/r2)*nb02 + (i13/r3)*nb03; + int offset_src1 = r1*nb11 + (i12 )*nb12 + (i13 )*nb13; + + global block_q5_K * x = (global block_q5_K *) (src0 + offset_src0); + global float * y = (global float *) (src1 + offset_src1); + + float yl[16]; + float yh[16]; + float sumf[N_DST] = {0.f}; + float all_sum; + + global float * y4 = y + ix * QK_K + 64 * iq + 8 * ir; + + uchar u1_lo = (uchar)(1 << (2*iq)); + uchar u2_lo = (uchar)(2 << (2*iq)); + uchar u1_hi = (uchar)(1 << (2*iq + 4)); + uchar u2_hi = (uchar)(2 << (2*iq + 4)); + + ushort sc16[4]; + uchar * sc8 = (uchar *)sc16; + + for (int ib = ix; ib < nb; ib += BLOCK_STRIDE) { + float4 sumy = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; ++i) { + yl[i+0] = y4[i+0]; + sumy.s0 += yl[i+0]; + + yl[i+8] = y4[i+32]; + sumy.s1 += yl[i+8]; + + yh[i+0] = y4[i+128]; + sumy.s2 += yh[i+0]; + + yh[i+8] = y4[i+160]; + sumy.s3 += yh[i+8]; + } + + global ushort * sc = (global ushort *)x[ib].scales + iq; + global ushort * q1 = (global ushort *)x[ib].qs + 16 * iq + 4 * ir; + global uchar * qh = x[ib].qh + 8 * ir; + global half * dh = &x[ib].d; + + for (int row = 0; row < N_DST; row++) { + sc16[0] = sc[0] & kmask1; + sc16[1] = sc[2] & kmask1; + sc16[2] = ((sc[4] >> 0) & kmask2) | ((sc[0] & kmask3) >> 2); + sc16[3] = ((sc[4] >> 4) & kmask2) | ((sc[2] & kmask3) >> 2); + + global ushort * q2 = q1 + 32; + + float4 acc1 = {0.f, 0.f, 0.f, 0.f}; + float4 acc2 = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; i += 2) { + acc1.s0 += yl[i+0] * ((q1[i/2] & 0x000F) + (qh[i+0] & u1_lo ? 16.f : 0.f)); + acc1.s1 += yl[i+1] * ((q1[i/2] & 0x0F00) + (qh[i+1] & u1_lo ? 16.f*256.f : 0.f)); + acc1.s2 += yl[i+8] * ((q1[i/2] & 0x00F0) + (qh[i+0] & u2_lo ? 16.f*16.f : 0.f)); + acc1.s3 += yl[i+9] * ((q1[i/2] & 0xF000) + (qh[i+1] & u2_lo ? 16.f*4096.f: 0.f)); + acc2.s0 += yh[i+0] * ((q2[i/2] & 0x000F) + (qh[i+0] & u1_hi ? 16.f : 0.f)); + acc2.s1 += yh[i+1] * ((q2[i/2] & 0x0F00) + (qh[i+1] & u1_hi ? 16.f*256.f : 0.f)); + acc2.s2 += yh[i+8] * ((q2[i/2] & 0x00F0) + (qh[i+0] & u2_hi ? 16.f*16.f : 0.f)); + acc2.s3 += yh[i+9] * ((q2[i/2] & 0xF000) + (qh[i+1] & u2_hi ? 16.f*4096.f: 0.f)); + } + + float dall = dh[0]; + float dmin = dh[1]; + sumf[row] += dall * ((acc1.s0 + 1.f/256.f * acc1.s1) * sc8[0] + + (acc1.s2 + 1.f/256.f * acc1.s3) * sc8[1] * 1.f/16.f + + (acc2.s0 + 1.f/256.f * acc2.s1) * sc8[4] + + (acc2.s2 + 1.f/256.f * acc2.s3) * sc8[5] * 1.f/16.f) - + dmin * (sumy.s0 * sc8[2] + sumy.s1 * sc8[3] + sumy.s2 * sc8[6] + sumy.s3 * sc8[7]); + + q1 += nb01/2; + sc += nb01/2; + dh += nb01/2; + qh += nb01; + } + + y4 += BLOCK_STRIDE * QK_K; + } + + global float * dst_f32 = (global float *) dst + im*ne0*ne1 + r1*ne0; + + for (int row = 0; row < N_DST; ++row) { + all_sum = sub_group_reduce_add(sumf[row]); + if (first_row + row < ne01) { + if (get_sub_group_local_id() == 0) { + dst_f32[first_row + row] = all_sum; + } + } + } +} diff --git a/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32_flat.cl b/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32_flat.cl new file mode 100644 index 0000000000..e353a72be7 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32_flat.cl @@ -0,0 +1,203 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_intel_subgroups +#pragma OPENCL EXTENSION cl_intel_subgroups : enable +#else +#pragma OPENCL EXTENSION cl_khr_subgroups : enable +#endif + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +//------------------------------------------------------------------------------ +// block_q5_K +//------------------------------------------------------------------------------ +#define QK_K 256 +#define BLOCK_Q5K_SIZE 176 +#define K_SCALE_SIZE 12 + +typedef struct { + half d; // super-block scale for quantized scales + half dmin; // super-block scale for quantized mins + uchar scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits + uchar qh[QK_K/8]; // quants, high bit (1 bit per value, packed 8 per byte) + uchar qs[QK_K/2]; // quants, low 4 bits (2 values per byte) +} block_q5_K; + +#undef N_DST +#undef N_SIMDGROUP +#undef N_SIMDWIDTH + +#ifdef INTEL_GPU +#define N_DST 4 +#define N_SIMDGROUP 1 +#define N_SIMDWIDTH 16 +#elif defined(ADRENO_GPU) +#define N_DST 16 +#define N_SIMDGROUP 2 +#define N_SIMDWIDTH 64 +#endif + +#undef BLOCK_STRIDE +// number of (super) blocks each subgroup processes +// each thread in a subgroup processes a block (32 weights) +#define BLOCK_STRIDE (N_SIMDWIDTH/8) + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_16 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_mul_mv_q5_K_f32_flat( + global uchar * src0_q, + global uchar * src0_qh, + global uchar * src0_s, + global half * src0_d, + global half * src0_dm, + global char * src1, + int offset1, + global char * dst, + int offsetd, + int ne00, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne12, + ulong nb11, + ulong nb12, + ulong nb13, + int ne0, + int ne1, + int r2, + int r3 +) { + src1 = src1 + offset1; + dst = dst + offsetd; + + ushort kmask1 = 0x3f3f; + ushort kmask2 = 0x0f0f; + ushort kmask3 = 0xc0c0; + + int ix = get_sub_group_local_id()/8; + int it = get_sub_group_local_id()%8; + int iq = it/4; + int ir = it%4; + + int nb = ne00/QK_K; + + int r0 = get_group_id(0); + int r1 = get_group_id(1); + int im = get_group_id(2); + int first_row = (r0 * N_SIMDGROUP + get_sub_group_id()) * N_DST; + + int i12 = im%ne12; + int i13 = im/ne12; + + int offset_src0 = (first_row*nb01 + (i12/r2)*nb02 + (i13/r3)*nb03)/BLOCK_Q5K_SIZE; + uint blk = nb01 / BLOCK_Q5K_SIZE; + global uchar * blk_q = (global uchar *)src0_q + offset_src0*(QK_K/2); + global uchar * blk_qh = (global uchar *)src0_qh + offset_src0*(QK_K/8); + global uchar * blk_s = (global uchar *)src0_s + offset_src0*K_SCALE_SIZE; + global half * blk_d = (global half *)src0_d + offset_src0; + global half * blk_dm = (global half *)src0_dm + offset_src0; + + int offset_src1 = r1*nb11 + (i12)*nb12 + (i13)*nb13; + global float * y = (global float *)(src1 + offset_src1); + + float yl[16]; + float yh[16]; + float sumf[N_DST] = {0.f}; + float all_sum; + + global float * y4 = y + ix * QK_K + 64 * iq + 8 * ir; + + uchar u1_lo = (uchar)(1 << (2*iq)); + uchar u2_lo = (uchar)(2 << (2*iq)); + uchar u1_hi = (uchar)(1 << (2*iq + 4)); + uchar u2_hi = (uchar)(2 << (2*iq + 4)); + + ushort sc16[4]; + uchar * sc8 = (uchar *)sc16; + + for (int ib = ix; ib < nb; ib += BLOCK_STRIDE) { + float4 sumy = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; ++i) { + yl[i+0] = y4[i+0]; + sumy.s0 += yl[i+0]; + + yl[i+8] = y4[i+32]; + sumy.s1 += yl[i+8]; + + yh[i+0] = y4[i+128]; + sumy.s2 += yh[i+0]; + + yh[i+8] = y4[i+160]; + sumy.s3 += yh[i+8]; + } + + global ushort * q1 = (global ushort *)(blk_q + ib * (QK_K/2)) + (16 * iq + 4 * ir); + global uchar * qh = (global uchar *)(blk_qh + ib * (QK_K/8)) + 8 * ir; + global ushort * sc = (global ushort *)(blk_s + ib * K_SCALE_SIZE) + iq; + global half * d = blk_d + ib; + global half * dm = blk_dm + ib; + + for (int row = 0; row < N_DST; row++) { + sc16[0] = sc[0] & kmask1; + sc16[1] = sc[2] & kmask1; + sc16[2] = ((sc[4] >> 0) & kmask2) | ((sc[0] & kmask3) >> 2); + sc16[3] = ((sc[4] >> 4) & kmask2) | ((sc[2] & kmask3) >> 2); + + global ushort * q2 = q1 + 32; + + float4 acc1 = {0.f, 0.f, 0.f, 0.f}; + float4 acc2 = {0.f, 0.f, 0.f, 0.f}; + for (int i = 0; i < 8; i += 2) { + acc1.s0 += yl[i+0] * ((q1[i/2] & 0x000F) + (qh[i+0] & u1_lo ? 16.f : 0.f)); + acc1.s1 += yl[i+1] * ((q1[i/2] & 0x0F00) + (qh[i+1] & u1_lo ? 16.f*256.f : 0.f)); + acc1.s2 += yl[i+8] * ((q1[i/2] & 0x00F0) + (qh[i+0] & u2_lo ? 16.f*16.f : 0.f)); + acc1.s3 += yl[i+9] * ((q1[i/2] & 0xF000) + (qh[i+1] & u2_lo ? 16.f*4096.f: 0.f)); + acc2.s0 += yh[i+0] * ((q2[i/2] & 0x000F) + (qh[i+0] & u1_hi ? 16.f : 0.f)); + acc2.s1 += yh[i+1] * ((q2[i/2] & 0x0F00) + (qh[i+1] & u1_hi ? 16.f*256.f : 0.f)); + acc2.s2 += yh[i+8] * ((q2[i/2] & 0x00F0) + (qh[i+0] & u2_hi ? 16.f*16.f : 0.f)); + acc2.s3 += yh[i+9] * ((q2[i/2] & 0xF000) + (qh[i+1] & u2_hi ? 16.f*4096.f: 0.f)); + } + + float dall = *d; + float dmin = *dm; + sumf[row] += dall * ((acc1.s0 + 1.f/256.f * acc1.s1) * sc8[0] + + (acc1.s2 + 1.f/256.f * acc1.s3) * sc8[1] * 1.f/16.f + + (acc2.s0 + 1.f/256.f * acc2.s1) * sc8[4] + + (acc2.s2 + 1.f/256.f * acc2.s3) * sc8[5] * 1.f/16.f) - + dmin * (sumy.s0 * sc8[2] + sumy.s1 * sc8[3] + sumy.s2 * sc8[6] + sumy.s3 * sc8[7]); + + q1 += blk*64; + qh += blk*32; + sc += blk*6; + d += blk; + dm += blk; + } + + y4 += BLOCK_STRIDE * QK_K; + } + + global float * dst_f32 = (global float *) dst + im*ne0*ne1 + r1*ne0; + + for (int row = 0; row < N_DST; ++row) { + all_sum = sub_group_reduce_add(sumf[row]); + if (first_row + row < ne01) { + if (get_sub_group_local_id() == 0) { + dst_f32[first_row + row] = all_sum; + } + } + } +} diff --git a/ggml/src/ggml-opencl/kernels/neg.cl b/ggml/src/ggml-opencl/kernels/neg.cl new file mode 100644 index 0000000000..a862d8bc58 --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/neg.cl @@ -0,0 +1,125 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +kernel void kernel_neg_f32( + global const float * src0, + ulong offset0, + global float * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global float*)((global char*)src0 + offset0); + dst = (global float*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = -src0[get_global_id(0)]; +} + +kernel void kernel_neg_f32_4( + global const float4 * src0, + ulong offset0, + global float4 * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global float4*)((global char*)src0 + offset0); + dst = (global float4*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = -src0[get_global_id(0)]; +} + +kernel void kernel_neg_f16( + global const half * src0, + ulong offset0, + global half * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global half*)((global char*)src0 + offset0); + dst = (global half*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = -src0[get_global_id(0)]; +} + +kernel void kernel_neg_f16_4( + global const half4 * src0, + ulong offset0, + global half4 * dst, + ulong offsetd, + int n +) { + if (get_global_id(0) >= n) { + return; + } + src0 = (global half4*)((global char*)src0 + offset0); + dst = (global half4*)((global char*)dst + offsetd); + + dst[get_global_id(0)] = -src0[get_global_id(0)]; +} + +kernel void kernel_neg_f32_nc( + global const char * src0, + ulong offset0, + global char * dst, + ulong offsetd, + int ne00, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + ulong nb0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + for (int i0 = get_local_id(0); i0 < ne00; i0 += get_local_size(0)) { + global const float * x = (global const float *)(src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); + global float * y = (global float *)(dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + + *y = -*x; + } +} + +kernel void kernel_neg_f16_nc( + global const char * src0, + ulong offset0, + global char * dst, + ulong offsetd, + int ne00, + ulong nb00, + ulong nb01, + ulong nb02, + ulong nb03, + ulong nb0, + ulong nb1, + ulong nb2, + ulong nb3 +) { + src0 = src0 + offset0; + dst = dst + offsetd; + + const int i3 = get_group_id(2); + const int i2 = get_group_id(1); + const int i1 = get_group_id(0); + + for (int i0 = get_local_id(0); i0 < ne00; i0 += get_local_size(0)) { + global const half * x = (global const half *)(src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); + global half * y = (global half *)(dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + + *y = -*x; + } +} diff --git a/ggml/src/ggml-opencl/kernels/transpose.cl b/ggml/src/ggml-opencl/kernels/transpose.cl index 1279b6531b..ad89bdcbde 100644 --- a/ggml/src/ggml-opencl/kernels/transpose.cl +++ b/ggml/src/ggml-opencl/kernels/transpose.cl @@ -44,6 +44,19 @@ kernel void kernel_transpose_16_4x1( write_imageh(output, i * rows + j, (half4)(temp0, temp1, temp2, temp3)); } +// Transpose treating each element as 8-bit using buffer +kernel void kernel_transpose_8_buf( + global const uchar * input, + global uchar * output, + const int ldi, + const int ldo +) { + const int x = get_global_id(0); + const int y = get_global_id(1); + + output[x*ldo + y] = input[y*ldi + x]; +} + // Transpose treating each element as 16-bit using buffer kernel void kernel_transpose_16_buf( global const ushort * input, @@ -57,6 +70,19 @@ kernel void kernel_transpose_16_buf( output[x*ldo + y] = input[y*ldi + x]; } +// Transpose treating each element as 32-bit using buffer +kernel void kernel_transpose_32_buf( + global const uint * input, + global uint * output, + const int ldi, + const int ldo +) { + const int x = get_global_id(0); + const int y = get_global_id(1); + + output[x*ldo + y] = input[y*ldi + x]; +} + // 32-bit transpose, loading/storing a 4x4 tile of elements kernel void kernel_transpose_32( __read_only image1d_buffer_t input, diff --git a/ggml/src/ggml-openvino/.clang-format b/ggml/src/ggml-openvino/.clang-format new file mode 100644 index 0000000000..a2a24d7d33 --- /dev/null +++ b/ggml/src/ggml-openvino/.clang-format @@ -0,0 +1,154 @@ +--- +# Override root .clang-format +AlignConsecutiveAssignments: false +AlignConsecutiveDeclarations: false +Cpp11BracedListStyle: true +SpacesInContainerLiterals: false +BreakBeforeBraces: Attach +AccessModifierOffset: -4 +IndentCaseBlocks: false +IndentCaseLabels: false + +Language: Cpp +AlignAfterOpenBracket: Align +AlignArrayOfStructures: Left +AlignConsecutiveBitFields: AcrossComments +AlignConsecutiveMacros: AcrossComments +# AlignConsecutiveShortCaseStatements: AcrossComments +AlignEscapedNewlines: Left # LeftWithLastLine +AlignOperands: Align +AlignTrailingComments: + Kind: Always + OverEmptyLines: 1 +AllowAllArgumentsOnNextLine: true +AllowAllParametersOfDeclarationOnNextLine: false +# AllowBreakBeforeNoexceptSpecifier: OnlyWithParen +AllowShortBlocksOnASingleLine: Never +AllowShortCaseLabelsOnASingleLine: false +AllowShortFunctionsOnASingleLine: Inline +AllowShortIfStatementsOnASingleLine: Never +AllowShortLambdasOnASingleLine: Inline +AllowShortLoopsOnASingleLine: false +AlwaysBreakBeforeMultilineStrings: true +# Treat CUDA keywords/attributes as "attribute macros" and avoid breaking lines inside them +AttributeMacros: + - __host__ + - __device__ + - __global__ + - __forceinline__ + - __launch_bounds__ +BinPackArguments: true +BinPackParameters: false # OnePerLine +BitFieldColonSpacing: Both +# BreakAdjacentStringLiterals: true +BreakAfterAttributes: Never +BreakBeforeBinaryOperators: None +BreakBeforeInlineASMColon: OnlyMultiline +BreakBeforeTernaryOperators: false +# BreakBinaryOperations: Never +BreakConstructorInitializers: AfterColon +# BreakFunctionDefinitionParameters: false +BreakInheritanceList: AfterComma +BreakStringLiterals: true +# BreakTemplateDeclarations: Yes +ColumnLimit: 120 +CommentPragmas: '^ IWYU pragma:' +CompactNamespaces: false +ConstructorInitializerIndentWidth: 4 +ContinuationIndentWidth: 4 +DerivePointerAlignment: false +DisableFormat: false +EmptyLineBeforeAccessModifier: Leave +EmptyLineAfterAccessModifier: Never +ExperimentalAutoDetectBinPacking: false +FixNamespaceComments: true +IncludeBlocks: Regroup +IncludeCategories: + - Regex: '".*"' + Priority: 1 + SortPriority: 0 + - Regex: '^<.*\.h>' + Priority: 2 + SortPriority: 0 + - Regex: '^<.*' + Priority: 3 + SortPriority: 0 + - Regex: '.*' + Priority: 4 + SortPriority: 0 +IncludeIsMainRegex: '([-_](test|unittest))?$' +IncludeIsMainSourceRegex: '' +IndentAccessModifiers: false +IndentExternBlock: NoIndent +IndentGotoLabels: false +IndentPPDirectives: AfterHash +IndentWidth: 4 +IndentWrappedFunctionNames: false +InsertBraces: true # NOTE: may lead to incorrect formatting +InsertNewlineAtEOF: true +JavaScriptQuotes: Leave +JavaScriptWrapImports: true +KeepEmptyLinesAtTheStartOfBlocks: false +LambdaBodyIndentation: Signature +LineEnding: LF +MacroBlockBegin: '' +MacroBlockEnd: '' +MaxEmptyLinesToKeep: 1 +NamespaceIndentation: None +ObjCBinPackProtocolList: Auto +ObjCBlockIndentWidth: 4 +ObjCSpaceAfterProperty: true +ObjCSpaceBeforeProtocolList: true +PPIndentWidth: -1 +PackConstructorInitializers: CurrentLine +PenaltyBreakAssignment: 2 +PenaltyBreakBeforeFirstCallParameter: 1 +PenaltyBreakComment: 300 +PenaltyBreakFirstLessLess: 120 +PenaltyBreakString: 1000 +PenaltyBreakTemplateDeclaration: 10 +PenaltyExcessCharacter: 1000000 +PenaltyReturnTypeOnItsOwnLine: 200 +PointerAlignment: Middle +QualifierAlignment: Left +#QualifierOrder: ['static', 'inline', 'friend', 'constexpr', 'const', 'volatile', 'type', 'restrict'] +RawStringFormats: + - Language: Cpp + Delimiters: + - cc + - CC + - cpp + - Cpp + - CPP + - 'c++' + - 'C++' + CanonicalDelimiter: '' +ReferenceAlignment: Middle +ReflowComments: false # IndentOnly +SeparateDefinitionBlocks: Always +SortIncludes: CaseInsensitive +SortUsingDeclarations: LexicographicNumeric +SpaceAfterCStyleCast: true +SpaceAfterLogicalNot: false +SpaceAfterTemplateKeyword: true +SpaceBeforeAssignmentOperators: true +SpaceBeforeCpp11BracedList: false +SpaceBeforeCtorInitializerColon: true +SpaceBeforeInheritanceColon: true +SpaceBeforeParens: ControlStatements +SpaceBeforeRangeBasedForLoopColon: true +SpaceInEmptyBlock: false +SpaceInEmptyParentheses: false +SpacesBeforeTrailingComments: 2 +SpacesInAngles: Never +SpacesInLineCommentPrefix: + Minimum: 1 + Maximum: -1 +SpacesInParentheses: false +SpacesInSquareBrackets: false +SpaceBeforeSquareBrackets: false +Standard: c++17 +TabWidth: 4 +UseTab: Never +WhitespaceSensitiveMacros: ['STRINGIZE'] +... diff --git a/ggml/src/ggml-openvino/CMakeLists.txt b/ggml/src/ggml-openvino/CMakeLists.txt new file mode 100644 index 0000000000..175b585661 --- /dev/null +++ b/ggml/src/ggml-openvino/CMakeLists.txt @@ -0,0 +1,22 @@ +find_package(OpenVINO REQUIRED) +find_package(OpenCL REQUIRED) + +include("${OpenVINO_DIR}/../3rdparty/tbb/lib/cmake/TBB/TBBConfig.cmake") + +file(GLOB_RECURSE GGML_HEADERS_OPENVINO "*.h" "*.hpp") +file(GLOB_RECURSE GGML_SOURCES_OPENVINO "*.cpp") + +ggml_add_backend_library(ggml-openvino + ${GGML_SOURCES_OPENVINO} + ${GGML_HEADERS_OPENVINO} +) + +target_link_libraries(ggml-openvino PRIVATE openvino::runtime TBB::tbb OpenCL::OpenCL) + +if (GGML_OPENVINO) + if (CMAKE_SYSTEM_PROCESSOR STREQUAL "aarch64") + elseif (CMAKE_SYSTEM_PROCESSOR STREQUAL "x86_64" OR CMAKE_SYSTEM_PROCESSOR STREQUAL "amd64" OR CMAKE_SYSTEM_PROCESSOR STREQUAL "AMD64") + else() + message(FATAL_ERROR "OpenVINO: OpenVINO toolkit supports x86-64 and arm64 but not ${CMAKE_SYSTEM_PROCESSOR}") + endif() +endif() diff --git a/ggml/src/ggml-openvino/ggml-decoder.cpp b/ggml/src/ggml-openvino/ggml-decoder.cpp new file mode 100644 index 0000000000..0938d2273e --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-decoder.cpp @@ -0,0 +1,975 @@ +#include "ggml-decoder.h" + +#include "ggml-backend-impl.h" +#include "ggml-backend.h" +#include "ggml-openvino-extra.h" +#include "ggml-openvino.h" +#include "ggml-quants.h" + +#include +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +GgmlOvDecoder::GgmlOvDecoder(ggml_cgraph * cgraph, + ModelParams & model_params, + ComputeParams & compute_params, + std::map> & model_weights, + bool is_static, + bool is_stateful, + bool is_prefill, + int prefill_chunk_size) : + m_is_static(is_static), + m_is_stateful(is_stateful), + m_is_prefill(is_prefill), + m_naive(false), + m_prefill_chunk_size(prefill_chunk_size), + m_cgraph(cgraph), + m_model_weights(model_weights), + m_model_params(model_params), + m_compute_params(compute_params) { + if (auto * env = getenv("GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS"); env && std::string(env) != "0") { +#ifdef _WIN32 + _putenv_s("GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS", ""); +#else + unsetenv("GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS"); +#endif + print_tensor_address_map(cgraph); + } + + validate_cgraph(); + + set_input_output(); + compute_model_inputs(); + compute_model_outputs(); + + for (int node_n = 0; node_n < cgraph->n_nodes; node_n++) { + m_node_info_list[node_n].node_op_case = compute_op_case(m_node_info_list[node_n].node); + m_node_info_list[node_n].node_op_type = compute_op_type(m_node_info_list[node_n].node); + } + + add_extra_inputs(); +} + +void GgmlOvDecoder::update_io(ggml_cgraph * cgraph) { + m_cgraph = cgraph; + m_model_inputs.clear(); + m_model_outputs.clear(); + m_node_info_list.clear(); + set_input_output(); + compute_model_inputs(); + compute_model_outputs(); +} + +GgmlOvDecoder::GgmlOvDecoder(ggml_cgraph * cgraph, std::map> & model_weights) { + m_cgraph = cgraph; + m_model_weights = model_weights; + m_naive = true; + set_input_output(); + compute_model_inputs(); + compute_model_outputs(); + for (int node_n = 0; node_n < cgraph->n_nodes; node_n++) { + m_node_info_list[node_n].node_op_case = compute_op_case(m_node_info_list[node_n].node); + m_node_info_list[node_n].node_op_type = compute_op_type(m_node_info_list[node_n].node); + } +} + +void GgmlOvDecoder::set_input_output() { + for (int node_n = 0; node_n < m_cgraph->n_nodes; node_n++) { + auto node = m_cgraph->nodes[node_n]; + + NodeInfo current_node_info; + auto node_name = std::string(node->name); + auto node_output_name = node_name; + auto * node_output = node; + if (node->op == GGML_OP_SET_ROWS) { + // SET_ROWS updates the tensor in place. For later ov op that uses the + // the view_src of SET_ROWS, we need to make sure they get the updated tensor + // by putting the view_src name in the tensor_map in + // /src/frontends/ggml/src/translate_session.cpp + node_output_name = std::string(node->view_src->name); + node_output = node->view_src; + } + + current_node_info.node = node; + current_node_info.node_name = node_name; + current_node_info.node_output = node_output; + current_node_info.node_output_name = node_output_name; + current_node_info.node_op_case = 0; + current_node_info.data_addr = node->data; + + for (int i = 0; i < GGML_MAX_SRC; i++) { + auto * src = node->src[i]; + if (src == nullptr) { + continue; + } + auto src_name = std::string(src->name); + if (src->flags & GGML_TENSOR_FLAG_INPUT) { + src_name = get_graph_input_ov_name(src, node); + } + current_node_info.node_inputs[src_name] = src; + current_node_info.node_inputs_names.push_back(src_name); + } + + m_node_info_list.push_back(current_node_info); + } +} + +int GgmlOvDecoder::compute_op_case(const ggml_tensor * node) const { + int op_case = 0; + switch (node->op) { + case GGML_OP_RESHAPE: { + auto * src = node->src[0]; + if (src->op == GGML_OP_RESHAPE && src->src[0]->ne[0] == node->ne[0] && src->src[0]->ne[1] == node->ne[1]) { + op_case = 4; + } else if (node->ne[0] * node->ne[1] == src->ne[0]) { + op_case = 1; + } else if (src->ne[0] * src->ne[1] == node->ne[0]) { + op_case = 2; + if (src->ne[2] * src->ne[3] == node->ne[1]) { + op_case = 5; + } + } else if (src->ne[0] * src->ne[1] == node->ne[1]) { + op_case = 3; + } else if (src->ne[1] * src->ne[2] == node->ne[1]) { + op_case = 6; + } + break; + } + case GGML_OP_CONT: { + if (node->src[0]->op == GGML_OP_PERMUTE) { + op_case = 1; + } else if (node->src[0]->op == GGML_OP_TRANSPOSE) { + op_case = 2; + } else if (node->src[0]->op == GGML_OP_VIEW) { + op_case = 3; + } + break; + } + case GGML_OP_PERMUTE: { + if (node->src[0]->op != GGML_OP_VIEW) { + op_case = 1; + } else if (node->src[0]->src[0]->op == GGML_OP_NONE) { + // kv cache tensor + std::string src_name(node->view_src->name); + int layer = extract_layer_from_name(src_name); + if (!is_swa_layer(layer)) { + op_case = 2; + } else { + op_case = 3; + } + } else { + // rope'ed query tensor + op_case = 4; + } + break; + } + case GGML_OP_MUL_MAT: { + if (node->src[0]->op == GGML_OP_CONT && node->src[0]->src[0]->op == GGML_OP_TRANSPOSE) { + op_case = 2; + } else if (node->src[0]->op == GGML_OP_VIEW && node->src[1]->op == GGML_OP_VIEW) { + op_case = 3; + } + break; + } + case GGML_OP_GET_ROWS: { + if (node->src[1]->op == GGML_OP_VIEW) { + op_case = 2; + } + break; + } + case GGML_OP_ROPE: { + if (node->src[0]->op == GGML_OP_VIEW) { + op_case = 2; + } + break; + } + case GGML_OP_VIEW: { + if (node->src[0]->op == GGML_OP_VIEW) { + auto * src = node->src[0]; + if (ggml_nelements(node) != ggml_nelements(src)) { + throw std::runtime_error("Unsupported VIEW case"); + } + op_case = 2; + } + { + auto * src = node->src[0]; + if ((ggml_nelements(node) != ggml_nelements(src)) && m_naive) { + // Compare each dimension of node and src, if only one dimension differs then op_case=3 + int diff_count = 0; + for (int i = 0; i < GGML_MAX_DIMS; i++) { + if (node->ne[i] != src->ne[i]) { + diff_count++; + } + } + if (diff_count == 1) { + op_case = 3; + } + } + } + break; + } + default: + break; + } + return op_case; +} + +int extract_layer_from_name(const std::string & name) { + size_t pos1 = name.find("_l"); + assert(pos1 != std::string::npos); + pos1 += 2; + size_t pos2 = name.find(' ', pos1); + if (pos2 == std::string::npos) { + pos2 = name.length(); + } + std::string layer_str = name.substr(pos1, pos2 - pos1); + int layer = std::stoi(layer_str); + return layer; +} + +std::pair GgmlOvDecoder::compute_llm_params(ggml_cgraph * cgraph, bool is_static) { + ModelParams model_params; + ComputeParams compute_params; + for (int i = 0; i < cgraph->n_nodes; i++) { + auto * node = cgraph->nodes[i]; + std::string name = std::string(node->name); + if (node->op == GGML_OP_FLASH_ATTN_EXT) { + model_params.n_heads = node->src[0]->ne[2]; + model_params.n_heads_kv = node->src[1]->ne[2]; + model_params.head_size = node->src[0]->ne[0]; + compute_params.input_len = node->src[0]->ne[1]; + + auto * cache_k_perm = node->src[1]; + if (cache_k_perm->op == GGML_OP_CPY) { + cache_k_perm = cache_k_perm->src[0]; + } + assert(cache_k_perm->op == GGML_OP_PERMUTE); + auto * cache_k_view = cache_k_perm->src[0]; + assert(cache_k_view->op == GGML_OP_VIEW); + + auto * cache_k = cache_k_view->src[0]; + int layer = extract_layer_from_name(cache_k->name); + auto * mask = node->src[3]; + std::string mask_name(mask->name); + + model_params.kv_buffer_ctx_id = ggml_backend_openvino_buffer_get_ctx_id(cache_k->buffer); + if (mask_name.find("swa") != std::string::npos) { + model_params.swa_layers.push_back(layer); + model_params.ctx_per_seq_swa = cache_k->ne[1]; + } else { + model_params.ctx_per_seq = cache_k->ne[1]; + model_params.n_seq = cache_k->ne[2]; + } + + compute_params.n_seq_active = mask->ne[3]; + auto seq_size = cache_k->ne[0] * cache_k->ne[1] * ggml_type_size(cache_k->type); + size_t offset; + memcpy(&offset, cache_k_view->op_params, sizeof(size_t)); + compute_params.seq_active_start = offset / seq_size; + compute_params.token_len_per_seq = node->ne[2]; + + if (mask_name.find("swa") != std::string::npos) { + compute_params.attention_size_swa = mask->ne[0]; + } else { + compute_params.attention_size = mask->ne[0]; + } + if (is_static) { + compute_params.attention_size = model_params.ctx_per_seq; + compute_params.attention_size_swa = model_params.ctx_per_seq_swa; + compute_params.token_len_per_seq = 1; + } + break; + } + if (node->op == GGML_OP_ROPE) { + memcpy(model_params.rope_params, node->op_params, sizeof(int32_t) * 15); + } + } + auto * output_tensor = cgraph->nodes[cgraph->n_nodes - 1]; + compute_params.output_len = output_tensor->ne[1]; + // for NPU, output_len is always 1 except for llama-perplexity + if (is_static && compute_params.output_len == 0) { + compute_params.output_len = 1; + } + model_params.ctx = model_params.ctx_per_seq * model_params.n_seq; + model_params.ctx_swa = model_params.ctx_per_seq_swa * model_params.n_seq; + return {model_params, compute_params}; +} + +void GgmlOvDecoder::validate_cgraph() const { + if (m_model_params.n_seq > 1 && m_is_static == true) { + throw std::runtime_error("n_seq > 1 is not supported on NPU. Try setting -np 1."); + } +} + +ov::PartialShape GgmlOvDecoder::get_graph_input_shape(const ggml_tensor * op, const ggml_tensor * input) const { + if (m_naive) { + return input!= nullptr ? ov::PartialShape{get_shape(input)} : ov::PartialShape{get_shape(op)}; + } + auto name = std::string(input->name); + ov::PartialShape input_shape; + + if (is_inp_tok(input, op) || is_inp_pos(input, op)) { + // tokens or positions + int len = m_is_static ? (m_is_prefill ? m_prefill_chunk_size : 1) : -1; + input_shape = ov::PartialShape{1, 1, 1, len}; + + } else if (is_output_idx(input, op)) { + // output index + input_shape = ov::PartialShape{1, 1, 1, m_is_static ? m_compute_params.output_len : -1}; + + } else if (is_inp_mask(input, op)) { + // mask + if (m_is_static) { + input_shape = ov::PartialShape{1, 1, m_is_prefill ? m_prefill_chunk_size : 1, m_model_params.ctx}; + } else if (m_is_stateful) { + input_shape = ov::PartialShape{1, 1, -1, -1}; + } else { + input_shape = ov::PartialShape{-1, 1, -1, -1}; + } + + } else if (is_kvcache(input, op)) { + // kvcache + input_shape = ov::PartialShape{get_shape(input)}; + if (!m_is_static) { + // do not fix ctx size to make llama-bench work across test params + input_shape[2] = -1; + } + if (is_stateful()) { + // Convert stateless KV cache layout [1, 1, seq, n_heads_kv * head_size] + // to stateful layout [1, seq, n_heads_kv, head_size]. + assert(input_shape.size() == 4 && input_shape[0] == 1 && input_shape[1] == 1 && + input_shape[2].is_dynamic() && + input_shape[3] == (m_model_params.n_heads_kv * m_model_params.head_size)); + input_shape = {input_shape[0], ov::Dimension::dynamic(), m_model_params.n_heads_kv, + m_model_params.head_size}; + } + + } else if (is_kv_idx(input, op)) { + // kv update index + int len = m_is_static ? (m_is_prefill ? m_prefill_chunk_size : 1) : -1; + input_shape = ov::PartialShape{1, 1, 1, len}; + + } else { + input_shape = ov::PartialShape{get_shape(input)}; + } + return input_shape; +} + +void GgmlOvDecoder::add_extra_inputs() { + // Extra inputs: + // 1. `attention_size`, used in FLASH_ATTN where the shape of the matmul's are 256 aligned, + // see llama_kv_cache_unified::get_n_kv and llama_kv_cache_unified::get_padding. + // 2. `n_seq_active` and `seq_active_start`, used in FLASH_ATTN_EXT to indicate the active sequences in the batch + + auto create_1d_input = [this](const std::string & name, int64_t value) { + if (m_is_static) { + auto constant = + std::make_shared(ov::element::i64, ov::Shape{1}, std::vector{value}); + constant->set_friendly_name(name); + m_model_extra_inputs[name] = constant; + } else { + auto param_node = std::make_shared(ov::element::i64, ov::Shape{1}); + param_node->set_friendly_name(name); + param_node->output(0).get_tensor().set_names({name}); + m_model_extra_inputs[name] = param_node; + + auto tensor = std::make_shared(ov::element::i64, ov::Shape{1}); + *tensor->data() = value; + m_model_extra_input_values[name] = tensor; + } + }; + + create_1d_input("attention_size", m_compute_params.attention_size); + if (m_compute_params.attention_size_swa != -1) { + create_1d_input("attention_size_swa", m_compute_params.attention_size_swa); + } + create_1d_input("n_seq_active", m_compute_params.n_seq_active); + create_1d_input("seq_active_start", m_compute_params.seq_active_start); + create_1d_input("seq_active_end", m_compute_params.seq_active_start + m_compute_params.n_seq_active); + create_1d_input("token_len_per_seq", m_compute_params.token_len_per_seq); + // create_1d_input("token_len", m_token_len_per_seq * m_n_seq_active); +} + +bool GgmlOvDecoder::node_is_used_as_src(const int node_idx) { + ggml_tensor * node = m_cgraph->nodes[node_idx]; + for (int i = node_idx; i < m_cgraph->n_nodes; i++) { + ggml_tensor * other_node = m_cgraph->nodes[i]; + for (int j = 0; j < GGML_MAX_SRC; j++) { + if (other_node->src[j] == node) { + return true; + } + } + } + return false; +} + +void GgmlOvDecoder::compute_model_inputs() { + m_model_inputs.clear(); + m_inputs.clear(); + for (int i = 0; i < m_cgraph->n_nodes; i++) { + ggml_tensor * node = m_cgraph->nodes[i]; + // the node op is NONE means this node maybe as input of later nodes, we should add it to model inputs for this node. + if (node->op == GGML_OP_NONE && node_is_used_as_src(i)) { + std::string node_name(node->name); + if (m_model_weights.find(node_name) == m_model_weights.end()) { + m_inputs[node_name] = node; + auto param_node = + std::make_shared(get_ov_type(node), get_graph_input_shape(node, nullptr)); + param_node->set_friendly_name(node_name); + param_node->output(0).get_tensor().set_names({node_name}); + m_model_inputs[node_name] = param_node; + } + continue; + } + for (int i = 0; i < GGML_MAX_SRC; i++) { + auto * src = node->src[i]; + if (src == nullptr) { + continue; + } + std::string src_name = std::string(src->name); + if (src->flags & GGML_TENSOR_FLAG_INPUT) { + src_name = get_graph_input_ov_name(src, node); + } + if (m_model_weights.find(src_name) != m_model_weights.end()) { + continue; + } + + bool is_intermediate_node = false; + for (const auto & node_info : m_node_info_list) { + if (node_info.node == src) { + is_intermediate_node = true; + break; + } + } + if (is_intermediate_node) { + continue; + } + if (m_model_inputs.find(src_name) != m_model_inputs.end()) { + continue; + } + + m_inputs[src_name] = src; + + ggml_backend_buffer * buffer = src->buffer; + // GGML_BACKEND_BUFFER_USAGE_ANY are kv caches + if (buffer->usage == GGML_BACKEND_BUFFER_USAGE_ANY) { + if (auto it = std::find(m_model_params.kv_names.begin(), m_model_params.kv_names.end(), src_name); + it == m_model_params.kv_names.end()) { + m_model_params.kv_names.push_back(src_name); + } + } + ov::PartialShape param_shape = get_graph_input_shape(node, src); + auto param_node = std::make_shared(get_ov_type(src), param_shape); + param_node->set_friendly_name(src_name); + param_node->output(0).get_tensor().set_names({src_name}); + m_model_inputs[src_name] = param_node; + } + } +} + +void GgmlOvDecoder::compute_model_outputs() { + m_model_outputs.clear(); + m_model_output_names.clear(); + for (int node_n = 0; node_n < m_cgraph->n_nodes; node_n++) { + auto * cur_node = m_cgraph->nodes[node_n]; + // if the node op is NONE means this node is not used at all, we can skip it directly without adding to model outputs. + if (cur_node->op == GGML_OP_NONE) { + continue; + } + auto cur_node_use_count = m_cgraph->use_counts[ggml_hash_find(&m_cgraph->visited_hash_set, cur_node)]; + if (cur_node_use_count == 0) { + // The output of SET_ROWS is the view_src tensor, which is updated in place. We should use the view_src name as the output name to make sure it can be correctly matched with the later ops that use the view_src. + if (cur_node != nullptr && cur_node->op == GGML_OP_SET_ROWS) { + cur_node = cur_node->view_src; + } + } else { + int input_use_count = 0; + for (int i = 0; i < m_cgraph->n_nodes; i++) { + ggml_tensor * node = m_cgraph->nodes[i]; + for (int j = 0; j < GGML_MAX_SRC; j++) { + if (node->src[j] != NULL && node->src[j] == cur_node) { + input_use_count++; + } + } + } + if (input_use_count == cur_node_use_count) { + cur_node = nullptr; + } + } + if (cur_node != nullptr) { + std::string node_output_name(cur_node->name); + m_model_outputs[node_output_name] = cur_node; + m_model_output_names.push_back(node_output_name); + } + } +} + +const ggml_tensor * GgmlOvDecoder::get_tensor_used_op(const ggml_tensor * tensor) const { + if (tensor == nullptr) { + return nullptr; + } + for (int i = 0; i < m_cgraph->n_nodes; i++) { + const auto * node = m_cgraph->nodes[i]; + for (int j = 0; j < GGML_MAX_SRC; j++) { + if (node->src[j] == tensor) { + return node; + } + } + } + return nullptr; +} + +const ggml_tensor * GgmlOvDecoder::get_tensor_from_name(const std::string & name) const { + for (int i = 0; i < m_cgraph->n_nodes; i++) { + const auto * node = m_cgraph->nodes[i]; + for (int j = 0; j < GGML_MAX_SRC; j++) { + const auto * src = node->src[j]; + if (src == nullptr) { + break; + } + if (std::string(src->name) == name) { + return src; + } + } + } + return nullptr; +} + +std::map GgmlOvDecoder::get_kv_param_res_names() const { + std::map kv_param_res_names; + for (const auto & name : m_model_params.kv_names) { + kv_param_res_names[name] = name; + } + return kv_param_res_names; +} + +std::map> GgmlOvDecoder::create_weight_nodes(ggml_cgraph * cgraph, bool naive) { + static std::mutex weights_mutex; + std::lock_guard lock(weights_mutex); + + std::map> model_weights; + auto * nodes = cgraph->nodes; + auto n_nodes = cgraph->n_nodes; + for (int node_i = 0; node_i < n_nodes; node_i++) { + auto * node = nodes[node_i]; + for (int i = 0; i < GGML_MAX_SRC; i++) { + auto * src = node->src[i]; + if (src == nullptr) { + continue; + } + + std::string src_name(src->name); + if (is_rope_freqs_weight(src, node)) { + src_name = "rope_freqs.weight"; + } + if (!src->view_src) { + ggml_backend_buffer * buffer = src->buffer; + if (buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS || ggml_is_quantized(src->type)) { + if (model_weights.find(src_name) == model_weights.end()) { + auto weight_node = create_weight_node(src, naive); + weight_node->set_friendly_name(src_name); + model_weights[src_name] = weight_node; + } + } + } + } + } + return model_weights; +} + +std::shared_ptr GgmlOvDecoder::create_weight_node(ggml_tensor * tensor, bool naive) { + const bool is_ov_buffer = ggml_backend_buffer_is_openvino(tensor->buffer); + + // Check if we have a pre-built constant from the OpenVINO backend buffer + // This is set during ggml_backend_openvino_buffer_set_tensor + if (tensor->extra) { + OPENVINO_ASSERT(is_ov_buffer, "Unsupported weight tensor: " + std::string(tensor->name) + + " Possibly this is a cpu backend repacked quantized weights"); + // Cast to our extra base type and check the type + auto * extra_base = static_cast(tensor->extra); + + if (extra_base->type == ggml_openvino_extra_base::Type::WEIGHT) { + // F16/F32/BF16 weight with shared-memory constant + auto * weight_extra = static_cast(tensor->extra); + if (weight_extra->weight_node) { + // GGML_LOG_DEBUG("%s: using pre-built weight node for %s\n", __func__, tensor->name); + return weight_extra->weight_node; + } + } else if (extra_base->type == ggml_openvino_extra_base::Type::QUANTIZED_WEIGHT) { + // Quantized weight with pre-extracted data + auto * quant_extra = static_cast(tensor->extra); + if (quant_extra->weight_node) { + // GGML_LOG_DEBUG("%s: using pre-extracted quantized weight node for %s\n", __func__, tensor->name); + return quant_extra->weight_node; + } + } + } + + // There are three cases where we need to create a new weight node: + // 1. weights are in openvino_host_buffer. Weight loading to host buffer will not trigger backend_buffer_set_tensor + // 2. weights are in cpu/cpu_mapped buffer. On token_embd.weight goes to case 1 or 2, depending on whether mmap or direct_io is used + // 3. test-backend-ops. buffers in test-backend-ops does not set USAGE_WEIGHT so backend_buffer_set_tensor will not create weight node + + // GGML_LOG_DEBUG("%s: creating new weight node for %s\n", __func__, tensor->name); + static const std::set weight_types = {GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_BF16, + GGML_TYPE_Q8_0, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1, + GGML_TYPE_Q4_K, GGML_TYPE_Q5_K, GGML_TYPE_Q6_K}; + if (weight_types.find(tensor->type) == weight_types.end()) { + throw std::runtime_error("Unexpected weight tensor type: " + std::string(tensor->name) + " with type " + + ggml_type_name(tensor->type)); + } + + OvWeight ov_weight; + if (ggml_is_quantized(tensor->type)) { + auto use_bias = naive; + if (is_ov_buffer) { + // For quantized weights, copy raw data to a temp buffer first because + // process_weight_tensor reads from data and writes extracted results + // (weights/scales/zp) to output_base_ptr — they would overlap if both + // point to tensor->data. + size_t raw_size = ggml_nbytes(tensor); + std::vector tmp(raw_size); + memcpy(tmp.data(), tensor->data, raw_size); + ov_weight = process_weight_tensor(tensor, tmp.data(), tensor->data, use_bias); + } else { + ov_weight = process_weight_tensor(tensor, tensor->data, nullptr, use_bias); + } + } else { + // For non-quantized weights (F16/F32/BF16), data is already in tensor->data. + // process_weight_tensor will create an ov::Tensor wrapping tensor->data directly. + ov_weight = process_weight_tensor(tensor, tensor->data, tensor->data); + } + + ov_weight.weight_node->set_friendly_name(tensor->name); + if (!is_ov_buffer) { + return ov_weight.weight_node; + } + + ggml_openvino_extra_base * extra; + if (ov_weight.is_quantized()) { + extra = new ggml_openvino_quantized_weight_extra(std::move(ov_weight.weights), std::move(ov_weight.scales), + std::move(ov_weight.zp), ov_weight.weight_node); + } else { + extra = new ggml_openvino_weight_extra(std::move(ov_weight.weights), ov_weight.weight_node); + } + ggml_openvino_buffer_register_extra(tensor, extra); + + return ov_weight.weight_node; +} + +void GgmlOvDecoder::dump_cgraph(const ggml_cgraph * cgraph, std::string & filename) { + std::ofstream file(filename); + if (!file.is_open()) { + std::cerr << "Failed to open file" << std::endl; + return; + } + + file << "=== GRAPH ===\n"; + + // clang-format off + file << "n_nodes = " << cgraph->n_nodes << "\n"; + file << " " << std::setw(3) << "nodes" + << std::setw(15) << "shape" + << std::setw(20) << "op" + << std::setw(20) << "name" + << std::setw(3) << " " + << std::setw(62) << "stride" + << std::setw(20) << "buffer_type" + << "\n"; + for (int i = 0; i < cgraph->n_nodes; i++) { + ggml_tensor * node = cgraph->nodes[i]; + + // Get buffer type name + const char * buf_name = "none"; + ggml_backend_buffer_t buf = node->view_src ? node->view_src->buffer : node->buffer; + if (buf) { + buf_name = ggml_backend_buffer_name(buf); + } + + file << " - " << std::setw(3) << i << ": [ " + << std::setw(5) << node->ne[0] << ", " + << std::setw(5) << node->ne[1] << ", " + << std::setw(5) << node->ne[2] << ", " + << std::setw(5) << node->ne[3] << "] " + << std::left << std::setw(20) << ggml_op_name(node->op) << std::right << " " + << std::left << std::setw(45) << node->name << std::right + << std::setw(2) << "[ " + << std::setw(0) << node->nb[0] << ", " + << std::setw(5) << node->nb[1] << ", " + << std::setw(5) << node->nb[2] << ", " + << std::setw(5) << node->nb[3] << "] " + << std::right << std::setw(15) << buf_name << std::right + << "\n"; + + for (int i = 0; i < GGML_MAX_SRC; i++) { + if (auto* src = node->src[i]) { + // Get buffer type name for source + const char * src_buf_name = "none"; + ggml_backend_buffer_t src_buf = src->view_src ? src->view_src->buffer : src->buffer; + if (src_buf) { + src_buf_name = ggml_backend_buffer_name(src_buf); + } + + file << std::setw(10) << " [ " + << std::setw(5) << src->ne[0] << ", " + << std::setw(5) << src->ne[1] << ", " + << std::setw(5) << src->ne[2] << ", " + << std::setw(5) << src->ne[3] << "] " + << std::setw(12) + << i << ": " << std::left << std::setw(12) << ggml_op_name(src->op) << std::right; + file << std::left << std::setw(30) << src->name << std::right + << std::setw(16) << "[ " + << std::setw(0) << src->nb[0] << ", " + << std::setw(5) << src->nb[1] << ", " + << std::setw(5) << src->nb[2] << ", " + << std::setw(5) << src->nb[3] << "] " + << std::right << std::setw(15) << src_buf_name << std::right + << "\n"; + } + } + } + + file << "n_leafs = " << cgraph->n_leafs << "\n"; + for (int i = 0; i < cgraph->n_leafs; i++) { + ggml_tensor * node = cgraph->leafs[i]; + + // Get buffer type name for leaf + const char * leaf_buf_name = "none"; + ggml_backend_buffer_t leaf_buf = node->view_src ? node->view_src->buffer : node->buffer; + if (leaf_buf) { + leaf_buf_name = ggml_backend_buffer_name(leaf_buf); + } + + file << " - " << std::setw(3) << i << ": [ " + << std::setw(5) << node->ne[0] << ", " + << std::setw(5) << node->ne[1] << "] " + << std::setw(8) << ggml_op_name(node->op) << " " + << std::setw(16) << ggml_get_name(node) + << std::setw(20) << leaf_buf_name << "\n"; + } + // clang-format on + file << "========================================\n"; + + file.close(); +} + +void print_tensor_address_map(const ggml_cgraph * cgraph) { + std::map> address_map; + for (int node_n = 0; node_n < cgraph->n_nodes; node_n++) { + auto * node = cgraph->nodes[node_n]; + if (node->data) { + auto it = address_map.find(node->data); + if (it == address_map.end()) { + address_map[node->data] = std::vector(); + } + address_map[node->data].push_back(node->name); + } + } + for (const auto & pair : address_map) { + std::cout << "Address: " << pair.first << std::endl; + for (const auto & name : pair.second) { + std::cout << name << " ; "; + } + std::cout << std::endl << std::endl; + } +} + +ov::Shape GgmlOvDecoder::get_shape(const ggml_tensor * tensor) { + std::vector shape; + for (int i = GGML_MAX_DIMS - 1; i >= 0; --i) { + shape.push_back(static_cast(tensor->ne[i])); + } + return shape; +} + +std::vector GgmlOvDecoder::get_stride(const ggml_tensor * tensor) { + std::vector stride; + for (int i = GGML_MAX_DIMS - 1; i >= 0; --i) { + stride.push_back(static_cast(tensor->nb[i])); + } + return stride; +} + +ov::element::Type GgmlOvDecoder::get_ov_type(const ggml_tensor * tensor) { + switch (tensor->type) { + case GGML_TYPE_F64: + return ov::element::f64; + case GGML_TYPE_F32: + return ov::element::f32; + case GGML_TYPE_F16: + return ov::element::f16; + case GGML_TYPE_BF16: + return ov::element::bf16; + case GGML_TYPE_I8: + return ov::element::i8; + case GGML_TYPE_I16: + return ov::element::i16; + case GGML_TYPE_I32: + return ov::element::i32; + case GGML_TYPE_I64: + return ov::element::i64; + default: + return ov::element::dynamic; + } +} + +ov::PartialShape GgmlOvDecoder::get_input_shape(int node_idx, const std::string & name) const { + return ov::PartialShape(get_shape(m_node_info_list[node_idx].node_inputs.at(name))); +} + +std::vector GgmlOvDecoder::get_input_stride(int node_idx, const std::string & name) const { + return get_stride(m_node_info_list[node_idx].node_inputs.at(name)); +} + +ov::element::Type GgmlOvDecoder::get_input_type(int node_idx, const std::string & name) const { + return get_ov_type(m_node_info_list[node_idx].node_inputs.at(name)); +} + +size_t GgmlOvDecoder::get_input_size() const { + return m_model_inputs.size(); +} + +size_t GgmlOvDecoder::get_input_size(int node_idx) const { + return m_node_info_list[node_idx].node_inputs_names.size(); +} + +std::vector GgmlOvDecoder::get_input_names(int node_idx) const { + return m_node_info_list[node_idx].node_inputs_names; +} + +ov::PartialShape GgmlOvDecoder::get_output_shape(int node_idx) const { + auto * ggml_tensor = m_node_info_list[node_idx].node_output; + return ov::PartialShape(get_shape(ggml_tensor)); +} + +ov::element::Type GgmlOvDecoder::get_output_type(const int node_idx) const { + return get_ov_type(m_node_info_list[node_idx].node); +} + +std::vector GgmlOvDecoder::get_output_names(int node_idx) const { + return {m_node_info_list[node_idx].node_output_name}; +} + +const std::string & GgmlOvDecoder::get_op_name() const { + static const std::string unknown_name = "UNKNOWN_OP_NAME"; + return unknown_name; +} + +const std::string & GgmlOvDecoder::get_op_name(int node_idx) const { + return m_node_info_list[node_idx].node_name; +} + +int32_t * GgmlOvDecoder::get_input_op_params(int node_idx, const std::string & name) const { + return m_node_info_list[node_idx].node_inputs.at(name)->op_params; +} + +int32_t * GgmlOvDecoder::get_output_op_params(int node_idx) const { + return m_node_info_list[node_idx].node->op_params; +} + +void GgmlOvDecoder::visit_subgraph(std::function, int node_idx)> node_visitor) const { + for (int node_idx = 0; node_idx < m_cgraph->n_nodes; node_idx++) { + if (m_cgraph->nodes[node_idx]->op == GGML_OP_NONE) { + continue; + } + node_visitor(std::make_shared(*this), node_idx); + } +} + +std::string GgmlOvDecoder::compute_op_type(const ggml_tensor * node) { + static const std::map ops = { + {GGML_OP_NONE, "GGML_OP_NONE" }, + {GGML_OP_ACC, "GGML_OP_ACC" }, + {GGML_OP_ADD, "GGML_OP_ADD" }, + {GGML_OP_ADD1, "GGML_OP_ADD1" }, + {GGML_OP_CONT, "GGML_OP_CONT" }, + {GGML_OP_DIV, "GGML_OP_DIV" }, + {GGML_OP_DUP, "GGML_OP_DUP" }, + {GGML_OP_GET_ROWS, "GGML_OP_GET_ROWS" }, + {GGML_OP_MUL, "GGML_OP_MUL" }, + {GGML_OP_MUL_MAT, "GGML_OP_MUL_MAT" }, + {GGML_OP_PERMUTE, "GGML_OP_PERMUTE" }, + {GGML_OP_RESHAPE, "GGML_OP_RESHAPE" }, + {GGML_OP_RMS_NORM, "GGML_OP_RMS_NORM" }, + {GGML_OP_ROPE, "GGML_OP_ROPE" }, + {GGML_OP_SCALE, "GGML_OP_SCALE" }, + {GGML_OP_SOFT_MAX, "GGML_OP_SOFT_MAX" }, + {GGML_OP_SUB, "GGML_OP_SUB" }, + {GGML_OP_TRANSPOSE, "GGML_OP_TRANSPOSE" }, + {GGML_OP_VIEW, "GGML_OP_VIEW" }, + {GGML_OP_SET_ROWS, "GGML_OP_SET_ROWS" }, + {GGML_OP_CPY, "GGML_OP_CPY" }, + {GGML_OP_FLASH_ATTN_EXT, "GGML_OP_FLASH_ATTN_EXT"}, + }; + static const std::map unary_ops = { + {GGML_UNARY_OP_ABS, "GGML_UNARY_OP_ABS" }, + {GGML_UNARY_OP_SGN, "GGML_UNARY_OP_SGN" }, + {GGML_UNARY_OP_NEG, "GGML_UNARY_OP_NEG" }, + {GGML_UNARY_OP_STEP, "GGML_UNARY_OP_STEP" }, + {GGML_UNARY_OP_TANH, "GGML_UNARY_OP_TANH" }, + {GGML_UNARY_OP_ELU, "GGML_UNARY_OP_ELU" }, + {GGML_UNARY_OP_RELU, "GGML_UNARY_OP_RELU" }, + {GGML_UNARY_OP_SIGMOID, "GGML_UNARY_OP_SIGMOID" }, + {GGML_UNARY_OP_GELU, "GGML_UNARY_OP_GELU" }, + {GGML_UNARY_OP_GELU_QUICK, "GGML_UNARY_OP_GELU_QUICK" }, + {GGML_UNARY_OP_SILU, "GGML_UNARY_OP_SILU" }, + {GGML_UNARY_OP_HARDSWISH, "GGML_UNARY_OP_HARDSWISH" }, + {GGML_UNARY_OP_HARDSIGMOID, "GGML_UNARY_OP_HARDSIGMOID"}, + {GGML_UNARY_OP_EXP, "GGML_UNARY_OP_EXP" }, + {GGML_UNARY_OP_COUNT, "GGML_UNARY_OP_COUNT" } + }; + static const std::map glu_ops = { + {GGML_GLU_OP_SWIGLU, "GGML_GLU_OP_SWIGLU"}, + {GGML_GLU_OP_GEGLU, "GGML_GLU_OP_GEGLU" }, + {GGML_GLU_OP_REGLU, "GGML_GLU_OP_REGLU" } + }; + + switch (node->op) { + case GGML_OP_UNARY: + return unary_ops.at(ggml_get_unary_op(node)); + case GGML_OP_GLU: + return glu_ops.at(ggml_get_glu_op(node)); + default: + return ops.at(node->op); + } + static const std::string unknown_op = "UNKNOWN_GGML_OP"; + return unknown_op; +} + +const std::string & GgmlOvDecoder::get_op_type(int node_idx) const { + return m_node_info_list[node_idx].node_op_type; +} + +const std::string & GgmlOvDecoder::get_op_type() const { + static const std::string unknown_op = "UNKNOWN_GGML_OP"; + return unknown_op; +} diff --git a/ggml/src/ggml-openvino/ggml-decoder.h b/ggml/src/ggml-openvino/ggml-decoder.h new file mode 100644 index 0000000000..3ae25ddda3 --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-decoder.h @@ -0,0 +1,294 @@ +#pragma once + +#include "ggml-quants.h" +#include "ggml.h" +#include "openvino/decoder.h" + +#include +#include +#include +#include +#include +#include +#include + +struct ModelParams { + int ctx = -1; + int ctx_swa = -1; + int ctx_per_seq = -1; + int ctx_per_seq_swa = -1; + int n_seq = 1; + int n_heads = -1; + int n_heads_kv = -1; + int head_size = -1; + int32_t rope_params[15]; + std::vector swa_layers; + + std::vector kv_names; + size_t kv_buffer_ctx_id = 0; + + bool same_rope_params(const ModelParams & other) const { + return memcmp(rope_params, other.rope_params, sizeof(int32_t) * 15) == 0; + } + + bool can_reuse_dynamically(const ModelParams & other) const { return same_rope_params(other); } + + bool can_reuse_statically(const ModelParams & other) const { return same_rope_params(other) && ctx == other.ctx; } + + bool kv_buffer_changed(const ModelParams & other) const { return kv_buffer_ctx_id != other.kv_buffer_ctx_id; } +}; + +struct ComputeParams { + int n_seq_active = 1; + int seq_active_start = 0; + int attention_size = -1; + int attention_size_swa = -1; + int input_len = -1; + int token_len_per_seq = -1; + int past_kv_len = -1; + int output_len = 1; +}; + +class GgmlOvDecoder : public ov::frontend::ggml::GgmlDecoder { +public: + struct NodeInfo { + ggml_tensor * node; + std::string node_name; + std::string node_op_type; + std::map node_inputs; + std::vector node_inputs_names; + ggml_tensor * node_output; + std::string node_output_name; + int node_op_case = 0; + void * data_addr; + }; + // Graph decoder + GgmlOvDecoder(ggml_cgraph * cgraph, + ModelParams & model_params, + ComputeParams & compute_params, + std::map> & model_weights, + bool is_static, + bool is_stateful = false, + bool is_prefill = false, + int prefill_chunk_size = 256); + + // Naive graph decoder + GgmlOvDecoder(ggml_cgraph * cgraph, std::map> & model_weights); + + virtual ov::Any get_attribute(const std::string & name) const override { + return nullptr; + GGML_UNUSED(name); + } + + virtual ov::PartialShape get_input_shape(int node_idx, const std::string & name) const override; + + virtual std::vector get_input_stride(int node_idx, const std::string & name) const override; + + virtual ov::element::Type get_input_type(int node_idx, const std::string & name) const override; + + virtual size_t get_input_size() const override; + + virtual size_t get_input_size(int node_idx) const override; + + virtual void get_input_node(size_t input_port_idx, + std::string & producer_name, + std::string & producer_output_port_name, + size_t & producer_output_port_index) const override { + GGML_UNUSED(input_port_idx); + GGML_UNUSED(producer_name); + GGML_UNUSED(producer_output_port_name); + GGML_UNUSED(producer_output_port_index); + } + + virtual std::vector get_input_names(int node_idx) const override; + + virtual ov::PartialShape get_output_shape(int node_idx) const override; + + virtual ov::element::Type get_output_type(int node_idx) const override; + + virtual int32_t * get_input_op_params(int node_idx, const std::string & name) const override; + + virtual int32_t * get_output_op_params(int node_idx) const override; + + virtual std::vector get_output_names(int node_idx) const override; + + virtual const std::string & get_op_type() const override; + + virtual const std::string & get_op_type(int node_idx) const override; + + virtual const std::string & get_op_name() const override; + + virtual const std::string & get_op_name(int node_idx) const override; + + virtual void visit_subgraph(std::function, int node_idx)> node_visitor) const override; + + ggml_tensor * get_input_ggml_tensor(const std::string & name) const { return m_inputs.at(name); } + + virtual int get_op_case(int node_idx) const override { return m_node_info_list[node_idx].node_op_case; } + + virtual const std::map> & get_model_inputs() const override { + return m_model_inputs; + } + + virtual const std::map> & get_model_extra_inputs() const override { + return m_model_extra_inputs; + } + + virtual const std::map> & get_model_extra_input_values() const { + return m_model_extra_input_values; + } + + virtual const std::map> & get_model_weights() const override { + return m_model_weights; + } + + virtual std::vector get_model_output_names() const override { + return m_model_output_names; + } + + const std::map & get_model_outputs() const { return m_model_outputs; } + + virtual int get_ctx_size() const { return m_model_params.ctx; } + + virtual int get_ctx_swa_size() const { return m_model_params.ctx_swa; } + + virtual int get_ctx_per_seq() const { return m_model_params.ctx_per_seq; } + + virtual int get_ctx_per_seq_swa() const { return m_model_params.ctx_per_seq_swa; } + + virtual int get_n_seq() const { return m_model_params.n_seq; } + + virtual int is_swa_layer(int layer) const override { + return std::find(m_model_params.swa_layers.begin(), m_model_params.swa_layers.end(), layer) != + m_model_params.swa_layers.end(); + } + + int get_past_kv_len() const { return m_compute_params.past_kv_len; } + + int get_input_len() const { return m_compute_params.input_len; } + + virtual int32_t * get_rope_params() const override { return const_cast(m_model_params.rope_params); } + + virtual std::map get_kv_param_res_names() const override; + + virtual bool is_static() const override { return m_is_static; } + + virtual bool is_stateful() const override { return m_is_stateful; } + + ov::PartialShape get_graph_input_shape(const ggml_tensor * op, const ggml_tensor * input) const; + + static void dump_cgraph(const ggml_cgraph * cgraph, std::string & filename); + + static std::shared_ptr create_weight_node(ggml_tensor * tensor, bool naive = false); + + static std::map> create_weight_nodes(ggml_cgraph * cgraph, + bool naive = false); + + const ggml_tensor * get_tensor_used_op(const ggml_tensor * tensor) const; + + const ggml_tensor * get_tensor_from_name(const std::string & name) const; + + void clear_model_weights() { m_model_weights.clear(); } + + static std::pair compute_llm_params(ggml_cgraph * cgraph, bool is_static); + + ModelParams get_model_params() const { return m_model_params; } + + ComputeParams get_compute_params() const { return m_compute_params; } + + void set_model_params(const ModelParams & model_params) { m_model_params = model_params; } + + void set_compute_params(const ComputeParams & compute_params) { m_compute_params = compute_params; } + + bool m_is_static = false; + bool m_is_stateful = false; + bool m_is_prefill = false; + bool m_naive = false; + int m_prefill_chunk_size = 0; + + static ov::Shape get_shape(const ggml_tensor * tensor); + static std::vector get_stride(const ggml_tensor * tensor); + static ov::element::Type get_ov_type(const ggml_tensor * tensor); + static std::string compute_op_type(const ggml_tensor * node); + void add_extra_inputs(); + + void update_io(ggml_cgraph * cgraph); + + inline static bool is_inp_tok(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_GET_ROWS && tensor == op->src[1] && op->src[0]->op == GGML_OP_NONE; + } + + inline static bool is_inp_pos(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_ROPE && tensor == op->src[1]; + } + + inline static bool is_inp_emb(const ggml_tensor * tensor, const ggml_tensor * op) { + return tensor->op == GGML_OP_GET_ROWS && op->op == GGML_OP_RMS_NORM; + } + + inline static bool is_inp_mask(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_CPY || (op->op == GGML_OP_FLASH_ATTN_EXT && tensor == op->src[3]); + } + + inline static bool is_rope_freqs_weight(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_ROPE && tensor == op->src[2]; + } + + inline static bool is_kvcache(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_SET_ROWS && op->src[2] == tensor; + } + + inline static bool is_kv_idx(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_SET_ROWS && op->src[1] == tensor; + } + + inline static bool is_output_idx(const ggml_tensor * tensor, const ggml_tensor * op) { + return op->op == GGML_OP_GET_ROWS && tensor == op->src[1] && op->src[0]->op != GGML_OP_NONE; + } + + static std::string get_graph_input_ov_name(const ggml_tensor * tensor, const ggml_tensor * op) { + if (is_inp_tok(tensor, op)) { + return "inp_tokens"; + } + if (is_inp_pos(tensor, op)) { + return "inp_pos"; + } + if (is_inp_emb(tensor, op)) { + return "embd"; + } + if (is_output_idx(tensor, op)) { + return "inp_out_ids"; + } + if (is_inp_mask(tensor, op)) { + return std::string(tensor->name).find("swa") == std::string::npos ? "self_kq_mask" : "self_kq_mask_swa"; + } + return tensor->name; + } + +private: + void set_input_output(); + int compute_op_case(const ggml_tensor * node) const; + bool node_is_used_as_src(const int node_idx); + void compute_model_inputs(); + void compute_model_outputs(); + + void validate_cgraph() const; + + ggml_cgraph * m_cgraph = nullptr; + std::map m_inputs; + + std::map> m_model_inputs; + std::map> m_model_extra_inputs; + std::map> m_model_extra_input_values; + std::map> m_model_weights; + std::map m_model_outputs; + std::vector m_model_output_names; + std::vector m_node_info_list; + + ModelParams m_model_params; + ComputeParams m_compute_params; +}; + +void print_tensor_address_map(const ggml_cgraph * cgraph); + +int extract_layer_from_name(const std::string & name); diff --git a/ggml/src/ggml-openvino/ggml-openvino-extra.cpp b/ggml/src/ggml-openvino/ggml-openvino-extra.cpp new file mode 100644 index 0000000000..cc3cb4583c --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-openvino-extra.cpp @@ -0,0 +1,373 @@ +#include "ggml-openvino-extra.h" + +#include "ggml-impl.h" +#include "ggml.h" + +#include +#include +#include +#include + +ov::Core & ov_singleton_core() { + static ov::Core core; + return core; +} + +// ===================================================== +// Device Configuration Implementations +// ===================================================== + +void ggml_openvino_device_config::init() { + if (initialized) { + return; + } + device_name = getenv("GGML_OPENVINO_DEVICE") ? getenv("GGML_OPENVINO_DEVICE") : "CPU"; + auto available_devices = ov_singleton_core().get_available_devices(); + if (std::find(available_devices.begin(), available_devices.end(), device_name) == available_devices.end()) { + GGML_LOG_WARN("GGML OpenVINO Backend: device %s is not available, fallback to CPU\n", device_name.c_str()); + device_name = "CPU"; + } + is_npu = (device_name == "NPU"); + + auto * cache_dir = getenv("GGML_OPENVINO_CACHE_DIR"); + if (device_name == "NPU") { + compile_config = { + {"NPU_COMPILER_DYNAMIC_QUANTIZATION", "YES" }, + {"NPU_USE_NPUW", "YES" }, + {"NPUW_DEVICES", "NPU" }, + {"NPUW_FOLD", "YES" }, + {"NPUW_WEIGHTS_BANK", "shared"}, + {"NPUW_FUNCALL_FOR_ALL", "YES" }, + {"NPUW_FUNCALL_ASYNC", "YES" }, + {"NPUW_DQ", "YES" }, + {"NPUW_DQ_FULL", "NO" }, + }; + if (cache_dir) { + compile_config["NPUW_CACHE_DIR"] = cache_dir; + } + } else if (cache_dir) { + ov_singleton_core().set_property(ov::cache_dir(cache_dir)); + } + + // Initialize remote context with queue sharing for GPU + if (device_name == "GPU") { + // Create OpenCL context and queue + cl_int err; + cl_platform_id platform; + err = clGetPlatformIDs(1, &platform, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("Failed to get OpenCL platform: %d\n", err); + return; + } + + cl_device_id cl_device; + err = clGetDeviceIDs(platform, CL_DEVICE_TYPE_GPU, 1, &cl_device, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("Failed to get OpenCL device: %d\n", err); + return; + } + + cl_context cl_ctx = clCreateContext(nullptr, 1, &cl_device, nullptr, nullptr, &err); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("Failed to create OpenCL context: %d\n", err); + return; + } + + cl_queue = clCreateCommandQueueWithProperties(cl_ctx, cl_device, nullptr, &err); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("Failed to create OpenCL command queue: %d\n", err); + clReleaseContext(cl_ctx); + return; + } + + // Create OpenVINO remote context with queue sharing + remote_context = ov::intel_gpu::ocl::ClContext(ov_singleton_core(), cl_queue); + + // Release the context (queue keeps a reference) + clReleaseContext(cl_ctx); + } else if (device_name == "NPU") { + // remote tensor is not used for NPU yet + // remote_context = ov_singleton_core().get_default_context(device_name); + } + + initialized = true; +} + +ggml_openvino_device_config::~ggml_openvino_device_config() { + if (cl_queue != nullptr) { + clReleaseCommandQueue(cl_queue); + cl_queue = nullptr; + } +} + +// Get the global device config singleton +ggml_openvino_device_config & ggml_openvino_get_device_config() { + static ggml_openvino_device_config config; + return config; +} + +// Initialize device config (call during backend init) +void ggml_openvino_init_device_config() { + ggml_openvino_get_device_config().init(); +} + +// Get the device name +const std::string & ggml_openvino_get_device_name() { + return ggml_openvino_get_device_config().device_name; +} + +// Check if running on NPU +bool ggml_openvino_is_npu() { + return ggml_openvino_get_device_config().is_npu; +} + +// Get the remote context for the current device (returns empty optional for CPU) +std::optional ggml_openvino_get_remote_context() { + return ggml_openvino_get_device_config().remote_context; +} + +// Get the compile config for the current device +const ov::AnyMap & ggml_openvino_get_compile_config() { + return ggml_openvino_get_device_config().compile_config; +} + +// Get the OpenCL command queue for GPU operations +cl_command_queue ggml_openvino_get_cl_queue() { + return ggml_openvino_get_device_config().cl_queue; +} + +// Get the clEnqueueMemFillINTEL function pointer (lazy load) +clEnqueueMemFillINTEL_fn ggml_openvino_get_clEnqueueMemFillINTEL() { + static clEnqueueMemFillINTEL_fn fn = nullptr; + static bool loaded = false; + if (!loaded) { + loaded = true; + cl_platform_id platform; + if (clGetPlatformIDs(1, &platform, nullptr) == CL_SUCCESS) { + fn = (clEnqueueMemFillINTEL_fn) clGetExtensionFunctionAddressForPlatform(platform, "clEnqueueMemFillINTEL"); + } + } + return fn; +} + +// Get the clEnqueueMemcpyINTEL function pointer (lazy load) +clEnqueueMemcpyINTEL_fn ggml_openvino_get_clEnqueueMemcpyINTEL() { + static clEnqueueMemcpyINTEL_fn fn = nullptr; + static bool loaded = false; + if (!loaded) { + loaded = true; + cl_platform_id platform; + if (clGetPlatformIDs(1, &platform, nullptr) == CL_SUCCESS) { + fn = (clEnqueueMemcpyINTEL_fn) clGetExtensionFunctionAddressForPlatform(platform, "clEnqueueMemcpyINTEL"); + } + } + return fn; +} + +// Get requantization type for a tensor type (returns nullopt if no requant needed) +std::optional ggml_openvino_get_requant_type(const ggml_tensor * tensor, bool no_requant) { + if (no_requant) { + return std::nullopt; + } + if (strncmp(tensor->name, "token_embd.weight", 17) == 0) { + return ((ggml_openvino_is_npu() && tensor->type == GGML_TYPE_Q6_K) ? ExtraQuantType::F16 : ExtraQuantType::Q8_0_C); + } + if (strncmp(tensor->name, "output.weight", 13) == 0) { + return ExtraQuantType::Q8_0_C; + } + if (ggml_openvino_is_npu()) { + return ExtraQuantType::Q4_0_128; + } + switch (tensor->type) { + case GGML_TYPE_Q6_K: + case GGML_TYPE_Q5_K: + return ExtraQuantType::Q8_0_C; + default: + return std::nullopt; + } +} + +// ===================================================== +// Extracted Layout Calculation +// ===================================================== + +ggml_openvino_extracted_layout ggml_openvino_get_extracted_layout(const ggml_tensor * tensor, bool use_bias) { + ggml_openvino_extracted_layout layout = {}; + layout.is_symmetric = false; + + if (!ggml_is_quantized(tensor->type)) { + return layout; + } + + // Only handle 2D weight tensors + if (tensor->ne[2] != 1 || tensor->ne[3] != 1) { + return layout; + } + + int64_t n_elements = ggml_nelements(tensor); + const size_t alignment = 64; // Good for SIMD + + // Check if requantization is needed (NPU-specific) + auto requant_type = ggml_openvino_get_requant_type(tensor, use_bias); + if (requant_type.has_value()) { + layout.is_requant = true; + layout.requant_type = requant_type; + + // Special case: requant to F16 - just store F16 weights, no scales/zp + if (requant_type.value() == ExtraQuantType::F16) { + layout.weights_size = n_elements * sizeof(uint16_t); // F16 = 2 bytes + layout.total_size = layout.weights_size; + layout.weights_offset = 0; + // No scales/zp for F16 + return layout; + } + + // Requant to different quantized format (e.g., Q4_0_128) + switch (requant_type.value()) { + case ExtraQuantType::Q4_0_128: + layout.is_u4 = true; + layout.weights_per_block = 128; + layout.is_symmetric = true; + break; + case ExtraQuantType::Q4_0_C: + layout.is_u4 = true; + layout.weights_per_block = tensor->ne[0]; + layout.is_symmetric = true; + break; + case ExtraQuantType::Q8_0_32: + layout.is_u4 = false; + layout.weights_per_block = 32; + layout.is_symmetric = true; + break; + case ExtraQuantType::Q8_0_C: + layout.is_u4 = false; + layout.weights_per_block = tensor->ne[0]; + layout.is_symmetric = true; + break; + case ExtraQuantType::Q8_1_C: + layout.is_u4 = false; + layout.weights_per_block = tensor->ne[0]; + break; + default: + layout.weights_per_block = -1; + GGML_ABORT("Code of re-quantizing to channel-wise is not updated"); + break; + } + + if (layout.is_requant) { + // Calculate sizes for requantized format + layout.weights_size = layout.is_u4 ? (n_elements / 2) : n_elements; + int64_t n_blocks = n_elements / layout.weights_per_block; + layout.scales_size = n_blocks * sizeof(uint16_t); + // For symmetric quantization, we only need one zp value (not one per block) + // Zero points are stored in U4 or U8 format matching the weight type + size_t n_zp_elements = layout.is_symmetric ? 1 : n_blocks; + layout.zp_size = layout.is_u4 ? ((n_zp_elements + 1) / 2) : n_zp_elements; + + layout.weights_offset = 0; + layout.scales_offset = ((layout.weights_size + alignment - 1) / alignment) * alignment; + layout.zp_offset = layout.scales_offset + ((layout.scales_size + alignment - 1) / alignment) * alignment; + layout.total_size = layout.zp_offset + layout.zp_size; + layout.total_size = std::max(layout.total_size, ggml_nbytes(tensor)); + return layout; + } + } + + // Normal extraction (no requant) - determine format based on tensor type + layout.is_u4 = false; + layout.weights_per_block = 32; + layout.is_symmetric = false; + + switch (tensor->type) { + case GGML_TYPE_Q4_0: + layout.is_u4 = true; + layout.is_symmetric = true; + break; + + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q4_K: + layout.is_u4 = true; + break; + + case GGML_TYPE_Q8_0: + layout.is_symmetric = true; + break; + + case GGML_TYPE_Q6_K: + layout.weights_per_block = 16; + layout.is_symmetric = true; + break; + + case GGML_TYPE_Q5_K: + break; + + default: + // Unsupported quantization type + return layout; + } + + // Calculate sizes + // Weights: U4 = n_elements/2 bytes, U8 = n_elements bytes + layout.weights_size = layout.is_u4 ? (n_elements / 2) : n_elements; + + // Scales: F16 per block + int64_t n_blocks = n_elements / layout.weights_per_block; + layout.scales_size = n_blocks * sizeof(uint16_t); // F16 = 2 bytes + // Zero points: U4 or U8 matching weight type + // For symmetric quantization, we only need one zp value (not one per block) + size_t n_zp_elements = layout.is_symmetric ? 1 : n_blocks; + layout.zp_size = layout.is_u4 ? ((n_zp_elements + 1) / 2) : n_zp_elements; + + // Layout in buffer: [weights | scales | zp] with alignment + layout.weights_offset = 0; + layout.scales_offset = ((layout.weights_size + alignment - 1) / alignment) * alignment; + layout.zp_offset = layout.scales_offset + ((layout.scales_size + alignment - 1) / alignment) * alignment; + layout.total_size = layout.zp_offset + layout.zp_size; + layout.total_size = std::max(layout.total_size, ggml_nbytes(tensor)); + + return layout; +} + +ggml_openvino_tensor_extra * ggml_openvino_create_tensor_extra(const ggml_tensor * tensor, bool is_remote) { + ov::Shape shape; + for (int i = GGML_MAX_DIMS - 1; i >= 0; --i) { + shape.push_back(static_cast(tensor->ne[i])); + } + + ov::element::Type element_type; + switch (tensor->type) { + case GGML_TYPE_F32: + element_type = ov::element::f32; + break; + case GGML_TYPE_F16: + element_type = ov::element::f16; + break; + case GGML_TYPE_BF16: + element_type = ov::element::bf16; + break; + case GGML_TYPE_I32: + element_type = ov::element::i32; + break; + case GGML_TYPE_I64: + element_type = ov::element::i64; + break; + default: + // GGML_LOG_WARN("%s: unsupported tensor type for ov::Tensor: %s\n", __func__, ggml_type_name(tensor->type)); + return nullptr; + } + + const auto & device_name = ggml_openvino_get_device_name(); + auto remote_context = ggml_openvino_get_remote_context(); + + std::shared_ptr ov_tensor; + if (is_remote) { + GGML_ASSERT(device_name == "GPU"); + auto gpu_context = remote_context->as(); + auto usm_tensor = gpu_context.create_tensor(element_type, shape, tensor->data); + ov_tensor = std::make_shared(std::move(usm_tensor)); + } else { + ov_tensor = std::make_shared(element_type, shape, tensor->data); + } + + return new ggml_openvino_tensor_extra(ov_tensor); +} diff --git a/ggml/src/ggml-openvino/ggml-openvino-extra.h b/ggml/src/ggml-openvino/ggml-openvino-extra.h new file mode 100644 index 0000000000..cd0baf4a68 --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-openvino-extra.h @@ -0,0 +1,182 @@ +#pragma once + +#include "ggml.h" +#include "openvino/runtime/core.hpp" + +#define CL_TARGET_OPENCL_VERSION 300 +#include + +#include +#include +#include +#include +#include +#include +#include + +// ExtraQuantType enum - defines requantization target formats +enum class ExtraQuantType { F16, Q4_0_C, Q8_1_C, Q4_0_128, Q8_0_C, Q8_0_32 }; + +ov::Core & ov_singleton_core(); + +// Get the remote context for the current device (returns empty optional for CPU) +std::optional ggml_openvino_get_remote_context(); + +// Get the compile config for the current device +const ov::AnyMap & ggml_openvino_get_compile_config(); + +// Get the OpenCL command queue for GPU operations (returns nullptr for CPU/NPU) +cl_command_queue ggml_openvino_get_cl_queue(); + +// Intel USM extension function type +typedef cl_int(CL_API_CALL * clEnqueueMemFillINTEL_fn)(cl_command_queue queue, + void * dst_ptr, + const void * pattern, + size_t pattern_size, + size_t size, + cl_uint num_events_in_wait_list, + const cl_event * event_wait_list, + cl_event * event); + +typedef cl_int(CL_API_CALL * clEnqueueMemcpyINTEL_fn)(cl_command_queue queue, + cl_bool blocking, + void * dst_ptr, + const void * src_ptr, + size_t size, + cl_uint num_events_in_wait_list, + const cl_event * event_wait_list, + cl_event * event); + +// Get the clEnqueueMemFillINTEL function pointer (returns nullptr if not available) +clEnqueueMemFillINTEL_fn ggml_openvino_get_clEnqueueMemFillINTEL(); + +// Get the clEnqueueMemcpyINTEL function pointer (returns nullptr if not available) +clEnqueueMemcpyINTEL_fn ggml_openvino_get_clEnqueueMemcpyINTEL(); + +// ===================================================== +// Global Device Configuration (singleton) +// ===================================================== +// Initialized once during backend init from GGML_OPENVINO_DEVICE env var + +struct ggml_openvino_device_config { + std::string device_name = "CPU"; + bool is_npu = false; + bool initialized = false; + std::optional remote_context; + ov::AnyMap compile_config; + cl_command_queue cl_queue = nullptr; + + void init(); + ~ggml_openvino_device_config(); +}; + +// Get the global device config singleton +ggml_openvino_device_config & ggml_openvino_get_device_config(); + +// Initialize device config (call during backend init) +void ggml_openvino_init_device_config(); + +// Get the device name +const std::string & ggml_openvino_get_device_name(); + +// Check if running on NPU +bool ggml_openvino_is_npu(); + +// Get requantization type for a tensor type (returns nullopt if no requant needed) +std::optional ggml_openvino_get_requant_type(const ggml_tensor * tensor, bool no_requant = false); + +// ===================================================== +// OpenVINO Tensor Extra Types +// ===================================================== +// These types are stored in tensor->extra by the OpenVINO backend buffer. +// They allow: +// 1. Pre-built ov::Constant nodes for weights (avoiding memcpy during graph construction) +// 2. ov::Tensor wrappers for KV cache / compute tensors (for direct use with infer_request) + +// Base class for OpenVINO tensor extra data +struct ggml_openvino_extra_base { + enum class Type { WEIGHT, QUANTIZED_WEIGHT, TENSOR }; + Type type; + virtual ~ggml_openvino_extra_base() = default; +protected: + explicit ggml_openvino_extra_base(Type t) : type(t) {} +}; + +// Extra data for F16/F32/BF16 weight tensors - stores the pre-built weight node +struct ggml_openvino_weight_extra : public ggml_openvino_extra_base { + ov::Tensor weights; // The underlying weight data tensor + std::shared_ptr weight_node; // Pre-built OpenVINO weight node + + ggml_openvino_weight_extra(ov::Tensor w, std::shared_ptr n) : + ggml_openvino_extra_base(Type::WEIGHT), + weights(std::move(w)), + weight_node(std::move(n)) {} +}; + +// Extra data for quantized weight tensors - stores extracted weights/scales/zp and weight node +struct ggml_openvino_quantized_weight_extra : public ggml_openvino_extra_base { + ov::Tensor weights; // U4 or U8 extracted weights + ov::Tensor scales; // F16 scales + ov::Tensor zp; // U4 or U8 zero points (same type as weights) + std::shared_ptr weight_node; // Pre-built OpenVINO weight subgraph + + ggml_openvino_quantized_weight_extra(ov::Tensor w, ov::Tensor s, ov::Tensor z, std::shared_ptr n) : + ggml_openvino_extra_base(Type::QUANTIZED_WEIGHT), + weights(std::move(w)), + scales(std::move(s)), + zp(std::move(z)), + weight_node(std::move(n)) {} +}; + +// Extra data for KV cache / compute tensors - stores ov::Tensor for infer_request +struct ggml_openvino_tensor_extra : public ggml_openvino_extra_base { + std::shared_ptr tensor; // For direct use with infer_request + + explicit ggml_openvino_tensor_extra(std::shared_ptr t) + : ggml_openvino_extra_base(Type::TENSOR), tensor(std::move(t)) {} +}; + +// ===================================================== +// Extracted Size Calculation for Quantized Tensors +// ===================================================== +// For quantized tensors, we need extra space to store extracted weights, scales, and zero points. +// Returns the total size needed in the buffer for extracted data. + +struct ggml_openvino_extracted_layout { + size_t total_size = 0; // Total bytes needed + size_t weights_offset = 0; // Offset to weights in buffer + size_t weights_size = 0; // Size of weights in bytes + size_t scales_offset = 0; // Offset to scales in buffer + size_t scales_size = 0; // Size of scales in bytes + size_t zp_offset = 0; // Offset to zero points in buffer + size_t zp_size = 0; // Size of zero points in bytes (U4 or U8) + bool is_u4; // true for U4 weights, false for U8 + int64_t weights_per_block; // weights per scale/zp block + bool is_symmetric; // true for symmetric quantization + + // Requantization info + bool is_requant = false; // true if this tensor needs requantization + std::optional requant_type; // target requant type if is_requant +}; + +// Calculate the buffer layout for extracted quantized data +ggml_openvino_extracted_layout ggml_openvino_get_extracted_layout(const ggml_tensor * tensor, bool use_bias = false); + +ggml_openvino_tensor_extra * ggml_openvino_create_tensor_extra(const ggml_tensor * tensor, bool is_remote); + +// Register an extra with the tensor's OpenVINO buffer context for proper lifetime management. +// This sets tensor->extra and tracks the extra in the buffer context for cleanup. +void ggml_openvino_buffer_register_extra(ggml_tensor * tensor, ggml_openvino_extra_base * extra); + +// ===================================================== +// OpenVINO Backend Context and Interface +// ===================================================== +struct ggml_backend_openvino_context { + int device = 0; + std::string name = "OpenVINO"; + std::string description = "OpenVINO Backend Context"; + + std::shared_ptr runtime_context = nullptr; + + ggml_backend_openvino_context() = default; +}; diff --git a/ggml/src/ggml-openvino/ggml-openvino.cpp b/ggml/src/ggml-openvino/ggml-openvino.cpp new file mode 100644 index 0000000000..0c8d3508e8 --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-openvino.cpp @@ -0,0 +1,1116 @@ +#include "ggml-openvino.h" + +#include "ggml-backend-impl.h" +#include "ggml-backend.h" +#include "ggml-impl.h" +#include "ggml-openvino-extra.h" +#include "ggml-openvino/utils.h" +#include "ggml-quants.h" +#include "ggml.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#if defined(_WIN32) +# define WIN32_LEAN_AND_MEAN +# ifndef NOMINMAX +# define NOMINMAX +# endif +# include +#else +# include +#endif + +// ===================================================== +// OpenVINO Buffer Implementation using ov::Tensor +// ===================================================== +// +// Design: This implementation uses a hybrid approach: +// 1. For weight tensors: Store a pre-built ov::op::v0::Constant in tensor->extra +// - This avoids the memcpy during graph construction +// - For quantized weights, the constant is already converted to OpenVINO format +// 2. For KV cache / compute tensors: Store an ov::Tensor in tensor->extra +// - This can be directly passed to infer_request +// - Future: can be changed to ov::RemoteTensor for GPU/NPU +// +// This design is similar to: +// - CUDA split buffer: tensor->extra stores device pointers +// - CPU repack buffer: tensor->extra stores tensor_traits with repacked data +// ===================================================== + +// Buffer context that manages per-tensor allocations (no contiguous buffer for weights) +struct ggml_backend_openvino_buffer_context { + int device; + std::string name; + size_t id; + + // For non-weight buffers (KV cache, compute), we still use contiguous allocation + void * data; + size_t size; + bool is_remote; + + // Wrapping of the buffer + std::shared_ptr ov_buffer; + + // Track all extras for cleanup + std::map tensor_extras; + + // Used for re-allocation on device for kvcache + void * data_prev; + + ggml_backend_openvino_buffer_context(int device, size_t size, bool is_remote = false) : + device(device), + name(std::string(GGML_OPENVINO_NAME) + std::to_string(device)), + id([]() { + static std::atomic next_id{1}; + return next_id.fetch_add(1); + }()), + data(nullptr), + size(size), + is_remote(is_remote) { + if (size == 0) { + return; + } + + const auto & device_name = ggml_openvino_get_device_name(); + + if (is_remote) { + GGML_ASSERT(device_name == "GPU"); + auto remote_context = ggml_openvino_get_remote_context(); + auto gpu_context = remote_context->as(); + ov::intel_gpu::ocl::USMTensor usm_tensor = + gpu_context.create_usm_device_tensor(ov::element::u8, ov::Shape{size}); + data = usm_tensor.get(); + ov_buffer = std::make_shared(std::move(usm_tensor)); + } else { + data = ggml_aligned_malloc(size); + GGML_ASSERT(data); + memset(data, 0, size); + ov_buffer = std::make_shared(ov::element::u8, ov::Shape{size}, data); + } + + if (data == nullptr) { + GGML_LOG_ERROR("%s: failed to allocate %zu bytes\n", __func__, size); + return; + } + + if (reinterpret_cast(data) % TENSOR_ALIGNMENT != 0) { + GGML_LOG_ERROR("%s: %s buffer is not aligned to %d bytes\n", __func__, device_name.c_str(), + TENSOR_ALIGNMENT); + GGML_ABORT("fatal error"); + } + } + + ~ggml_backend_openvino_buffer_context() { + // Clean up all tensor extras + // GGML_LOG_DEBUG("Deleting OpenVINO buffer context #%zu for device %d, size %zu MB\n", id, device, + // size / 1024 / 1024); + for (auto & pair : tensor_extras) { + delete pair.second; + } + tensor_extras.clear(); + if (!is_remote && data != nullptr) { + ggml_aligned_free(data, size); + } + } +}; + +// Buffer type context (per-device) +struct ggml_backend_openvino_buffer_type_context { + int device; + std::string name; +}; + +// Buffer interface functions +static void ggml_backend_openvino_buffer_free_buffer(ggml_backend_buffer_t buffer) { + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + delete ctx; +} + +static void * ggml_backend_openvino_buffer_get_base(ggml_backend_buffer_t buffer) { + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + return ctx->data; +} + +static enum ggml_status ggml_backend_openvino_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) { + // GGML_LOG_DEBUG("%s: buffer usage=%d, tensor name=%s\n", __func__, buffer->usage, tensor->name); + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + // Put kvcache on device memory for GPU (NPU memory is too small even for kvcache) + if (strncmp(tensor->name, "cache_", 6) == 0 && !ctx->is_remote && ggml_openvino_get_device_name() == "GPU" && + !getenv("GGML_OPENVINO_STATEFUL_EXECUTION")) { + GGML_ASSERT(ctx->tensor_extras.empty()); + auto device = ctx->device; + auto size = ctx->size; + auto * data_prev = ctx->data; + delete ctx; + ctx = new ggml_backend_openvino_buffer_context(device, size, true); + buffer->context = ctx; + tensor->data = (char *) ctx->data + ((char *) tensor->data - (char *) data_prev); + } + + // Views share the extra from view_src + if (tensor->view_src != nullptr) { + GGML_ASSERT(tensor->view_src->buffer->buft == buffer->buft); + if (tensor->view_src->extra != nullptr) { + tensor->extra = tensor->view_src->extra; + } + return GGML_STATUS_SUCCESS; + } + + ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + if (tensor->data != nullptr && !ggml_is_quantized(tensor->type)) { + ggml_openvino_tensor_extra * extra = ggml_openvino_create_tensor_extra(tensor, ctx->is_remote); + if (extra != nullptr) { + auto it = ctx->tensor_extras.find(tensor); + if (it != ctx->tensor_extras.end()) { + delete it->second; + } + ctx->tensor_extras[tensor] = extra; + tensor->extra = extra; + } + } + + return GGML_STATUS_SUCCESS; +} + +static void ggml_backend_openvino_buffer_memset_tensor(ggml_backend_buffer_t buffer, + ggml_tensor * tensor, + uint8_t value, + size_t offset, + size_t size) { + // GGML_LOG_DEBUG("%s: buffer usage=%d, tensor name=%s\n", __func__, buffer->usage, tensor->name); + GGML_ASSERT(tensor != nullptr && tensor->data != nullptr); + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + if (ctx->is_remote) { + // For remote (device) buffers, use OpenCL USM memfill + cl_command_queue queue = ggml_openvino_get_cl_queue(); + auto mem_fill_fn = ggml_openvino_get_clEnqueueMemFillINTEL(); + if (queue != nullptr && mem_fill_fn != nullptr) { + uint8_t pattern = value; + cl_int err = mem_fill_fn(queue, (char *) tensor->data + offset, &pattern, sizeof(pattern), size, 0, nullptr, + nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("%s: clEnqueueMemFillINTEL failed with error %d\n", __func__, err); + } + clFinish(queue); + } else { + GGML_LOG_ERROR("%s: no OpenCL queue or clEnqueueMemFillINTEL not available for GPU buffer\n", __func__); + } + } else { + memset((char *) tensor->data + offset, value, size); + } +} + +static void ggml_backend_openvino_buffer_set_tensor(ggml_backend_buffer_t buffer, + ggml_tensor * tensor, + const void * data, + size_t offset, + size_t size) { + // GGML_LOG_DEBUG("%s: buffer usage=%d, tensor name=%s\n", __func__, buffer->usage, tensor->name); + GGML_ASSERT(tensor != nullptr && tensor->data != nullptr); + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + // Check if this is a weight buffer (usage is set BEFORE set_tensor is called, except in test-backend-ops) + bool is_weight_buffer = (buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS); + // Full tensor set: offset=0, full size, not a view + bool is_full_tensor_set = (offset == 0 && size == ggml_nbytes(tensor) && tensor->view_src == nullptr); + // 2D tensor (typical weight shape) + bool is_2d = (tensor->ne[2] == 1 && tensor->ne[3] == 1); + + if (is_weight_buffer && is_full_tensor_set && is_2d) { + try { + auto result = process_weight_tensor(tensor, data, tensor->data); + result.weight_node->set_friendly_name(tensor->name); + + // const auto & layout = result.layout; + ggml_openvino_extra_base * extra; + + // Quantized path with extracted weight/scale/zp tensors + if (result.is_quantized()) { + extra = new ggml_openvino_quantized_weight_extra(std::move(result.weights), std::move(result.scales), + std::move(result.zp), result.weight_node); + + // if (layout.is_requant) { + // GGML_LOG_DEBUG("%s: requantized %s to %s (u%d, block_size=%ld)\n", __func__, tensor->name, + // extra_quant_type_name(layout.requant_type.value()), layout.is_u4 ? 4 : 8, + // layout.weights_per_block); + // } else { + // int64_t n_blocks = ggml_nelements(tensor) / layout.weights_per_block; + // GGML_LOG_DEBUG("%s: extracted quantized weight node for %s (u%d, %zu weights, %ld blocks)\n", + // __func__, tensor->name, layout.is_u4 ? 4 : 8, layout.weights_size, n_blocks); + // } + } else { + // F16/F32/BF16 weight or F16-requant + extra = new ggml_openvino_weight_extra(std::move(result.weights), result.weight_node); + + // if (layout.total_size > 0) { + // GGML_LOG_DEBUG("%s: requantized %s to F16\n", __func__, tensor->name); + // } else { + // GGML_LOG_DEBUG("%s: created shared-memory weight node for %s\n", __func__, tensor->name); + // } + } + + ctx->tensor_extras[tensor] = extra; + tensor->extra = extra; + + } catch (const std::exception & e) { + GGML_LOG_ERROR("%s: failed to process weight tensor for %s: %s\n", __func__, tensor->name, e.what()); + memcpy((char *) tensor->data + offset, data, size); + } + } else { + // Non-weight tensor (KV cache, activations, etc.) - copy data. test-backend-ops also goes here + if (ctx->is_remote) { + cl_command_queue queue = ggml_openvino_get_cl_queue(); + auto mem_cpy_fn = ggml_openvino_get_clEnqueueMemcpyINTEL(); + if (queue != nullptr && mem_cpy_fn != nullptr) { + cl_int err = + mem_cpy_fn(queue, CL_TRUE, (char *) tensor->data + offset, data, size, 0, nullptr, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("%s: clEnqueueMemcpyINTEL failed with error %d\n", __func__, err); + } + } else { + GGML_LOG_ERROR("%s: no OpenCL queue or clEnqueueMemcpyINTEL not available for GPU buffer\n", __func__); + } + } else { + memcpy((char *) tensor->data + offset, data, size); + } + + ggml_openvino_tensor_extra * extra = ggml_openvino_create_tensor_extra(tensor, ctx->is_remote); + if (extra == nullptr) { + // GGML_LOG_ERROR("%s: failed to create tensor extra for %s\n", __func__, tensor->name); + return; + } + + auto it = ctx->tensor_extras.find(tensor); + if (it != ctx->tensor_extras.end()) { + delete it->second; + } + ctx->tensor_extras[tensor] = extra; + tensor->extra = extra; + } +} + +static void ggml_backend_openvino_buffer_get_tensor(ggml_backend_buffer_t buffer, + const ggml_tensor * tensor, + void * data, + size_t offset, + size_t size) { + // GGML_LOG_DEBUG("%s: buffer usage=%d, tensor name=%s\n", __func__, buffer->usage, tensor->name); + GGML_ASSERT(tensor != nullptr && tensor->data != nullptr); + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + if (ctx->is_remote) { + // For remote (device) buffers, use OpenCL USM memcpy (device-to-host) + cl_command_queue queue = ggml_openvino_get_cl_queue(); + auto mem_cpy_fn = ggml_openvino_get_clEnqueueMemcpyINTEL(); + if (queue != nullptr && mem_cpy_fn != nullptr) { + cl_int err = + mem_cpy_fn(queue, CL_TRUE, data, (const char *) tensor->data + offset, size, 0, nullptr, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("%s: clEnqueueMemcpyINTEL failed with error %d\n", __func__, err); + } + } else { + GGML_LOG_ERROR("%s: no OpenCL queue or clEnqueueMemcpyINTEL not available for GPU buffer\n", __func__); + } + } else { + memcpy(data, (const char *) tensor->data + offset, size); + } +} + +static bool ggml_backend_openvino_buffer_cpy_tensor(ggml_backend_buffer_t buffer, + const ggml_tensor * src, + ggml_tensor * dst) { + // GGML_LOG_DEBUG("%s: src tensor name=%s, dst tensor name=%s\n", __func__, src->name, dst->name); + GGML_ASSERT(src != nullptr && dst != nullptr); + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + + if (ctx->is_remote) { + // For remote (device) buffers, use OpenCL USM memcpy + cl_command_queue queue = ggml_openvino_get_cl_queue(); + auto mem_cpy_fn = ggml_openvino_get_clEnqueueMemcpyINTEL(); + if (queue == nullptr || mem_cpy_fn == nullptr) { + GGML_LOG_ERROR("%s: no OpenCL queue or clEnqueueMemcpyINTEL not available for GPU buffer\n", __func__); + return false; + } + // Can copy from host to device + if (ggml_backend_buffer_is_host(src->buffer)) { + cl_int err = mem_cpy_fn(queue, CL_TRUE, dst->data, src->data, ggml_nbytes(src), 0, nullptr, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("%s: clEnqueueMemcpyINTEL (host-to-device) failed with error %d\n", __func__, err); + return false; + } + return true; + } + // Can also copy from device to device if both are OpenVINO remote buffers + if (ggml_backend_buffer_is_openvino(src->buffer)) { + ggml_backend_openvino_buffer_context * src_ctx = + (ggml_backend_openvino_buffer_context *) src->buffer->context; + if (src_ctx->is_remote) { + cl_int err = + mem_cpy_fn(queue, CL_TRUE, dst->data, src->data, ggml_nbytes(src), 0, nullptr, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_ERROR("%s: clEnqueueMemcpyINTEL (device-to-device) failed with error %d\n", __func__, + err); + return false; + } + return true; + } + } + return false; + } + + // Host buffer - can copy from any host buffer + if (ggml_backend_buffer_is_host(src->buffer)) { + memcpy(dst->data, src->data, ggml_nbytes(src)); + return true; + } + return false; +} + +static void ggml_backend_openvino_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) { + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + GGML_ASSERT(ctx->data != nullptr); + if (ctx->is_remote) { + cl_command_queue queue = ggml_openvino_get_cl_queue(); + auto mem_fill_fn = ggml_openvino_get_clEnqueueMemFillINTEL(); + if (queue != nullptr && mem_fill_fn != nullptr) { + uint8_t pattern = value; + cl_int err = mem_fill_fn(queue, ctx->data, &pattern, sizeof(pattern), ctx->size, 0, nullptr, nullptr); + if (err != CL_SUCCESS) { + GGML_LOG_WARN("%s: clEnqueueMemFillINTEL failed with error %d\n", __func__, err); + } + clFinish(queue); + } else { + GGML_LOG_WARN("%s: no OpenCL queue or clEnqueueMemFillINTEL not available for GPU buffer clear\n", + __func__); + } + } else { + memset(ctx->data, value, ctx->size); + } +} + +static const ggml_backend_buffer_i ggml_backend_openvino_buffer_interface = { + /* .free_buffer = */ ggml_backend_openvino_buffer_free_buffer, + /* .get_base = */ ggml_backend_openvino_buffer_get_base, + /* .init_tensor = */ ggml_backend_openvino_buffer_init_tensor, + /* .memset_tensor = */ ggml_backend_openvino_buffer_memset_tensor, + /* .set_tensor = */ ggml_backend_openvino_buffer_set_tensor, + /* .get_tensor = */ ggml_backend_openvino_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, + /* .cpy_tensor = */ ggml_backend_openvino_buffer_cpy_tensor, + /* .clear = */ ggml_backend_openvino_buffer_clear, + /* .reset = */ NULL, +}; + +// Buffer type interface functions +static const char * ggml_backend_openvino_buffer_type_get_name(ggml_backend_buffer_type_t buft) { + ggml_backend_openvino_buffer_type_context * ctx = (ggml_backend_openvino_buffer_type_context *) buft->context; + return ctx->name.c_str(); +} + +static ggml_backend_buffer_t ggml_backend_openvino_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, + size_t size) { + ggml_backend_openvino_buffer_type_context * buft_ctx = (ggml_backend_openvino_buffer_type_context *) buft->context; + + // Create buffer context with contiguous memory allocation + ggml_backend_openvino_buffer_context * ctx = new ggml_backend_openvino_buffer_context(buft_ctx->device, size); + + if (ctx->data == nullptr && size > 0) { + GGML_LOG_ERROR("%s: failed to allocate buffer of size %zu\n", __func__, size); + delete ctx; + return nullptr; + } + + return ggml_backend_buffer_init(buft, ggml_backend_openvino_buffer_interface, ctx, size); +} + +static size_t ggml_backend_openvino_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) { + GGML_UNUSED(buft); + return TENSOR_ALIGNMENT; +} + +static size_t ggml_backend_openvino_buffer_type_get_max_size(ggml_backend_buffer_type_t buft) { + GGML_UNUSED(buft); + return SIZE_MAX; +} + +static size_t ggml_backend_openvino_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, + const ggml_tensor * tensor) { + GGML_UNUSED(buft); + + // For quantized 2D tensors (weights), we need extra space for extracted data + if (ggml_is_quantized(tensor->type) && tensor->ne[2] == 1 && tensor->ne[3] == 1) { + ggml_openvino_extracted_layout layout = ggml_openvino_get_extracted_layout(tensor); + if (layout.total_size > 0) { + // GGML_LOG_DEBUG("%s: tensor %s needs %zu bytes (original %zu, extracted: weights=%zu scales=%zu zp=%zu)\n", + // __func__, tensor->name, layout.total_size, ggml_nbytes(tensor), layout.weights_size, + // layout.scales_size, layout.zp_size); + return layout.total_size; + } + } + + return ggml_nbytes(tensor); +} + +static const ggml_backend_buffer_type_i ggml_backend_openvino_buffer_type_interface = { + /* .get_name = */ ggml_backend_openvino_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_openvino_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_openvino_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_openvino_buffer_type_get_max_size, + /* .get_alloc_size = */ ggml_backend_openvino_buffer_type_get_alloc_size, + /* .is_host = */ nullptr, +}; + +// Get buffer type for a specific device +GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_openvino_buffer_type(int device) { + GGML_ASSERT(device >= 0 && device < ggml_backend_openvino_get_device_count()); + + static std::mutex mutex; + std::lock_guard lock(mutex); + + static std::vector buffer_types; + static std::vector buffer_type_contexts; + + if (buffer_types.empty()) { + int device_count = ggml_backend_openvino_get_device_count(); + buffer_types.resize(device_count); + buffer_type_contexts.resize(device_count); + + for (int i = 0; i < device_count; i++) { + buffer_type_contexts[i].device = i; + buffer_type_contexts[i].name = std::string(GGML_OPENVINO_NAME) + std::to_string(i); + + buffer_types[i] = ggml_backend_buffer_type{ + /* .iface = */ ggml_backend_openvino_buffer_type_interface, + /* .device = */ ggml_backend_reg_dev_get(ggml_backend_openvino_reg(), i), + /* .context = */ &buffer_type_contexts[i], + }; + } + } + + return &buffer_types[device]; +} + +// ===================================================== +// OpenVINO Host Buffer Implementation +// ===================================================== + +static const char * ggml_backend_openvino_host_buffer_type_get_name(ggml_backend_buffer_type_t buft) { + ggml_backend_openvino_buffer_type_context * ctx = (ggml_backend_openvino_buffer_type_context *) buft->context; + static std::string name; + name = ctx->name + "_HOST"; + return name.c_str(); +} + +static bool ggml_backend_openvino_host_buffer_type_is_host(ggml_backend_buffer_type_t buft) { + GGML_UNUSED(buft); + return true; +} + +static const ggml_backend_buffer_type_i ggml_backend_openvino_host_buffer_type_interface = { + /* .get_name = */ ggml_backend_openvino_host_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_openvino_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_openvino_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_openvino_buffer_type_get_max_size, + /* .get_alloc_size = */ ggml_backend_openvino_buffer_type_get_alloc_size, + /* .is_host = */ ggml_backend_openvino_host_buffer_type_is_host, +}; + +GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_openvino_host_buffer_type(int device) { + GGML_ASSERT(device >= 0 && device < ggml_backend_openvino_get_device_count()); + + static std::mutex mutex; + std::lock_guard lock(mutex); + + static std::vector buffer_types; + static std::vector buffer_type_contexts; + + if (buffer_types.empty()) { + int device_count = ggml_backend_openvino_get_device_count(); + buffer_types.resize(device_count); + buffer_type_contexts.resize(device_count); + + for (int i = 0; i < device_count; i++) { + buffer_type_contexts[i].device = i; + buffer_type_contexts[i].name = std::string(GGML_OPENVINO_NAME) + std::to_string(i); + + buffer_types[i] = ggml_backend_buffer_type{ + /* .iface = */ ggml_backend_openvino_host_buffer_type_interface, + /* .device = */ ggml_backend_reg_dev_get(ggml_backend_openvino_reg(), i), + /* .context = */ &buffer_type_contexts[i], + }; + } + } + + return &buffer_types[device]; +} + +bool ggml_backend_buffer_is_openvino(ggml_backend_buffer_t buffer) { + return buffer->iface.free_buffer == ggml_backend_openvino_buffer_free_buffer; +} + +size_t ggml_backend_openvino_buffer_get_ctx_id(ggml_backend_buffer_t buffer) { + if (!ggml_backend_buffer_is_openvino(buffer)) { + return 0; + } + ggml_backend_openvino_buffer_context * ctx = (ggml_backend_openvino_buffer_context *) buffer->context; + return ctx->id; +} + +void ggml_openvino_buffer_register_extra(ggml_tensor * tensor, ggml_openvino_extra_base * extra) { + GGML_ASSERT(tensor != nullptr); + GGML_ASSERT(tensor->buffer != nullptr); + GGML_ASSERT(ggml_backend_buffer_is_openvino(tensor->buffer)); + + auto * ctx = static_cast(tensor->buffer->context); + + auto it = ctx->tensor_extras.find(tensor); + if (it != ctx->tensor_extras.end()) { + delete it->second; + } + + ctx->tensor_extras[tensor] = extra; + tensor->extra = extra; +} + +bool ggml_backend_buft_is_openvino(ggml_backend_buffer_type_t buft) { + return buft->iface.get_name == ggml_backend_openvino_buffer_type_get_name; +} + +bool ggml_backend_buft_is_openvino_host(ggml_backend_buffer_type_t buft) { + return buft->iface.get_name == ggml_backend_openvino_host_buffer_type_get_name; +} + +static void ggml_backend_openvino_free(ggml_backend_t backend) { + ggml_backend_openvino_context * ctx = (ggml_backend_openvino_context *) backend->context; + delete ctx; + delete backend; +} + +static const char * ggml_backend_openvino_get_name(ggml_backend_t backend) { + return GGML_OPENVINO_NAME; + GGML_UNUSED(backend); +} + +static enum ggml_status ggml_backend_openvino_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) { + return ov_graph_compute(cgraph, backend); + GGML_UNUSED(backend); +} + +static const ggml_backend_i ggml_backend_openvino_interface = { + /* .get_name = */ ggml_backend_openvino_get_name, + /* .free = */ ggml_backend_openvino_free, + /* .set_tensor_async = */ NULL, + /* .get_tensor_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .cpy_tensor_async = */ NULL, + /* .synchronize = */ NULL, + /* .graph_plan_create = */ NULL, + /* .graph_plan_free = */ NULL, + /* .graph_plan_update = */ NULL, + /* .graph_plan_compute = */ NULL, + /* .graph_compute = */ ggml_backend_openvino_graph_compute, + /* .event_record = */ NULL, + /* .event_wait = */ NULL, + /* .graph_optimize = */ NULL, +}; + +int ggml_backend_openvino_get_device_count() { + return 1; +} + +static ggml_guid_t ggml_backend_openvino_guid(void) { + static ggml_guid guid = {0x12, 0xa8, 0xae, 0xf4, 0xc0, 0x1e, 0x61, 0x97, + 0x8f, 0xeb, 0x33, 0x04, 0xa1, 0x33, 0x51, 0x2d}; + return &guid; +} + +static std::shared_ptr get_ov_runtime_context_ptr() { + static std::shared_ptr r_ctx = std::make_shared(); + return r_ctx; +} + +// backend API +GGML_BACKEND_API ggml_backend_t ggml_backend_openvino_init(int device) { + if (device < 0 || device >= ggml_backend_openvino_get_device_count()) { + GGML_LOG_ERROR("%s: invalid device %d\n", __func__, device); + return nullptr; + } + + ggml_backend_openvino_context * ctx = new ggml_backend_openvino_context; + if (ctx == nullptr) { + GGML_LOG_ERROR("%s: failed to allocate context\n", __func__); + return nullptr; + } + + ctx->runtime_context = get_ov_runtime_context_ptr(); + if (ctx->runtime_context == nullptr) { + GGML_LOG_ERROR("%s: failed to allocate runtime context\n", __func__); + delete ctx; + return nullptr; + } + + std::shared_ptr r_ctx = std::static_pointer_cast(ctx->runtime_context); + r_ctx->device = ggml_openvino_get_device_name(); + r_ctx->stateful = getenv("GGML_OPENVINO_STATEFUL_EXECUTION") && !ggml_openvino_is_npu(); + + ggml_backend_t openvino_backend = new ggml_backend{ + /* .guid = */ ggml_backend_openvino_guid(), + /* .interface = */ ggml_backend_openvino_interface, + /* .device = */ ggml_backend_reg_dev_get(ggml_backend_openvino_reg(), device), + /* .context = */ ctx, + }; + + return openvino_backend; +} + +GGML_BACKEND_API bool ggml_backend_is_openvino(ggml_backend_t backend) { + return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_openvino_guid()); +} + +struct ggml_backend_openvino_device_context { + int device; + std::string name; + std::string description; +}; + +static const char * ggml_backend_openvino_device_get_name(ggml_backend_dev_t dev) { + ggml_backend_openvino_device_context * ctx = (ggml_backend_openvino_device_context *) dev->context; + return ctx->name.c_str(); +} + +static const char * ggml_backend_openvino_device_get_description(ggml_backend_dev_t dev) { + ggml_backend_openvino_device_context * ctx = (ggml_backend_openvino_device_context *) dev->context; + return ctx->description.c_str(); +} + +static void ggml_backend_openvino_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { +#ifdef _WIN32 + MEMORYSTATUSEX status; + status.dwLength = sizeof(status); + GlobalMemoryStatusEx(&status); + *total = status.ullTotalPhys; + *free = status.ullAvailPhys; +#else + long pages = sysconf(_SC_PHYS_PAGES); + long page_size = sysconf(_SC_PAGE_SIZE); + *total = pages * page_size; + + // "free" system memory is ill-defined, for practical purposes assume that all of it is free: + *free = *total; +#endif // _WIN32 + + GGML_UNUSED(dev); +} + +static enum ggml_backend_dev_type ggml_backend_openvino_device_get_type(ggml_backend_dev_t dev) { + GGML_UNUSED(dev); + return GGML_BACKEND_DEVICE_TYPE_GPU; +} + +static void ggml_backend_openvino_device_get_props(ggml_backend_dev_t dev, ggml_backend_dev_props * props) { + props->name = ggml_backend_openvino_device_get_name(dev); + props->description = ggml_backend_openvino_device_get_description(dev); + props->type = ggml_backend_openvino_device_get_type(dev); + ggml_backend_openvino_device_get_memory(dev, &props->memory_free, &props->memory_total); + + props->caps = { + /* .async = */ false, + /* .host_buffer = */ false, + /* .buffer_from_host_ptr = */ false, + /* .events = */ false, + }; +} + +static ggml_backend_t ggml_backend_openvino_device_init(ggml_backend_dev_t dev, const char * params) { + GGML_UNUSED(params); + ggml_backend_openvino_device_context * ctx = (ggml_backend_openvino_device_context *) dev->context; + return ggml_backend_openvino_init(ctx->device); +} + +static ggml_backend_buffer_type_t ggml_backend_openvino_device_get_buffer_type(ggml_backend_dev_t dev) { + ggml_backend_openvino_device_context * ctx = (ggml_backend_openvino_device_context *) dev->context; + return ggml_backend_openvino_buffer_type(ctx->device); +} + +static ggml_backend_buffer_type_t ggml_backend_openvino_device_get_host_buffer_type(ggml_backend_dev_t dev) { + ggml_backend_openvino_device_context * ctx = (ggml_backend_openvino_device_context *) dev->context; + return ggml_backend_openvino_host_buffer_type(ctx->device); +} + +static bool has_view_op_input(const ggml_tensor * op) { + for (int i = 0; i < GGML_MAX_SRC; i++) { + if (op->src[i] == nullptr) { + break; + } + if (op->src[i]->op == GGML_OP_VIEW) { + return true; + } + } + return false; +} + +static bool is_supported_flash_attn_pattern(const ggml_tensor * op) { + // pattern of q,k,v should be q->op==PERMUTE, q->src[0]->op==VIEW, q->src[0]->src[0]->view_src==nullptr + for (int i = 0; i < 3; i++) { + const ggml_tensor * src = op->src[i]; + if (src->op != GGML_OP_PERMUTE || src->src[0] == nullptr || src->src[0]->op != GGML_OP_VIEW || + src->src[0]->src[0] == nullptr || src->src[0]->src[0]->view_src != nullptr) { + return false; + } + } + return true; +} + +static bool is_op_unsupported_case(const ggml_tensor * op) { + switch (op->op) { + case GGML_OP_GET_ROWS: + case GGML_OP_SET_ROWS: { + if (op->ne[3] != 1) { + return true; + } + break; + } + case GGML_OP_ADD: + case GGML_OP_MUL: { + if (op->src[1]->op == GGML_OP_PERMUTE) { + return true; + } + for (int i = 0; i < 4; i++) { + if (op->src[0]->ne[i] != op->src[1]->ne[i] && (op->src[0]->ne[i] != 1 && op->src[1]->ne[i] != 1)) { + return true; + } + } + break; + } + case GGML_OP_SOFT_MAX: { + if (op->src[2] != nullptr) { + // GGML_LOG_WARN("OpenVINO backend does not support SOFT_MAX with sinks\n"); + return true; + } + float scale = 1.0f; + float max_bias = 0.0f; + const auto * op_params = op->op_params; + memcpy(&scale, (const float *) op_params + 0, sizeof(float)); + memcpy(&max_bias, (const float *) op_params + 1, sizeof(float)); + if (max_bias > 0) { + // GGML_LOG_WARN("OpenVINO backend does not support SOFT_MAX with max_bias > 0\n"); + return true; + } + break; + } + case GGML_OP_FLASH_ATTN_EXT: { + if (op->src[4] != nullptr) { + // GGML_LOG_WARN("OpenVINO backend does not support FLASH_ATTN_EXT with sinks\n"); + return true; + } + if (!is_supported_flash_attn_pattern(op)) { + return true; + } + float scale = 1.0f; + float max_bias = 0.0f; + float logit_softcap = 0.0f; + const auto * op_params = op->op_params; + memcpy(&scale, (const float *) op_params + 0, sizeof(float)); + memcpy(&max_bias, (const float *) op_params + 1, sizeof(float)); + memcpy(&logit_softcap, (const float *) op_params + 2, sizeof(float)); + if (max_bias > 0) { + // GGML_LOG_WARN("OpenVINO backend does not support FLASH_ATTN_EXT with max_bias > 0\n"); + return true; + } + if (logit_softcap != 0) { + // GGML_LOG_WARN("OpenVINO backend does not support FLASH_ATTN_EXT with logit_softcap != 0\n"); + return true; + } + break; + } + case GGML_OP_PERMUTE: { + if (op->type == GGML_TYPE_BF16) { + // err msg: [GPU] Could not find a suitable kernel for transpose + // GGML_LOG_WARN("OpenVINO backend does not support PERMUTE with BF16 type\n"); + return true; + } + break; + } + case GGML_OP_CPY: { + if (op->src[1] != op) { + // GGML_LOG_WARN("OpenVINO backend only supports CPY that is a cast\n"); + return true; + } + break; + } + case GGML_OP_MUL_MAT: { + if (op->src[0]->type == GGML_TYPE_F16 && op->src[1]->type == GGML_TYPE_F16) { + // Has accuracy issue, try enabling this and see `test-backend-ops -o "MUL_MAT"` + // GGML_LOG_WARN("OpenVINO backend does not support MUL_MAT with two F16 tensors\n"); + return true; + } + if (op->src[0]->ne[3] != op->src[1]->ne[3] && op->src[0]->ne[3] != 1 && op->src[1]->ne[3] != 1) { + return true; + } + if (op->src[0]->op == GGML_OP_PERMUTE || op->src[1]->op == GGML_OP_PERMUTE) { + return true; + } + if (ggml_is_quantized(op->src[0]->type) && op->src[0]->ne[1] == 1) { + // MUL_MAT(type_a=q4_0,type_b=f32,m=1,n=2048,k=8192,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1) + // triggers a bug in ov matmul_shape_inference.hpp + return true; + } + if (op->src[0]->op == GGML_OP_VIEW && op->src[1]->op == GGML_OP_VIEW) { + return true; + } + break; + } + case GGML_OP_ROPE: { + const int32_t * op_params = op->op_params; + const int n_dims = op_params[1]; + const int mode = op_params[2]; + if (mode != GGML_ROPE_TYPE_NORMAL && mode != GGML_ROPE_TYPE_NEOX) { + // GGML_LOG_WARN("OpenVINO backend does not support ROPE with mode %d\n", mode); + return true; + } + if (n_dims != 0.0f && n_dims != op->src[0]->ne[0]) { + // GGML_LOG_WARN("OpenVINO backend does not support ROPE with n_dims %d != src[0]->ne[0] %ld\n", n_dims, + // op->src[0]->ne[0]); + return true; + } + if (op->type != GGML_TYPE_F32) { + // GGML_LOG_WARN("OpenVINO backend does not support ROPE with type %s\n", ggml_type_name(op->type)); + return true; + } + float freq_scale; + float ext_factor; + memcpy(&freq_scale, op_params + 6, sizeof(float)); + memcpy(&ext_factor, op_params + 7, sizeof(float)); + if (ext_factor != 0.0f) { + // GGML_LOG_WARN("OpenVINO backend does not support ROPE with ext_factor %f != 0.0f\n", ext_factor); + return true; + } + if (op->src[0]->op == GGML_OP_VIEW) { + if (op->src[0]->view_src->ne[1] != op->src[0]->ne[2]) { + // GGML_LOG_WARN( + // "OpenVINO backend does not support ROPE with src[0]->view_src->ne[1] %ld != src[0]->ne[2] " + // "%ld\n", + // op->src[0]->view_src->ne[1], op->src[0]->ne[2]); + return true; + } + } + break; + } + default: + break; + } + if (op->op == GGML_OP_GET_ROWS) { + if (op->ne[0] == 256 && (op->src[0]->type == GGML_TYPE_Q4_K || op->src[0]->type == GGML_TYPE_Q5_K)) { + // ERR = 0.000000306 > 0.000000100 GET_ROWS(type=q4_K,n=256,m=5,r=4,be1=1,be2=1,v=0) + // ERR = 0.000000197 > 0.000000100 GET_ROWS(type=q5_K,n=256,m=5,r=4,be1=1,be2=1,v=0) + return true; + } + } + return false; +} + +static bool ggml_backend_openvino_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) { + GGML_ASSERT(dev->reg != nullptr); + + static std::set supported_types{GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_BF16, GGML_TYPE_I64, + GGML_TYPE_I32, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1, GGML_TYPE_Q4_K, + GGML_TYPE_Q5_K, GGML_TYPE_Q8_0, GGML_TYPE_Q6_K}; + + static const std::set supported_ops{GGML_OP_NONE, GGML_OP_ADD, GGML_OP_MUL, GGML_OP_MUL_MAT, GGML_OP_VIEW, + /*GGML_OP_CONT,*/ GGML_OP_RESHAPE, GGML_OP_PERMUTE, GGML_OP_TRANSPOSE, + GGML_OP_GET_ROWS, GGML_OP_ROPE, GGML_OP_RMS_NORM, GGML_OP_SCALE, + // softmax is not updated due to replaced by flash_attn_ext + // GGML_OP_SOFT_MAX, + GGML_OP_SET_ROWS, GGML_OP_FLASH_ATTN_EXT, GGML_OP_CPY}; + static const std::set supported_unary_ops{ + GGML_UNARY_OP_SILU, + }; + static const std::set supported_glu_ops{ + GGML_GLU_OP_SWIGLU, + GGML_GLU_OP_GEGLU, + }; + + switch (op->op) { + case GGML_OP_UNARY: { + auto supported = supported_unary_ops.find(ggml_get_unary_op(op)) != supported_unary_ops.end(); + if (!supported) { + // GGML_LOG_WARN("OpenVINO backend does not support unary op %s\n", ggml_unary_op_name(ggml_get_unary_op(op))); + return false; + } + if (has_view_op_input(op)) { + // GGML_LOG_WARN("OpenVINO backend does not support unary op %s with view input\n", + // ggml_unary_op_name(ggml_get_unary_op(op))); + return false; + } + break; + } + case GGML_OP_GLU: { + auto supported = supported_glu_ops.find(ggml_get_glu_op(op)) != supported_glu_ops.end(); + if (!supported) { + // GGML_LOG_WARN("OpenVINO backend does not support GLU op %s\n", ggml_glu_op_name(ggml_get_glu_op(op))); + return false; + } + if (has_view_op_input(op)) { + // GGML_LOG_WARN("OpenVINO backend does not support unary op %s with view input\n", + // ggml_glu_op_name(ggml_get_glu_op(op))); + return false; + } + if (op->src[1] == nullptr && op->src[0]->ne[0] % 2 != 0) { + // triggers bug in ov gpu + return false; + } + break; + } + default: { + auto supported = supported_ops.find(op->op) != supported_ops.end(); + if (!supported) { + // GGML_LOG_WARN("OpenVINO backend does not support op %s\n", ggml_op_name(op->op)); + return false; + } + static std::set ops_not_support_view_input{ + GGML_OP_GET_ROWS, + GGML_OP_RMS_NORM, + }; + if (ops_not_support_view_input.find(op->op) != ops_not_support_view_input.end() && has_view_op_input(op)) { + // GGML_LOG_WARN("OpenVINO backend does not support op %s with view input\n", ggml_op_name(op->op)); + return false; + } + } + } + + if (supported_types.find(op->type) == supported_types.end()) { + // GGML_LOG_WARN("OpenVINO backend does not support tensor type %s\n", ggml_type_name(op->type)); + return false; + } + for (int i = 0; i < GGML_MAX_SRC; i++) { + auto * src = op->src[i]; + if (src == nullptr) { + break; + } + if (supported_types.find(src->type) == supported_types.end()) { + // GGML_LOG_WARN("OpenVINO backend does not support tensor type %s\n", ggml_type_name(src->type)); + return false; + } + if (ggml_is_quantized(src->type) && src->ne[2] != 1) { + // GGML_LOG_WARN("OpenVINO backend does not support 3D quantized tensors\n"); + return false; + } + } + + if (is_op_unsupported_case(op)) { + return false; + } + return true; +} + +static bool ggml_backend_openvino_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) { + return ggml_backend_buft_is_openvino(buft) || ggml_backend_buft_is_host(buft); + GGML_UNUSED(dev); +} + +static const struct ggml_backend_device_i ggml_backend_openvino_device_interface = { + /* .get_name = */ ggml_backend_openvino_device_get_name, + /* .get_description = */ ggml_backend_openvino_device_get_description, + /* .get_memory = */ ggml_backend_openvino_device_get_memory, + /* .get_type = */ ggml_backend_openvino_device_get_type, + /* .get_props = */ ggml_backend_openvino_device_get_props, + /* .init_backend = */ ggml_backend_openvino_device_init, + /* .get_buffer_type = */ ggml_backend_openvino_device_get_buffer_type, + /* .get_host_buffer_type = */ ggml_backend_openvino_device_get_host_buffer_type, + /* .buffer_from_host_ptr = */ NULL, + /* .supports_op = */ ggml_backend_openvino_device_supports_op, + /* .supports_buft = */ ggml_backend_openvino_device_supports_buft, + /* .offload_op = */ NULL, + /* .event_new = */ NULL, + /* .event_free = */ NULL, + /* .event_synchronize = */ NULL, +}; + +struct ggml_backend_openvino_reg_context { + std::vector devices; +}; + +static const char * ggml_backend_openvino_reg_get_name(ggml_backend_reg_t reg) { + return GGML_OPENVINO_NAME; + GGML_UNUSED(reg); +} + +static size_t ggml_backend_openvino_reg_get_device_count(ggml_backend_reg_t reg) { + GGML_UNUSED(reg); + return (size_t) ggml_backend_openvino_get_device_count(); +} + +static ggml_backend_dev_t ggml_backend_openvino_reg_get_device(ggml_backend_reg_t reg, size_t index) { + ggml_backend_openvino_reg_context * ctx = (ggml_backend_openvino_reg_context *) reg->context; + GGML_ASSERT(index < ctx->devices.size()); + return ctx->devices[index]; +} + +static const struct ggml_backend_reg_i ggml_backend_openvino_reg_interface = { + /* .get_name = */ ggml_backend_openvino_reg_get_name, + /* .get_device_count = */ ggml_backend_openvino_reg_get_device_count, + /* .get_device = */ ggml_backend_openvino_reg_get_device, + /* .get_proc_address = */ NULL, +}; + +static void ggml_openvino_init() { + // Initialize device config singleton from env var + ggml_openvino_init_device_config(); + GGML_LOG_INFO("OpenVINO: using device %s\n", ggml_openvino_get_device_name().c_str()); +} + +GGML_BACKEND_API ggml_backend_reg_t ggml_backend_openvino_reg(void) { + static ggml_backend_reg reg; + + static bool initialized = false; + { + static std::mutex mutex; + std::lock_guard lock(mutex); + if (!initialized) { + ggml_openvino_init(); + + ggml_backend_openvino_reg_context * ctx = new ggml_backend_openvino_reg_context; + + for (int i = 0; i < ggml_backend_openvino_get_device_count(); i++) { + ggml_backend_openvino_device_context * dev_ctx = new ggml_backend_openvino_device_context; + dev_ctx->device = i; + dev_ctx->name = GGML_OPENVINO_NAME + std::to_string(i); + + dev_ctx->description = ov::get_openvino_version().description; + + ggml_backend_dev_t dev = + new ggml_backend_device{/* .interface = */ ggml_backend_openvino_device_interface, + /* .reg = */ ®, + /* .context = */ dev_ctx}; + ctx->devices.push_back(dev); + } + + reg = ggml_backend_reg{/* .api_version = */ GGML_BACKEND_API_VERSION, + /* .iface = */ ggml_backend_openvino_reg_interface, + /* .context = */ ctx}; + } + + initialized = true; + } + + return ® +} diff --git a/ggml/src/ggml-openvino/ggml-quants.cpp b/ggml/src/ggml-openvino/ggml-quants.cpp new file mode 100644 index 0000000000..dbf38646dd --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-quants.cpp @@ -0,0 +1,884 @@ +#include "ggml-quants.h" + +#include "ggml-common.h" +#include "ggml-impl.h" +#include "ggml.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +void unpack_32_4(const uint8_t * data, uint8_t * dst) { + std::fill_n(dst, 16, 0); + for (int j = 0; j < 16; ++j) { + uint8_t x = (data[j] & 0x0F); + uint8_t y = (data[j] >> 4); + if (j % 2 != 0) { + x <<= 4; + y <<= 4; + } + dst[j / 2] |= x; + dst[8 + j / 2] |= y; // Last 16 weights are in the higher bits + } +} + +// Extracts (weight, scales, zp) from Q4_0 tensors. +// Data layout is: |16 bit scale|32 x 4bit weights|. +void extract_q4_0_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr) { + const uint64_t bytes_per_block = 18; // 2 bytes scale, 32x0.5 byte weights + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + + bool is_scalar_zp = (zp_arr.get_size() == 1); // Symmetric quantization + + // For Q4_0, zero point is always 8 + if (is_scalar_zp) { + zp[0] = 8 | (8 << 4); // Pack two 4-bit values + } + + ov::parallel_for(scales_arr.get_size(), [&](size_t i) { + scales[i] = ov::float16::from_bits(*((uint16_t *) (data + i * bytes_per_block))); + // For asymmetric quantization, compute per-block zero points + if (!is_scalar_zp) { + // Pack two 4-bit zero points per byte + if (i % 2 == 0) { + zp[i / 2] = 8; // Lower nibble + } else { + zp[i / 2] |= (8 << 4); // Upper nibble + } + } + unpack_32_4(data + i * bytes_per_block + 2, weights + i * 16); + }); +} + +// Extracts (weight, scales, zp) from Q4_1 tensors. +// Data layout is: |16 bit scale|16 bit min|32 x 4bit weights|. +void extract_q4_1_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias) { + const uint64_t bytes_per_block = 20; // 2 bytes scale, 2 bytes min, 32x0.5 byte weights + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + + if (use_bias) { + // Store bias (min) directly as f16 instead of computing u4 zero points + auto * bias = zp_arr.data::value_type>(); + ov::parallel_for(scales_arr.get_size(), [&](size_t i) { + float scale = static_cast(ov::float16::from_bits(*((uint16_t *) (data + i * bytes_per_block)))); + float min = static_cast(ov::float16::from_bits(*((uint16_t *) (data + i * bytes_per_block + 2)))); + scales[i] = ov::float16(scale); + bias[i] = ov::float16(min); // bias = min, dequant: w*s + bias + unpack_32_4(data + i * bytes_per_block + 4, weights + i * 16); + }); + } else { + auto * zp = static_cast(zp_arr.data()); + ov::parallel_for(scales_arr.get_size(), [&](size_t i) { + float scale = static_cast(ov::float16::from_bits(*((uint16_t *) (data + i * bytes_per_block)))); + float min = static_cast(ov::float16::from_bits(*((uint16_t *) (data + i * bytes_per_block + 2)))); + scales[i] = ov::float16(scale); + // zp = -min / scale (bias = min, so zp = -bias/scale) + uint8_t zp_val = (scale != 0.0f) ? (uint8_t) std::round(-min / scale) : 0; + // Pack two 4-bit zero points per byte + if (i % 2 == 0) { + zp[i / 2] = zp_val & 0x0F; // Lower nibble + } else { + zp[i / 2] |= (zp_val << 4); // Upper nibble + } + unpack_32_4(data + i * bytes_per_block + 4, weights + i * 16); + }); + } +} + +// Extracts (weight, scales, zp) from Q8_0 tensors. +// Data layout is: |16 bit scale|32 x 8bit weights|. +void extract_q8_0_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr) { + const uint64_t weights_per_block = 32; + const uint64_t bytes_per_block = 34; // 2 bytes scale, 32x1 byte weights + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + + bool is_scalar_zp = (zp_arr.get_size() == 1); // Symmetric quantization + + // For Q8_0, zero point is always 128 + if (is_scalar_zp) { + zp[0] = 128; + } + + ov::parallel_for(scales_arr.get_size(), [&](size_t i) { + uint8_t * block_data = data + i * bytes_per_block; + scales[i] = ov::float16::from_bits(*(uint16_t *) block_data); + // For asymmetric quantization, store per-block zero points + if (!is_scalar_zp) { + zp[i] = 128; + } + for (size_t j = 0; j < weights_per_block; ++j) { + uint8_t x = block_data[j + 2]; // j+2 to skip the scale bytes. + // Original data is in int8_t, so we add a bias of -128 and invert the first bit. + x ^= 1 << 7; + weights[i * weights_per_block + j] = x; + } + }); +} + +void unpack_256_4(const uint8_t * data, uint8_t * dst) { + // Initialize the output array with zeros + std::fill_n(dst, 128, 0); + + for (size_t i = 0; i < 4; ++i) { + for (int j = 0; j < 32; ++j) { + uint8_t x = (data[i * 32 + j] & 0x0F); + uint8_t y = (data[i * 32 + j] >> 4); + if (j % 2 != 0) { + x <<= 4; + y <<= 4; + } + dst[i * 32 + j / 2] |= x; + dst[i * 32 + 16 + j / 2] |= y; // Last 16 weights are in the higher bits + } + } +} + +void extract_q4_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias) { + const uint64_t bytes_per_block = 2 + 2 + 12 + 128; + const uint64_t n_super_block = tensor->nb[3] / bytes_per_block; + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + + // For bias path, zp_arr holds f16 bias values; for zp path, it holds packed u4 zero points + auto * zp_u4 = use_bias ? nullptr : static_cast(zp_arr.data()); + auto * bias_f16 = use_bias ? zp_arr.data::value_type>() : nullptr; + + ov::parallel_for(n_super_block, [&](size_t i) { + uint8_t * block_data = data + i * bytes_per_block; + + // Extract scale factors and offsets + float scale_scales = static_cast(ov::float16::from_bits(*((uint16_t *) block_data))); + float scale_mins = static_cast(ov::float16::from_bits(*((uint16_t *) block_data + 1))); + + // Extract qs1 and qs2 + uint8_t * qs1 = block_data + 4; + + // Calculate scales + float scale_vals[8]; + scale_vals[0] = scale_scales * static_cast((*(qs1) & 0b111111)); + scale_vals[1] = scale_scales * static_cast((*(qs1 + 1) & 0b111111)); + scale_vals[2] = scale_scales * static_cast((*(qs1 + 2) & 0b111111)); + scale_vals[3] = scale_scales * static_cast((*(qs1 + 3) & 0b111111)); + scale_vals[4] = scale_scales * static_cast((*(qs1 + 8) & 0b00001111) | ((*(qs1) >> 6) << 4)); + scale_vals[5] = scale_scales * static_cast((*(qs1 + 9) & 0b00001111) | ((*(qs1 + 1) >> 6) << 4)); + scale_vals[6] = scale_scales * static_cast((*(qs1 + 10) & 0b00001111) | ((*(qs1 + 2) >> 6) << 4)); + scale_vals[7] = scale_scales * static_cast((*(qs1 + 11) & 0b00001111) | ((*(qs1 + 3) >> 6) << 4)); + + // Calculate min values (bias = -min) + float min_vals[8]; + min_vals[0] = scale_mins * static_cast((*(qs1 + 4) & 0b111111)); + min_vals[1] = scale_mins * static_cast((*(qs1 + 5) & 0b111111)); + min_vals[2] = scale_mins * static_cast((*(qs1 + 6) & 0b111111)); + min_vals[3] = scale_mins * static_cast((*(qs1 + 7) & 0b111111)); + min_vals[4] = scale_mins * static_cast((*(qs1 + 8) >> 4) | ((*(qs1 + 4) >> 6) << 4)); + min_vals[5] = scale_mins * static_cast((*(qs1 + 9) >> 4) | ((*(qs1 + 5) >> 6) << 4)); + min_vals[6] = scale_mins * static_cast((*(qs1 + 10) >> 4) | ((*(qs1 + 6) >> 6) << 4)); + min_vals[7] = scale_mins * static_cast((*(qs1 + 11) >> 4) | ((*(qs1 + 7) >> 6) << 4)); + + // Store scales and compute zero points or bias + for (int j = 0; j < 8; j++) { + scales[i * 8 + j] = ov::float16(scale_vals[j]); + if (use_bias) { + // Store bias = -min directly as f16, dequant: w*s + bias + bias_f16[i * 8 + j] = ov::float16(-min_vals[j]); + } else { + // zp = min / scale (since bias = -min and zp = -bias/scale) + uint8_t zp_val = (scale_vals[j] != 0.0f) ? (uint8_t) std::round(min_vals[j] / scale_vals[j]) : 0; + // Pack two 4-bit zero points per byte + size_t idx = i * 8 + j; + if (idx % 2 == 0) { + zp_u4[idx / 2] = zp_val & 0x0F; + } else { + zp_u4[idx / 2] |= (zp_val << 4); + } + } + } + unpack_256_4(block_data + 16, weights + i * 128); + }); +} + +void extract_q6_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr) { + const uint64_t bytes_per_block = 128 + 64 + 16 + 2; + const uint64_t n_super_block = tensor->nb[3] / bytes_per_block; + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + + bool is_scalar_zp = (zp_arr.get_size() == 1); // Symmetric quantization + + // For Q6_K, zero point is always 32 + if (is_scalar_zp) { + zp[0] = 32; + } + + ov::parallel_for(n_super_block, [&](size_t i) { + uint8_t * block_data = data + i * bytes_per_block; + + float scale_factor = + static_cast(ov::float16::from_bits(*((uint16_t *) block_data + 104))); // (128+64+16)/2 + + for (size_t j = 0; j < 16; j++) { + scales[j + i * 16] = + ov::float16(scale_factor * static_cast(*((int8_t *) (block_data + 128 + 64 + j)))); + // For asymmetric quantization, store per-block zero points + if (!is_scalar_zp) { + zp[j + i * 16] = 32; + } + } + + uint8_t * ql = block_data; + uint8_t * qh = block_data + 128; + + for (int64_t j = 0; j < 32; ++j) { + weights[i * 256 + j] = (ql[j] & 0xF) | (((qh[j] >> 0) & 3) << 4); + weights[i * 256 + j + 32] = (ql[32 + j] & 0xF) | (((qh[j] >> 2) & 3) << 4); + weights[i * 256 + j + 64] = (ql[j] >> 4) | (((qh[j] >> 4) & 3) << 4); + weights[i * 256 + j + 96] = (ql[32 + j] >> 4) | (((qh[j] >> 6) & 3) << 4); + weights[i * 256 + j + 128] = (ql[64 + j] & 0xF) | (((qh[32 + j] >> 0) & 3) << 4); + weights[i * 256 + j + 160] = (ql[96 + j] & 0xF) | (((qh[32 + j] >> 2) & 3) << 4); + weights[i * 256 + j + 192] = (ql[64 + j] >> 4) | (((qh[32 + j] >> 4) & 3) << 4); + weights[i * 256 + j + 224] = (ql[96 + j] >> 4) | (((qh[32 + j] >> 6) & 3) << 4); + } + }); +} + +static inline void get_scale_min_k4(int j, const uint8_t * q, uint8_t * d, uint8_t * m) { + if (j < 4) { + *d = q[j] & 63; + *m = q[j + 4] & 63; + } else { + *d = (q[j + 4] & 0xF) | ((q[j - 4] >> 6) << 4); + *m = (q[j + 4] >> 4) | ((q[j - 0] >> 6) << 4); + } +} + +void extract_q5_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias) { + const uint64_t bytes_per_block = 4 + 12 + 32 + 128; + const uint64_t n_super_block = tensor->nb[3] / bytes_per_block; + + auto * data = static_cast(tensor->data); + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + + // For bias path, zp_arr holds f16 bias values; for zp path, it holds u8 zero points + auto * zp_u8 = use_bias ? nullptr : static_cast(zp_arr.data()); + auto * bias_f16 = use_bias ? zp_arr.data::value_type>() : nullptr; + + ov::parallel_for(n_super_block, [&](size_t i) { + uint8_t * block_data = data + i * bytes_per_block; + + const float d = static_cast(ov::float16::from_bits(*((uint16_t *) block_data))); + const float min_factor = static_cast(ov::float16::from_bits(*((uint16_t *) block_data + 1))); + + const uint8_t * scales_data = block_data + 4; // 12 bytes of scales + const uint8_t * qh = block_data + 4 + 12; // 32 bytes of high bits + const uint8_t * ql = block_data + 4 + 12 + 32; // 128 bytes of low bits + + int is = 0; + uint8_t u1 = 1; + uint8_t u2 = 2; + + // Process 2 blocks in one iteration + for (int j = 0; j < 256; j += 64) { // 256 = QK_K, so 4 iterations of 64 + uint8_t sc; + uint8_t m; + + // Get scale and min for first 32 elements + get_scale_min_k4(is + 0, scales_data, &sc, &m); + const float d1 = d * sc; + const float m1 = min_factor * m; + + // Get scale and min for second 32 elements + get_scale_min_k4(is + 1, scales_data, &sc, &m); + const float d2 = d * sc; + const float m2 = min_factor * m; + + scales[i * 8 + is] = ov::float16(d1); + scales[i * 8 + is + 1] = ov::float16(d2); + if (use_bias) { + // Store bias = -min directly as f16, dequant: w*s + bias + bias_f16[i * 8 + is] = ov::float16(-m1); + bias_f16[i * 8 + is + 1] = ov::float16(-m2); + } else { + // zp = min / scale (since bias = -min and zp = -bias/scale) + zp_u8[i * 8 + is] = (d1 != 0.0f) ? (uint8_t) std::round(m1 / d1) : 0; + zp_u8[i * 8 + is + 1] = (d2 != 0.0f) ? (uint8_t) std::round(m2 / d2) : 0; + } + + // Extract weights for first 32 elements (matching deq formula exactly) + for (int l = 0; l < 32; ++l) { + weights[i * 256 + j + l] = (ql[l] & 0xF) + ((qh[l] & u1) ? 16 : 0); + } + + // Extract weights for second 32 elements + for (int l = 0; l < 32; ++l) { + weights[i * 256 + j + l + 32] = (ql[l] >> 4) + ((qh[l] & u2) ? 16 : 0); + } + + ql += 32; + is += 2; + u1 <<= 2; + u2 <<= 2; + } + }); +} + +// TODO Reorder for make_intX_weights + +ov::Output make_int8_weights(ov::Tensor & weight, + ov::Tensor & scales, + ov::Tensor & zp, + size_t group_size, + bool use_bias) { + ov::Shape orig_shape = weight.get_shape(); + + // Expand dimensions for scales and zp/bias + auto scale_shape = scales.get_shape(); + auto zp_shape = zp.get_shape(); + bool is_scalar_zp = zp_shape.empty(); // Symmetric quantization + + ov::Shape packed_shape = {orig_shape[0], orig_shape[1] / group_size, group_size}; + + if (packed_shape[1] == 1) { + // Requantized channel-wise case + packed_shape.erase(packed_shape.begin() + 1); + } else { + scale_shape.push_back(1); + scales.set_shape(scale_shape); + // For symmetric quantization, zp remains scalar (don't resize) + if (!is_scalar_zp) { + zp_shape.push_back(1); + zp.set_shape(zp_shape); + } + } + + // Create graph nodes + auto weights_node = std::make_shared(ov::element::u8, packed_shape, + static_cast(weight.data()), nullptr); + weights_node->get_rt_info()["__gguf_tensor_holder"] = weight; + auto scales_f16 = std::make_shared(scales); + auto weights_f16 = std::make_shared(weights_node, ov::element::f16); + + ov::Output result; + if (use_bias && !is_scalar_zp) { + // Bias path: w * s + b (zp tensor holds f16 bias values) + auto bias_f16 = std::make_shared(zp); + auto w_s = std::make_shared(weights_f16, scales_f16, ov::op::AutoBroadcastType::NUMPY); + result = std::make_shared(w_s, bias_f16, ov::op::AutoBroadcastType::NUMPY); + } else { + // Zero point path: (w - zp) * s + auto zero_point = std::make_shared(zp); + float zp_value; + if (ov::op::util::get_single_value(zero_point, zp_value)) { + zero_point = ov::op::v0::Constant::create(zero_point->get_element_type(), {}, {zp_value}); + } + auto zero_point_f16 = std::make_shared(zero_point, ov::element::f16); + auto w_zp = + std::make_shared(weights_f16, zero_point_f16, ov::op::AutoBroadcastType::NUMPY); + result = std::make_shared(w_zp, scales_f16, ov::op::AutoBroadcastType::NUMPY); + } + + if (packed_shape.size() != 2) { + // If not requantized channel-wise case, reshape back to original shape + auto final_shape = + std::make_shared(ov::element::i64, ov::Shape{orig_shape.size()}, orig_shape); + result = std::make_shared(result, final_shape, false); + } + + return std::make_shared(result, ov::element::f32); +} + +ov::Output make_int4_weights(ov::Tensor & weight, + ov::Tensor & scales, + ov::Tensor & zp, + size_t group_size, + bool use_bias) { + ov::Shape orig_weight_shape = weight.get_shape(); + + // Expand dimensions for scales and zp/bias + ov::Shape scale_shape = scales.get_shape(); + auto zp_shape = zp.get_shape(); + bool is_scalar_zp = zp_shape.empty(); // Symmetric quantization + + // Create INT4 weight tensor + ov::Shape packed_shape = {orig_weight_shape[0], orig_weight_shape[1] / group_size, group_size}; + + if (packed_shape[1] == 1) { + // Requantized channel-wise case + packed_shape.erase(packed_shape.begin() + 1); + } else { + scale_shape.push_back(1); + scales.set_shape(scale_shape); + // For symmetric quantization, zp remains scalar (don't resize) + if (!is_scalar_zp) { + zp_shape.push_back(1); + zp.set_shape(zp_shape); + } + } + + auto weights_node = std::make_shared(ov::element::u4, packed_shape, + static_cast(weight.data()), nullptr); + weights_node->get_rt_info()["__gguf_tensor_holder"] = weight; + auto weights_f16 = std::make_shared(weights_node, ov::element::f16); + auto scales_f16 = std::make_shared(scales); + + ov::Output result; + if (use_bias && !is_scalar_zp) { + // Bias path: w * s + b (zp tensor holds f16 bias values) + auto bias_f16 = std::make_shared(zp); + auto w_s = std::make_shared(weights_f16, scales_f16, ov::op::AutoBroadcastType::NUMPY); + result = std::make_shared(w_s, bias_f16, ov::op::AutoBroadcastType::NUMPY); + } else { + // Zero point path: (w - zp) * s + auto zero_points_node = std::make_shared(zp); + float zp_value; + if (ov::op::util::get_single_value(zero_points_node, zp_value)) { + zero_points_node = ov::op::v0::Constant::create(zero_points_node->get_element_type(), {}, {zp_value}); + } + auto zero_points_f16 = std::make_shared(zero_points_node, ov::element::f16); + auto w_zp = + std::make_shared(weights_f16, zero_points_f16, ov::op::AutoBroadcastType::NUMPY); + result = std::make_shared(w_zp, scales_f16, ov::op::AutoBroadcastType::NUMPY); + } + + if (packed_shape.size() != 2) { + // If not requantized channel-wise case, reshape back to original shape + auto final_shape = std::make_shared(ov::element::i64, ov::Shape{orig_weight_shape.size()}, + orig_weight_shape); + result = std::make_shared(result, final_shape, false); + } + + return std::make_shared(result, ov::element::f32); +} + +// Extract quantized weights from tensor and create weight subgraph +std::shared_ptr extract_quantized_weights(const ggml_tensor * tensor, + const void * data, + ov::Tensor & weights, + ov::Tensor & scales, + ov::Tensor & zp, + bool use_bias) { + // Create a temporary tensor for extraction functions that read from tensor->data + ggml_tensor temp_tensor = *tensor; + temp_tensor.data = const_cast(data); + + // Determine block size based on tensor type + int64_t weights_per_block; + bool is_u4; + switch (tensor->type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q4_K: + is_u4 = true; + weights_per_block = 32; + break; + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q5_K: + is_u4 = false; + weights_per_block = 32; + break; + case GGML_TYPE_Q6_K: + is_u4 = false; + weights_per_block = 16; + break; + default: + throw std::runtime_error("Unsupported quantized type for extraction: " + + std::string(ggml_type_name(tensor->type))); + } + + // Extract quantized data + switch (tensor->type) { + case GGML_TYPE_Q4_0: + extract_q4_0_data(&temp_tensor, weights, scales, zp); + break; + case GGML_TYPE_Q4_1: + extract_q4_1_data(&temp_tensor, weights, scales, zp, use_bias); + break; + case GGML_TYPE_Q4_K: + extract_q4_k_data(&temp_tensor, weights, scales, zp, use_bias); + break; + case GGML_TYPE_Q8_0: + extract_q8_0_data(&temp_tensor, weights, scales, zp); + break; + case GGML_TYPE_Q6_K: + extract_q6_k_data(&temp_tensor, weights, scales, zp); + break; + case GGML_TYPE_Q5_K: + extract_q5_k_data(&temp_tensor, weights, scales, zp, use_bias); + break; + default: + throw std::runtime_error("Unsupported quantized type: " + std::string(ggml_type_name(tensor->type))); + } + + // Create the OpenVINO weight subgraph + ov::Output weight_node; + if (is_u4) { + weight_node = make_int4_weights(weights, scales, zp, weights_per_block, use_bias); + } else { + weight_node = make_int8_weights(weights, scales, zp, weights_per_block, use_bias); + } + + auto result = weight_node.get_node_shared_ptr(); + result->set_friendly_name(tensor->name); + return result; +} + +// Requantize weights to target format, writing to provided buffers +std::shared_ptr requantize_to_buffers(const ggml_tensor * tensor, + const void * data, + ExtraQuantType requant_type, + int64_t block_size, + ov::Tensor & weights, + ov::Tensor & scales, + ov::Tensor & zp) { + int64_t n_elements = ggml_nelements(tensor); + + // First dequantize to F32 + std::vector weights_f32(n_elements); + ggml_get_type_traits(tensor->type)->to_float(data, weights_f32.data(), n_elements); + + // Handle F16 case - just convert and create constant + if (requant_type == ExtraQuantType::F16) { + ggml_get_type_traits(GGML_TYPE_F16)->from_float_ref(weights_f32.data(), weights.data(), n_elements); + auto result = std::make_shared(weights); + result->set_friendly_name(tensor->name); + return result; + } + + // Requantize to target quantized format + bool is_u4 = (requant_type == ExtraQuantType::Q4_0_C || requant_type == ExtraQuantType::Q4_0_128); + + if (is_u4) { + quantize_q4_0(weights_f32.data(), weights, scales, zp, n_elements, block_size); + } else if (requant_type == ExtraQuantType::Q8_1_C) { + quantize_q8_1(weights_f32.data(), weights, scales, zp, n_elements, block_size); + } else { + quantize_q8_0(weights_f32.data(), weights, scales, zp, n_elements, block_size); + } + + // Create the OpenVINO weight subgraph + ov::Output weight_node; + if (is_u4) { + weight_node = make_int4_weights(weights, scales, zp, block_size); + } else { + weight_node = make_int8_weights(weights, scales, zp, block_size); + } + + auto result = weight_node.get_node_shared_ptr(); + result->set_friendly_name(tensor->name); + return result; +} + +OvWeight process_weight_tensor(const ggml_tensor * tensor, const void * data, void * output_base_ptr, bool use_bias) { + GGML_ASSERT(tensor != nullptr); + GGML_ASSERT(data != nullptr); + + OvWeight result; + + // Get 2D shape for weights [rows, cols] + ov::Shape node_shape = {static_cast(tensor->ne[1]), static_cast(tensor->ne[0])}; + + // Handle F16/F32/BF16 weights + if (tensor->type == GGML_TYPE_F32 || tensor->type == GGML_TYPE_F16 || tensor->type == GGML_TYPE_BF16) { + ov::element::Type element_type; + switch (tensor->type) { + case GGML_TYPE_F32: + element_type = ov::element::f32; + break; + case GGML_TYPE_F16: + element_type = ov::element::f16; + break; + case GGML_TYPE_BF16: + element_type = ov::element::bf16; + break; + default: + OPENVINO_THROW("Unexpected tensor type in F16/F32/BF16 path"); + } + + if (output_base_ptr && output_base_ptr != data) { + // Using external buffer - copy data and create shared-memory constant + size_t tensor_bytes = ggml_nbytes(tensor); + memcpy(output_base_ptr, data, tensor_bytes); + result.weights = ov::Tensor(element_type, node_shape, output_base_ptr); + } else { + result.weights = ov::Tensor(element_type, node_shape, data); + } + result.weight_node = std::make_shared(result.weights); + return result; + } + + // Handle quantized weights + if (!ggml_is_quantized(tensor->type)) { + OPENVINO_THROW("Unsupported weight tensor type: ", ggml_type_name(tensor->type)); + } + + result.layout = ggml_openvino_get_extracted_layout(tensor, use_bias); + const auto & layout = result.layout; + if (layout.total_size == 0) { + OPENVINO_THROW("Unsupported quantized type: ", ggml_type_name(tensor->type)); + } + + if (use_bias) { + OPENVINO_ASSERT(!layout.is_requant, + "use_bias is only used for test-backend-ops, which should not have requantization"); + // bias node will be created on the fly and not use backend buffer + output_base_ptr = nullptr; + } + + // F16 requant path - no separate scales/zp needed in result + if (layout.is_requant && layout.requant_type.has_value() && layout.requant_type.value() == ExtraQuantType::F16) { + if (output_base_ptr) { + result.weights = ov::Tensor(ov::element::f16, node_shape, + static_cast(output_base_ptr) + layout.weights_offset); + } else { + result.weights = ov::Tensor(ov::element::f16, node_shape); + } + ov::Tensor dummy_scales, dummy_zp; // Not used for F16 + result.weight_node = + requantize_to_buffers(tensor, data, ExtraQuantType::F16, 0, result.weights, dummy_scales, dummy_zp); + return result; + } + + // Quantized path (normal extraction or quantized requant) + // Create weight/scale/zp tensors - shared between both paths + ov::element::Type weight_type = layout.is_u4 ? ov::element::u4 : ov::element::u8; + ov::Shape scale_shape = {node_shape[0], node_shape[1] / layout.weights_per_block}; + ov::Shape zp_shape = layout.is_symmetric ? ov::Shape{} : scale_shape; + + if (output_base_ptr) { + uint8_t * buf_base = static_cast(output_base_ptr); + result.weights = ov::Tensor(weight_type, node_shape, buf_base + layout.weights_offset); + result.scales = ov::Tensor(ov::element::f16, scale_shape, buf_base + layout.scales_offset); + result.zp = ov::Tensor(weight_type, zp_shape, buf_base + layout.zp_offset); + } else { + result.weights = ov::Tensor(weight_type, node_shape); + result.scales = ov::Tensor(ov::element::f16, scale_shape); + if (use_bias && !layout.is_symmetric) { + // bias only has effect for asymmetric quant + result.zp = ov::Tensor(ov::element::f16, zp_shape); + } else { + result.zp = ov::Tensor(weight_type, zp_shape); + } + } + + if (layout.is_requant && layout.requant_type.has_value()) { + result.weight_node = requantize_to_buffers(tensor, data, layout.requant_type.value(), layout.weights_per_block, + result.weights, result.scales, result.zp); + } else { + result.weight_node = + extract_quantized_weights(tensor, data, result.weights, result.scales, result.zp, use_bias); + } + + return result; +} + +void quantize_q4_0(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk) { + assert(k % qk == 0); + const int nb = k / qk; + + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + bool is_scalar_zp = (zp_arr.get_size() == 1); // Symmetric quantization + + // For Q4_0, zero point is always 8 + if (is_scalar_zp) { + zp[0] = 8 | (8 << 4); // Pack two 4-bit values + } + + for (int i = 0; i < nb; i++) { + float amax = 0.0f; // absolute max + float max = 0.0f; + + for (int j = 0; j < qk; j++) { + const float v = x[i * qk + j]; + if (amax < fabsf(v)) { + amax = fabsf(v); + max = v; + } + } + + const float d = max / -8; + + if (d == 0) { + scales[i] = ov::float16(1.0f); + // zp is already set to 8 for symmetric, or set per-block for asymmetric + if (!is_scalar_zp) { + if (i % 2 == 0) { + zp[i / 2] = 8; + } else { + zp[i / 2] |= (8 << 4); + } + } + memset(weights + i * qk / 2, 8 | (8 << 4), qk / 2); + continue; + } + + const float id = 1.0f / d; + scales[i] = ov::float16(d); + // For asymmetric quantization, store per-block zero points + if (!is_scalar_zp) { + if (i % 2 == 0) { + zp[i / 2] = 8; + } else { + zp[i / 2] |= (8 << 4); + } + } + + for (int j = 0; j < qk / 2; ++j) { + const float x0 = x[i * qk + 2 * j] * id; + const float x1 = x[i * qk + 2 * j + 1] * id; + const uint8_t xi0 = MIN(15, (int8_t) (x0 + 8.5f)); + const uint8_t xi1 = MIN(15, (int8_t) (x1 + 8.5f)); + weights[i * qk / 2 + j] = xi0 | (xi1 << 4); + } + } +} + +void quantize_q8_0(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk) { + assert(k % qk == 0); + const int nb = k / qk; + + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + bool is_scalar_zp = (zp_arr.get_size() == 1); // Symmetric quantization + + // For Q8_0, zero point is always 128 + if (is_scalar_zp) { + zp[0] = 128; + } + + for (int i = 0; i < nb; i++) { + float amax = 0.0f; // absolute max + + for (int j = 0; j < qk; j++) { + const float v = x[i * qk + j]; + if (amax < fabsf(v)) { + amax = fabsf(v); + } + } + + const float d = amax / 127.0f; + const float id = d ? 1.0f / d : 0.0f; + scales[i] = ov::float16(d); + // For asymmetric quantization, store per-block zero points + if (!is_scalar_zp) { + zp[i] = 128; + } + + for (int j = 0; j < qk; ++j) { + const float x0 = x[i * qk + j] * id; + const int8_t xi0 = roundf(x0); + weights[i * qk + j] = (uint8_t) (xi0 + 128); + } + } +} + +void quantize_q8_1(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk) { + assert(k % qk == 0); + const int nb = k / qk; + + auto * weights = static_cast(weights_arr.data()); + auto * scales = scales_arr.data::value_type>(); + auto * zp = static_cast(zp_arr.data()); + for (int i = 0; i < nb; i++) { + float min = std::numeric_limits::max(); + float max = std::numeric_limits::lowest(); + + for (int j = 0; j < qk; j++) { + const float v = x[i * qk + j]; + if (v < min) { + min = v; + } + if (v > max) { + max = v; + } + } + + const float d = (max - min) / ((1 << 8) - 1); + const float id = d ? 1.0f / d : 0.0f; + scales[i] = ov::float16(d); + // zp = -min / scale (Q8_1 is asymmetric) + zp[i] = (d != 0.0f) ? (uint8_t) std::round(-min / d) : 0; + + for (int j = 0; j < qk; ++j) { + const float x0 = (x[i * qk + j] - min) * id; + const uint8_t xi0 = roundf(x0); + weights[i * qk + j] = xi0; + } + } +} diff --git a/ggml/src/ggml-openvino/ggml-quants.h b/ggml/src/ggml-openvino/ggml-quants.h new file mode 100644 index 0000000000..e4a02297ca --- /dev/null +++ b/ggml/src/ggml-openvino/ggml-quants.h @@ -0,0 +1,153 @@ +#pragma once +#include "ggml-openvino-extra.h" // For ExtraQuantType +#include "ggml.h" + +#include +#include +#include + +void unpack_32_4(const uint8_t* data, uint8_t* dst); + +void extract_q4_0_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr); + +void extract_q4_1_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias = false); + +void extract_q8_0_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr); + +void unpack_256_4(const uint8_t* data, uint8_t* dst); + +void extract_q4_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias = false); + +void extract_q5_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + bool use_bias = false); + +void extract_q6_k_data(const ggml_tensor * tensor, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr); + +static constexpr size_t GGML_QUANTIZATION_GROUP_SIZE = 32; + +ov::Output make_int8_weights(ov::Tensor & weight, + ov::Tensor & scales, + ov::Tensor & zp, + size_t group_size = GGML_QUANTIZATION_GROUP_SIZE, + bool use_bias = false); + +ov::Output make_int4_weights(ov::Tensor & weight, + ov::Tensor & scales, + ov::Tensor & zp, + size_t group_size = GGML_QUANTIZATION_GROUP_SIZE, + bool use_bias = false); + +// Extract quantized weights from tensor and create weight subgraph +// If weights/scales/zp are provided (non-empty), uses them as output buffers +// Otherwise allocates new ov::Tensors internally +// Returns the weight node (make_int4_weights or make_int8_weights result) +std::shared_ptr extract_quantized_weights( + const ggml_tensor * tensor, + const void * data, // Source data pointer (may differ from tensor->data) + ov::Tensor & weights, + ov::Tensor & scales, + ov::Tensor & zp, + bool use_bias = false); // Use fp bias instead of quantized zero_point (for test-backend-ops) + +// Requantize weights from tensor to target format, writing to provided buffers +// For F16 target, only weights buffer is used (scales/zp ignored) +// Returns the weight node +std::shared_ptr requantize_to_buffers(const ggml_tensor * tensor, + const void * data, // Source data pointer + ExtraQuantType requant_type, + int64_t block_size, + ov::Tensor & weights, + ov::Tensor & scales, + ov::Tensor & zp); + +inline const char * extra_quant_type_name(ExtraQuantType t) { + switch (t) { + case ExtraQuantType::F16: + return "F16"; + case ExtraQuantType::Q4_0_C: + return "Q4_0_C"; + case ExtraQuantType::Q4_0_128: + return "Q4_0_128"; + case ExtraQuantType::Q8_0_C: + return "Q8_0_C"; + case ExtraQuantType::Q8_0_32: + return "Q8_0_32"; + case ExtraQuantType::Q8_1_C: + return "Q8_1_C"; + default: + return "unknown"; + } +} + +// Result from process_weight_tensor containing the weight node and tensors. +// For quantized weights, also contains the extracted layout and scale/zp tensors. +struct OvWeight { + std::shared_ptr weight_node; + ggml_openvino_extracted_layout layout; // Only meaningful for quantized (layout.total_size > 0) + ov::Tensor weights; + ov::Tensor scales; + ov::Tensor zp; + + bool is_quantized() const { return layout.scales_size > 0; } +}; + +// Process weight tensor and create an OpenVINO weight node +// Handles F16/F32/BF16 and quantized weights, with optional requantization +// If output_base_ptr is nullptr, allocates internal buffers (for decoder use) +// If output_base_ptr is provided, uses pre-allocated buffers at specified offsets (for backend buffer use) +// Returns OvWeight with the weight node and optional quantized tensors +OvWeight process_weight_tensor( + const ggml_tensor * tensor, + const void * data, // Source data pointer (may differ from tensor->data) + void * output_base_ptr = nullptr, // Base pointer for output buffers (or nullptr for internal allocation) + bool use_bias = false); // Use fp bias instead of quantized zero_point, only used in test-backend-ops + +void quantize_q4_0(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk); +void quantize_q8_1(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk); +void quantize_q8_0(const float * x, + ov::Tensor & weights_arr, + ov::Tensor & scales_arr, + ov::Tensor & zp_arr, + int64_t k, + int64_t qk); + +namespace ov { +namespace op { +namespace util { +// From /src/common/transformations/include/transformations/utils/utils.hpp +bool get_single_value(const std::shared_ptr& const_node, + float& value, + bool check_value_range = true); +} // namespace util +} // namespace op +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/decoder.h b/ggml/src/ggml-openvino/openvino/decoder.h new file mode 100644 index 0000000000..3b8da2be5d --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/decoder.h @@ -0,0 +1,74 @@ +#pragma once + +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { + +class GgmlDecoder : public DecoderBase { +public: + virtual ov::Any get_attribute(const std::string& name) const = 0; + + virtual PartialShape get_input_shape(int node_idx, const std::string& name) const = 0; + + virtual std::vector get_input_stride(int node_idx, const std::string& name) const = 0; + + virtual element::Type get_input_type(int node_idx, const std::string& name) const = 0; + + virtual size_t get_input_size() const = 0; + + virtual size_t get_input_size(int node_idx) const = 0; + + virtual void get_input_node(size_t input_port_idx, + std::string& producer_name, + std::string& producer_output_port_name, + size_t& producer_output_port_index) const = 0; + + virtual std::vector get_input_names(int node_idx) const = 0; + + virtual PartialShape get_output_shape(int node_idx) const = 0; + + virtual element::Type get_output_type(const int node_idx) const = 0; + + virtual int32_t* get_input_op_params(int node_idx, const std::string& name) const = 0; + + virtual int32_t * get_output_op_params(int node_idx) const = 0; + + virtual std::vector get_output_names(int node_idx) const = 0; + + virtual const std::string& get_op_type() const = 0; + + virtual const std::string& get_op_type(int node_idx) const = 0; + + virtual const std::string& get_op_name() const = 0; + + virtual const std::string& get_op_name(int node_idx) const = 0; + + virtual void visit_subgraph(std::function, int node_idx)> node_visitor) const = 0; + + virtual int get_op_case(int node_idx) const = 0; + + virtual const std::map>& get_model_inputs() const = 0; + virtual const std::map>& get_model_extra_inputs() const = 0; + virtual const std::map>& get_model_weights() const = 0; + virtual std::vector get_model_output_names() const = 0; + + virtual int32_t* get_rope_params() const = 0; + + virtual std::map get_kv_param_res_names() const = 0; + + virtual bool is_static() const = 0; + + virtual bool is_stateful() const = 0; + + virtual int is_swa_layer(int layer) const = 0; +}; + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/frontend.cpp b/ggml/src/ggml-openvino/openvino/frontend.cpp new file mode 100644 index 0000000000..c2ba14e66e --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/frontend.cpp @@ -0,0 +1,27 @@ +#include "frontend.h" + +#include "input_model.h" +#include "op_table.h" +#include "translate_session.h" + +namespace ov { +namespace frontend { +namespace ggml { + +FrontEnd::FrontEnd() {} + +std::shared_ptr FrontEnd::convert(const InputModel::Ptr & model, bool naive) { + auto ggml_model = std::dynamic_pointer_cast(model); + FRONT_END_GENERAL_CHECK(ggml_model, "Invalid input model"); + std::shared_ptr converted_model; + const auto & supported_ops = get_supported_ops(); + { + TranslateSession translate_session(model, supported_ops, naive); + converted_model = translate_session.get_converted_model(); + } + return converted_model; +} + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/frontend.h b/ggml/src/ggml-openvino/openvino/frontend.h new file mode 100644 index 0000000000..f1c6f0c3e3 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/frontend.h @@ -0,0 +1,23 @@ +// Copyright (C) 2018-2024 Intel Corporation +// SPDX-License-Identifier: Apache-2.0 +// + +#pragma once + +#include + +namespace ov { +namespace frontend { +namespace ggml { + +class FrontEnd { +public: + using Ptr = std::shared_ptr; + FrontEnd(); + + static std::shared_ptr convert(const InputModel::Ptr& model, bool naive = false); +}; + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/input_model.cpp b/ggml/src/ggml-openvino/openvino/input_model.cpp new file mode 100644 index 0000000000..39b004c931 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/input_model.cpp @@ -0,0 +1,17 @@ +#include "input_model.h" + +#include "decoder.h" + +namespace ov { +namespace frontend { +namespace ggml { + +InputModel::InputModel(const std::shared_ptr & gdecoder) : m_decoder(gdecoder) {} + +const std::shared_ptr & InputModel::get_model_decoder() const { + return m_decoder; +} + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/input_model.h b/ggml/src/ggml-openvino/openvino/input_model.h new file mode 100644 index 0000000000..ce8434426c --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/input_model.h @@ -0,0 +1,29 @@ +#pragma once + +#include + +#include "decoder.h" + +namespace ov { +namespace frontend { +namespace ggml { + +class FrontEnd; +class GgmlDecoder; +using ov::frontend::ggml::GgmlDecoder; + +class InputModel : public ov::frontend::InputModel { + friend class ::ov::frontend::ggml::FrontEnd; + +public: + explicit InputModel(const std::shared_ptr& gdecoder); + + const std::shared_ptr& get_model_decoder() const; + +private: + std::shared_ptr m_decoder; +}; + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/node_context.h b/ggml/src/ggml-openvino/openvino/node_context.h new file mode 100644 index 0000000000..aa484128a9 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/node_context.h @@ -0,0 +1,112 @@ +#pragma once + +#include +#include +#include + +#include "decoder.h" + +namespace ov { +namespace frontend { +namespace ggml { + +class TranslateSession; + +typedef std::map> TensorMap; + +class NodeContext : public frontend::NodeContext { +public: + NodeContext(const std::shared_ptr& decoder, + std::shared_ptr& tensor_map, + int node_idx, + TranslateSession* translate_session = nullptr) + : ov::frontend::NodeContext(decoder->get_op_type(node_idx)), + m_decoder(decoder), + m_tensor_map(tensor_map), + m_node_idx(node_idx), + m_translate_session(translate_session) { + m_input_names = decoder->get_input_names(m_node_idx); + m_output_names = decoder->get_output_names(m_node_idx); + } + + TranslateSession* get_translate_session() const { + return m_translate_session; + } + + const std::vector& get_input_names() const { return m_input_names; } + + size_t get_input_size() const override { + return m_decoder->get_input_size(m_node_idx); + } + + ov::element::Type get_input_type(size_t index) const { + return m_decoder->get_input_type(m_node_idx, m_input_names[index]); + } + + PartialShape get_input_shape(size_t input_index) const { + return m_decoder->get_input_shape(m_node_idx, m_input_names[input_index]); + } + + std::vector get_input_stride(size_t index) const { + return m_decoder->get_input_stride(m_node_idx, m_input_names[index]); + } + + std::string get_output_name() const { return m_output_names[0]; } + + PartialShape get_output_shape() const { return m_decoder->get_output_shape(m_node_idx); } + + int32_t* get_input_op_params(size_t index) const { + return m_decoder->get_input_op_params(m_node_idx, m_input_names[index]); + } + + int32_t * get_output_op_params() const { return m_decoder->get_output_op_params(m_node_idx); } + + ov::element::Type get_output_type() const { + return m_decoder->get_output_type(m_node_idx); + } + + Output get_input(int idx) const override { + return m_tensor_map->at(m_input_names[idx]); + } + + Output get_input(const std::string& name) const override { + if (m_tensor_map->find(name) == m_tensor_map->end()) { + throw std::runtime_error("'" + name + "' not found in tensor map."); + } + return m_tensor_map->at(name); + } + + bool has_input(const std::string& name) const { + return m_tensor_map->find(name) != m_tensor_map->end(); + } + + const std::string& get_name() const override { + return m_decoder->get_op_name(m_node_idx); + } + + ov::Any get_attribute_as_any(const std::string& name) const override { + return m_decoder->get_attribute(name); + } + + int get_op_case() const { + return m_decoder->get_op_case(m_node_idx); + } + + bool is_static() const { return m_decoder->is_static(); } + + bool is_stateful() const { return m_decoder->is_stateful(); } + +private: + std::shared_ptr m_decoder; + std::shared_ptr& m_tensor_map; + int m_node_idx; + TranslateSession* m_translate_session; + std::vector m_input_names; + std::vector m_output_names; +}; + +using CreatorFunction = std::function; + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/cont.cpp b/ggml/src/ggml-openvino/openvino/op/cont.cpp new file mode 100644 index 0000000000..6160dd7444 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/cont.cpp @@ -0,0 +1,48 @@ + +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_cont(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + int op_case = context.get_op_case(); + FRONT_END_CHECK_IMPLEMENTED(op_case == 1 || op_case == 2 || op_case == 3, "Unsupported CONT case"); + + auto src_shape = context.get_input_shape(0).to_shape(); + auto dst_shape = context.get_output_shape().to_shape(); + ov::Output res; + + if (op_case == 1) { + // The input comes from a PERMUTE + throw std::runtime_error("Code of this case might be outdated"); + dst_shape[1] = -1; + res = std::make_shared( + context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {dst_shape.size()}, dst_shape), false); + } else if (op_case == 2) { + // The input comes from a TRANSPOSE + return {context.get_input(0)}; + } else { + // The input comes from a VIEW + res = process_view_input(context, 0); + } + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/cpy.cpp b/ggml/src/ggml-openvino/openvino/op/cpy.cpp new file mode 100644 index 0000000000..831117208b --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/cpy.cpp @@ -0,0 +1,21 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_cpy(const NodeContext & context) { + auto res = std::make_shared(context.get_input(0), context.get_output_type()); + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/flash_attn_ext.cpp b/ggml/src/ggml-openvino/openvino/op/flash_attn_ext.cpp new file mode 100644 index 0000000000..42602a730a --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/flash_attn_ext.cpp @@ -0,0 +1,90 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_flash_attn_ext(const NodeContext & context) { + num_inputs_check(context, 4, 4); + auto q_f32 = context.get_input(0); + auto k = context.get_input(1); + auto v = context.get_input(2); + auto mask = context.get_input(3); + + float * params = reinterpret_cast(context.get_output_op_params()); + float scale = params[0]; + // float max_bias = params[1]; + // float logit_softcap = params[2]; + + auto q = std::make_shared(q_f32, ov::element::f16); + auto scale_node = std::make_shared(ov::element::f16, ov::Shape{}, std::vector{scale}); + + ov::Output mask_sliced, res; + std::string mask_name = "KQ_mask_sliced"; + if (context.get_input_names()[3].find("swa") != std::string::npos) { + mask_name = "KQ_mask_swa_sliced"; + } + if (context.has_input(mask_name)) { + mask_sliced = context.get_input(mask_name); + } else { + auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto two = ov::op::v0::Constant::create(ov::element::i64, {1}, {2}); + auto token_len = get_dimensions(q, {2}); + mask_sliced = std::make_shared(mask, zero, token_len, one, two); + } + + if (mask_sliced.get_element_type() != ov::element::f16) { + mask_sliced = std::make_shared(mask_sliced, ov::element::f16); + } + + auto tile_kv = [&](int64_t num_heads, int64_t num_heads_kv, int64_t head_size, ov::Output kv) { + int64_t factor = num_heads / num_heads_kv; + if (factor > 1 && num_heads_kv > 1) { + ov::Output kv_broadcast_shape, kv_unsqueezed, new_kv_shape; + auto unsqueeze_axes = ov::op::v0::Constant::create(ov::element::i64, Shape{}, {2}); + kv_unsqueezed = std::make_shared(kv, unsqueeze_axes); + + kv_broadcast_shape = ov::op::v0::Constant::create( + ov::element::i64, {5}, {(int64_t) 1, (int64_t) 1, factor, (int64_t) 1, (int64_t) 1}); + new_kv_shape = + ov::op::v0::Constant::create(ov::element::i64, {4}, {(int64_t) 0, num_heads, (int64_t) -1, head_size}); + + kv = std::make_shared(kv_unsqueezed, kv_broadcast_shape, + ov::op::BroadcastType::BIDIRECTIONAL); + kv = std::make_shared(kv, new_kv_shape, true); + } + return kv; + }; + + auto q_shape = context.get_input_shape(0).to_shape(); + auto k_shape = context.get_input_shape(1).to_shape(); + k = tile_kv(q_shape[1], k_shape[1], q_shape[3], k); + v = tile_kv(q_shape[1], k_shape[1], q_shape[3], v); + + auto sdpa = std::make_shared(q, k, v, mask_sliced, scale_node, false); + res = std::make_shared(sdpa, + ov::op::v0::Constant::create(ov::element::i64, {4}, {0, 2, 1, 3})); + res = std::make_shared(res, ov::element::f32); + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/get_rows.cpp b/ggml/src/ggml-openvino/openvino/op/get_rows.cpp new file mode 100644 index 0000000000..49f51b7ca3 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/get_rows.cpp @@ -0,0 +1,69 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_get_rows(const NodeContext & context) { + num_inputs_check(context, 2, 2); + + int op_case = context.get_op_case(); + + Output res; + auto data = context.get_input(0); + auto indices = context.get_input(1); + + if (op_case == 2) { + // The input comes from a VIEW + indices = process_view_input(context, 1); + } + + // data[1,b,x,y] ind[1,1,b,x'] test-backend-ops case + // data[x,y] ind[1,1,1,x'] normal case + indices = + std::make_shared(indices, ov::op::v0::Constant::create(ov::element::i64, {2}, {0, 1})); + if (data.get_partial_shape().rank() == 4) { + if (!(data.get_partial_shape()[1].is_dynamic()) && data.get_partial_shape()[1].get_length() == 1) { + // Work-around for a bug in ov cpu plugin for test-backend-ops + data = std::make_shared(data, + ov::op::v0::Constant::create(ov::element::i64, {2}, {0, 1})); + auto axis = ov::op::v0::Constant::create(ov::element::i32, ov::Shape{}, {0}); + res = std::make_shared(data, indices, axis); + } else { + auto axis = ov::op::v0::Constant::create(ov::element::i32, ov::Shape{}, {1}); + data = + std::make_shared(data, ov::op::v0::Constant::create(ov::element::i64, {1}, {0})); + res = std::make_shared(data, indices, axis, 1); + } + } else if (context.is_stateful() && data.get_partial_shape().rank() == 3) { + auto axis = ov::op::v0::Constant::create(ov::element::i32, ov::Shape{}, {1}); + res = std::make_shared(data, indices, axis, 1); + } else { + auto axis = ov::op::v0::Constant::create(ov::element::i32, ov::Shape{}, {0}); + res = std::make_shared(data, indices, axis); + } + + if (res.get_element_type() != context.get_output_type()) { + res = std::make_shared(res, context.get_output_type()); + } + if (!(context.is_stateful())) { + res = std::make_shared(res, ov::op::v0::Constant::create(ov::element::i64, {1}, {0})); + } + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/glu_geglu.cpp b/ggml/src/ggml-openvino/openvino/op/glu_geglu.cpp new file mode 100644 index 0000000000..d9fa4c2436 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/glu_geglu.cpp @@ -0,0 +1,61 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_glu_geglu(const NodeContext & context) { + num_inputs_check(context, 1, 2); + + ov::Output src0; + ov::Output src1; + if (context.get_input_size() == 2) { + src0 = context.get_input(0); + src1 = context.get_input(1); + } else { + // GGML splits along ne[0] (OV last axis) using floor division: nc = ne[0] / 2. + // Both halves are nc elements; if the dimension is odd, the last element is dropped. + // Use Slice instead of Split to handle odd dimensions correctly. + auto combined = context.get_input(0); + auto combined_shape = combined.get_partial_shape(); + int64_t last_dim_val = combined_shape[combined_shape.rank().get_length() - 1].get_length(); + int64_t nc = last_dim_val / 2; + + auto axis = ov::op::v0::Constant::create(ov::element::i64, {1}, {-1}); + auto step = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto start0 = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto stop0 = ov::op::v0::Constant::create(ov::element::i64, {1}, {nc}); + auto start1 = ov::op::v0::Constant::create(ov::element::i64, {1}, {nc}); + auto stop1 = ov::op::v0::Constant::create(ov::element::i64, {1}, {2 * nc}); + + src0 = std::make_shared(combined, start0, stop0, step, axis); + src1 = std::make_shared(combined, start1, stop1, step, axis); + } + + int32_t * params = context.get_output_op_params(); + const int32_t swapped = params[1]; + if (swapped) { + std::swap(src0, src1); + } + + auto gelu = std::make_shared(src0); + auto res = std::make_shared(gelu, src1); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/glu_swiglu.cpp b/ggml/src/ggml-openvino/openvino/op/glu_swiglu.cpp new file mode 100644 index 0000000000..00ed7951a0 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/glu_swiglu.cpp @@ -0,0 +1,62 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_glu_swiglu(const NodeContext & context) { + num_inputs_check(context, 1, 2); + + ov::Output src0; + ov::Output src1; + if (context.get_input_size() == 2) { + src0 = context.get_input(0); + src1 = context.get_input(1); + } else { + // GGML splits along ne[0] (OV last axis) using floor division: nc = ne[0] / 2. + // Both halves are nc elements; if the dimension is odd, the last element is dropped. + // Use Slice instead of Split to handle odd dimensions correctly. + auto combined = context.get_input(0); + auto combined_shape = combined.get_partial_shape(); + int64_t last_dim_val = combined_shape[combined_shape.rank().get_length() - 1].get_length(); + int64_t nc = last_dim_val / 2; + + auto axis = ov::op::v0::Constant::create(ov::element::i64, {1}, {-1}); + auto step = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto start0 = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto stop0 = ov::op::v0::Constant::create(ov::element::i64, {1}, {nc}); + auto start1 = ov::op::v0::Constant::create(ov::element::i64, {1}, {nc}); + auto stop1 = ov::op::v0::Constant::create(ov::element::i64, {1}, {2 * nc}); + + src0 = std::make_shared(combined, start0, stop0, step, axis); + src1 = std::make_shared(combined, start1, stop1, step, axis); + } + + int32_t * params = context.get_output_op_params(); + const int32_t swapped = params[1]; + if (swapped) { + std::swap(src0, src1); + } + + auto sigmoid = std::make_shared(src0); + auto silu = std::make_shared(src0, sigmoid); + auto res = std::make_shared(silu, src1); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/mulmat.cpp b/ggml/src/ggml-openvino/openvino/op/mulmat.cpp new file mode 100644 index 0000000000..38edec85dd --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/mulmat.cpp @@ -0,0 +1,90 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_mulmat(const NodeContext & context) { + num_inputs_check(context, 2, 2); + + int op_case = context.get_op_case(); + + ov::Output res; + ov::Output B = context.get_input(0); + ov::Output A = context.get_input(1); + + bool transpose_b = true; + if (op_case == 2) { + B = B.get_node_shared_ptr()->input_value(0); + transpose_b = false; + } else if (op_case == 3) { + B = process_view_input(context, 0); + A = process_view_input(context, 1); + } + if (A.get_element_type() != B.get_element_type()) { + B = std::make_shared(context.get_input(0), context.get_input_type(1)); + } + + auto B_shape = context.get_input_shape(0).to_shape(); + auto A_shape = context.get_input_shape(1).to_shape(); + int64_t A_batch = A_shape[1]; + int64_t B_batch = B_shape[1]; + + auto A_batch_larger = A_batch > B_batch; + auto batch_large = A_batch_larger ? A_batch : B_batch; + auto batch_small = A_batch_larger ? B_batch : A_batch; + + Output Z = A_batch_larger ? B : A; + int64_t factor = batch_large / batch_small; + if (factor > 1 && batch_small > 1) { + auto batch_large_node = ov::op::v0::Constant::create(ov::element::i64, {1}, std::vector{batch_large}); + auto batch_small_node = ov::op::v0::Constant::create(ov::element::i64, {1}, std::vector{batch_small}); + auto factor_node = ov::op::v0::Constant::create(ov::element::i64, {1}, std::vector{factor}); + + auto unsqueeze_axes = ov::op::v0::Constant::create(ov::element::i64, Shape{}, {2}); + auto Z_unsqueezed = std::make_shared(Z, unsqueeze_axes); + + auto broadcast_shape = ov::op::v0::Constant::create( + ov::element::i64, {5}, {(int64_t) 1, (int64_t) 1, factor, (int64_t) 1, (int64_t) 1}); + auto new_Z_shape = ov::op::v0::Constant::create(ov::element::i64, {4}, + {(int64_t) 0, batch_large, (int64_t) -1, (int64_t) A_shape[3]}); + + auto Z_broadcasted = std::make_shared(Z_unsqueezed, broadcast_shape, + ov::op::BroadcastType::BIDIRECTIONAL); + Z = std::make_shared(Z_broadcasted, new_Z_shape, true); + } + if (A_batch_larger) { + B = Z; + } else { + A = Z; + } + + res = std::make_shared(A, B, false, transpose_b); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/permute.cpp b/ggml/src/ggml-openvino/openvino/op/permute.cpp new file mode 100644 index 0000000000..4c800f9ee4 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/permute.cpp @@ -0,0 +1,102 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_permute(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + int op_case = context.get_op_case(); + FRONT_END_CHECK_IMPLEMENTED(op_case == 1 || op_case == 2 || op_case == 3 || op_case == 4, + "Unsupported PERMUTE case"); + + ov::Output res; + auto src = context.get_input(0); + auto perm = ov::op::v0::Constant::create(ov::element::i64, {4}, {0, 2, 1, 3}); + + if (op_case == 1 || context.is_stateful()) { + res = std::make_shared(src, perm); + } else if (op_case == 4) { + auto output_shape = context.get_output_shape().to_shape(); + auto n_heads = ov::op::v0::Constant::create(ov::element::i64, {1}, {output_shape[1]}); + auto head_size = ov::op::v0::Constant::create(ov::element::i64, {1}, {output_shape[3]}); + auto n_seq_active = context.has_input("n_seq_active") ? + context.get_input("n_seq_active") : + ov::op::v0::Constant::create(ov::element::i64, {1}, {output_shape[0]}); + auto neg_one = ov::op::v0::Constant::create(ov::element::i64, {1}, {-1}); + + auto new_shape = + std::make_shared(ov::OutputVector{n_seq_active, neg_one, n_heads, head_size}, 0); + + // // Alternative + // auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + // auto new_shape = std::make_shared(ov::OutputVector{n_seq_active, neg_one, zero, zero}, 0); + + auto reshaped = std::make_shared(src, new_shape, true); + res = std::make_shared(reshaped, perm); + } else { + auto cache_shape = src.get_partial_shape(); + auto output_shape = context.get_output_shape().to_shape(); + int64_t head_size = output_shape[3]; + int64_t n_heads = output_shape[1]; + int64_t ctx_per_seq = cache_shape[2].is_static() ? cache_shape[2].get_length() : -1; + int64_t n_seq = cache_shape[1].get_length(); + + Output attention_size; + if (!context.has_input("attention_size")) { + attention_size = ov::op::v0::Constant::create(ov::element::i64, {1}, {output_shape[2]}); + } else if (op_case == 2) { + attention_size = context.get_input("attention_size"); + } else { + attention_size = context.get_input("attention_size_swa"); + } + + Output seq_active_start; + Output seq_active_end; + if (context.has_input("seq_active_start")) { + seq_active_start = context.get_input("seq_active_start"); + seq_active_end = context.get_input("seq_active_end"); + } else { + int64_t n_seq_active = output_shape[0]; + size_t offset = *((size_t *) context.get_input_op_params(0)); + int64_t seq_active_start_val = offset / context.get_input_stride(0)[0]; + int64_t seq_active_end_val = seq_active_start_val + n_seq_active; + seq_active_start = ov::op::v0::Constant::create(ov::element::i64, {1}, {seq_active_start_val}); + seq_active_end = ov::op::v0::Constant::create(ov::element::i64, {1}, {seq_active_end_val}); + } + + // 1. reshape to [n_seq, ctx_per_seq, n_heads, head_size] + // 2. slice out the active sequences + // 3. slice out the attention part in each sequence + // 4. permute + auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + + auto src_reshaped = std::make_shared( + src, ov::op::v0::Constant::create(ov::element::i64, {4}, {n_seq, ctx_per_seq, n_heads, head_size}), false); + auto slice1 = std::make_shared(src_reshaped, seq_active_start, seq_active_end, one, zero); + auto slice2 = std::make_shared(slice1, zero, attention_size, one, one); + res = std::make_shared(slice2, perm); + } + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/reshape.cpp b/ggml/src/ggml-openvino/openvino/op/reshape.cpp new file mode 100644 index 0000000000..efd9a5a860 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/reshape.cpp @@ -0,0 +1,83 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_reshape(const NodeContext & context) { + num_inputs_check(context, 1, 1); + if (context.get_input_shape(0) == context.get_output_shape()) { + return {context.get_input(0)}; + } + + int op_case = context.get_op_case(); + FRONT_END_CHECK_IMPLEMENTED( + op_case == 1 || op_case == 2 || op_case == 3 || op_case == 4 || op_case == 5 || op_case == 6, + "Unsupported RESHAPE case"); + + auto output_shape = context.get_output_shape().to_shape(); + std::shared_ptr new_shape_node; + if (op_case == 1) { + if (context.is_stateful()) { + new_shape_node = ov::op::v0::Constant::create( + ov::element::i64, {3}, + std::vector{-1, (int64_t) output_shape[2], (int64_t) output_shape[3]}); + } else { + new_shape_node = ov::op::v0::Constant::create( + ov::element::i64, {4}, + std::vector{(int64_t) output_shape[0], -1, (int64_t) output_shape[2], (int64_t) output_shape[3]}); + } + } else if (op_case == 2) { + new_shape_node = ov::op::v0::Constant::create( + ov::element::i64, {4}, + std::vector{(int64_t) output_shape[0], (int64_t) output_shape[1], -1, (int64_t) output_shape[3]}); + + } else if (op_case == 3) { + throw std::runtime_error("might be outdated RESHAPE case"); + new_shape_node = ov::op::v0::Constant::create( + ov::element::i64, {4}, std::vector{(int64_t) output_shape[0], (int64_t) output_shape[1], -1, 1}); + + } else if (op_case == 4) { + return {context.get_input(0).get_node_shared_ptr()->input_value(0)}; + + } else if (op_case == 5) { + if (context.is_stateful()) { + std::vector shape_vec = {1, -1, (int64_t) context.get_output_shape().to_shape()[3]}; + new_shape_node = ov::op::v0::Constant::create(ov::element::i64, {3}, shape_vec); + } else { + std::vector shape_vec = {1, 1, -1, (int64_t) context.get_output_shape().to_shape()[3]}; + new_shape_node = ov::op::v0::Constant::create(ov::element::i64, {4}, shape_vec); + } + + // // Alternative + // auto token_len = context.get_input("token_len"); + // auto emb_size = + // ov::op::v0::Constant::create(ov::element::i64, {1}, {(int64_t) context.get_output_shape().to_shape()[3]}); + // auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + // new_shape_node = std::make_shared(ov::OutputVector{one, one, token_len, emb_size}, 0); + + } else if (op_case == 6) { + new_shape_node = ov::op::v0::Constant::create(ov::element::i64, {4}, context.get_output_shape().to_shape()); + } + auto res = std::make_shared(context.get_input(0), new_shape_node, false); + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/rms_norm.cpp b/ggml/src/ggml-openvino/openvino/op/rms_norm.cpp new file mode 100644 index 0000000000..72cf92283e --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/rms_norm.cpp @@ -0,0 +1,46 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_rms_norm(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + auto input_node = context.get_input(0); + auto square = std::make_shared( + input_node, ov::op::v0::Constant::create(ov::element::f32, ov::Shape{1}, {2.0f})); + + auto mean = std::make_shared( + square, ov::op::v0::Constant::create(ov::element::i64, ov::Shape{1}, {-1}), true); + + float eps; + memcpy(&eps, context.get_output_op_params(), sizeof(float)); + + auto rms = std::make_shared( + std::make_shared(mean, ov::op::v0::Constant::create(ov::element::f32, ov::Shape{1}, {eps}))); + + auto reciprocal = + std::make_shared(ov::op::v0::Constant::create(ov::element::f32, ov::Shape{1}, {1.0f}), rms); + + auto res = std::make_shared(input_node, reciprocal); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/rope.cpp b/ggml/src/ggml-openvino/openvino/op/rope.cpp new file mode 100644 index 0000000000..26dc2d24f8 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/rope.cpp @@ -0,0 +1,123 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_rope(const NodeContext & context) { + num_inputs_check(context, 2, 3); + + int op_case = context.get_op_case(); + + ov::Output res; + + auto data_node = context.get_input(0).get_node_shared_ptr(); + auto output_shape = context.get_output_shape().to_shape(); + int32_t * op_params = context.get_output_op_params(); + + Output cos_theta_node; + Output sin_theta_node; + if (context.has_input("rope_cos")) { + cos_theta_node = context.get_input("rope_cos"); + sin_theta_node = context.get_input("rope_sin"); + } else { + auto inp_pos = context.get_input(1).get_node_shared_ptr(); + std::shared_ptr rope_freqs_weight; + if (context.get_input_size() == 3) { + rope_freqs_weight = context.get_input(2).get_node_shared_ptr(); + } + auto sin_cos = make_sin_cos(op_params, inp_pos, rope_freqs_weight); + sin_theta_node = sin_cos.first; + cos_theta_node = sin_cos.second; + } + + if (op_case == 2) { + // The input comes from a VIEW + int slice_len = output_shape[2] * output_shape[3]; + data_node = process_view_input(context, 0, slice_len).get_node_shared_ptr(); + if (context.is_stateful()) { + auto data_shape = ov::op::v0::Constant::create( + ov::element::i64, {3}, std::vector{-1, (int64_t) output_shape[2], (int64_t) output_shape[3]}); + data_node = std::make_shared(data_node, data_shape, false); + } else { + auto data_shape = ov::op::v0::Constant::create( + ov::element::i64, {4}, std::vector{1, -1, (int64_t) output_shape[2], (int64_t) output_shape[3]}); + data_node = std::make_shared(data_node, data_shape, false); + } + } + + const int mode = op_params[2]; + constexpr int ROPE_TYPE_NORMAL = 0; + constexpr int ROPE_TYPE_NEOX = 2; + + if (mode == ROPE_TYPE_NORMAL) { + auto neg_one = ov::op::v0::Constant::create(ov::element::i64, {1}, {-1}); + auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto two = ov::op::v0::Constant::create(ov::element::i64, {1}, {2}); + auto end = ov::op::v0::Constant::create(ov::element::i64, {1}, {output_shape[3]}); + Output even_slice; + Output odd_slice; + int32_t unsqueeze_dim = context.is_stateful() ? 3 : 4; + even_slice = std::make_shared(data_node, zero, end, two, neg_one); + odd_slice = std::make_shared(data_node, one, end, two, neg_one); + + Output first_half = + std::make_shared(std::make_shared(even_slice, cos_theta_node), + std::make_shared(odd_slice, sin_theta_node)); + Output second_half = + std::make_shared(std::make_shared(even_slice, sin_theta_node), + std::make_shared(odd_slice, cos_theta_node)); + + first_half = std::make_shared(first_half, + ov::op::v0::Constant::create(ov::element::i64, {1}, {unsqueeze_dim})); + second_half = std::make_shared(second_half, + ov::op::v0::Constant::create(ov::element::i64, {1}, {unsqueeze_dim})); + auto stack = std::make_shared(OutputVector{first_half, second_half}, unsqueeze_dim); + + auto data_shape = ov::op::v0::Constant::create( + ov::element::i64, {4}, std::vector{1, -1, (int64_t) output_shape[2], (int64_t) output_shape[3]}); + res = std::make_shared(stack, data_shape, false); + } else if (mode == ROPE_TYPE_NEOX) { + auto data_split = std::make_shared( + data_node, ov::op::v0::Constant::create(ov::element::i64, ov::Shape{}, {-1}), 2); + Output slice_data_node_0 = data_split->outputs()[0]; + Output slice_data_node_1 = data_split->outputs()[1]; + + auto first_half_node = std::make_shared( + std::make_shared(slice_data_node_0, cos_theta_node), + std::make_shared(slice_data_node_1, sin_theta_node)); + + auto second_half_node = std::make_shared( + std::make_shared(slice_data_node_0, sin_theta_node), + std::make_shared(slice_data_node_1, cos_theta_node)); + + res = std::make_shared(ov::OutputVector{first_half_node, second_half_node}, -1); + } + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/scale.cpp b/ggml/src/ggml-openvino/openvino/op/scale.cpp new file mode 100644 index 0000000000..0f3d800c19 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/scale.cpp @@ -0,0 +1,41 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_scale(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + float scale; + float bias; + memcpy(&scale, (float *) context.get_output_op_params() + 0, sizeof(float)); + memcpy(&bias, (float *) context.get_output_op_params() + 1, sizeof(float)); + + auto scale_node = std::make_shared(ov::element::f32, ov::Shape{}, std::vector{scale}); + auto scaled = std::make_shared(context.get_input(0), scale_node); + + std::shared_ptr res; + if (bias != 0.0f) { + auto bias_node = + std::make_shared(ov::element::f32, ov::Shape{}, std::vector{bias}); + res = std::make_shared(scaled, bias_node); + } else { + res = scaled; + } + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/set_rows.cpp b/ggml/src/ggml-openvino/openvino/op/set_rows.cpp new file mode 100644 index 0000000000..136e4265b4 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/set_rows.cpp @@ -0,0 +1,76 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_set_rows(const NodeContext & context) { + num_inputs_check(context, 3, 3); + + auto data = context.get_input(0); + auto indices = context.get_input(1); + auto dst = context.get_input(2); + + data = std::make_shared(data, context.get_output_type()); + + auto dst_shape = context.get_output_shape().to_shape(); + + auto ind_squeezed = + std::make_shared(indices, ov::op::v0::Constant::create(ov::element::i64, {3}, {0, 1, 2})); + auto data_reshaped = std::make_shared( + data, + ov::op::v0::Constant::create(ov::element::i64, {4}, + {(int64_t) 1, (int64_t) 1, (int64_t) -1, (int64_t) dst_shape[3]}), + false); + auto axes = ov::op::v0::Constant::create(ov::element::i64, ov::Shape{}, {2}); + + Output res; + if (context.is_stateful()) { + int concat_axis = 1; + int64_t dim2 = dst.get_partial_shape()[2].get_length(); + int64_t dim3 = dst.get_partial_shape()[3].get_length(); + data = std::make_shared( + data, ov::op::v0::Constant::create(ov::element::i64, {4}, {(int64_t) 1, (int64_t) -1, dim2, dim3}), false); + res = std::make_shared(OutputVector{dst, data}, concat_axis); + } else { + res = std::make_shared(dst, ind_squeezed, data_reshaped, axes); + } + + if (auto dst_reshape = std::dynamic_pointer_cast(dst.get_node_shared_ptr())) { + // Fix the case of multiple sequences, reshape back to original shape [1, n_seq, ctx_per_seq, emb] + // ctx_per_seq is not fixed due to llama-bench compatibility + auto dst_shape_partial = dst_reshape->get_input_partial_shape(0); + std::vector dst_shape = {dst_shape_partial[0].get_length(), dst_shape_partial[1].get_length(), + dst_shape_partial[2].is_static() ? dst_shape_partial[2].get_length() : -1, + dst_shape_partial[3].get_length()}; + res = std::make_shared(res, ov::op::v0::Constant::create(ov::element::i64, {4}, dst_shape), + false); + } + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/softmax.cpp b/ggml/src/ggml-openvino/openvino/op/softmax.cpp new file mode 100644 index 0000000000..9f6330862b --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/softmax.cpp @@ -0,0 +1,89 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_soft_max(const NodeContext & context) { + // TODO code is outdated + num_inputs_check(context, 1, 2); + + auto input_node = context.get_input(0).get_node_shared_ptr(); + ov::Output res; + + float scale = 1.0f; + float max_bias = 0.0f; + auto * op_params = context.get_output_op_params(); + memcpy(&scale, (float *) op_params + 0, sizeof(float)); + memcpy(&max_bias, (float *) op_params + 1, sizeof(float)); + auto src0_shape = context.get_input_shape(0).get_shape(); + const uint32_t h = src0_shape[2]; + const uint32_t n_head = src0_shape[0]; + const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head)); + + const float m0 = powf(2.0f, -(max_bias) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); + const float slope = + (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2 * (h - n_head_log2) + 1) : 1.0f; + + auto scale_node = std::make_shared(ov::element::f32, ov::Shape{}, std::vector{scale}); + auto scaled_input = std::make_shared(input_node, scale_node); + + if (context.get_input_size() < 2) { + res = std::make_shared(scaled_input, 2); + return rename_outputs_with_suffix({res}, context.get_name()); + } + + ov::Output mask_node_sliced; + if (context.has_input("KQ_mask_sliced")) { + mask_node_sliced = context.get_input("KQ_mask_sliced"); + } else { + auto token_len = get_dimensions(input_node, {1}); + auto mask_node = context.get_input(1); + auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + mask_node_sliced = std::make_shared(mask_node, zero, token_len, one, one); + } + + if (mask_node_sliced.get_element_type() != context.get_output_type()) { + mask_node_sliced = std::make_shared(mask_node_sliced, context.get_output_type()); + } + + Output slope_mask; + if (slope != 1.0f) { + auto slope_node = + std::make_shared(ov::element::f32, ov::Shape{}, std::vector{slope}); + slope_mask = std::make_shared(mask_node_sliced, slope_node); + throw std::runtime_error("Slope != 1.0f in softmax has not been tested, verify it before use."); + } + slope_mask = mask_node_sliced; + + auto input_slope_mask_node = std::make_shared(scaled_input, slope_mask); + + res = std::make_shared(input_slope_mask_node, 2); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/transpose.cpp b/ggml/src/ggml-openvino/openvino/op/transpose.cpp new file mode 100644 index 0000000000..8e62e83c0d --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/transpose.cpp @@ -0,0 +1,23 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_transpose(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + auto res = std::make_shared( + context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {4}, {0, 1, 3, 2})); + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/unary_silu.cpp b/ggml/src/ggml-openvino/openvino/op/unary_silu.cpp new file mode 100644 index 0000000000..037e0b94df --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/unary_silu.cpp @@ -0,0 +1,27 @@ +#include "../node_context.h" +#include "../op_table.h" +#include "../utils.h" + +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_unary_silu(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + auto input = context.get_input(0); + auto sigmoid = std::make_shared(input); + auto res = std::make_shared(input, sigmoid); + + return rename_outputs_with_suffix({res}, context.get_name()); +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op/view.cpp b/ggml/src/ggml-openvino/openvino/op/view.cpp new file mode 100644 index 0000000000..8528d25233 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op/view.cpp @@ -0,0 +1,53 @@ +#include "../op_table.h" +#include "../utils.h" +#include +namespace ov { +namespace frontend { +namespace ggml { +namespace op { + +OutputVector translate_view(const NodeContext & context) { + num_inputs_check(context, 1, 1); + + if (context.get_op_case() == 2) { + auto dst_shape = context.get_output_shape().to_shape(); + return rename_outputs_with_suffix({process_view_input(context, 0, dst_shape[2] * dst_shape[3])}, + context.get_name()); + } + // op_case 3 + if (context.get_op_case() == 3) { + auto input = context.get_input(0); + auto input_ov_shape = input.get_partial_shape(); + + auto input_llama_shape = context.get_input_shape(0).to_shape(); + + // if the input ov shape size is different from the input llama shape size, it means the input is already reshaped and we need to reshape it back to the original shape before slicing + if (input_ov_shape.size() != input_llama_shape.size()) { + input = std::make_shared(input, ov::op::v0::Constant::create(ov::element::i64, {input_llama_shape.size()}, input_llama_shape), false); + } + + auto dst_shape = context.get_output_shape().to_shape(); + + // find the index of dst_shape that is different from input shape, and use that index to slice the input + int slice_dim = -1; + for (size_t i = 0; i < dst_shape.size(); ++i) { + if (dst_shape[i] != input_llama_shape[i]) { + slice_dim = i; + break; + } + } + + auto begin = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto end = ov::op::v0::Constant::create(ov::element::i64, {1}, {dst_shape[slice_dim]}); + auto stride = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto axes = ov::op::v0::Constant::create(ov::element::i64, {1}, {slice_dim}); + auto sliced = std::make_shared(input, begin, end, stride, axes); + return {sliced}; + } + return {context.get_input(0)}; +} + +} // namespace op +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op_table.cpp b/ggml/src/ggml-openvino/openvino/op_table.cpp new file mode 100644 index 0000000000..beadafe810 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op_table.cpp @@ -0,0 +1,46 @@ +#include "op_table.h" + +#include "utils.h" + +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { + +std::unordered_map get_supported_ops() { + using namespace ov::op; + return { + {"GGML_OP_ADD", op::translate_1to1_match_2_inputs }, + {"GGML_OP_ADD1", op::translate_1to1_match_2_inputs }, + {"GGML_OP_CONT", op::translate_cont }, + {"GGML_OP_DIV", op::translate_1to1_match_2_inputs }, + {"GGML_OP_GET_ROWS", op::translate_get_rows }, + {"GGML_OP_MUL", op::translate_1to1_match_2_inputs}, + {"GGML_OP_MUL_MAT", op::translate_mulmat }, + {"GGML_OP_PERMUTE", op::translate_permute }, + {"GGML_OP_RESHAPE", op::translate_reshape }, + {"GGML_OP_RMS_NORM", op::translate_rms_norm }, + {"GGML_OP_ROPE", op::translate_rope }, + {"GGML_OP_SCALE", op::translate_scale }, + {"GGML_OP_SOFT_MAX", op::translate_soft_max }, + {"GGML_OP_SUB", op::translate_1to1_match_2_inputs}, + {"GGML_OP_TRANSPOSE", op::translate_transpose }, + {"GGML_UNARY_OP_SILU", op::translate_unary_silu }, + {"GGML_OP_VIEW", op::translate_view }, + {"GGML_GLU_OP_SWIGLU", op::translate_glu_swiglu }, + {"GGML_GLU_OP_GEGLU", op::translate_glu_geglu }, + {"GGML_OP_SET_ROWS", op::translate_set_rows }, + {"GGML_OP_CPY", op::translate_cpy }, + {"GGML_OP_FLASH_ATTN_EXT", op::translate_flash_attn_ext }, + }; +} + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/op_table.h b/ggml/src/ggml-openvino/openvino/op_table.h new file mode 100644 index 0000000000..37f763117a --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/op_table.h @@ -0,0 +1,39 @@ +#pragma once + +#include "node_context.h" + +namespace ov { +namespace frontend { +namespace ggml { + +namespace op { + +#define GGML_OP_CONVERTER(op) OutputVector op(const NodeContext& context) + +GGML_OP_CONVERTER(translate_add); +GGML_OP_CONVERTER(translate_cont); +GGML_OP_CONVERTER(translate_get_rows); +GGML_OP_CONVERTER(translate_mul); +GGML_OP_CONVERTER(translate_mulmat); +GGML_OP_CONVERTER(translate_permute); +GGML_OP_CONVERTER(translate_reshape); +GGML_OP_CONVERTER(translate_rms_norm); +GGML_OP_CONVERTER(translate_rope); +GGML_OP_CONVERTER(translate_scale); +GGML_OP_CONVERTER(translate_unary_silu); +GGML_OP_CONVERTER(translate_soft_max); +GGML_OP_CONVERTER(translate_transpose); +GGML_OP_CONVERTER(translate_view); +GGML_OP_CONVERTER(translate_glu_swiglu); +GGML_OP_CONVERTER(translate_glu_geglu); +GGML_OP_CONVERTER(translate_set_rows); +GGML_OP_CONVERTER(translate_cpy); +GGML_OP_CONVERTER(translate_flash_attn_ext); + +} // namespace op + +std::unordered_map get_supported_ops(); + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.cpp b/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.cpp new file mode 100644 index 0000000000..ed2a3ab6d1 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.cpp @@ -0,0 +1,123 @@ +#include "eliminate_zp.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +EliminateZeroPoints::EliminateZeroPoints() { + // Find pattern: + // (Multiply Any(scale) + // (Subtract (Convert Constant(data))) + // (Convert Constant(zero_point))) + // where zero_point is a scalar + // If data is u4 and zp value is 8 (q4_0), Replace the Subtract with an i4 Constant whose value is data - zp_val + // If data is u8 and zp value is 128 (q8_0) or 32 (q6_k), Replace the Subtract with an i8 Constant + + auto m_data_constant = ov::pass::pattern::wrap_type(); + auto m_data_convert = ov::pass::pattern::wrap_type({m_data_constant}); + + auto m_zp_constant = ov::pass::pattern::wrap_type(); + auto m_zp_convert = ov::pass::pattern::wrap_type({m_zp_constant}); + + auto m_subtract = ov::pass::pattern::wrap_type({m_data_convert, m_zp_convert}); + auto m_scale = ov::pass::pattern::any_input(); + auto m_multiply = ov::pass::pattern::wrap_type({m_scale, m_subtract}); + + const auto callback = [=](ov::pass::pattern::Matcher & m) { + const auto & pattern_map = m.get_pattern_value_map(); + + auto multiply_node = + std::dynamic_pointer_cast(pattern_map.at(m_multiply).get_node_shared_ptr()); + auto subtract_node = + std::dynamic_pointer_cast(pattern_map.at(m_subtract).get_node_shared_ptr()); + auto data_constant = + std::dynamic_pointer_cast(pattern_map.at(m_data_constant).get_node_shared_ptr()); + auto zp_constant = + std::dynamic_pointer_cast(pattern_map.at(m_zp_constant).get_node_shared_ptr()); + + if (!multiply_node || !subtract_node || !data_constant || !zp_constant) { + return false; + } + + if (ov::shape_size(zp_constant->get_shape()) != 1) { + return false; + } + + auto data_type = data_constant->get_element_type(); + auto zp_data = zp_constant->cast_vector(); + + if (zp_data.empty()) { + return false; + } + + int zp_value = zp_data[0]; + + bool should_eliminate = false; + ov::element::Type target_type; + + if (data_type == ov::element::u4 && zp_value == 8) { + should_eliminate = true; + target_type = ov::element::i4; + } else if (data_type == ov::element::u8 && (zp_value == 128 || zp_value == 32)) { + should_eliminate = true; + target_type = ov::element::i8; + } + + if (!should_eliminate) { + return false; + } + + auto data_shape = data_constant->get_shape(); + size_t total_elements = ov::shape_size(data_shape); + + std::shared_ptr new_constant; + + // TODO improve performance + if (data_type == ov::element::u4) { + auto data_values = data_constant->cast_vector(); + std::vector adjusted_values(total_elements); + + ov::parallel_for(total_elements, [&](size_t i) { + adjusted_values[i] = static_cast(static_cast(data_values[i]) - 8); + }); + + new_constant = std::make_shared(target_type, data_shape, adjusted_values); + } else if (data_type == ov::element::u8) { + auto data_values = data_constant->cast_vector(); + std::vector adjusted_values(total_elements); + + ov::parallel_for(total_elements, [&, zp_value](size_t i) { + adjusted_values[i] = static_cast(static_cast(data_values[i]) - zp_value); + }); + + new_constant = std::make_shared(target_type, data_shape, adjusted_values); + } + + auto new_convert = + std::make_shared(new_constant, subtract_node->get_output_element_type(0)); + ov::replace_node(subtract_node, new_convert); + + return true; + }; + + register_matcher( + std::make_shared(m_multiply, "ov::frontend::ggml::pass::EliminateZeroPoints"), + callback); +} + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.h b/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.h new file mode 100644 index 0000000000..edd3cd718d --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/eliminate_zp.h @@ -0,0 +1,17 @@ +#include "openvino/pass/matcher_pass.hpp" + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +class EliminateZeroPoints : public ov::pass::MatcherPass { +public: + OPENVINO_MATCHER_PASS_RTTI("ov::frontend::ggml::pass::EliminateZeroPoints") + EliminateZeroPoints(); +}; + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.cpp b/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.cpp new file mode 100644 index 0000000000..0671542ee3 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.cpp @@ -0,0 +1,60 @@ +#include "fuse_to_sdpa.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +FuseToSDPA::FuseToSDPA() { + // Not maintained since FLASH_ATTN_EXT has replaced this pattern + const auto m_k = ov::pass::pattern::any_input(); + const auto m_q = ov::pass::pattern::any_input(); + const auto m_qk = ov::pass::pattern::wrap_type({m_q, m_k}); + const auto m_qk_f32 = ov::pass::pattern::wrap_type({m_qk}); + const auto m_scale = ov::pass::pattern::any_input(); + const auto m_scaled_qk = ov::pass::pattern::wrap_type({m_qk_f32, m_scale}); + const auto m_mask = ov::pass::pattern::any_input(); + const auto m_masked_qk = ov::pass::pattern::wrap_type({m_scaled_qk, m_mask}); + const auto m_softmax_qk = ov::pass::pattern::wrap_type({m_masked_qk}); + const auto m_softmax_qk_f16 = ov::pass::pattern::wrap_type({m_softmax_qk}); + const auto m_v = ov::pass::pattern::any_input(); + const auto m_qkv = ov::pass::pattern::wrap_type({m_softmax_qk_f16, m_v}); + + const auto callback = [=](ov::pass::pattern::Matcher & m) { + auto & pattern_to_output = m.get_pattern_value_map(); + auto k = pattern_to_output[m_k]; + auto q = pattern_to_output[m_q]; + auto v = pattern_to_output[m_v]; + auto mask = pattern_to_output[m_mask]; + auto scale = pattern_to_output[m_scale]; + + auto mask_f16 = register_new_node(mask, ov::element::f16); + auto scale_f16 = register_new_node(scale, ov::element::f16); + auto sdpa = std::make_shared(q, k, v, mask_f16, scale_f16, false); + + ov::replace_node(m.get_match_root(), sdpa); + ov::copy_runtime_info(m.get_matched_nodes(), sdpa); + + return true; + }; + register_matcher(std::make_shared(m_qkv, "ov::frontend::ggml::pass::FuseToSDPA"), + callback); +} + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.h b/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.h new file mode 100644 index 0000000000..8b5164d232 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/fuse_to_sdpa.h @@ -0,0 +1,17 @@ +#include "openvino/pass/matcher_pass.hpp" + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +class FuseToSDPA : public ov::pass::MatcherPass { +public: + OPENVINO_MATCHER_PASS_RTTI("ov::frontend::ggml::pass::FuseToSDPA") + FuseToSDPA(); +}; + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/mark_decompression_convert_constant_folding.h b/ggml/src/ggml-openvino/openvino/pass/mark_decompression_convert_constant_folding.h new file mode 100644 index 0000000000..b95385611e --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/mark_decompression_convert_constant_folding.h @@ -0,0 +1,29 @@ +#pragma once + +#include "mark_decompression_convert_constant_folding.h" +#include "openvino/pass/matcher_pass.hpp" +#include "openvino/core/visibility.hpp" + +#ifdef OPENVINO_STATIC_LIBRARY +# define TRANSFORMATIONS_API +#else +# ifdef IMPLEMENT_OPENVINO_API +# define TRANSFORMATIONS_API OPENVINO_CORE_EXPORTS +# else +# define TRANSFORMATIONS_API OPENVINO_CORE_IMPORTS +# endif // IMPLEMENT_OPENVINO_API +#endif // OPENVINO_STATIC_LIBRARY + +namespace ov { +namespace pass { + +class TRANSFORMATIONS_API MarkCompressedFloatConstants; + +} // namespace pass +} // namespace ov + +class ov::pass::MarkCompressedFloatConstants : public MatcherPass { +public: + OPENVINO_MATCHER_PASS_RTTI("MarkCompressedFloatConstants") + MarkCompressedFloatConstants(); +}; diff --git a/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.cpp b/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.cpp new file mode 100644 index 0000000000..20a3a37493 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.cpp @@ -0,0 +1,58 @@ +#include "squeeze_matmul.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace opp = ov::pass::pattern; + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +// For quantized models, NPUW expects the activation to be 3d in DQ(DynamicQuantization) opt, e.g. DQMatMulGQ2i +SqueezeMatmul::SqueezeMatmul() { + auto m_act = opp::any_input(); + auto m_wei = opp::any_input(); + auto m_matmul = opp::wrap_type({m_act, m_wei}); + + const auto callback = [=](ov::pass::pattern::Matcher & m) { + const auto & pattern_map = m.get_pattern_value_map(); + auto matmul_node = + std::dynamic_pointer_cast(pattern_map.at(m_matmul).get_node_shared_ptr()); + auto act = pattern_map.at(m_act); + auto wei = pattern_map.at(m_wei); + auto act_shape = act.get_partial_shape(); + auto wei_shape = wei.get_partial_shape(); + if (act_shape.rank().is_dynamic() || wei_shape.rank().is_dynamic()) { + return false; + } + if (act_shape.rank().get_length() == 4 && wei_shape.rank().get_length() == 2) { + auto axis = ov::op::v0::Constant::create(ov::element::i64, ov::Shape{1}, {0}); + auto squeezed_act = std::make_shared(act, axis); + auto new_matmul = std::make_shared(squeezed_act, wei, matmul_node->get_transpose_a(), + matmul_node->get_transpose_b()); + auto unsqueezed_output = std::make_shared(new_matmul, axis); + unsqueezed_output->set_friendly_name(matmul_node->get_friendly_name()); + ov::copy_runtime_info(matmul_node, {squeezed_act, new_matmul, unsqueezed_output}); + ov::replace_node(matmul_node, unsqueezed_output); + return true; + } + return false; + }; + + register_matcher(std::make_shared(m_matmul, "ov::frontend::ggml::pass::SqueezeMatmul"), + callback); +} + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.h b/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.h new file mode 100644 index 0000000000..f8fbc69d54 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/pass/squeeze_matmul.h @@ -0,0 +1,17 @@ +#include "openvino/pass/matcher_pass.hpp" + +namespace ov { +namespace frontend { +namespace ggml { +namespace pass { + +class SqueezeMatmul : public ov::pass::MatcherPass { +public: + OPENVINO_MATCHER_PASS_RTTI("ov::frontend::ggml::pass::SqueezeMatmul") + SqueezeMatmul(); +}; + +} // namespace pass +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/translate_session.cpp b/ggml/src/ggml-openvino/openvino/translate_session.cpp new file mode 100644 index 0000000000..23a1dea249 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/translate_session.cpp @@ -0,0 +1,293 @@ +#include "translate_session.h" + +#include "ggml-openvino/openvino/node_context.h" +#include "ggml-openvino/openvino/utils.h" +#include "input_model.h" +#include "pass/eliminate_zp.h" +#include "pass/mark_decompression_convert_constant_folding.h" +#include "pass/squeeze_matmul.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { + +using namespace ov::op; + +namespace { + +ov::pass::MakeStateful::ParamResPairs get_kv_param_res_pairs( + const std::shared_ptr & model, + const std::map & kv_param_res_names) { + ov::pass::MakeStateful::ParamResPairs pairs; + const auto & params = model->get_parameters(); + const auto & results = model->get_results(); + + for (const auto & param_res : kv_param_res_names) { + const auto & param_name = param_res.first; + const auto & res_name = param_res.second; + + auto param_it = std::find_if(params.begin(), params.end(), [&](const std::shared_ptr & node) { + return node->get_friendly_name() == param_name; + }); + + OPENVINO_ASSERT(param_it != params.end(), "The tensor name ", param_name, + " is not associated with any of " + "Parameters in the network."); + + auto res_it = std::find_if(results.begin(), results.end(), [&](const std::shared_ptr & node) { + return node->get_friendly_name() == res_name; + }); + + OPENVINO_ASSERT(res_it != results.end(), "The tensor name ", res_name, + " is not associated with any of " + "Results in the network."); + + std::shared_ptr param = *param_it; + std::shared_ptr res = *res_it; + pairs.emplace_back(param, res); + } + return pairs; +} + +void add_sliced_mask(TensorMap & tensor_map, GgmlDecoder & ggml_model_decoder) { + + auto create_sliced_mask = [&](const std::string & mask_name, const std::string & sliced_name, bool is_static) { + if ((tensor_map.find(mask_name) != tensor_map.end()) && + (tensor_map.find("token_len_per_seq") != tensor_map.end())) { + auto token_len_per_seq = tensor_map.at("token_len_per_seq").get_node_shared_ptr(); + auto mask = tensor_map.at(mask_name).get_node_shared_ptr(); + std::shared_ptr mask_sliced; + if (is_static) { + mask_sliced = mask; + } else if (ggml_model_decoder.is_stateful()) { + auto zero_2d = ov::op::v0::Constant::create(ov::element::i64, {2}, {0,0}); + auto one_2d = ov::op::v0::Constant::create(ov::element::i64, {2}, {1,1}); + auto zero_1d = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto three_1d = ov::op::v0::Constant::create(ov::element::i64, {1}, {3}); + auto neg_one_1d = ov::op::v0::Constant::create(ov::element::i64, {1}, {-1}); + auto axes = ov::op::v0::Constant::create(ov::element::i64, {2}, {-2,-1}); + auto inp_pos = tensor_map.at("inp_pos").get_node_shared_ptr(); + auto gather_inp_pos = std::make_shared(inp_pos, neg_one_1d, three_1d); + auto reshaped_inp_pos = std::make_shared(gather_inp_pos, ov::op::v0::Constant::create(ov::element::i64, {1}, {1}), false); + auto inp_pos_incremented = std::make_shared(reshaped_inp_pos, ov::op::v0::Constant::create(ov::element::i32, ov::Shape{1}, {1})); + auto stop = std::make_shared(ov::OutputVector{token_len_per_seq, std::make_shared(inp_pos_incremented, token_len_per_seq)}, 0); + mask_sliced = + std::make_shared(mask, zero_2d, stop, one_2d, axes); + mask_sliced = std::make_shared(mask_sliced, ov::element::f16); + mask_sliced->set_friendly_name(sliced_name); + } else { + auto zero = ov::op::v0::Constant::create(ov::element::i64, {1}, {0}); + auto one = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto two = ov::op::v0::Constant::create(ov::element::i64, {1}, {2}); + mask_sliced = std::make_shared(mask, zero, token_len_per_seq, one, two); + mask_sliced = std::make_shared(mask_sliced, ov::element::f16); + mask_sliced->set_friendly_name(sliced_name); + } + tensor_map.insert({sliced_name, mask_sliced->output(0)}); + } + }; + + create_sliced_mask("self_kq_mask", "KQ_mask_sliced", ggml_model_decoder.is_static()); + create_sliced_mask("self_kq_mask_swa", "KQ_mask_swa_sliced", ggml_model_decoder.is_static()); +} + +void add_rope_sin_cos(TensorMap & tensor_map, GgmlDecoder & ggml_model_decoder) { + int32_t * rope_params = ggml_model_decoder.get_rope_params(); + if (tensor_map.find("inp_pos") == tensor_map.end() || rope_params == nullptr) { + return; + } + auto inp_pos = tensor_map.at("inp_pos").get_node_shared_ptr(); + std::shared_ptr rope_freqs_weight; + if (tensor_map.find("rope_freqs.weight") != tensor_map.end()) { + rope_freqs_weight = tensor_map.at("rope_freqs.weight").get_node_shared_ptr(); + } + + auto sin_cos = make_sin_cos(rope_params, inp_pos, rope_freqs_weight); + auto sin_theta = sin_cos.first; + auto cos_theta = sin_cos.second; + + cos_theta.get_node_shared_ptr()->set_friendly_name("rope_cos"); + sin_theta.get_node_shared_ptr()->set_friendly_name("rope_sin"); + tensor_map.insert({"rope_cos", cos_theta}); + tensor_map.insert({"rope_sin", sin_theta}); +} + +// Create common patterns +void preprocess(TensorMap & tensor_map, GgmlDecoder & ggml_model_decoder) { + add_sliced_mask(tensor_map, ggml_model_decoder); + add_rope_sin_cos(tensor_map, ggml_model_decoder); +} + +} // namespace + +TranslateSession::TranslateSession(const frontend::InputModel::Ptr & input_model, + const std::unordered_map & translator_map, + bool naive) : + m_input_model(input_model), + m_translator_map(translator_map), + m_ov_model(nullptr), + m_naive(naive) {} + +std::shared_ptr TranslateSession::get_converted_model() { + if (m_ov_model) { + return m_ov_model; + } + m_ov_model = translate_graph(m_input_model); + return m_ov_model; +} + +std::shared_ptr TranslateSession::translate_graph(const frontend::InputModel::Ptr & input_model) { + ov::ParameterVector params; + ov::ResultVector results; + auto tensor_map = std::make_shared(); + std::shared_ptr resulting_model; + + const auto & ggml_model = std::dynamic_pointer_cast(input_model); + std::shared_ptr ggml_model_decoder = ggml_model->get_model_decoder(); + + for (const auto & it : ggml_model_decoder->get_model_inputs()) { + params.push_back(std::dynamic_pointer_cast(it.second)); + (*tensor_map)[it.first] = it.second; + } + + for (const auto & it : ggml_model_decoder->get_model_extra_inputs()) { + if (std::dynamic_pointer_cast(it.second)) { + params.push_back(std::dynamic_pointer_cast(it.second)); + } + (*tensor_map)[it.first] = it.second; + } + + for (const auto & it : ggml_model_decoder->get_model_weights()) { + (*tensor_map)[it.first] = it.second; + } + + auto node_visitor = [&](std::shared_ptr decoder, int node_idx) { + auto operation_type = decoder->get_op_type(node_idx); + if (operation_type == "GGML_OP_NONE") { + return; + } + + ov::OutputVector converted_outputs; + auto it = m_translator_map.find(operation_type); + FRONT_END_OP_CONVERSION_CHECK(it != m_translator_map.end(), "Translation for operation type ", operation_type, + " is not implemented."); + NodeContext node_context(decoder, tensor_map, node_idx, this); + converted_outputs = it->second(node_context); + + const auto & node_output_names = decoder->get_output_names(node_idx); + FRONT_END_OP_CONVERSION_CHECK(node_output_names.size() == converted_outputs.size(), "Number of ", + operation_type, " outputs greater than number of converted outputs, which are ", + node_output_names.size(), " and ", converted_outputs.size(), " respectively."); + + for (size_t i = 0; i < node_output_names.size(); ++i) { + auto output_name = node_output_names[i]; + if (i < converted_outputs.size() && converted_outputs[i].get_node_shared_ptr() != nullptr) { + (*tensor_map)[output_name] = converted_outputs[i]; + } + } + }; + + if (!m_naive) { + preprocess(*tensor_map, *ggml_model_decoder); + } + ggml_model_decoder->visit_subgraph(node_visitor); + + for (const auto & name : ggml_model_decoder->get_model_output_names()) { + FRONT_END_GENERAL_CHECK(tensor_map->find(name) != tensor_map->end(), + "Output name not found in tensor map: ", name); + auto result = std::make_shared(tensor_map->at(name)); + result->set_friendly_name(name); + results.push_back(result); + } + + ov::ParameterVector used_params; + for (const auto & param : params) { + if (!param->output(0).get_target_inputs().empty()) { + used_params.push_back(param); + } + } + // if (auto diff = params.size() - used_params.size()) { + // GGML_LOG_INFO("%zu parameters are not used in the model.", diff); + // } + resulting_model = std::make_shared(results, used_params); + + apply_transformations(resulting_model); + return resulting_model; +} + +std::shared_ptr TranslateSession::apply_transformations(std::shared_ptr model) { + auto ggml_model_decoder = std::dynamic_pointer_cast(m_input_model)->get_model_decoder(); + { + ov::pass::Manager manager; + manager.set_per_pass_validation(true); + manager.register_pass(); + + if (ggml_model_decoder->is_stateful()) { + const auto kv_param_res_names = ggml_model_decoder->get_kv_param_res_names(); + const auto kv_param_res_pairs = get_kv_param_res_pairs(model, kv_param_res_names); + manager.register_pass(kv_param_res_pairs); + } + + if (ggml_model_decoder->is_static()) { + manager.register_pass(); + manager.register_pass(); + } + manager.run_passes(model); + if (ggml_model_decoder->is_stateful()) { + auto output_names = ggml_model_decoder->get_model_output_names(); + std::map model_output_indexes; + for (size_t i=0; iget_output_size(); i++) { + auto output_friendly_name = model->output(i).get_node_shared_ptr()->get_friendly_name(); + auto output_id = model_output_indexes[output_friendly_name]; + auto model_output_shape = model->output(i).get_partial_shape(); + auto decoder_output_shape = ggml_model_decoder->get_output_shape(output_id); + if (model_output_shape.rank().is_static() && decoder_output_shape.rank().is_static() + && model_output_shape.rank().get_length() + 1 == decoder_output_shape.rank().get_length() + && decoder_output_shape[0].is_static() && decoder_output_shape[0].get_length() == 1) { + ppp.output(i).postprocess().custom([](const ov::Output& node) { + auto axes = ov::op::v0::Constant::create(ov::element::i32, ov::Shape{1}, {0}); + return std::make_shared(node, axes); + }); + } + } + model = ppp.build(); + } + } + return model; +} + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/translate_session.h b/ggml/src/ggml-openvino/openvino/translate_session.h new file mode 100644 index 0000000000..56a14ae7c0 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/translate_session.h @@ -0,0 +1,28 @@ +#pragma once + +#include "input_model.h" +#include "node_context.h" + +namespace ov { +namespace frontend { +namespace ggml { + +class TranslateSession { +public: + TranslateSession(const frontend::InputModel::Ptr& input_model, + const std::unordered_map& translator_map, bool naive = false); + + std::shared_ptr get_converted_model(); + std::shared_ptr translate_graph(const frontend::InputModel::Ptr& input_model); + +private: + std::shared_ptr apply_transformations(std::shared_ptr model); + const frontend::InputModel::Ptr m_input_model; + const std::unordered_map& m_translator_map; + std::shared_ptr m_ov_model; + bool m_naive; +}; + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/utils.cpp b/ggml/src/ggml-openvino/openvino/utils.cpp new file mode 100644 index 0000000000..65356a51b5 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/utils.cpp @@ -0,0 +1,226 @@ +#include "utils.h" + +#include "ggml-impl.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace ov { +namespace frontend { +namespace ggml { + +std::string getCurrentTime() { + std::time_t now = std::time(nullptr); + char buf[100]; + std::strftime(buf, sizeof(buf), "%Y-%m-%d %H:%M:%S", std::localtime(&now)); + return buf; +} + +void num_inputs_check(const NodeContext & context, size_t min_inputs, size_t max_inputs) { + auto input_size = context.get_input_size(); + FRONT_END_OP_CONVERSION_CHECK(input_size >= min_inputs, "Got less inputs than expected"); + FRONT_END_OP_CONVERSION_CHECK(input_size <= max_inputs, "Got more inputs than expected"); +} + +int non_cont_dim(std::vector ne, std::vector nb) { + int dim = nb.size() - 1; + size_t bytes = nb[dim]; + for (int i = dim; i > 0; i--) { + bytes *= ne[i]; + if (bytes != nb[i - 1]) { + return i; + } + } + return 0; +} + +std::shared_ptr get_dimensions(const std::shared_ptr & shape, + const std::vector & dims) { + using namespace ov::op; + const auto zero = v0::Constant::create(ov::element::i32, ov::Shape{}, {0}); + const auto dims_const = v0::Constant::create(ov::element::i32, ov::Shape{dims.size()}, dims); + return std::make_shared(shape, dims_const, zero); +} + +std::shared_ptr get_dimensions(const std::shared_ptr & node, const std::vector & dims) { + return get_dimensions(std::make_shared(node), dims); +} + +OutputVector rename_outputs_with_suffix(const OutputVector & outputs, const std::string & suffix) { + for (const auto & output : outputs) { + auto node = output.get_node_shared_ptr(); + std::string name = node->get_friendly_name(); + name += "_"; + name += suffix; + node->set_friendly_name(name); + // std::cout << name << " " << output.get_partial_shape() << std::endl; + } + return outputs; +} + +namespace { +ov::Output rope_yarn_ramp_mix(int n_dims, const float corr_dims[2], float ext_factor) { + int half_n_dims = n_dims / 2; + std::vector dim_ids_vec(half_n_dims); + std::iota(dim_ids_vec.begin(), dim_ids_vec.end(), 0); + auto dim_ids = ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1, (size_t) half_n_dims}, dim_ids_vec); + auto corr_low = ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1, 1}, {corr_dims[0]}); + auto corr_high = ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1, 1}, {corr_dims[1]}); + auto denom = std::make_shared( + std::make_shared(corr_high, corr_low), + ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1, 1}, {0.001f})); + auto ramp_y = + std::make_shared(std::make_shared(dim_ids, corr_low), denom); + auto ramp_clamped = std::make_shared(ramp_y, 0.0f, 1.0f); + auto ext_factor_node = ov::op::v0::Constant::create(ov::element::f32, Shape{}, {ext_factor}); + auto ramp_mix = std::make_shared(ramp_clamped, ext_factor_node); + return ramp_mix; +} + +float ggml_rope_yarn_corr_dim(int n_dims, int n_ctx_orig, float n_rot, float base) { +#ifndef M_PI +# define M_PI 3.14159265358979323846 +#endif + return n_dims * logf(n_ctx_orig / (n_rot * 2 * (float) M_PI)) / (2 * logf(base)); +} + +void ggml_rope_yarn_corr_dims(int n_dims, + int n_ctx_orig, + float freq_base, + float beta_fast, + float beta_slow, + float dims[2]) { + float start = floorf(ggml_rope_yarn_corr_dim(n_dims, n_ctx_orig, beta_fast, freq_base)); + float end = ceilf(ggml_rope_yarn_corr_dim(n_dims, n_ctx_orig, beta_slow, freq_base)); + dims[0] = std::max(0.0f, start); + dims[1] = std::min(static_cast(n_dims - 1), end); +} +} // namespace + +std::pair, ov::Output> make_sin_cos(int32_t * rope_params, + std::shared_ptr inp_pos, + std::shared_ptr rope_freqs_weight, + bool stateful) { + if (stateful) { + inp_pos = std::make_shared(inp_pos, ov::op::v0::Constant::create(ov::element::i64, {1}, {0})); + inp_pos = std::make_shared(inp_pos, ov::element::f32); + auto pos_perm = + std::make_shared(ov::element::i64, ov::Shape{3}, std::vector{2, 1, 0}); + inp_pos = std::make_shared(inp_pos, pos_perm); + } else { + inp_pos = std::make_shared(inp_pos, ov::element::f32); + auto pos_perm = + std::make_shared(ov::element::i64, ov::Shape{4}, std::vector{0, 3, 1, 2}); + inp_pos = std::make_shared(inp_pos, pos_perm); + } + + float freq_base; + float freq_scale; + float ext_factor; + float attn_factor; + float beta_fast; + float beta_slow; + const int n_dims = rope_params[1]; + const int n_ctx_orig = rope_params[4]; + memcpy(&freq_base, rope_params + 5, sizeof(float)); + memcpy(&freq_scale, rope_params + 6, sizeof(float)); + memcpy(&ext_factor, rope_params + 7, sizeof(float)); + memcpy(&attn_factor, rope_params + 8, sizeof(float)); + memcpy(&beta_fast, rope_params + 9, sizeof(float)); + memcpy(&beta_slow, rope_params + 10, sizeof(float)); + + const float theta_scale = powf(freq_base, -2.0f / n_dims); + + float corr_dims[2]; + ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims); + + std::vector factor(n_dims / 2); + factor[0] = 1.0f; + for (size_t i = 1; i < factor.size(); i++) { + factor[i] = theta_scale * factor[i - 1]; + } + + Output freq_factors; + if (stateful) { + freq_factors = + std::make_shared(ov::element::f32, ov::Shape{1, 1, factor.size()}, factor); + } else { + freq_factors = + std::make_shared(ov::element::f32, ov::Shape{1, 1, 1, factor.size()}, factor); + } + if (rope_freqs_weight) { + freq_factors = std::make_shared(freq_factors, rope_freqs_weight); + } + + auto theta_extrap = std::make_shared(freq_factors, inp_pos); + auto theta_interp = std::make_shared( + theta_extrap, ov::op::v0::Constant::create(ov::element::f32, {1}, {freq_scale})); + + Output theta; + float mscale = attn_factor; + if (ext_factor == 0.0f) { + theta = theta_interp; + } else { + auto ramp_mix = rope_yarn_ramp_mix(n_dims, corr_dims, ext_factor); + Output one; + if (stateful) { + one = ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1}, {1.0f}); + } else { + one = ov::op::v0::Constant::create(ov::element::f32, Shape{1, 1, 1, 1}, {1.0f}); + } + auto one_minus_ramp = std::make_shared(one, ramp_mix); + + theta = std::make_shared(std::make_shared(theta_interp, one_minus_ramp), + std::make_shared(theta_extrap, ramp_mix)); + mscale *= (1.0f + 0.1f * std::log(1.0f / freq_scale)); + } + + Output cos_theta = std::make_shared(theta); + Output sin_theta = std::make_shared(theta); + + auto mscale_node = ov::op::v0::Constant::create(ov::element::f32, Shape{}, {mscale}); + + cos_theta = std::make_shared(cos_theta, mscale_node); + sin_theta = std::make_shared(sin_theta, mscale_node); + return std::make_pair(sin_theta, cos_theta); +} + +ov::Output process_view_input(const NodeContext & context, int input_index, int slice_len) { + // Only works for VIEW operations that slice at the lowest dimension + // If the VIEW also reshape the result, `slice_len` should be provided + auto input = context.get_input(input_index); + auto * op_params = (size_t *) context.get_input_op_params(input_index); + auto src1_stride = context.get_input_stride(input_index); + + int64_t split_addr = op_params[0] / src1_stride[3]; + if (slice_len == 0) { + slice_len = context.get_input_shape(input_index)[3].get_length(); + } + int64_t slice_end = split_addr + slice_len; + + auto begin = ov::op::v0::Constant::create(ov::element::i64, {1}, {split_addr}); + auto end = ov::op::v0::Constant::create(ov::element::i64, {1}, {slice_end}); + auto stride = ov::op::v0::Constant::create(ov::element::i64, {1}, {1}); + auto axes = ov::op::v0::Constant::create(ov::element::i64, {1}, {context.is_stateful() ? 2 : 3}); + auto sliced = std::make_shared(input, begin, end, stride, axes); + return sliced; +} + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/openvino/utils.h b/ggml/src/ggml-openvino/openvino/utils.h new file mode 100644 index 0000000000..88dcad4c90 --- /dev/null +++ b/ggml/src/ggml-openvino/openvino/utils.h @@ -0,0 +1,85 @@ +#pragma once + +#include +#include +#include +#include +#include + +#include "node_context.h" + +namespace ov { +namespace frontend { +namespace ggml { + +std::string getCurrentTime(); + +void dump_ov_model(std::shared_ptr model); + +void num_inputs_check(const NodeContext& context, size_t min_inputs, size_t max_inputs); + +int non_cont_dim(std::vector ne, std::vector nb); + +template +std::vector argsort_descend(const std::vector& v) { + std::vector idx(v.size()); + std::iota(idx.begin(), idx.end(), 0); + std::sort(idx.begin(), idx.end(), [&v](int i1, int i2) { + return v[i1] > v[i2]; + }); + return idx; +} + +template +std::vector sorted_descend(std::vector v) { + std::sort(v.begin(), v.end(), [](T a, T b) { + return a > b; + }); + return v; +} + +template +bool is_permuted(const std::vector& strides) { + for (size_t i = 0; i < strides.size() - 1; ++i) { + if (strides[i] < strides[i + 1]) { + return true; + } + } + return false; +} + +template +std::vector permute(const std::vector& x, const std::vector& perm) { + std::vector result; + result.reserve(perm.size()); + for (int i : perm) { + result.push_back(x[i]); + } + return result; +} + +std::shared_ptr get_dimensions(const std::shared_ptr& shape, + const std::vector& dims); +std::shared_ptr get_dimensions(const std::shared_ptr& node, const std::vector& dims); + +OutputVector rename_outputs_with_suffix(const OutputVector& outputs, const std::string& suffix); + +std::pair, ov::Output> make_sin_cos(int32_t* rope_params, + std::shared_ptr inp_pos, + std::shared_ptr rope_freqs_weight = nullptr, + bool stateful = false); + +ov::Output process_view_input(const NodeContext& context, int input_index, int slice_len = 0); + +namespace op { +template +OutputVector translate_1to1_match_2_inputs(const NodeContext& context) { + num_inputs_check(context, 2, 2); + auto res = std::make_shared(context.get_input(0), context.get_input(1)); + return rename_outputs_with_suffix({res}, context.get_name()); +} +} // namespace op + +} // namespace ggml +} // namespace frontend +} // namespace ov diff --git a/ggml/src/ggml-openvino/utils.cpp b/ggml/src/ggml-openvino/utils.cpp new file mode 100644 index 0000000000..1b553a0de0 --- /dev/null +++ b/ggml/src/ggml-openvino/utils.cpp @@ -0,0 +1,823 @@ +#include "utils.h" + +#include "ggml-impl.h" +#include "ggml-openvino-extra.h" +#include "ggml-openvino/ggml-decoder.h" +#include "ggml.h" +#include "openvino/frontend.h" +#include "openvino/input_model.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +// Suppress deprecation warning for ov::Tensor::data() +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wdeprecated-declarations" + +enum ggml_status ov_graph_compute(ggml_cgraph * cgraph, ggml_backend_t backend) { + ggml_backend_openvino_context * ctx = (ggml_backend_openvino_context *) backend->context; + try { + if (getenv("GGML_OPENVINO_DUMP_CGRAPH")) { + std::string filename = "cgraph_ov.txt"; + GgmlOvDecoder::dump_cgraph(cgraph, filename); + } + + const auto is_static = ggml_openvino_is_npu(); + + GGML_ASSERT(ctx->runtime_context != nullptr); + std::shared_ptr r_ctx = std::static_pointer_cast(ctx->runtime_context); + + return is_static ? ov_graph_compute_static(cgraph, r_ctx) : ov_graph_compute_dynamic(cgraph, r_ctx); + } catch (const ov::Exception & e) { + GGML_LOG_ERROR("GGML OpenVINO backend ov::Exception: %s\n", e.what()); + return GGML_STATUS_FAILED; + } catch (const std::exception & e) { + GGML_LOG_ERROR("GGML OpenVINO backend std::exception: %s\n", e.what()); + return GGML_STATUS_FAILED; + } catch (...) { + GGML_LOG_ERROR("GGML OpenVINO backend unknown exception\n"); + return GGML_STATUS_FAILED; + } +} + +ov::Tensor create_ov_output_tensor(std::shared_ptr ggml_decoder, + std::shared_ptr infer_request, + int output_index, + const ggml_tensor * ggml_tensor) { + auto output_type = ggml_decoder->get_ov_type(ggml_tensor); + ov::Shape output_shape; + if (ggml_decoder->is_static()) { + output_shape = infer_request->get_output_tensor(output_index).get_shape(); + } else { + output_shape = ggml_decoder->get_shape(ggml_tensor); + } + + ov::Tensor output_tensor(output_type, output_shape, ggml_tensor->data); + return output_tensor; +} + +enum ggml_status ov_graph_compute_dynamic(ggml_cgraph * cgraph, std::shared_ptr r_ctx) { + auto & core = ov_singleton_core(); + const auto & config = ggml_openvino_get_compile_config(); + auto device = r_ctx->device; + bool stateful = r_ctx->stateful; + static auto is_static = false; + + if (is_naive(cgraph)) { + return naive_compute(cgraph, core, device, config); + } + + auto start_time = ggml_time_us(); + + std::shared_ptr ggml_decoder; + std::shared_ptr infer_request; + ModelParams m_params; + ComputeParams c_params; + std::tie(m_params, c_params) = GgmlOvDecoder::compute_llm_params(cgraph, is_static); + + graph_key key(cgraph); + bool cache_hit; + + int64_t decoder_end_time; + int64_t conversion_end_time; + int64_t compile_end_time; + int64_t infer_end_time; + + { + std::lock_guard lock(r_ctx->ov_compute_mutex); + + auto it = r_ctx->decoder_cache.find(key); + + cache_hit = it != r_ctx->decoder_cache.end(); + ModelParams old_m_params; + if (cache_hit) { + ggml_decoder = it->second; + old_m_params = ggml_decoder->get_model_params(); + cache_hit = old_m_params.can_reuse_dynamically(m_params); + } + + if (cache_hit) { + std::map> model_weights; + ggml_decoder->set_compute_params(c_params); + ggml_decoder->set_model_params(m_params); + if (old_m_params.kv_buffer_changed(m_params)) { + ggml_decoder->update_io(cgraph); + } + ggml_decoder->add_extra_inputs(); + infer_request = r_ctx->infer_request_cache.at(key); + + if (stateful) { + const auto * inp_pos = get_inp_pos_tensor(cgraph); + int32_t * pos_data = (int32_t *) inp_pos->data; + auto pos_shape = ggml_decoder->get_shape(inp_pos); + if (pos_data[0] == 0) { + infer_request->reset_state(); + r_ctx->stateful_kv_size = pos_shape[3]; + } else if (r_ctx->stateful_kv_size == static_cast(pos_data[0])) { + r_ctx->stateful_kv_size += pos_shape[3]; + } else { + auto states = infer_request->query_state(); + for (auto state : states) { + auto state_tensor = state.get_state(); + auto state_tensor_shape = state_tensor.get_shape(); + if (static_cast(pos_data[0]) > r_ctx->stateful_kv_size) { + std::string state_name; + try { + state_name = r_ctx->kv_state_input_name_map.at(state.get_name()); + } catch (...) { + GGML_LOG_ERROR("GGML OpenVINO backend stateful inference failed: no input found for the state\n"); + return GGML_STATUS_FAILED; + } + auto kv_tensor = get_ov_input_tensor(ggml_decoder, state_name); + kv_tensor.set_shape({state_tensor_shape[0], kv_tensor.get_shape()[2], + state_tensor_shape[2], state_tensor_shape[3]}); + state_tensor = kv_tensor; + state_tensor_shape = state_tensor.get_shape(); + } + ov::Coordinate begin = {0, 0, 0, 0}; + ov::Coordinate end = {state_tensor_shape[0], static_cast(pos_data[0]), + state_tensor_shape[2], state_tensor_shape[3]}; + ov::Tensor new_state_tensor(state_tensor, begin, end); + state.set_state(new_state_tensor); + } + r_ctx->stateful_kv_size = pos_data[0] + 1; + } + } + + decoder_end_time = ggml_time_us(); + conversion_end_time = decoder_end_time; + compile_end_time = decoder_end_time; + } else { + r_ctx->infer_request_cache.erase(key); + + std::shared_ptr model; + auto model_weights = GgmlOvDecoder::create_weight_nodes(cgraph); + + ggml_decoder = std::make_shared(cgraph, m_params, c_params, model_weights, is_static, stateful); + decoder_end_time = ggml_time_us(); + + auto input_model = std::make_shared(ggml_decoder); + model = ov::frontend::ggml::FrontEnd::convert(input_model); + ggml_decoder->clear_model_weights(); + conversion_end_time = ggml_time_us(); + + if (getenv("GGML_OPENVINO_DUMP_IR")) { + char timestamped_filename[64]; + auto timestamp = (long long) ggml_time_us(); + snprintf(timestamped_filename, sizeof(timestamped_filename), "model_%lld.xml", timestamp); + ov::serialize(model, timestamped_filename); + } + + ov::CompiledModel compiled_model; + auto remote_context = ggml_openvino_get_remote_context(); + if (remote_context.has_value()) { + compiled_model = core.compile_model(model, remote_context.value(), config); + } else { + compiled_model = core.compile_model(model, device, config); + } + compile_end_time = ggml_time_us(); + infer_request = std::make_shared(compiled_model.create_infer_request()); + r_ctx->infer_request_cache[key] = infer_request; + r_ctx->decoder_cache[key] = ggml_decoder; + + std::vector ov_input_names; + std::vector ov_output_names; + for (const auto & ov_param : model->get_parameters()) { + ov_input_names.push_back(ov_param->get_friendly_name()); + } + for (const auto & ov_output : model->get_results()) { + ov_output_names.push_back(ov_output->get_friendly_name()); + } + r_ctx->ov_input_names_cache[key] = std::move(ov_input_names); + r_ctx->ov_output_names_cache[key] = std::move(ov_output_names); + + if (stateful) { + const auto * inp_pos = get_inp_pos_tensor(cgraph); + auto pos_shape = ggml_decoder->get_shape(inp_pos); + r_ctx->stateful_kv_size = pos_shape[3]; + const auto kv_param_res_names = ggml_decoder->get_kv_param_res_names(); + for (const auto& pair : kv_param_res_names) { + r_ctx->kv_state_input_name_map[pair.first+pair.second] = pair.first; + } + } + } + + auto ov_input_names = r_ctx->ov_input_names_cache[key]; + auto ov_output_names = r_ctx->ov_output_names_cache[key]; + + for (size_t i = 0; i < ov_input_names.size(); i++) { + auto param_name = ov_input_names[i]; + auto input_tensor = get_ov_input_tensor(ggml_decoder, param_name); + infer_request->set_input_tensor(i, input_tensor); + + if (getenv("GGML_OPENVINO_DEBUG_INPUT")) { + print_input_tensor_info(param_name, input_tensor); + } + } + + for (size_t i = 0; i < ov_output_names.size(); i++) { + auto * ggml_tensor = ggml_decoder->get_model_outputs().at(ov_output_names[i]); + auto output_tensor = create_ov_output_tensor(ggml_decoder, infer_request, i, ggml_tensor); + infer_request->set_output_tensor(i, output_tensor); + } + + infer_request->infer(); + infer_end_time = ggml_time_us(); + + if (getenv("GGML_OPENVINO_DEBUG_OUTPUT")) { + for (size_t i = 0; i < ov_output_names.size(); i++) { + const auto output_tensor = infer_request->get_output_tensor(i); + print_output_tensor_info(ov_output_names[i], output_tensor, output_tensor.data()); + } + } + + if (getenv("GGML_OPENVINO_PROFILING")) { + GGML_LOG_INFO("\nGGML OpenVINO Backend: \n"); + GGML_LOG_INFO(" - Graph decoder time: %ld ms \n", (decoder_end_time - start_time) / 1000); + if (!cache_hit) { + GGML_LOG_INFO(" - Graph conversion time: %ld ms \n", (conversion_end_time - decoder_end_time) / 1000); + GGML_LOG_INFO(" - Graph compile time: %ld ms \n", (compile_end_time - conversion_end_time) / 1000); + } + GGML_LOG_INFO(" - Graph inference time: %ld ms \n", (infer_end_time - compile_end_time) / 1000); + } + } + + return GGML_STATUS_SUCCESS; +} + +enum ggml_status ov_graph_compute_static(ggml_cgraph * cgraph, std::shared_ptr r_ctx) { + auto & core = ov_singleton_core(); + + auto get_prefill_chunk_size = [] { + const char * chunk_size_str = getenv("GGML_OPENVINO_PREFILL_CHUNK_SIZE"); + if (chunk_size_str && atoi(chunk_size_str) > 0) { + return atoi(chunk_size_str); + } + return 256; + }; + + static std::string device = "NPU"; + static auto is_static = true; + static auto stateful = false; + static auto prefill_chunk_size = get_prefill_chunk_size(); + const auto & config = ggml_openvino_get_compile_config(); + + if (is_naive(cgraph)) { + return naive_compute(cgraph, core, device, config); + } + + auto start_time = ggml_time_us(); + + std::shared_ptr ggml_decoder; + std::shared_ptr infer_request; + ModelParams m_params; + ComputeParams c_params; + std::tie(m_params, c_params) = GgmlOvDecoder::compute_llm_params(cgraph, is_static); + + const auto * inp_pos = get_inp_pos_tensor(cgraph); + const auto is_prefill = get_is_prefill(inp_pos); + graph_key key(cgraph); + bool cache_hit; + + int64_t decoder_end_time; + int64_t conversion_end_time; + int64_t compile_end_time; + int64_t infer_end_time; + + auto it = r_ctx->decoder_cache.find(key); + + cache_hit = it != r_ctx->decoder_cache.end(); + ModelParams old_m_params; + if (cache_hit) { + ggml_decoder = it->second; + old_m_params = ggml_decoder->get_model_params(); + cache_hit = old_m_params.can_reuse_statically(m_params); + } + + if (cache_hit) { + std::map> model_weights; + ggml_decoder->m_is_prefill = is_prefill; + ggml_decoder->set_model_params(m_params); + ggml_decoder->set_compute_params(c_params); + if (old_m_params.kv_buffer_changed(m_params)) { + ggml_decoder->update_io(cgraph); + } + ggml_decoder->add_extra_inputs(); + infer_request = is_prefill ? r_ctx->infer_request_cache_prefill.at(key) : r_ctx->infer_request_cache.at(key); + + decoder_end_time = ggml_time_us(); + conversion_end_time = decoder_end_time; + compile_end_time = decoder_end_time; + } else { + r_ctx->infer_request_cache.erase(key); + r_ctx->infer_request_cache_prefill.erase(key); + + std::shared_ptr model; + auto model_weights = GgmlOvDecoder::create_weight_nodes(cgraph); + + auto ggml_decoder_prefill = std::make_shared(cgraph, m_params, c_params, model_weights, + is_static, stateful, true, prefill_chunk_size); + auto ggml_decoder_decode = std::make_shared(cgraph, m_params, c_params, model_weights, is_static, + stateful, false, prefill_chunk_size); + decoder_end_time = ggml_time_us(); + + auto input_model_prefill = std::make_shared(ggml_decoder_prefill); + auto input_model_decode = std::make_shared(ggml_decoder_decode); + + auto model_prefill = ov::frontend::ggml::FrontEnd::convert(input_model_prefill); + ggml_decoder_prefill->clear_model_weights(); + auto model_decode = ov::frontend::ggml::FrontEnd::convert(input_model_decode); + ggml_decoder_decode->clear_model_weights(); + conversion_end_time = ggml_time_us(); + + if (getenv("GGML_OPENVINO_DUMP_IR")) { + char timestamped_filename[64]; + auto timestamp = (long long) ggml_time_us(); + snprintf(timestamped_filename, sizeof(timestamped_filename), "model_prefill_%lld.xml", timestamp); + ov::serialize(model_prefill, timestamped_filename); + snprintf(timestamped_filename, sizeof(timestamped_filename), "model_decode_%lld.xml", timestamp); + ov::serialize(model_decode, timestamped_filename); + } + + ov::CompiledModel compiled_model_prefill; + ov::CompiledModel compiled_model_decode; + auto remote_context = ggml_openvino_get_remote_context(); + if (remote_context.has_value()) { + compiled_model_prefill = core.compile_model(model_prefill, remote_context.value(), config); + compiled_model_decode = core.compile_model(model_decode, remote_context.value(), config); + } else { + compiled_model_prefill = core.compile_model(model_prefill, device, config); + compiled_model_decode = core.compile_model(model_decode, device, config); + } + + r_ctx->infer_request_cache_prefill[key] = + std::make_shared(compiled_model_prefill.create_infer_request()); + r_ctx->infer_request_cache[key] = + std::make_shared(compiled_model_decode.create_infer_request()); + compile_end_time = ggml_time_us(); + + model = is_prefill ? model_prefill : model_decode; + ggml_decoder = is_prefill ? ggml_decoder_prefill : ggml_decoder_decode; + infer_request = is_prefill ? r_ctx->infer_request_cache_prefill[key] : r_ctx->infer_request_cache[key]; + r_ctx->decoder_cache[key] = ggml_decoder; + + std::vector ov_input_names; + std::vector ov_output_names; + for (const auto & ov_param : model->get_parameters()) { + ov_input_names.push_back(ov_param->get_friendly_name()); + } + for (const auto & ov_output : model->get_results()) { + ov_output_names.push_back(ov_output->get_friendly_name()); + } + r_ctx->ov_input_names_cache[key] = std::move(ov_input_names); + r_ctx->ov_output_names_cache[key] = std::move(ov_output_names); + } + + auto ov_input_names = r_ctx->ov_input_names_cache[key]; + auto ov_output_names = r_ctx->ov_output_names_cache[key]; + + if (is_prefill) { + auto inp_len = inp_pos->ne[0]; + for (int chunk_index = 0; chunk_index * prefill_chunk_size < inp_len; chunk_index++) { + for (size_t i = 0; i < ov_input_names.size(); i++) { + auto param_name = ov_input_names[i]; + auto input_tensor = get_ov_input_tensor_static_prefill(ggml_decoder, param_name, chunk_index); + infer_request->set_input_tensor(i, input_tensor); + + if (getenv("GGML_OPENVINO_DEBUG_INPUT")) { + const auto input_tensor = infer_request->get_input_tensor(i); + print_input_tensor_info(param_name, input_tensor); + } + } + + for (size_t i = 0; i < ov_output_names.size(); i++) { + auto * ggml_tensor = ggml_decoder->get_model_outputs().at(ov_output_names[i]); + auto output_tensor = create_ov_output_tensor(ggml_decoder, infer_request, i, ggml_tensor); + infer_request->set_output_tensor(i, output_tensor); + } + + infer_request->infer(); + + if (getenv("GGML_OPENVINO_DEBUG_OUTPUT")) { + for (size_t i = 0; i < ov_output_names.size(); i++) { + const auto output_tensor = infer_request->get_output_tensor(i); + print_output_tensor_info(ov_output_names[i], output_tensor, output_tensor.data()); + } + } + } + infer_end_time = ggml_time_us(); + } else { + for (size_t i = 0; i < ov_input_names.size(); i++) { + auto param_name = ov_input_names[i]; + auto input_tensor = get_ov_input_tensor_static_decode(ggml_decoder, param_name); + infer_request->set_input_tensor(i, input_tensor); + + if (getenv("GGML_OPENVINO_DEBUG_INPUT")) { + const auto input_tensor = infer_request->get_input_tensor(i); + print_input_tensor_info(param_name, input_tensor); + } + } + + for (size_t i = 0; i < ov_output_names.size(); i++) { + auto * ggml_tensor = ggml_decoder->get_model_outputs().at(ov_output_names[i]); + auto output_tensor = create_ov_output_tensor(ggml_decoder, infer_request, i, ggml_tensor); + infer_request->set_output_tensor(i, output_tensor); + } + + infer_request->infer(); + infer_end_time = ggml_time_us(); + + if (getenv("GGML_OPENVINO_DEBUG_OUTPUT")) { + for (size_t i = 0; i < ov_output_names.size(); i++) { + const auto output_tensor = infer_request->get_output_tensor(i); + print_output_tensor_info(ov_output_names[i], output_tensor, output_tensor.data()); + } + } + } + + if (getenv("GGML_OPENVINO_PROFILING")) { + GGML_LOG_INFO("\nGGML OpenVINO Backend: \n"); + GGML_LOG_INFO(" - Graph decoder time: %ld ms \n", (decoder_end_time - start_time) / 1000); + if (!cache_hit) { + GGML_LOG_INFO(" - Graph conversion time: %ld ms \n", (conversion_end_time - decoder_end_time) / 1000); + GGML_LOG_INFO(" - Graph compile time: %ld ms \n", (compile_end_time - conversion_end_time) / 1000); + } + GGML_LOG_INFO(" - Graph inference time: %ld ms \n", (infer_end_time - compile_end_time) / 1000); + } + + return GGML_STATUS_SUCCESS; +} + +bool is_naive(ggml_cgraph * cgraph) { + constexpr int naive_graph_size_threshold = 20; + int count = 0; + for (int i = 0; i < cgraph->n_nodes; i++) { + if (cgraph->nodes[i]->op != GGML_OP_NONE) { + count++; + } + } + return count < naive_graph_size_threshold; +} + +enum ggml_status naive_compute(ggml_cgraph * cgraph, + ov::Core & core, + const std::string & device, + const ov::AnyMap & config) { + if (cgraph->n_nodes == 1 && (cgraph->nodes[0]->op == GGML_OP_NONE || cgraph->nodes[0]->op == GGML_OP_VIEW)) { + return GGML_STATUS_SUCCESS; + } + + bool naive = true; + auto model_weights = GgmlOvDecoder::create_weight_nodes(cgraph, naive); + auto decoder = std::make_shared(cgraph, model_weights); + auto input_model = std::make_shared(decoder); + auto model = ov::frontend::ggml::FrontEnd::convert(input_model, naive); + if (getenv("GGML_OPENVINO_DUMP_IR")) { + ov::serialize(model, "IR_naive.xml"); + } + + std::shared_ptr infer_request; + auto remote_context = ggml_openvino_get_remote_context(); + if (cgraph->nodes[0]->op == GGML_OP_MUL_MAT) { + // TODO ACCURACY hint triggers a bug in GPU plugin/driver on Lunar Lake. Remove once CVS-182166 is resolved + core.set_property(device, ov::hint::execution_mode(ov::hint::ExecutionMode::PERFORMANCE)); + } else { + core.set_property(device, ov::hint::execution_mode(ov::hint::ExecutionMode::ACCURACY)); + } + if (remote_context.has_value()) { + infer_request = std::make_shared( + core.compile_model(model, remote_context.value(), config).create_infer_request()); + } else { + infer_request = + std::make_shared(core.compile_model(model, device, config).create_infer_request()); + } + + auto ov_params = model->get_parameters(); + for (size_t i = 0; i < ov_params.size(); i++) { + auto param_name = ov_params[i]->get_friendly_name(); + auto input_tensor = get_ov_input_tensor(decoder, param_name); + infer_request->set_input_tensor(i, input_tensor); + } + + auto ov_results = model->get_results(); + for (size_t i = 0; i < ov_results.size(); i++) { + auto * ggml_tensor = decoder->get_model_outputs().at(ov_results[i]->get_friendly_name()); + auto output_tensor = create_ov_output_tensor(decoder, infer_request, i, ggml_tensor); + infer_request->set_output_tensor(i, output_tensor); + } + + infer_request->infer(); + return GGML_STATUS_SUCCESS; +} + +namespace { +ov::Tensor convert_ggml_input_to_ov(std::shared_ptr ggml_decoder, const std::string & name) { + const auto * ggml_tensor = ggml_decoder->get_input_ggml_tensor(name); + + if (ggml_tensor->extra != nullptr) { + // GGML_LOG_DEBUG("Using ggml_tensor->extra as ov::Tensor for input: %s\n", name.c_str()); + auto * extra_base = static_cast(ggml_tensor->extra); + if (extra_base->type != ggml_openvino_extra_base::Type::TENSOR) { + throw std::runtime_error("ggml tensor extra is not of type TENSOR for input: " + name); + } + auto * tensor_extra = static_cast(extra_base); + return *tensor_extra->tensor; + } + + // GGML_LOG_DEBUG("Converting ggml tensor to ov::Tensor for input: %s\n", name.c_str()); + auto * input_data = ggml_tensor->data; + ov::Shape input_shape; + if (ggml_tensor->op == GGML_OP_VIEW) { + // This case is added to make test-backend-ops work + input_shape = ggml_decoder->get_shape(ggml_tensor->view_src); + } else { + input_shape = ggml_decoder->get_shape(ggml_tensor); + } + auto input_tensor = ov::Tensor(ggml_decoder->get_ov_type(ggml_tensor), input_shape, input_data); + return input_tensor; +} +} // namespace + +ov::Tensor get_ov_input_tensor(std::shared_ptr ggml_decoder, const std::string & param_name) { + ov::Tensor input_tensor; + if (ggml_decoder->get_model_extra_inputs().find(param_name) != ggml_decoder->get_model_extra_inputs().end()) { + input_tensor = *ggml_decoder->get_model_extra_input_values().at(param_name); + } else { + input_tensor = convert_ggml_input_to_ov(ggml_decoder, param_name); + } + return input_tensor; +} + +ov::Tensor get_ov_input_tensor_static_decode(std::shared_ptr ggml_decoder, + const std::string & param_name) { + // NPU decoding stage + const auto * ggml_tensor = ggml_decoder->get_input_ggml_tensor(param_name); + const auto * op = ggml_decoder->get_tensor_used_op(ggml_tensor); + + if (GgmlOvDecoder::is_inp_tok(ggml_tensor, op) || GgmlOvDecoder::is_inp_pos(ggml_tensor, op) || + GgmlOvDecoder::is_kv_idx(ggml_tensor, op)) { + assert(ggml_tensor->ne[0] == 1); + ov::Shape input_shape = {1, 1, 1, 1}; + ov::Tensor input_tensor(ggml_decoder->get_ov_type(ggml_tensor), input_shape); + if (ggml_tensor->type == GGML_TYPE_I32) { + *input_tensor.data() = *((int32_t *) ggml_tensor->data); + } else if (ggml_tensor->type == GGML_TYPE_I64) { + *input_tensor.data() = *((int64_t *) ggml_tensor->data); + } else { + throw std::runtime_error("Unexpected tensor type for " + param_name); + } + return input_tensor; + } + + if (GgmlOvDecoder::is_output_idx(ggml_tensor, op)) { + ov::Shape input_shape = {1, 1, 1, 1}; + ov::Tensor input_tensor(ggml_decoder->get_ov_type(ggml_tensor), input_shape); + int32_t inp_out_id = *((int32_t *) ggml_tensor->data); + assert(ggml_tensor->ne[0] == 1); + assert(inp_out_id == 0); + *input_tensor.data() = inp_out_id; + return input_tensor; + } + + if (GgmlOvDecoder::is_inp_mask(ggml_tensor, op)) { + size_t context_size = ggml_decoder->get_ctx_size(); + std::vector padded_data = pad_input(ggml_tensor, 1, context_size, -INFINITY); + ov::Tensor input_tensor(ov::element::f32, ov::Shape{1, 1, 1, context_size}); + auto * data_ptr = input_tensor.data(); + std::copy(padded_data.begin(), padded_data.begin() + context_size, data_ptr); + return input_tensor; + } + + return get_ov_input_tensor(ggml_decoder, param_name); +} + +ov::Tensor get_ov_input_tensor_static_prefill(std::shared_ptr ggml_decoder, + const std::string & param_name, + int chunk_index) { + // NPU prompt processing stage + const auto * ggml_tensor = ggml_decoder->get_input_ggml_tensor(param_name); + const auto * op = ggml_decoder->get_tensor_used_op(ggml_tensor); + + const size_t input_len = ggml_decoder->get_input_len(); + const size_t chunk_size = ggml_decoder->m_prefill_chunk_size; + const size_t chunk_valid_size = std::min(chunk_size, input_len - chunk_index * chunk_size); + const size_t chunk_pad_size = chunk_size - chunk_valid_size; + + if (GgmlOvDecoder::is_inp_tok(ggml_tensor, op) || GgmlOvDecoder::is_inp_pos(ggml_tensor, op) || + GgmlOvDecoder::is_kv_idx(ggml_tensor, op)) { + ov::Shape input_shape = {1, 1, 1, chunk_size}; + ov::Tensor input_tensor(ggml_decoder->get_ov_type(ggml_tensor), input_shape); + // copy the chunk_index-th chunk from ggml_tensor + size_t element_size = ggml_type_size(ggml_tensor->type); + void * input_data = (char *) ggml_tensor->data + chunk_index * chunk_size * element_size; + std::memcpy(input_tensor.data(), input_data, chunk_valid_size * element_size); + // pad the rest with last_value + 1, so that kv's of padded positions are inserted + // to the next row after the valids row in the kvcache + if (chunk_pad_size > 0) { + if (ggml_tensor->type == GGML_TYPE_I32) { + int32_t last_value = + *((int32_t *) ggml_tensor->data + (chunk_index * chunk_size + chunk_valid_size - 1)); + int32_t * output_data = input_tensor.data(); + std::fill(output_data + chunk_valid_size, output_data + chunk_size, last_value + 1); + } else if (ggml_tensor->type == GGML_TYPE_I64) { + int64_t last_value = + *((int64_t *) ggml_tensor->data + (chunk_index * chunk_size + chunk_valid_size - 1)); + int64_t * output_data = input_tensor.data(); + std::fill(output_data + chunk_valid_size, output_data + chunk_size, last_value + 1); + } else { + throw std::runtime_error("Unexpected tensor type for " + param_name); + } + } + return input_tensor; + } + + if (GgmlOvDecoder::is_output_idx(ggml_tensor, op)) { + size_t output_len = ggml_decoder->get_compute_params().output_len; + ov::Shape input_shape = {1, 1, 1, output_len}; + ov::Tensor input_tensor(ggml_decoder->get_ov_type(ggml_tensor), input_shape); + if (ggml_tensor->ne[0] == 0) { + *input_tensor.data() = 0; + } else { + auto * data_addr = input_tensor.data(); + for (size_t i = 0; i < output_len; i++) { + data_addr[i] = ((int32_t *) ggml_tensor->data)[i] % chunk_size; + } + } + return input_tensor; + } + + if (GgmlOvDecoder::is_inp_mask(ggml_tensor, op)) { + size_t cols = ggml_tensor->ne[0]; + size_t rows = ggml_tensor->ne[1]; + float * ggml_data = (float *) ggml_tensor->data + chunk_index * chunk_size * cols; + size_t chunk_valid_rows = std::min(chunk_size, rows - chunk_index * chunk_size); + size_t context_size = ggml_decoder->get_ctx_size(); + std::vector padded_data = + pad_input(ggml_data, chunk_valid_rows, cols, chunk_size, context_size, -INFINITY); + set_zero_diagonal(padded_data, chunk_size, context_size); + ov::Tensor input_tensor(ov::element::f32, ov::Shape{1, 1, chunk_size, context_size}); + auto * data_ptr = input_tensor.data(); + std::copy(padded_data.begin(), padded_data.begin() + chunk_size * context_size, data_ptr); + return input_tensor; + } + + return get_ov_input_tensor(ggml_decoder, param_name); +} + +size_t checksum(const void * data, size_t size) { + const uint8_t * bytes = static_cast(data); + size_t sum = 0; + for (size_t i = 0; i < size; ++i) { + sum += (uint8_t) i; + sum += bytes[i]; + } + return sum; +} + +void print_input_tensor_info(const std::string & name, const ov::Tensor & tensor) { + std::cout << "Input name: " << name << ", Input shape: " << tensor.get_shape() << ", Address: " << tensor.data() + << std::endl; + switch (tensor.get_element_type()) { + case ov::element::f32: { + if (name.find("self_kq_mask") == std::string::npos) { + std::cout << *(tensor.data()) << std::endl; + } else { + size_t rows = tensor.get_shape()[2]; + size_t cols = tensor.get_shape()[3]; + auto * data = tensor.data(); + for (size_t i = 0; i < rows; ++i) { + for (size_t j = 0; j < cols; ++j) { + float val = data[i * cols + j]; + if (std::isinf(val) && val < 0) { + std::cout << std::setw(5) << "-inf"; + } else { + std::cout << std::setw(5) << val; + } + } + std::cout << std::endl; + } + } + + break; + } + case ov::element::f16: + std::cout << *(tensor.data()) << std::endl; + break; + case ov::element::i32: + for (size_t i = 0; i < tensor.get_size(); ++i) { + std::cout << tensor.data()[i] << " "; + } + std::cout << std::endl; + break; + case ov::element::i64: + for (size_t i = 0; i < tensor.get_size(); ++i) { + std::cout << tensor.data()[i] << " "; + } + std::cout << std::endl; + break; + default: + break; + } +} + +void print_output_tensor_info(const std::string & name, const ov::Tensor & tensor, const void * output_dst) { + std::cout << "Output name: " << name << ", Output shape: " << tensor.get_shape() << ", Address: " << output_dst + << std::endl; + + auto print_float_stats = [](const std::string & type_name, size_t size, auto get_value) { + if (size == 0) { + return; + } + + float first = get_value(0); + float min = first; + float max = first; + double sum = first; + + for (size_t i = 1; i < size; ++i) { + float v = get_value(i); + if (v < min) { + min = v; + } + if (v > max) { + max = v; + } + sum += v; + } + double mean = sum / size; + + std::cout << std::right << std::setw(6) << type_name << std::right << std::setw(12) << "First" << std::setw(12) + << "Min" << std::setw(12) << "Max" << std::setw(12) << "Mean" << std::endl; + std::cout << std::right << std::setw(6) << "" << std::right << std::setw(12) << first << std::setw(12) << min + << std::setw(12) << max << std::setw(12) << mean << std::endl; + }; + + switch (tensor.get_element_type()) { + case ov::element::f32: { + const float * data = tensor.data(); + size_t size = tensor.get_size(); + print_float_stats("[f32]", size, [data](size_t i) { return data[i]; }); + break; + } + case ov::element::f16: { + const ov::float16 * data = tensor.data(); + size_t size = tensor.get_size(); + print_float_stats("[f16]", size, [data](size_t i) { return static_cast(data[i]); }); + break; + } + default: + break; + } +} + +void set_zero_diagonal(std::vector & matrix, size_t rows, size_t cols) { + for (size_t i = 0; i < rows; ++i) { + size_t diag_col = std::min(i, cols - 1); + matrix[i * cols + diag_col] = 0.0f; + } +} + +const ggml_tensor * get_inp_pos_tensor(ggml_cgraph * cgraph) { + for (int i = 0; i < cgraph->n_nodes; ++i) { + auto * op = cgraph->nodes[i]; + for (int j = 0; j < GGML_MAX_SRC; ++j) { + auto * src = op->src[j]; + if (src == nullptr) { + break; + } + if (GgmlOvDecoder::is_inp_pos(src, op)) { + return src; + } + } + } + GGML_LOG_ERROR("get_inp_pos_tensor: inp_pos not found in cgraph"); + throw std::runtime_error("get_inp_pos_tensor: inp_pos not found in cgraph"); +} + +bool get_is_prefill(const ggml_tensor * inp_pos) { + return inp_pos->ne[0] > 1; +} + +#pragma GCC diagnostic pop diff --git a/ggml/src/ggml-openvino/utils.h b/ggml/src/ggml-openvino/utils.h new file mode 100644 index 0000000000..656573d138 --- /dev/null +++ b/ggml/src/ggml-openvino/utils.h @@ -0,0 +1,123 @@ +#include "ggml-backend-impl.h" +#include "ggml-decoder.h" +#include "ggml-impl.h" + +#include +#include +#include +#include +#include +#include +#include +#include + +struct graph_key { + int n_nodes; + std::string first_node_name; + std::string last_node_name; + + graph_key(const ggml_cgraph * cgraph) : n_nodes(cgraph->n_nodes) { + if (n_nodes > 0) { + first_node_name = cgraph->nodes[0]->name; + last_node_name = cgraph->nodes[n_nodes - 1]->name; + } + } + + bool operator==(const graph_key & other) const { + return n_nodes == other.n_nodes && first_node_name == other.first_node_name && + last_node_name == other.last_node_name; + } +}; + +struct graph_key_hash { + size_t operator()(const graph_key & key) const { + size_t h = std::hash{}(key.n_nodes); + if (key.n_nodes > 0) { + h ^= std::hash{}(key.first_node_name) + 0x9e3779b9 + (h << 6) + (h >> 2); + h ^= std::hash{}(key.last_node_name) + 0x9e3779b9 + (h << 6) + (h >> 2); + } + return h; + } +}; + +struct ov_runtime_context { + std::mutex ov_compute_mutex; + std::string device; + bool stateful; + std::unordered_map, graph_key_hash> decoder_cache; + std::unordered_map, graph_key_hash> infer_request_cache; + std::unordered_map, graph_key_hash> infer_request_cache_prefill; + std::unordered_map, graph_key_hash> ov_input_names_cache; + std::unordered_map, graph_key_hash> ov_output_names_cache; + //TODO: Stateful is only supported for single request at a time. + // Simultanous stateful inference request support to be added. + size_t stateful_kv_size; + std::map kv_state_input_name_map; + + ov_runtime_context() : + device("CPU"), + stateful(false), + stateful_kv_size(0) {} +}; + +enum ggml_status ov_graph_compute(struct ggml_cgraph * cgraph, ggml_backend_t backend); + +enum ggml_status ov_graph_compute_dynamic(struct ggml_cgraph * cgraph, std::shared_ptr r_ctx); +enum ggml_status ov_graph_compute_static(struct ggml_cgraph * cgraph, std::shared_ptr r_ctx); + +size_t checksum(const void * data, size_t size); + +void print_input_tensor_info(const std::string & name, const ov::Tensor & tensor); + +void print_output_tensor_info(const std::string & name, const ov::Tensor & tensor, const void * output_dst); + +template +std::vector pad_input(const T * data, + size_t rows, + size_t cols, + size_t padded_rows, + size_t padded_cols, + T pad_value) { + std::vector padded(padded_rows * padded_cols, pad_value); + + for (size_t i = 0; i < std::min(rows, padded_rows); ++i) { + for (size_t j = 0; j < std::min(cols, padded_cols); ++j) { + padded[i * padded_cols + j] = data[i * cols + j]; + } + } + + return padded; +} + +template +std::vector pad_input(const ggml_tensor * tensor, size_t padded_rows, size_t padded_cols, T pad_value) { + return pad_input(reinterpret_cast(tensor->data), + static_cast(tensor->ne[1]), // rows + static_cast(tensor->ne[0]), // cols + padded_rows, padded_cols, pad_value); +} + +void set_zero_diagonal(std::vector & matrix, size_t rows, size_t cols); + +const ggml_tensor * get_inp_pos_tensor(struct ggml_cgraph * cgraph); + +bool get_is_prefill(const ggml_tensor * inp_pos); + +ov::Tensor get_ov_input_tensor(std::shared_ptr ggml_decoder, const std::string & param_name); +ov::Tensor get_ov_input_tensor_static_decode(std::shared_ptr ggml_decoder, + const std::string & param_name); +ov::Tensor get_ov_input_tensor_static_prefill(std::shared_ptr ggml_decoder, + const std::string & param_name, + int chunk_index); + +ov::Tensor create_ov_output_tensor(std::shared_ptr ggml_decoder, + std::shared_ptr infer_request, + int output_index, + const ggml_tensor * ggml_tensor); + +bool is_naive(struct ggml_cgraph * cgraph); + +enum ggml_status naive_compute(struct ggml_cgraph * cgraph, + ov::Core & core, + const std::string & device, + const ov::AnyMap & config); diff --git a/ggml/src/ggml-opt.cpp b/ggml/src/ggml-opt.cpp index e078ad14a3..53903defa8 100644 --- a/ggml/src/ggml-opt.cpp +++ b/ggml/src/ggml-opt.cpp @@ -589,6 +589,7 @@ void ggml_opt_free(ggml_opt_context_t opt_ctx) { ggml_backend_buffer_free(opt_ctx->buf_cpu); ggml_free(opt_ctx->ctx_static); ggml_free(opt_ctx->ctx_cpu); + ggml_free(opt_ctx->ctx_copy); delete opt_ctx; } diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index de5cbd75e8..15443aa554 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -32,6 +32,41 @@ static inline int best_index_int8(int n, const int8_t * val, float x) { return x - val[mu-1] < val[mu] - x ? mu-1 : mu; } +// reference implementation for deterministic creation of model files +void quantize_row_q1_0_ref(const float * GGML_RESTRICT x, block_q1_0 * GGML_RESTRICT y, int64_t k) { + static const int qk = QK1_0; + + assert(k % qk == 0); + + const int nb = k / qk; + + for (int i = 0; i < nb; i++) { + float sum_abs = 0.0f; + for (int j = 0; j < qk; j++) { + sum_abs += fabsf(x[i*qk + j]); + } + const float d = sum_abs / qk; + + y[i].d = GGML_FP32_TO_FP16(d); + + // Clear all bits first + for (int j = 0; j < qk / 8; ++j) { + y[i].qs[j] = 0; + } + + // Just store sign of each weight directly (no normalization) + for (int j = 0; j < qk; ++j) { + const int bit_index = j; + const int byte_index = bit_index / 8; + const int bit_offset = bit_index % 8; + + if (x[i*qk + j] >= 0.0f) { + y[i].qs[byte_index] |= (1 << bit_offset); + } + } + } +} + // reference implementation for deterministic creation of model files void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k) { static const int qk = QK4_0; @@ -304,6 +339,61 @@ void quantize_row_mxfp4_ref(const float * GGML_RESTRICT x, block_mxfp4 * GGML_RE } } +void quantize_row_nvfp4_ref(const float * GGML_RESTRICT x, block_nvfp4 * GGML_RESTRICT y, int64_t k) { + static const int qk = QK_NVFP4; + static const int qk_sub = QK_NVFP4_SUB; + static const int n_sub = QK_NVFP4 / QK_NVFP4_SUB; + + assert(k % qk == 0); + + const int nb = k / qk; + + for (int i = 0; i < nb; i++) { + for (int s = 0; s < n_sub; s++) { + const float * xb = x + i*qk + s*qk_sub; + + float amax = 0.0f; + for (int j = 0; j < qk_sub; j++) { + if (amax < fabsf(xb[j])) { + amax = fabsf(xb[j]); + } + } + + // UE4M3 scale: amax / 6.0 maps the max E2M1 value (6.0) to amax + const uint8_t ue = ggml_fp32_to_ue4m3(amax / 6.0f); + y[i].d[s] = ue; + const float d = ggml_ue4m3_to_fp32(ue); + + for (int j = 0; j < qk_sub/2; ++j) { + const uint8_t x0 = best_index_mxfp4(xb[0 + j], d); + const uint8_t x1 = best_index_mxfp4(xb[qk_sub/2 + j], d); + + y[i].qs[s*(qk_sub/2) + j] = x0 | (x1 << 4); + } + } + } +} + +void dequantize_row_q1_0(const block_q1_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) { + static const int qk = QK1_0; + + assert(k % qk == 0); + + const int nb = k / qk; + + for (int i = 0; i < nb; i++) { + const float d = GGML_FP16_TO_FP32(x[i].d); + const float neg_d = -d; + + for (int j = 0; j < qk; ++j) { + const int byte_index = j / 8; + const int bit_offset = j % 8; + const uint8_t bit = (x[i].qs[byte_index] >> bit_offset) & 1; + y[i*qk + j] = bit ? d : neg_d; + } + } +} + void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) { static const int qk = QK4_0; @@ -434,6 +524,31 @@ void dequantize_row_mxfp4(const block_mxfp4 * GGML_RESTRICT x, float * GGML_REST } } +void dequantize_row_nvfp4(const block_nvfp4 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) { + static const int qk = QK_NVFP4; + static const int qk_sub = QK_NVFP4_SUB; + static const int n_sub = QK_NVFP4 / QK_NVFP4_SUB; + + assert(k % qk == 0); + + const int nb = k / qk; + + for (int i = 0; i < nb; i++) { + for (int s = 0; s < n_sub; s++) { + const float d = ggml_ue4m3_to_fp32(x[i].d[s]); + float * yb = y + i*qk + s*qk_sub; + + for (int j = 0; j < qk_sub/2; ++j) { + const int8_t v0 = kvalues_mxfp4[x[i].qs[s*(qk_sub/2) + j] & 0x0F]; + const int8_t v1 = kvalues_mxfp4[x[i].qs[s*(qk_sub/2) + j] >> 4]; + + yb[j + 0 ] = v0*d; + yb[j + qk_sub/2] = v1*d; + } + } + } +} + // // 2-6 bit quantization in super-blocks // @@ -1918,6 +2033,22 @@ static void quantize_row_q4_0_impl(const float * GGML_RESTRICT x, block_q4_0 * G } } +size_t quantize_q1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { + if (!quant_weights) { + quantize_row_q1_0_ref(src, dst, (int64_t)nrow*n_per_row); + return nrow * ggml_row_size(GGML_TYPE_Q1_0, n_per_row); + } + size_t row_size = ggml_row_size(GGML_TYPE_Q1_0, n_per_row); + char * qrow = (char *)dst; + for (int64_t row = 0; row < nrow; ++row) { + quantize_row_q1_0_ref(src, (block_q1_0*)qrow, n_per_row); + src += n_per_row; + qrow += row_size; + } + return nrow * row_size; +} + + size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { quantize_row_q4_0_ref(src, dst, (int64_t)nrow*n_per_row); @@ -2098,6 +2229,12 @@ size_t quantize_mxfp4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, return nrow * ggml_row_size(GGML_TYPE_MXFP4, n_per_row); } +size_t quantize_nvfp4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { + GGML_UNUSED(quant_weights); + quantize_row_nvfp4_ref(src, dst, (int64_t)nrow*n_per_row); + return nrow * ggml_row_size(GGML_TYPE_NVFP4, n_per_row); +} + // ====================== Ternary (de)-quantization (BitNet b1.58 and TriLMs) void quantize_row_tq1_0_ref(const float * GGML_RESTRICT x, block_tq1_0 * GGML_RESTRICT y, int64_t k) { @@ -3104,6 +3241,11 @@ static void quantize_row_iq2_xxs_impl(const float * GGML_RESTRICT x, void * GGML } float scale = make_qp_quants(32, kMaxQ+1, xval, (uint8_t*)L, weight); float eff_max = scale*kMaxQ; + if (eff_max <= 0) { + scales[ib] = 0; + memset(L, 0, 32); + continue; + } float best = 0; for (int is = -6; is <= 6; ++is) { float id = (2*kMaxQ-1+is*0.1f)/eff_max; @@ -3273,9 +3415,9 @@ static void quantize_row_iq2_xs_impl(const float * GGML_RESTRICT x, void * GGML_ } float max = xval[0]; for (int i = 1; i < 16; ++i) max = MAX(max, xval[i]); + memset(L, 0, 16); if (max < GROUP_MAX_EPS) { scales[ib] = 0; - memset(L, 0, 16); continue; } float best = 0; @@ -3714,9 +3856,9 @@ static void quantize_row_iq3_xxs_impl(int grid_size, const float * GGML_RESTRICT } float max = xval[0]; for (int i = 1; i < 32; ++i) max = MAX(max, xval[i]); + memset(L, 0, 32); if (max < GROUP_MAX_EPS_IQ3_XXS) { scales[ib] = 0; - memset(L, 0, 32); continue; } float best = 0; @@ -3922,6 +4064,7 @@ static void quantize_row_iq3_s_impl(int block_size, const float * GGML_RESTRICT } float max = xval[0]; for (int i = 1; i < block_size; ++i) max = MAX(max, xval[i]); + memset(L, 0, block_size); if (!max) { scales[ib] = 0; continue; @@ -4245,6 +4388,7 @@ static void quantize_row_iq1_s_impl(const float * GGML_RESTRICT x, void * GGML_R for (int i = 1; i < block_size; ++i) max = MAX(max, fabsf(xb[i])); if (max < GROUP_MAX_EPS_IQ1_S) { scales[ib] = 0; + shifts[ib] = 1; memset(L, 1, block_size); continue; } @@ -4285,7 +4429,12 @@ static void quantize_row_iq1_s_impl(const float * GGML_RESTRICT x, void * GGML_R } } } - GGML_ASSERT(besti1 >= 0 && besti2 >= 0 && best_shift != 0); + if (besti1 < 0 || besti2 < 0 || best_shift == 0) { + scales[ib] = 0; + shifts[ib] = 1; + memset(L, 1, block_size); + continue; + } for (int j = 0; j < besti1; ++j) L[idx[2*j]] = 0; for (int j = besti1; j < besti2; ++j) L[idx[2*j]] = 1; for (int j = besti2; j < block_size; ++j) L[idx[2*j]] = 2; @@ -4429,6 +4578,7 @@ static void quantize_row_iq1_m_impl(const float * GGML_RESTRICT x, void * GGML_R for (int i = 1; i < block_size; ++i) max = MAX(max, fabsf(xb[i])); if (max < GROUP_MAX_EPS_IQ1_M) { scales[ib] = 0; + shifts[ib] = 0; memset(L, 1, block_size); continue; } @@ -4527,7 +4677,12 @@ static void quantize_row_iq1_m_impl(const float * GGML_RESTRICT x, void * GGML_R } } } - GGML_ASSERT(besti1 >= 0 && besti2 >= 0 && best_k >= 0); + if (besti1 < 0 || besti2 < 0 || best_k < 0) { + scales[ib] = 0; + shifts[ib] = 0; + memset(L, 1, block_size); + continue; + } for (int j = 0; j < besti1; ++j) L[idx[2*j]] = 0; for (int j = besti1; j < besti2; ++j) L[idx[2*j]] = 1; for (int j = besti2; j < block_size; ++j) L[idx[2*j]] = 2; @@ -4683,7 +4838,7 @@ static void quantize_row_iq4_nl_impl(const int super_block_size, const int block sumqx += w*q*xb[j]; sumq2 += w*q*q; } - d = sumqx/sumq2; + d = sumq2 > 0 ? sumqx/sumq2 : 0.f; float best = d*sumqx; for (int itry = -ntry; itry <= ntry; ++itry) { id = (itry + values[0])/max; @@ -4874,6 +5029,7 @@ static void quantize_row_iq2_s_impl(const float * GGML_RESTRICT x, void * GGML_R } float max = xval[0]; for (int i = 1; i < 16; ++i) max = MAX(max, xval[i]); + memset(L, 0, 16); if (max < GROUP_MAX_EPS_IQ2_S) { scales[ib] = 0; continue; @@ -5201,6 +5357,10 @@ bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbyte } } } break; + case GGML_TYPE_Q1_0: + { + VALIDATE_ROW_DATA_D_F16_IMPL(block_q1_0, data, nb); + } break; case GGML_TYPE_Q4_0: { VALIDATE_ROW_DATA_D_F16_IMPL(block_q4_0, data, nb); @@ -5225,6 +5385,12 @@ bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbyte { VALIDATE_ROW_DATA_E_E8M0_IMPL(block_mxfp4, data, nb); } break; + case GGML_TYPE_NVFP4: + { + // UE4M3 scales are uint8_t — all byte values are valid + GGML_UNUSED(data); + GGML_UNUSED(nb); + } break; case GGML_TYPE_Q2_K: { VALIDATE_ROW_DATA_DM_F16_IMPL(block_q2_K, data, nb, d, dmin); diff --git a/ggml/src/ggml-quants.h b/ggml/src/ggml-quants.h index 3b688f31c2..d56c86da89 100644 --- a/ggml/src/ggml-quants.h +++ b/ggml/src/ggml-quants.h @@ -14,6 +14,7 @@ extern "C" { // NOTE: these functions are defined as GGML_API because they used by the CPU backend // Quantization +GGML_API void quantize_row_q1_0_ref(const float * GGML_RESTRICT x, block_q1_0 * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); @@ -22,6 +23,7 @@ GGML_API void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_API void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_mxfp4_ref(const float * GGML_RESTRICT x, block_mxfp4 * GGML_RESTRICT y, int64_t k); +GGML_API void quantize_row_nvfp4_ref(const float * GGML_RESTRICT x, block_nvfp4 * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); GGML_API void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); @@ -40,6 +42,7 @@ GGML_API void quantize_row_iq3_s_ref (const float * GGML_RESTRICT x, block_iq3_ GGML_API void quantize_row_iq2_s_ref (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); // Dequantization +GGML_API void dequantize_row_q1_0(const block_q1_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_q4_1(const block_q4_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_q5_0(const block_q5_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); @@ -48,6 +51,7 @@ GGML_API void dequantize_row_q8_0(const block_q8_0 * GGML_RESTRICT x, float * GG //GGML_API void dequantize_row_q8_1(const block_q8_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_mxfp4(const block_mxfp4 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); +GGML_API void dequantize_row_nvfp4(const block_nvfp4 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_q2_K(const block_q2_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); GGML_API void dequantize_row_q3_K(const block_q3_K * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); @@ -88,6 +92,7 @@ GGML_API size_t quantize_q3_K(const float * GGML_RESTRICT src, void * GGML_RESTR GGML_API size_t quantize_q4_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_q5_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_q6_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); +GGML_API size_t quantize_q1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_q4_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_q5_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); @@ -95,6 +100,7 @@ GGML_API size_t quantize_q5_1(const float * GGML_RESTRICT src, void * GGML_RESTR GGML_API size_t quantize_q8_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API size_t quantize_mxfp4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); +GGML_API size_t quantize_nvfp4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); GGML_API void iq2xs_init_impl(enum ggml_type type); GGML_API void iq2xs_free_impl(enum ggml_type type); diff --git a/ggml/src/ggml-rpc/ggml-rpc.cpp b/ggml/src/ggml-rpc/ggml-rpc.cpp index d7c8ad8c16..61bfcc5a67 100644 --- a/ggml/src/ggml-rpc/ggml-rpc.cpp +++ b/ggml/src/ggml-rpc/ggml-rpc.cpp @@ -589,8 +589,10 @@ static rpc_tensor serialize_tensor(const ggml_tensor * tensor) { ggml_backend_buffer_t buffer = tensor->buffer; ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context; result.buffer = ctx != nullptr ? ctx->remote_ptr : 0; + result.data = reinterpret_cast(tensor->data); } else { result.buffer = 0; + result.data = 0; } for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { result.ne[i] = tensor->ne[i]; @@ -606,7 +608,6 @@ static rpc_tensor serialize_tensor(const ggml_tensor * tensor) { } result.view_src = reinterpret_cast(tensor->view_src); result.view_offs = tensor->view_offs; - result.data = reinterpret_cast(tensor->data); // Avoid sending uninitialized data over the wire memset(result.name, 0, sizeof(result.name)); @@ -705,6 +706,8 @@ static ggml_backend_buffer_i ggml_backend_rpc_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_rpc_buffer_set_tensor, /* .get_tensor = */ ggml_backend_rpc_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_rpc_buffer_cpy_tensor, /* .clear = */ ggml_backend_rpc_buffer_clear, /* .reset = */ NULL, @@ -893,6 +896,8 @@ static ggml_backend_i ggml_backend_rpc_interface = { /* .set_tensor_async = */ NULL, /* .get_tensor_async = */ NULL, /* .cpy_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .synchronize = */ ggml_backend_rpc_synchronize, /* .graph_plan_create = */ NULL, /* .graph_plan_free = */ NULL, @@ -1008,8 +1013,8 @@ public: bool get_device_memory(const rpc_msg_get_device_memory_req & request, rpc_msg_get_device_memory_rsp & response); struct stored_graph { - ggml_context_ptr ctx_ptr; - ggml_cgraph * graph; + std::vector buffer; + ggml_cgraph * graph; }; private: @@ -1162,12 +1167,18 @@ ggml_tensor * rpc_server::deserialize_tensor(struct ggml_context * ctx, const rp return nullptr; } + // Fix: Prevent division by zero if blck_size is 0 (e.g., deprecated types) + if (ggml_blck_size((enum ggml_type)tensor->type) == 0) { + GGML_LOG_ERROR("[%s] invalid tensor type received (blck_size is 0): %u\n", __func__, tensor->type); + return nullptr; + } + ggml_tensor * result = ggml_new_tensor_4d(ctx, (ggml_type) tensor->type, tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); // ggml_new_tensor_4d might fail if dimensions are invalid, although less likely to crash than invalid type if (result == nullptr) { - GGML_LOG_ERROR("[%s] ggml_new_tensor_4d failed for type %u\\n", __func__, tensor->type); + GGML_LOG_ERROR("[%s] ggml_new_tensor_4d failed for type %u\n", __func__, tensor->type); return nullptr; } @@ -1333,7 +1344,9 @@ bool rpc_server::init_tensor(const rpc_msg_init_tensor_req & request) { if (buffer && buffer->iface.init_tensor) { buffer->iface.init_tensor(buffer, tensor); } else { - GGML_LOG_ERROR("Null buffer for tensor passed to init_tensor function\n"); + if (!buffer) { + GGML_LOG_ERROR("Tensor with null buffer passed to init_tensor function\n"); + } } if (tensor->extra != nullptr) { @@ -1440,6 +1453,10 @@ ggml_tensor * rpc_server::create_node(uint64_t id, if (result == nullptr) { return nullptr; } + if (result->buffer == nullptr && result->data != nullptr) { + GGML_LOG_ERROR("[%s] invalid data ptr", __func__); + return nullptr; + } tensor_map[id] = result; for (int i = 0; i < GGML_MAX_SRC; i++) { // Check if the source ID is 0 before calling create_node recursively @@ -1505,10 +1522,12 @@ bool rpc_server::graph_compute(const std::vector & input) { LOG_DBG("[%s] device: %u, n_nodes: %u, n_tensors: %u\n", __func__, device, n_nodes, n_tensors); size_t buf_size = ggml_tensor_overhead()*(n_nodes + n_tensors) + ggml_graph_overhead_custom(n_nodes, false); - + if (stored_graphs[device].buffer.size() < buf_size) { + stored_graphs[device].buffer.resize(buf_size); + } struct ggml_init_params params = { /*.mem_size =*/ buf_size, - /*.mem_buffer =*/ NULL, + /*.mem_buffer =*/ stored_graphs[device].buffer.data(), /*.no_alloc =*/ true, }; ggml_context_ptr ctx_ptr { ggml_init(params) }; @@ -1538,7 +1557,6 @@ bool rpc_server::graph_compute(const std::vector & input) { } ggml_status status = ggml_backend_graph_compute(backends[device], graph); GGML_ASSERT(status == GGML_STATUS_SUCCESS && "Unsuccessful graph computations are not supported with RPC"); - stored_graphs[device].ctx_ptr.swap(ctx_ptr); stored_graphs[device].graph = graph; return true; } diff --git a/ggml/src/ggml-sycl/CMakeLists.txt b/ggml/src/ggml-sycl/CMakeLists.txt index eefdd9725c..7b07b22787 100644 --- a/ggml/src/ggml-sycl/CMakeLists.txt +++ b/ggml/src/ggml-sycl/CMakeLists.txt @@ -25,6 +25,11 @@ ggml_add_backend_library(ggml-sycl file(GLOB GGML_HEADERS_SYCL "*.hpp") file(GLOB GGML_SOURCES_SYCL "*.cpp") +file(GLOB SRCS "template-instances/fattn-tile*.cpp") +list(APPEND GGML_SOURCES_SYCL ${SRCS}) +file(GLOB SRCS "template-instances/fattn-vec*.cpp") +list(APPEND GGML_SOURCES_SYCL ${SRCS}) + target_sources(ggml-sycl PRIVATE ${GGML_HEADERS_SYCL} ${GGML_SOURCES_SYCL}) if (WIN32) @@ -145,6 +150,7 @@ else() endif() if (GGML_SYCL_GRAPH) + message(STATUS "find GGML_SYCL_GRAPH") target_compile_definitions(ggml-sycl PRIVATE GGML_SYCL_GRAPH) endif() diff --git a/ggml/src/ggml-sycl/add-id.cpp b/ggml/src/ggml-sycl/add-id.cpp index 8929017a99..e0adc4fe42 100644 --- a/ggml/src/ggml-sycl/add-id.cpp +++ b/ggml/src/ggml-sycl/add-id.cpp @@ -56,7 +56,7 @@ void ggml_sycl_add_id(ggml_backend_sycl_context& ctx, ggml_tensor* dst) { float* dst_d = (float*)dst->data; const unsigned int max_work_group_size = ggml_sycl_info().max_work_group_sizes[ctx.device]; - assert(work_group_size % (WARP_SIZE * WARP_SIZE) == 0); + GGML_ASSERT(max_work_group_size % (WARP_SIZE * WARP_SIZE) == 0); int threads = std::min((unsigned int)ne00, max_work_group_size); // cols diff --git a/ggml/src/ggml-sycl/backend.hpp b/ggml/src/ggml-sycl/backend.hpp index 75657f3fca..a526d8e58b 100644 --- a/ggml/src/ggml-sycl/backend.hpp +++ b/ggml/src/ggml-sycl/backend.hpp @@ -23,6 +23,8 @@ #include "dequantize.hpp" #include "dmmv.hpp" #include "element_wise.hpp" +#include "fattn.hpp" +#include "gated_delta_net.hpp" #include "gla.hpp" #include "im2col.hpp" #include "mmq.hpp" @@ -30,6 +32,7 @@ #include "norm.hpp" #include "outprod.hpp" #include "pad.hpp" +#include "pad_reflect_1d.hpp" #include "quantize.hpp" #include "quants.hpp" #include "roll.hpp" @@ -38,8 +41,8 @@ #include "ssm_conv.hpp" #include "softmax.hpp" #include "tsembd.hpp" +#include "upscale.hpp" #include "wkv.hpp" -#include "pad_reflect_1d.hpp" #endif // GGML_SYCL_BACKEND_HPP diff --git a/ggml/src/ggml-sycl/common.hpp b/ggml/src/ggml-sycl/common.hpp index 519638fd41..fd84c91785 100644 --- a/ggml/src/ggml-sycl/common.hpp +++ b/ggml/src/ggml-sycl/common.hpp @@ -19,10 +19,14 @@ #include #include "dpct/helper.hpp" +#include "ggml.h" +#include "ggml-impl.h" #include "ggml-sycl.h" #include "presets.hpp" +#include "type.hpp" #include "sycl_hw.hpp" +namespace syclexp = sycl::ext::oneapi::experimental; #if GGML_SYCL_DNNL #include "dnnl.hpp" @@ -31,6 +35,9 @@ #define GGML_COMMON_DECL_SYCL #define GGML_COMMON_IMPL_SYCL +#define SYCL_FLASH_ATTN //remove it to disable FLASH_ATTENTION in building. +#define SYCL_FAST_FP16 //don't change. remove it will break fattn-tile.hpp building + /* suppress warning spam */ #pragma clang diagnostic push #pragma clang diagnostic ignored "-Wnested-anon-types" @@ -45,6 +52,8 @@ void ggml_sycl_host_free(void* ptr); extern int g_ggml_sycl_debug; extern int g_ggml_sycl_disable_optimize; extern int g_ggml_sycl_prioritize_dmmv; +extern int g_ggml_sycl_enable_flash_attention; + #if defined(__clang__) && __has_builtin(__builtin_expect) // Hint the optimizer to pipeline the more likely following instruction in branches @@ -76,10 +85,10 @@ extern int g_ggml_sycl_prioritize_dmmv; #define __SYCL_ARCH__ DPCT_COMPATIBILITY_TEMP -#define VER_4VEC 610 // todo for hardward optimize. -#define VER_GEN9 700 // todo for hardward optimize. -#define VER_GEN12 1000000 // todo for hardward optimize. -#define VER_GEN13 (VER_GEN12 + 1030) // todo for hardward optimize. +#define VER_4VEC 610 // todo for hardware optimize. +#define VER_GEN9 700 // todo for hardware optimize. +#define VER_GEN12 1000000 // todo for hardware optimize. +#define VER_GEN13 (VER_GEN12 + 1030) // todo for hardware optimize. #define GGML_SYCL_MAX_NODES 8192 // TODO: adapt to hardwares @@ -170,6 +179,10 @@ static size_t g_scratch_offset = 0; int get_current_device_id(); +inline int ggml_sycl_get_device() { + return get_current_device_id(); +} + inline dpct::err0 ggml_sycl_set_device(const int device) try { int current_device_id; SYCL_CHECK(CHECK_TRY_ERROR(current_device_id = get_current_device_id())); @@ -194,11 +207,14 @@ struct optimize_feature { }; struct sycl_device_info { - int cc; // compute capability + int cc; // compute capability int nsm; // number of streaming multiprocessors (CUDA) maps to the maximum // number of compute units on a SYCL device. // size_t smpb; // max. shared memory per block size_t smpbo; // max. shared memory per block (with opt-in) + int warp_size; // WARP_SIZE(16)|WARP_32_SIZE(32)|WARP_16_SIZE(16). For Intel GPU, 16 is better in most cases. Some OP support 32 only. + int max_wg_per_cu; // max work groups per compute unit - refer to + // cudaOccupancyMaxActiveBlocksPerMultiprocessor bool vmm; // virtual memory support size_t total_vram; //sycl_hw_info hw_info; \\ device id and aarch, currently not used @@ -435,13 +451,15 @@ warp_reduce_sum(sycl::float2 a, const sycl::nd_item<3>& item_ct1) { return a; } -template +/* use WARP_SIZE or WARP_32_SIZE*/ +template static __dpct_inline__ int warp_reduce_sum(int x) { return sycl::reduce_over_group( sycl::ext::oneapi::this_work_item::get_sub_group(), x, sycl::plus<>()); } -template +/* use WARP_SIZE or WARP_32_SIZE*/ +template static __dpct_inline__ float warp_reduce_sum(float x) { #pragma unroll for (int offset = width / 2; offset > 0; offset >>= 1) { @@ -451,7 +469,19 @@ static __dpct_inline__ float warp_reduce_sum(float x) { return x; } -template +/* use WARP_SIZE or WARP_32_SIZE*/ +template +static __dpct_inline__ float warp_reduce_sum(float x, const sycl::nd_item<3>& item_ct1) { +#pragma unroll + for (int offset = width / 2; offset > 0; offset >>= 1) { + x += dpct::permute_sub_group_by_xor( + item_ct1.get_sub_group(), x, offset); + } + return x; +} + +/* use WARP_SIZE or WARP_32_SIZE*/ +template static __dpct_inline__ sycl::float2 warp_reduce_sum(sycl::float2 a) { #pragma unroll for (int offset = width / 2; offset > 0; offset >>= 1) { @@ -465,7 +495,8 @@ static __dpct_inline__ sycl::float2 warp_reduce_sum(sycl::float2 a) { return a; } -template +/* use WARP_SIZE or WARP_32_SIZE*/ +template static __dpct_inline__ sycl::half2 warp_reduce_sum(sycl::half2 a) { #pragma unroll for (int offset = width / 2; offset > 0; offset >>= 1) { @@ -481,7 +512,52 @@ static constexpr int ggml_sycl_get_physical_warp_size() { return WARP_SIZE; } -template +/* use WARP_SIZE or WARP_32_SIZE*/ +template +static __dpct_inline__ int warp_reduce_all(int x) { + if (width == ggml_sycl_get_physical_warp_size()) { + return sycl::all_of_group( + sycl::ext::oneapi::this_work_item::get_sub_group(), + (~0xffffffff & + (0x1 << sycl::ext::oneapi::this_work_item::get_sub_group() + .get_local_linear_id())) || + x); + } else { +#pragma unroll + for (int offset = width / 2; offset > 0; offset >>= 1) { + x = dpct::permute_sub_group_by_xor( + sycl::ext::oneapi::this_work_item::get_sub_group(), x, + offset, width) && + x; + } + return x; + } +} + +/* use WARP_SIZE or WARP_32_SIZE*/ +template +static __dpct_inline__ int warp_reduce_any(int x) { + if (width == ggml_sycl_get_physical_warp_size()) { + return sycl::any_of_group( + sycl::ext::oneapi::this_work_item::get_sub_group(), + (0xffffffff & + (0x1 << sycl::ext::oneapi::this_work_item::get_sub_group() + .get_local_linear_id())) && + x); + } else { +#pragma unroll + for (int offset = width / 2; offset > 0; offset >>= 1) { + x = dpct::permute_sub_group_by_xor( + sycl::ext::oneapi::this_work_item::get_sub_group(), x, + offset, width) || + x; + } + return x; + } +} + +/* use WARP_SIZE or WARP_32_SIZE*/ +template static __dpct_inline__ float warp_reduce_max(float x) { #pragma unroll for (int offset = width / 2; offset > 0; offset >>= 1) { @@ -629,6 +705,42 @@ static const sycl::uint3 init_fastdiv_values(uint32_t d) { return sycl::uint3(mp, L, d); } +// Maximum number of bytes that can be copied in a single instruction. +// Set by test result. +static constexpr int ggml_sycl_get_max_cpy_bytes() { + return 16; +} + +// Aligned memory transfers of 8/16 bytes can be faster than 2 transfers with 4 bytes. +template +static __dpct_inline__ void ggml_sycl_memcpy_1(void * dst, const void * src) { + if constexpr (alignment != 0) { + static_assert(nbytes % alignment == 0, "bad alignment"); + } + constexpr int nb_per_cpy = alignment == 0 ? nbytes : alignment; + +#pragma unroll + for (int i = 0; i < nbytes/nb_per_cpy; ++i) { + if constexpr (nb_per_cpy == 1) { + ((char *) dst)[i] = ((const char *) src)[i]; + } else if constexpr (nb_per_cpy == 2) { + ((short *) dst)[i] = ((const short *) src)[i]; + } else if constexpr (nb_per_cpy == 4) { + ((int *) dst)[i] = ((const int *) src)[i]; + } else if constexpr (nb_per_cpy == 8) { + ((sycl::int2 *) dst)[i] = ((const sycl::int2 *) src)[i]; + } else if constexpr (nb_per_cpy == 16) { + ((sycl::int4 *) dst)[i] = ((const sycl::int4 *) src)[i]; + } else { + static_assert(nbytes == 0 && nbytes == -1, "bad nbytes"); + } + } +} +template +sycl::half2 __dpct_inline__ make_half2( T x, T y) { + sycl::half2 res(static_cast(x),static_cast(y)); + return res; +} static __dpct_inline__ uint32_t fastdiv(uint32_t n, const sycl::uint3 fastdiv_values) { const uint32_t hi = sycl::mul_hi(n, fastdiv_values.x()); @@ -636,6 +748,17 @@ static __dpct_inline__ uint32_t fastdiv(uint32_t n, const sycl::uint3 fastdiv_va } +template +sycl::float2 __dpct_inline__ make_float2( T x, T y) { + sycl::float2 res(static_cast(x),static_cast(y)); + return res; +} + +sycl::float2 __dpct_inline__ __half22float2(sycl::half2 &H) { + sycl::float2 float2_value(static_cast(H.x()), static_cast(H.y())); + return float2_value; +} + static __dpct_inline__ sycl::uint2 fast_div_modulo(uint32_t n, const sycl::uint3 fastdiv_values) { const uint32_t div_val = fastdiv(n, fastdiv_values); const uint32_t mod_val = n - div_val * fastdiv_values.z(); @@ -659,5 +782,194 @@ static __dpct_inline__ float ggml_sycl_e8m0_to_fp32(uint8_t x) { return result; } +sycl::float2 __dpct_inline__ __half22float2(const sycl::half2 &H) { + sycl::float2 float2_value(static_cast(H.x()), static_cast(H.y())); + return float2_value; +} + +float __dpct_inline__ __half2float(sycl::half H) { + return static_cast(H); +} + +static __dpct_inline__ void ggml_sycl_mad(float & acc, const float v, const float u) { + acc += v*u; +} + +static __dpct_inline__ void ggml_sycl_mad(float & acc, const sycl::float2 v, const sycl::float2 u) { + acc += v.x() * u.x(); + acc += v.y() * u.y(); +} + +static __dpct_inline__ void ggml_sycl_mad(float & acc, const sycl::half2 v, const sycl::half2 u) { +#ifdef GGML_SYCL_F16 + const sycl::float2 tmp = (v * u).template convert(); + acc += tmp.x() + tmp.y(); +#else + const sycl::float2 tmpv = __half22float2(v); + const sycl::float2 tmpu = __half22float2(u); + acc += tmpv.x() * tmpu.x(); + acc += tmpv.y() * tmpu.y(); +#endif // GGML_SYCL_F16 +} + +static __dpct_inline__ void ggml_sycl_mad(sycl::half2 & acc, const sycl::half2 v, const sycl::half2 u) { +#ifdef GGML_SYCL_F16 + acc += v*u; +#else + const sycl::float2 tmpv = __half22float2(v); + const sycl::float2 tmpu = __half22float2(u); + sycl::float2 tmpacc = __half22float2(acc); + // tmpacc.x += tmpv.x() * tmpu.x(); + // tmpacc.y += tmpv.y() * tmpu.y(); + sycl::float2 tmp1(tmpacc.x() + tmpv.x() * tmpu.x(), tmpacc.y() + tmpv.y() * tmpu.y()); + acc = make_half2(tmp1.x(), tmp1.y()); +#endif // GGML_SYCL_F16 +} + +template +struct ggml_sycl_unroll { + template + void operator()(const Func & f, Args... args) const { + f(n - 1, args...); + ggml_sycl_unroll{}(f, args...); + } +}; + +template <> +struct ggml_sycl_unroll<1> { + template + void operator()(const Func & f, Args... args) const { + f(0, args...); + } +}; + +static __dpct_inline__ sycl::half2 ggml_sycl_hmax2(const sycl::half2 a, const sycl::half2 b) { + sycl::half2 ret; + reinterpret_cast(ret.x()) = + sycl::vec(sycl::fmax(a[0], b[0])).convert()[0]; + reinterpret_cast(ret.y()) = + sycl::vec(sycl::fmax(a[1], b[1])).convert()[0]; + return ret; +} + +static __dpct_inline__ sycl::half ggml_sycl_hmax(const sycl::half a, const sycl::half b) { + return sycl::vec( + sycl::fmax(sycl::vec(a).convert()[0], + sycl::vec(b).convert()[0])) + .convert()[0]; +} + +static __dpct_inline__ uint32_t __hgt2_mask(const sycl::half2 a, const sycl::half2 b) { + const uint32_t mask_low = 0x0000FFFF * (float(a[0]) > float(b[0])); + const uint32_t mask_high = 0xFFFF0000 * (float(a[1]) > float(b[1])); + return mask_low | mask_high; +} + +static __dpct_inline__ uint32_t fastmodulo(uint32_t n, const sycl::uint3 fastdiv_values) { + // expects fastdiv_values to contain in (see init_fastdiv_values) + return n - fastdiv(n, fastdiv_values) * fastdiv_values.z(); +} + +static bool fast_fp16_available(const int cc) { + GGML_UNUSED(cc); + return true; //Intel GPUs always support FP16. +} + +enum class block_reduce_method { + MAX, + SUM, +}; + +template +struct block_reduce_policy; + +template +inline constexpr bool is_any = (std::is_same_v || ...); + +template +inline constexpr bool ggml_sycl_dependent_false_v = false; + +#define WARP_32_SIZE 32 + +template struct block_reduce_policy { + static T reduce(T val) { + if constexpr (is_any) { + return warp_reduce_sum(val); + } else { + static_assert(ggml_sycl_dependent_false_v, "Unsupported type for block reduce sum"); + } + } + + static T sentinel() { + if constexpr (std::is_same_v) { + return 0.0f; + } else if constexpr (std::is_same_v) { + return sycl::float2(0.0f, 0.0f); + } else if constexpr (std::is_same_v) { + return sycl::half2(0.0f, 0.0f); + } else if constexpr (std::is_same_v) { + return 0; + } else { + static_assert(ggml_sycl_dependent_false_v, "Unsupported type for block reduce sum"); + } + } +}; + +template struct block_reduce_policy { + static T reduce(T val) { + if constexpr (is_any) { + return warp_reduce_max(val); + } else { + static_assert(ggml_sycl_dependent_false_v, "Unsupported type for block reduce max"); + } + } + + static T sentinel() { + if constexpr (std::is_same_v) { + return -INFINITY; + } else if constexpr (std::is_same_v) { + return sycl::half2(-INFINITY, -INFINITY); + } else { + static_assert(ggml_sycl_dependent_false_v, "Unsupported type for block reduce max"); + } + } +}; + + +template +static T block_reduce(T val, T * shared_vals, int block_size_template) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + val = block_reduce_policy::reduce(val); + const int block_size = block_size_template == 0 ? item_ct1.get_local_range(2) : block_size_template; + const int nthreads = item_ct1.get_local_range(2); + const int nwarps = nthreads / WARP_SIZE; + + if (block_size > warp_size) { + assert((block_size <= 1024) && (block_size % warp_size) == 0); + const int warp_id = item_ct1.get_local_id(2) / warp_size; + const int lane_id = item_ct1.get_local_id(2) % warp_size; + if (lane_id == 0) { + shared_vals[warp_id] = val; + } + item_ct1.barrier(sycl::access::fence_space::local_space); + + size_t nreduce = nwarps / WARP_SIZE; + float tmp = 0.f; + if (lane_id < (static_cast(block_size) / warp_size)) { + for (size_t i = 0; i < nreduce; i += 1) + { + tmp += shared_vals[lane_id + i * WARP_SIZE]; + } + } + return block_reduce_policy::reduce(tmp); + } + return val; +} + +static __dpct_inline__ float ggml_sycl_ue4m3_to_fp32(uint8_t x) { + const uint32_t bits = x * (x != 0x7F && x != 0xFF); + const __nv_fp8_e4m3 xf = *reinterpret_cast(&bits); + return static_cast(xf) / 2; +} #endif // GGML_SYCL_COMMON_HPP diff --git a/ggml/src/ggml-sycl/convert.cpp b/ggml/src/ggml-sycl/convert.cpp index 8bdae36458..f12419426a 100644 --- a/ggml/src/ggml-sycl/convert.cpp +++ b/ggml/src/ggml-sycl/convert.cpp @@ -482,6 +482,75 @@ static void dequantize_row_mxfp4_sycl(const void * vx, dst_t * y, const int64_t }); } +template +static void dequantize_row_nvfp4_sycl(const void * vx, dst_t * y, const int64_t k, dpct::queue_ptr stream) { + GGML_ASSERT(k % QK_NVFP4 == 0); + const int nb = k / QK_NVFP4; + stream->parallel_for( + sycl::nd_range<3>(sycl::range<3>(1, 1, nb) * sycl::range<3>(1, 1, 32), sycl::range<3>(1, 1, 32)), + [=](sycl::nd_item<3> /*item_ct1*/) { + dequantize_block_nvfp4(vx, y, k); + }); +} + + +template +static void dequantize_block_nc(const void * __restrict__ vx, dst_t * __restrict__ y, + const int64_t ne00, const int64_t ne01, const int64_t ne02, + const int64_t s01, const int64_t s02, const int64_t s03) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t i00 = 2 * (int64_t(item_ct1.get_local_range(2)) * item_ct1.get_group(2) + item_ct1.get_local_id(2)); + + if (i00 >= ne00) { + return; + } + + const int64_t i01 = item_ct1.get_group(1); + const int64_t i02 = item_ct1.get_group(0) % ne02; + const int64_t i03 = item_ct1.get_group(0) / ne02; + + const int64_t ibx0 = i03*s03 + i02*s02 + i01*s01; + + const int64_t ib = ibx0 + i00/qk; // block index + const int64_t iqs = (i00%qk)/qr; // quant index + const int64_t iybs = i00 - i00%qk; // y block start index + const int64_t y_offset = qr == 1 ? 1 : qk/2; + + // dequantize + #ifdef GGML_SYCL_F16 + sycl::half2 v; + #else + sycl::float2 v; + #endif + + dequantize_kernel(vx, ib, iqs, v); + + const int64_t iy0 = ((i03*ne02 + i02)*ne01 + i01)*ne00 + iybs + iqs; + y[iy0 + 0] = ggml_sycl_cast(v.x()); + y[iy0 + y_offset] = ggml_sycl_cast(v.y()); +} + + +template +static void dequantize_block_nc_sycl(const void * vx, + dst_t * y, + const int64_t ne00, + const int64_t ne01, + const int64_t ne02, + const int64_t ne03, + const int64_t s01, + const int64_t s02, + const int64_t s03, + dpct::queue_ptr stream) { + const dpct::dim3 num_blocks((ne00 + 2 * SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / (2 * SYCL_DEQUANTIZE_BLOCK_SIZE), ne01, + ne02 * ne03); + stream->parallel_for(sycl::nd_range<3>(num_blocks * sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + dequantize_block_nc(vx, y, ne00, ne01, ne02, s01, s02, s03); + }); +} template static void convert_unary_nc(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t s01, const int64_t s02, const int64_t s03, @@ -584,6 +653,8 @@ to_fp16_sycl_t ggml_get_to_fp16_sycl(ggml_type type, ggml_tensor * dst) { return dequantize_row_iq4_nl_sycl; case GGML_TYPE_MXFP4: return dequantize_row_mxfp4_sycl; + case GGML_TYPE_NVFP4: + return dequantize_row_nvfp4_sycl; case GGML_TYPE_F32: return convert_unary_sycl; #ifdef GGML_SYCL_HAS_BF16 @@ -591,6 +662,7 @@ to_fp16_sycl_t ggml_get_to_fp16_sycl(ggml_type type, ggml_tensor * dst) { return convert_unary_sycl; #endif default: + GGML_ABORT("fatal error: unsupport data type=%s\n", ggml_type_name(type)); return nullptr; } } @@ -651,6 +723,8 @@ to_fp32_sycl_t ggml_get_to_fp32_sycl(ggml_type type, ggml_tensor *dst) { return dequantize_row_iq4_nl_sycl; case GGML_TYPE_MXFP4: return dequantize_row_mxfp4_sycl; + case GGML_TYPE_NVFP4: + return dequantize_row_nvfp4_sycl; case GGML_TYPE_F16: return convert_unary_sycl; #ifdef GGML_SYCL_HAS_BF16 @@ -658,11 +732,13 @@ to_fp32_sycl_t ggml_get_to_fp32_sycl(ggml_type type, ggml_tensor *dst) { return convert_unary_sycl; #endif default: + GGML_ABORT("fatal error: unsupport data type=%s\n", ggml_type_name(type)); return nullptr; } } -to_fp16_nc_sycl_t get_to_fp16_nc_sycl(ggml_type type) { + +to_fp16_nc_sycl_t ggml_get_to_fp16_nc_sycl(ggml_type type) { switch (type) { case GGML_TYPE_F32: return convert_unary_nc_sycl; @@ -670,6 +746,16 @@ to_fp16_nc_sycl_t get_to_fp16_nc_sycl(ggml_type type) { case GGML_TYPE_BF16: return convert_unary_nc_sycl; #endif + case GGML_TYPE_Q4_0: + return dequantize_block_nc_sycl; + case GGML_TYPE_Q4_1: + return dequantize_block_nc_sycl; + case GGML_TYPE_Q5_0: + return dequantize_block_nc_sycl; + case GGML_TYPE_Q5_1: + return dequantize_block_nc_sycl; + case GGML_TYPE_Q8_0: + return dequantize_block_nc_sycl; default: return nullptr; } diff --git a/ggml/src/ggml-sycl/convert.hpp b/ggml/src/ggml-sycl/convert.hpp index f8cb573e36..6e621f2154 100644 --- a/ggml/src/ggml-sycl/convert.hpp +++ b/ggml/src/ggml-sycl/convert.hpp @@ -29,6 +29,27 @@ using to_t_nc_sycl_t = void (*)(const void * x, T * y, int64_t ne00, int64_t ne0 int64_t s01, int64_t s02, int64_t s03, dpct::queue_ptr queue); typedef to_t_nc_sycl_t to_fp16_nc_sycl_t; -to_fp16_nc_sycl_t get_to_fp16_nc_sycl(ggml_type type); +to_fp16_nc_sycl_t ggml_get_to_fp16_nc_sycl(ggml_type type); + +template + inline dst_t ggml_sycl_cast(src_t x) { + if constexpr (std::is_same_v) { + return x; + } else if constexpr (std::is_same_v) { + return sycl::ext::oneapi::bfloat16(float(x)); + } else if constexpr (std::is_same_v) { + return static_cast(x); + } else if constexpr (std::is_same_v && std::is_same_v) { + return x.template convert(); + } else if constexpr (std::is_same_v && + std::is_same_v>) { + return {x.x, x.y}; + } else if constexpr(std::is_same_v) { + return int32_t(x); + } else { + return float(x); + } +} + #endif // GGML_SYCL_CONVERT_HPP diff --git a/ggml/src/ggml-sycl/count-equal.cpp b/ggml/src/ggml-sycl/count-equal.cpp index b0a8b4820d..4580354cd9 100644 --- a/ggml/src/ggml-sycl/count-equal.cpp +++ b/ggml/src/ggml-sycl/count-equal.cpp @@ -18,7 +18,7 @@ static void count_equal(const T *__restrict__ x, const T *__restrict__ y, nequal += xi == yi; } - nequal = warp_reduce_sum(nequal); + nequal = warp_reduce_sum(nequal); if (item_ct1.get_local_id(2) != 0) { return; diff --git a/ggml/src/ggml-sycl/dequantize.hpp b/ggml/src/ggml-sycl/dequantize.hpp index da2a605daa..68c3db3061 100644 --- a/ggml/src/ggml-sycl/dequantize.hpp +++ b/ggml/src/ggml-sycl/dequantize.hpp @@ -14,6 +14,7 @@ #define GGML_SYCL_DEQUANTIZE_HPP #include "common.hpp" +#include "convert.hpp" typedef void (*dequantize_kernel_t)(const void * vx, const int64_t ib, const int iqs, dfloat2 & v); typedef void (*dequantize_kernel_t_reorder)(const void *d, const int64_t ib, const void *qs, @@ -143,6 +144,22 @@ static __dpct_inline__ void dequantize_q5_1(const void *vx, const int64_t ib, #endif // GGML_SYCL_F16 } +static __dpct_inline__ void dequantize_q8_0_reorder(const void *d_ptr, const int64_t ib, const void *qs, + const int iqs, dfloat2 &v) { + const dfloat d = (const dfloat)*((const sycl::half*)d_ptr + ib); + + v.x() = ((const int8_t *)qs)[iqs + 0]; + v.y() = ((const int8_t *)qs)[iqs + 1]; + +#ifdef GGML_SYCL_F16 + v.s0() *= d; + v.s1() *= d; +#else + v.x() *= d; + v.y() *= d; +#endif // GGML_SYCL_F16 +} + static __dpct_inline__ void dequantize_q8_0(const void *vx, const int64_t ib, const int iqs, dfloat2 &v) { const block_q8_0 * x = (const block_q8_0 *) vx; @@ -838,4 +855,36 @@ static void dequantize_block_mxfp4(const void * __restrict__ vx, dst_t * __restr } } + +template +static void dequantize_block_nvfp4( + const void * __restrict__ vx, + dst_t * __restrict__ yy, + const int64_t ne) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t i = item_ct1.get_group(2); + const int tid = item_ct1.get_local_id(2); + + const int64_t base = i * QK_NVFP4; + if (base >= ne) { + return; + } + + const block_nvfp4 * x = (const block_nvfp4 *) vx; + const block_nvfp4 & xb = x[i]; + + const int sub = tid / (QK_NVFP4_SUB / 2); + const int j = tid % (QK_NVFP4_SUB / 2); + + const float d = ggml_sycl_ue4m3_to_fp32(xb.d[sub]); + const uint8_t q = xb.qs[sub * (QK_NVFP4_SUB / 2) + j]; + + const int64_t y0 = base + sub * QK_NVFP4_SUB + j; + const int64_t y1 = y0 + QK_NVFP4_SUB / 2; + + yy[y0] = ggml_sycl_cast(d * kvalues_mxfp4[q & 0x0F]); + yy[y1] = ggml_sycl_cast(d * kvalues_mxfp4[q >> 4]); +} + + #endif // GGML_SYCL_DEQUANTIZE_HPP diff --git a/ggml/src/ggml-sycl/dmmv.cpp b/ggml/src/ggml-sycl/dmmv.cpp index 4f2760110c..1c8b6f3771 100644 --- a/ggml/src/ggml-sycl/dmmv.cpp +++ b/ggml/src/ggml-sycl/dmmv.cpp @@ -972,6 +972,103 @@ static void dequantize_mul_mat_vec_q5_1_sycl(const void *vx, const dfloat *y, } } +static void dequantize_mul_mat_vec_q8_0_sycl_reorder(const void *vx, const dfloat *y, + float *dst, const int ncols, + const int nrows, + dpct::queue_ptr stream) { + GGML_ASSERT(ncols % GGML_SYCL_DMMV_X == 0); + const int block_num_y = (nrows + GGML_SYCL_MMV_Y - 1) / GGML_SYCL_MMV_Y; + const sycl::range<3> block_nums(1, 1, block_num_y); + const sycl::range<3> block_dims(1, GGML_SYCL_MMV_Y, WARP_SIZE); + { + dpct::has_capability_or_fail(stream->get_device(), + {sycl::aspect::fp16}); + + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + // Q8_0 reorder layout: [all qs (ncols*nrows bytes)][all d values] + // Cannot reuse dequantize_mul_mat_vec_reorder template because it has + // Q4_0-specific constants hardcoded (d_ptr offset and qs stride). + const int row = item_ct1.get_group(2) * item_ct1.get_local_range(1) + + item_ct1.get_local_id(1); + if (row >= nrows) return; + + const int tid = item_ct1.get_local_id(2); + const int iter_stride = 8*2*GGML_SYCL_DMMV_X; + const int vals_per_iter = iter_stride / WARP_SIZE; + const int ncols_left = ncols % (QK8_0*WARP_SIZE); + const int ncols_align = ncols - ncols_left; + +#ifdef GGML_SYCL_F16 + sycl::half2 tmp = {0.0f, 0.0f}; +#else + float tmp = 0.0f; +#endif + const char *d_ptr = (const char*)vx + ncols*nrows; // d after all qs + + int i = 0; + for (i = 0; i < ncols_align; i += iter_stride) { + const int col = i + vals_per_iter*tid; + const int ib = (row*ncols + col)/QK8_0; + const int iqs = col % QK8_0; + +#pragma unroll + for (int j = 0; j < vals_per_iter; j += 2) { + dfloat2 v; + dequantize_q8_0_reorder((const void *)d_ptr, ib, (const void *)vx, + ib * QK8_0 + iqs + j, v); + +#ifdef GGML_SYCL_F16 + dfloat2 t1{y[col + j + 0], y[col + j + 1]}; + tmp += v * t1; +#else + tmp += v.x() * y[col + j + 0]; + tmp += v.y() * y[col + j + 1]; +#endif + } + } + + // handle remaining columns + for (; i < ncols; i += iter_stride) { + if (tid >= ncols_left/QK8_0) continue; + const int col = i + vals_per_iter*tid; + const int ib = (row*ncols + col)/QK8_0; + const int iqs = col % QK8_0; + +#pragma unroll + for (int j = 0; j < vals_per_iter; j += 2) { + dfloat2 v; + dequantize_q8_0_reorder((const void *)d_ptr, ib, (const void *)vx, + ib * QK8_0 + iqs + j, v); + +#ifdef GGML_SYCL_F16 + dfloat2 t1{y[col + j + 0], y[col + j + 1]}; + tmp += v * t1; +#else + tmp += v.x() * y[col + j + 0]; + tmp += v.y() * y[col + j + 1]; +#endif + } + } + + // reduce + const int mask_start = ncols > GGML_SYCL_DMMV_X ? WARP_SIZE >> 1 : WARP_SIZE >> 2; + for (int mask = mask_start; mask > 0; mask >>= 1) { + tmp += dpct::permute_sub_group_by_xor(item_ct1.get_sub_group(), tmp, mask); + } + + if (tid == 0) { +#ifdef GGML_SYCL_F16 + dst[row] = tmp.x() + tmp.y(); +#else + dst[row] = tmp; +#endif + } + }); + } +} + static void dequantize_mul_mat_vec_q8_0_sycl(const void *vx, const dfloat *y, float *dst, const int ncols, const int nrows, @@ -1122,7 +1219,12 @@ void ggml_sycl_op_dequantize_mul_mat_vec( dequantize_mul_mat_vec_q5_1_sycl(src0_dd_i, src1_dfloat, dst_dd_i, ne00, row_diff, stream); break; case GGML_TYPE_Q8_0: - dequantize_mul_mat_vec_q8_0_sycl(src0_dd_i, src1_dfloat, dst_dd_i, ne00, row_diff, stream); + if ((ggml_tensor_extra_gpu *) dst->src[0]->extra && + ((ggml_tensor_extra_gpu *) dst->src[0]->extra)->optimized_feature.reorder) { + dequantize_mul_mat_vec_q8_0_sycl_reorder(src0_dd_i, src1_dfloat, dst_dd_i, ne00, row_diff, stream); + } else { + dequantize_mul_mat_vec_q8_0_sycl(src0_dd_i, src1_dfloat, dst_dd_i, ne00, row_diff, stream); + } break; case GGML_TYPE_Q2_K: dequantize_mul_mat_vec_q2_K_sycl(src0_dd_i, src1_ddf_i, dst_dd_i, ne00, row_diff, stream); diff --git a/ggml/src/ggml-sycl/dpct/helper.hpp b/ggml/src/ggml-sycl/dpct/helper.hpp index ece66a7ac1..791d3cac52 100644 --- a/ggml/src/ggml-sycl/dpct/helper.hpp +++ b/ggml/src/ggml-sycl/dpct/helper.hpp @@ -2997,6 +2997,778 @@ namespace dpct return 0; } + template + class args_selector; + + /// args_selector is a helper class for extracting arguments from an + /// array of pointers to arguments or buffer of arguments to pass to a + /// kernel function. + /// + /// \param R(Ts...) The type of the kernel + /// \param n_nondefault_params The number of nondefault parameters of the + /// kernel (excluding parameters that like sycl::nd_item, etc.) \param + /// n_default_params The number of default parameters of the kernel + /// + /// Example usage: + /// With the following kernel: + /// void foo(sycl::float2 *x, int n, sycl::nd_item<3> item_ct1, float + /// f=.1) {} + /// and with the declaration: + /// args_selector<2, 1, decltype(foo)> selector(kernelParams, extra); + /// we have: + /// selector.get<0>() returns a reference to sycl::float*, + /// selector.get<1>() returns a reference to int, + /// selector.get<2>() returns a reference to float + template + class args_selector { + private: + void **kernel_params; + char *args_buffer; + + template static constexpr int account_for_default_params() { + constexpr int n_total_params = sizeof...(Ts); + if constexpr (i >= n_nondefault_params) { + return n_total_params - n_default_params + + (i - n_nondefault_params); + } else { + return i; + } + } + + public: + /// Get the type of the ith argument of R(Ts...) + /// \param [in] i Index of parameter to get + /// \returns Type of ith parameter + template + using arg_type = std::tuple_element_t(), + std::tuple>; + static constexpr int params_num = sizeof...(Ts); + + private: + template static constexpr int get_offset() { + if constexpr (i == 0) { + // we can assume args_buffer is properly aligned to the + // first argument + return 0; + } else { + constexpr int prev_off = get_offset(); + constexpr int prev_past_end = + prev_off + sizeof(arg_type); + using T = arg_type; + // is the past-the-end of the i-1st element properly aligned + // with the ith element's alignment? + if constexpr (prev_past_end % alignof(T) == 0) { + return prev_past_end; + } + // otherwise bump prev_past_end to match alignment + else { + return prev_past_end + + (alignof(T) - (prev_past_end % alignof(T))); + } + } + } + + static char *get_args_buffer(void **extra) { + if (!extra) + return nullptr; + for (; (std::size_t)*extra != 0; ++extra) { + if ((std::size_t)*extra == 1) { + return static_cast(*(extra + 1)); + } + } + return nullptr; + } + + public: + /// If kernel_params is nonnull, then args_selector will + /// extract arguments from kernel_params. Otherwise, it + /// will extract them from extra. + /// \param [in] kernel_params Array of pointers to arguments + /// a or null pointer. + /// \param [in] extra Array containing pointer to argument buffer. + args_selector(void **kernel_params, void **extra) + : kernel_params(kernel_params), + args_buffer(get_args_buffer(extra)) {} + + /// Get a reference to the ith argument extracted from kernel_params + /// or extra. + /// \param [in] i Index of argument to get + /// \returns Reference to the ith argument + template arg_type &get() { + if (kernel_params) { + return *static_cast *>(kernel_params[i]); + } else { + return *reinterpret_cast *>(args_buffer + + get_offset()); + } + } + }; // COPY from DPCT head file + // /opt/intel/oneapi/dpcpp-ct/latest/include/dpct/util.hpp + + /// Utility class for launching SYCL kernels through kernel + /// function wrapper. + /// For example: + /// A SYCL kernel function: + /// void kernel_func(int *ptr, sycl::nd_item<3> item); + /// Kernel function wrapper: + /// void kernel_func_wrapper(int *ptr) { + /// sycl::queue queue = *dpct::kernel_launcher::_que; + /// unsigned int localMemSize = dpct::kernel_launcher::_local_mem_size; + /// sycl::nd_range<3> nr = dpct::kernel_launcher::_nr; + /// queue.parallel_for( + /// nr, + /// [=](sycl::nd_item<3> item_ct1) { + /// kernel_func(ptr, item_ct1); + /// }); + /// } + /// Then launch the kernel through wrapper like: + /// typedef void(*fpt)(int *); + /// fpt fp = kernel_func_wrapper; + /// dpct::kernel_launcher::launch(fp, dpct::dim3(1), dpct::dim3(1), 0, 0, + /// device_ptr); + /// If the origin function type is erased, then need to register it first: + /// void *fp = (void *)wrapper_register(&kernel_func_wrapper).get(); + /// dpct::kernel_launcher::launch(fp, dpct::dim3(1), dpct::dim3(1), args, + /// 0, 0); + class kernel_launcher { + template + static void launch_helper(FuncT &&func, ArgSelector &selector, + std::index_sequence) { + func(selector.template get()...); + } + static void set_execution_config(dim3 group_range, dim3 local_range, + unsigned int local_mem_size, + queue_ptr que) { + if (que) { + _que = que; + } else { + _que = &get_default_queue(); + } + _nr = sycl::nd_range<3>( + static_cast>(group_range * local_range), + static_cast>(local_range)); + _local_mem_size = local_mem_size; + + + }; + static inline std::mutex kernel_function_ptr_map_mutex; + + public: + /// Variables for storing execution configuration. + static inline thread_local sycl::queue *_que = nullptr; + static inline thread_local sycl::nd_range<3> _nr = sycl::nd_range<3>(); + static inline thread_local unsigned int _local_mem_size = 0; + /// Map for retrieving launchable functor from a raw pointer. + static inline std::map< + const void *, + std::function> + kernel_function_ptr_map = {}; + + /// Registers a kernel function pointer with a corresponding launchable + /// functor. + /// \param [in] func Pointer to the kernel function. + /// \param [in] launcher Functor to handle kernel invocation. + static void register_kernel_ptr( + const void *func, + std::function + launcher) { + std::lock_guard lock(kernel_function_ptr_map_mutex); + kernel_function_ptr_map[func] = std::move(launcher); + } + /// Launches a kernel function with arguments provided directly through + /// kernel function wrapper. + /// \tparam FuncT Type of the kernel function wrapper. + /// \tparam ArgsT Types of kernel arguments. + /// \param [in] func Pointer to the kernel function wrapper. + /// \param [in] group_range SYCL group range. + /// \param [in] local_range SYCL local range. + /// \param [in] local_mem_size The size of local memory required by the + /// kernel function. \param [in] que SYCL queue used to execute kernel. + /// \param [in] args Kernel arguments. + template + static std::enable_if_t, void> + launch(FuncT *func, dim3 group_range, dim3 local_range, + unsigned int local_mem_size, queue_ptr que, ArgsT... args) { + set_execution_config(group_range, local_range, local_mem_size, que); + func(args...); + } + /// Launches a kernel function through registered kernel function + /// wrapper. \param [in] func Pointer to the registered kernel function + /// wrapper. \param [in] group_range SYCL group range. \param [in] + /// local_range SYCL local range. \param [in] args Array of pointers to + /// kernel arguments. \param [in] local_mem_size The size of local + /// memory required by the kernel function. \param [in] que SYCL queue + /// used to execute kernel. + static void launch(const void *func, dim3 group_range, dim3 local_range, + void **args, unsigned int local_mem_size, + queue_ptr que) { + std::lock_guard lock(kernel_function_ptr_map_mutex); + auto Iter = kernel_function_ptr_map.find(func); + if (Iter == kernel_function_ptr_map.end()) { + throw std::runtime_error("dpct::launch() : no registered " + "kernel function wrapper found."); + } + (Iter->second)(group_range, local_range, args, local_mem_size, que); + } + /// Launches a kernel function with packed arguments through kernel + /// function wrapper. + /// \tparam FuncT Type of the kernel function wrapper. + /// \param [in] func Pointer to the kernel function wrapper. + /// \param [in] group_range SYCL group range. + /// \param [in] local_range SYCL local range. + /// \param [in] args Array of pointers to kernel arguments. + /// \param [in] local_mem_size The size of local memory required by the + /// kernel function. \param [in] que SYCL queue used to execute kernel. + template + static std::enable_if_t, void> + launch(FuncT *func, dim3 group_range, dim3 local_range, void **args, + unsigned int local_mem_size, queue_ptr que) { + constexpr size_t p_num = args_selector<0, 0, FuncT>::params_num; + set_execution_config(group_range, local_range, local_mem_size, que); + args_selector selector(args, nullptr); + launch_helper(func, selector, std::make_index_sequence{}); + } + }; // COPY from DPCT head file + // /opt/intel/oneapi/dpcpp-ct/latest/include/dpct/kernel.hpp + + // /opt/intel/oneapi/dpcpp-ct/latest/include/dpct/util.hpp + template + T select_from_sub_group( + sycl::sub_group g, + T x, + int remote_local_id, + int logical_sub_group_size = 32) { + unsigned int start_index = g.get_local_linear_id() / + logical_sub_group_size * + logical_sub_group_size; + return sycl::select_from_group( + g, x, start_index + remote_local_id % logical_sub_group_size); + } + + // /opt/intel/oneapi/dpcpp-ct/latest/include/dpct/math.hpp + template + void ldmatrix(uintptr_t addr, T* m, bool trans = false, unsigned mat = 0) { + auto sg = sycl::ext::oneapi::this_work_item::get_sub_group(); + int lane = sg.get_local_linear_id(); + + int lane_group8_row = lane / 8; + int lane_group8_col = lane % 8; + + if (!trans) { + // calculate the source lane + int src_lane = 2 * lane_group8_row; + if (lane_group8_col >= 4) + src_lane += 1; + + // Broadcast the address from the source lane + auto recv_addr_uintp = + dpct::select_from_sub_group(sg, addr, mat * 8 + src_lane); + + // Cast the received address from uintptr_t to the type of 'm' + auto recv_addr = reinterpret_cast(recv_addr_uintp); + + // Non-transposed load + *m = recv_addr[lane_group8_col % 4]; + } else { + // calculate the source lane + int src_lane = (lane % 4) * 2; + + // Broadcast the address from the source lane + auto recv_addr_uintp_1 = + dpct::select_from_sub_group(sg, addr, mat * 8 + src_lane); + auto recv_addr_uintp_2 = + dpct::select_from_sub_group(sg, addr, mat * 8 + src_lane + 1); + + // Cast the received address from uintptr_t to 'half *' + auto recv_addr_1 = reinterpret_cast(recv_addr_uintp_1); + auto recv_addr_2 = reinterpret_cast(recv_addr_uintp_2); + + // Transposed load + int index = lane / 4; + sycl::half val0 = recv_addr_1[index]; + sycl::half val1 = recv_addr_2[index]; + + // Combine the two 16-bits into one 32-bit value + sycl::half2 val = sycl::half2(val0, val1); + *m = *reinterpret_cast(&val); + } + } + + template + void ldmatrix(uintptr_t addr, T* m1, T* m2, bool trans = false) { + // Load 1st matrix + ldmatrix(addr, m1, trans, 0); + // Load 2nd matrix + ldmatrix(addr, m2, trans, 1); + } + + template + void ldmatrix( + uintptr_t addr, T* m1, T* m2, T* m3, T* m4, bool trans = false) { + // Load 1st matrix + ldmatrix(addr, m1, trans, 0); + // Load 2nd matrix + ldmatrix(addr, m2, trans, 1); + // Load 3rd matrix + ldmatrix(addr, m3, trans, 2); + // Load 4th matrix + ldmatrix(addr, m4, trans, 3); + } + + // /opt/intel/oneapi/dpcpp-ct/latest/include/dpct/math.hpp + + /// A helper struct that defines the pack type for the input matrix + /// fragments + /// of mma() function based on the type of input matrix fragments. + /// The MMAType struct is specialized for different types of input matrices. + /// Currently, the specialization for f16, bf16 and s8 types is defined + /// below. \tparam [in] T The type of the input matrix fragments + template + struct MMAType { + using PackType = uint32_t; + }; + + /// Each work item of a sub-group (limited to size 32) calling this function + /// calculates a subset fragment for the output matrix D using MAD operation + /// on A, B & C matrix fragments (D = A * B + C). Current supported shapes & + /// types: + /// - m8n8k4 (f32.f16.f16.f32) + /// - m8n8k16 (s32.s8.s8.s32) + /// - m16n8k8 (f32.f16.f16.f32 & f32.bf16.bf16.f32) + /// - m16n8k16 (f32.f16.f16.f32 & s32.s8.s8.s32) + /// - m16n8k32 (s32.s8.s8.s32) + /// Here, m, n & k define the shapes of A, B & C matrices respectively + /// (A = [m x k], B = [k x n], C = [m x n]). + /// \tparam [in] M The rows of A, C & D matrices + /// \tparam [in] N The columns of B, C, D matrices + /// \tparam [in] K The columns & rows of A & B matrices respectively + /// \tparam [in] ABType The type of the input matrix (A & B) fragment + /// \tparam [in] CDType The type of the output matrix (C & D) fragment + /// \param [out] d_mat_frag The fragment of the output matrix D to store the + /// result of A * B + C + /// \param [in] a_mat_frag The fragment of the input matrix A to be + /// multiplied with B matrix fragment \param [in] b_mat_frag The fragment of + /// the input matrix B to be multiplied with A matrix fragment \param [in] + /// c_mat_frag The fragment of the input matrix C to be added with the + /// result of A * B fragments + template + void mma( + volatile void** d_mat_frag, + void* a_mat_frag, + void* b_mat_frag, + void* c_mat_frag) { + auto d = reinterpret_cast(d_mat_frag); + auto a = + reinterpret_cast::PackType*>(a_mat_frag); + auto b = + reinterpret_cast::PackType*>(b_mat_frag); + auto c = reinterpret_cast(c_mat_frag); + + auto sg = sycl::ext::oneapi::this_work_item::get_sub_group(); + int lane = sg.get_local_linear_id(); + + static_assert( + (M == 8 && N == 8 && K == 4) || (M == 8 && N == 8 && K == 16) || + (M == 16 && N == 8 && K == 8) || (M == 16 && N == 8 && K == 16) || + (M == 16 && N == 8 && K == 32), + "Unsupported MMA shape!"); + + short row_load_offset = 4 * (lane >> 2); + short col_load_offset = 8 * (lane % 4); + + if constexpr (M == 8 && N == 8 && K == 4) { + if constexpr (std::is_floating_point_v) { + col_load_offset = row_load_offset % 16; + + // Init D matrix with fragments of C matrix + *d[0] = c[0]; + *d[1] = c[1]; + *d[2] = c[2]; + *d[3] = c[3]; + *d[4] = c[4]; + *d[5] = c[5]; + *d[6] = c[6]; + *d[7] = c[7]; + + // Calculate the row and col offset indices to iterate through the row + // & col fragments of A & B matrices + int r_ind = (lane % 2) ? 1 : 0; + int c_ind = ((lane % 4) / 2) ? 2 : 0; + + // Each sub-group is responsible for computing a fragment size of 8*8 + // elements of matrix D for each of 4 MMA computations. + // Each work item computes 8 elements of matrix D by gathering + // their corresponding col & row matrix fragments of length k (4) + // from A & B matrices respectively using below mapping logic: + // row0 = (i % 4) if (lane < 16) else (i % 4) + 4 + // col0 = (lane % 4) + // As each row & col fragment of A & B matrices is distributed across + // 4 work items, each iteration of below loop loads a partial fragment + // of matrix A (row) and matrix B (col) using the row & col offsets. + typename MMAType::PackType recv_a[2], recv_b[2]; + + for (int i = 0; i < 4; i++) { + // Load partial fragment from col0 of matrix A ({a0, a1}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from col0 of matrix A ({a2, a3}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[1], row_load_offset + i); + + // Load partial fragment from row0 of matrix B ({b0, b1}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from row0 of matrix B ({b2, b3}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + i); + + auto ra = reinterpret_cast(recv_a); + auto rb = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment (for + // even work item indices) d0 += col0{ a0 } * row0{ b0 } d1 += col0{ + // a0 } * row0{ b1 } d2 += col1{ a2 } * row0{ b0 } d3 += col1{ a2 } + // * row0{ b1 } (for odd work item indices) d0 += col0{ a1 } * row0{ + // b2 } d1 += col0{ a1 } * row0{ b3 } d2 += col1{ a3 } * row0{ b2 } + // d3 += col1{ a3 } * row0{ b3 } + *d[0] += + static_cast(ra[r_ind]) * static_cast(rb[c_ind]); + *d[1] += static_cast(ra[r_ind]) * + static_cast(rb[c_ind + 1]); + *d[2] += static_cast(ra[r_ind + 2]) * + static_cast(rb[c_ind]); + *d[3] += static_cast(ra[r_ind + 2]) * + static_cast(rb[c_ind + 1]); + + // Load partial fragment from row1 of matrix B ({b0, b1}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i + 16); + // Load partial fragment from row1 of matrix B ({b2, b3}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + i + 16); + + // (for even work item indices) + // d0 += col0{ a0 } * row1{ b0 } + // d1 += col0{ a0 } * row1{ b1 } + // d2 += col1{ a2 } * row1{ b0 } + // d3 += col1{ a2 } * row1{ b1 } + // (for odd work item indices) + // d0 += col0{ a1 } * row1{ b2 } + // d1 += col0{ a1 } * row1{ b3 } + // d2 += col1{ a3 } * row1{ b2 } + // d3 += col1{ a3 } * row1{ b3 } + *d[4] += + static_cast(ra[r_ind]) * static_cast(rb[c_ind]); + *d[5] += static_cast(ra[r_ind]) * + static_cast(rb[c_ind + 1]); + *d[6] += static_cast(ra[r_ind + 2]) * + static_cast(rb[c_ind]); + *d[7] += static_cast(ra[r_ind + 2]) * + static_cast(rb[c_ind + 1]); + } + } + } else if constexpr (M == 8 && N == 8 && K == 16) { + if constexpr (std::is_integral_v) { + // Init D matrix with fragments of C matrix + *d[0] = c[0]; + *d[1] = c[1]; + + // Each sub-group is responsible for computing a fragment size of 16*8 + // elements of matrix D. + // Each work item computes 2 elements of matrix D by gathering + // their corresponding row & col matrix fragments of length k (16) + // from A & B matrices respectively using below mapping logic: + // row0 = ((lane % 4) * 4) + i + // col0 = (lane >> 2) + // As each row & col fragment of A & B matrices is distributed across + // 4 work items, each iteration of below loop loads a partial fragment + // of matrix A (row) and matrix B (col) using the row & col offsets. + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a, recv_b[2]; + + // Load partial fragment from row0 of matrix A ({a0, a1, a2, a3}) + recv_a = dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from col0 of matrix B ({b0, b1, b2, b3}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b0, b1, b2, b3}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i + 4); + + auto a = reinterpret_cast(&recv_a); + auto b = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a0, a1, a2, a3 } * col0{ b0, b1, b2, b3 } d1 += row0{ + // a0, a1, a2, a3 } * col1{ b0, b1, b2, b3 } d2 += row0{ a0, a1, a2, + // a3 } * col0{ b0, b1, b2, b3 } d3 += row0{ a0, a1, a2, a3 } * + // col1{ b0, b1, b2, b3 } + for (int j = 0; j < 4; j++) { + *d[0] += a[j] * b[j]; + *d[1] += a[j] * b[j + 4]; + } + } + } + } else if constexpr (M == 16 && N == 8 && K == 8) { + if constexpr (std::is_floating_point_v) { + // Init D matrix fragment with C matrix fragment + *d[0] = c[0]; + *d[1] = c[1]; + *d[2] = c[2]; + *d[3] = c[3]; + + // Each sub-group is responsible for computing a fragment size of 16*8 + // elements of matrix D. + // Each work item computes 4 elements of matrix D by gathering + // their corresponding row & col matrix fragments of length k (8) + // from A & B matrices respectively using below mapping logic: + // row0 = (lane >> 2) & row1 = (lane >> 2) + 8 + // col0 = (lane % 4) * 2 + (i & 0x1) + // As each row & col fragment of A & B matrices is distributed across + // 4 work items, each iteration of below loop loads a partial fragment + // of matrix A (row) and matrix B (col) using the row & col offsets. + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a[2], recv_b[2]; + + // Load partial fragment from row0 of matrix A ({a0, a1}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a2, a3}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[1], row_load_offset + i); + // Load partial fragment from col0 of matrix B ({b0, b1}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b0, b1}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i + 4); + + auto ra = reinterpret_cast(recv_a); + auto rb = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a0, a1 } * col0{ b0, b1 } d1 += row0{ a0, a1 } * col1{ + // b0, b1 } d2 += row1{ a2, a3 } * col0{ b0, b1 } d3 += row1{ a2, a3 + // } * col1{ b0, b1 } + for (int j = 0; j < 2; j++) { + *d[0] += static_cast(ra[j]) * static_cast(rb[j]); + *d[1] += + static_cast(ra[j]) * static_cast(rb[j + 2]); + *d[2] += + static_cast(ra[j + 2]) * static_cast(rb[j]); + *d[3] += + static_cast(ra[j + 2]) * static_cast(rb[j + 2]); + } + } + } + } else if constexpr (M == 16 && N == 8 && K == 16) { + if constexpr (std::is_floating_point_v) { + // Init D matrix fragment with C matrix fragment + *d[0] = c[0]; + *d[1] = c[1]; + *d[2] = c[2]; + *d[3] = c[3]; + + // Each sub-group is responsible for computing a fragment size of 16*8 + // elements of matrix D. + // Each work item computes 4 elements of matrix D by gathering + // their corresponding row & col matrix fragments of length k (8) + // from A & B matrices respectively using below mapping logic: + // row0 = (lane >> 2) & row1 = (lane >> 2) + 8 + // col0 = (lane % 4) * 2 & col1 = (lane % 4) * 2 + 1 + // As each row & col fragment of A & B matrices is distributed across + // 4 work items, each iteration of below loop loads a partial fragment + // of matrix A (row) and matrix B (col) using the row & col offsets. + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a[4], recv_b[4]; + + // Load partial fragment from row0 of matrix A ({a0, a1}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from row0 of matrix A ({a2, a3}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[2], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a0, a1}) + recv_a[2] = + dpct::select_from_sub_group(sg, a[1], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a2, a3}) + recv_a[3] = + dpct::select_from_sub_group(sg, a[3], row_load_offset + i); + + // Load partial fragment from col0 of matrix B ({b0, b1}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from col0 of matrix B ({b2, b3}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b0, b1}) + recv_b[2] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + 4 + i); + // Load partial fragment from col1 of matrix B ({b2, b3}) + recv_b[3] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + 4 + i); + + auto ra = reinterpret_cast(recv_a); + auto rb = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a0, a1, a2, a3 } * col0{ b0, b1, b2, b3 } d1 += row0{ + // a0, a1, a2, a3 } * col1{ b0, b1, b2, b3 } d2 += row1{ a0, a1, a2, + // a3 } * col0{ b0, b1, b2, b3 } d3 += row1{ a0, a1, a2, a3 } * + // col1{ b0, b1, b2, b3 } + for (int j = 0; j < 4; j++) { + *d[0] += static_cast(ra[j]) * static_cast(rb[j]); + *d[1] += + static_cast(ra[j]) * static_cast(rb[j + 4]); + *d[2] += + static_cast(ra[j + 4]) * static_cast(rb[j]); + *d[3] += static_cast(ra[j + 4]) * + static_cast(rb[j + 4]); + } + } + } else if constexpr (std::is_integral_v) { + // Init D matrix with fragments of C matrix + *d[0] = c[0]; + *d[1] = c[1]; + *d[2] = c[2]; + *d[3] = c[3]; + + // Each sub-group is responsible for computing a fragment size of 16*8 + // elements of matrix D. + // Each work item computes 4 elements of matrix D by gathering + // their corresponding row & col matrix fragments of length k (8) + // from A & B matrices respectively using below mapping logic: + // row0 = (lane >> 2) & row1 = (lane >> 2) + 8 + // col0 = (lane % 4) * 2 & col1 = (lane % 4) * 2 + 1 + // As each row & col fragment of A & B matrices is distributed across + // 4 work items, each iteration of below loop loads a partial fragment + // of matrix A (row) and matrix B (col) using the row & col offsets. + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a[2], recv_b[2]; + + // Load partial fragment from row0 of matrix A ({a0, a1, a2, a3}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a4, a5, a6, a7}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[1], row_load_offset + i); + // Load partial fragment from col0 of matrix B ({b0, b1, b2, b3}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b4, b5, b6, b7}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i + 4); + + auto ra = reinterpret_cast(recv_a); + auto rb = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a0, a1, a2, a3 } * col0{ b0, b1, b2, b3 } d1 += row0{ + // a0, a1, a2, a3 } * col1{ b4, b5, b6, b7 } d2 += row1{ a4, a5, a6, + // a7 } * col0{ b0, b1, b2, b3 } d3 += row1{ a4, a5, a6, a7 } * + // col1{ b4, b5, b6, b7 } + for (int i = 0; i < 4; i++) { + *d[0] += ra[i] * rb[i]; + *d[1] += ra[i] * rb[i + 4]; + *d[2] += ra[i + 4] * rb[i]; + *d[3] += ra[i + 4] * rb[i + 4]; + } + } + } + } else if constexpr (M == 16 && N == 8 && K == 32) { + if constexpr (std::is_integral_v) { + // Init D matrix with fragments of C matrix + *d[0] = c[0]; + *d[1] = c[1]; + *d[2] = c[2]; + *d[3] = c[3]; + + // Each sub-group is responsible for computing a fragment size of 16*8 + // elements of matrix D. + // Each work item computes 4 elements of matrix D by gathering + // their corresponding row & col matrix fragments of length k (32) + // from A & B matrices respectively using below mapping logic: + // row0 = (lane >> 2) & row1 = (lane >> 2) + 8 + // col0 = ((lane % 4) * 4) + (i & 0x3) & col1 = ((lane % 4) * 4) + (i + // & 0x3) As each row & col fragment of A & B matrices is distributed + // across 4 work items, each iteration of below loop loads a partial + // fragment of matrix A (row) and matrix B (col) using the row & col + // offsets. + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a[2], recv_b[2]; + + // Load partial fragment from row0 of matrix A ({a0, a1, a2, a3}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[0], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a4, a5, a6, a7}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[1], row_load_offset + i); + // Load partial fragment from col0 of matrix B ({b0, b1, b2, b3}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b0, b1, b2, b3}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[0], col_load_offset + i + 4); + + auto a = reinterpret_cast(recv_a); + auto b = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a0, a1, a2, a3 } * col0{ b0, b1, b2, b3 } d1 += row0{ + // a0, a1, a2, a3 } * col1{ b0, b1, b2, b3 } d2 += row1{ a4, a5, a6, + // a7 } * col0{ b0, b1, b2, b3 } d3 += row1{ a4, a5, a6, a7 } * + // col1{ b0, b1, b2, b3 } + for (int j = 0; j < 4; j++) { + *d[0] += a[j] * b[j]; + *d[1] += a[j] * b[j + 4]; + *d[2] += a[j + 4] * b[j]; + *d[3] += a[j + 4] * b[j + 4]; + } + } + + for (int i = 0; i < 4; i++) { + typename MMAType::PackType recv_a[2], recv_b[2]; + + // Load partial fragment from row0 of matrix A ({a8, a9, a10, a11}) + recv_a[0] = + dpct::select_from_sub_group(sg, a[2], row_load_offset + i); + // Load partial fragment from row1 of matrix A ({a12, a13, a14, + // a15}) + recv_a[1] = + dpct::select_from_sub_group(sg, a[3], row_load_offset + i); + // Load partial fragment from col0 of matrix B ({b4, b5, b6, b7}) + recv_b[0] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + i); + // Load partial fragment from col1 of matrix B ({b4, b5, b6, b7}) + recv_b[1] = + dpct::select_from_sub_group(sg, b[1], col_load_offset + i + 4); + + auto a = reinterpret_cast(recv_a); + auto b = reinterpret_cast(recv_b); + + // Each work item calculates a partial product of A & B matrix + // fragments and adds it to the corresponding D matrix fragment d0 + // += row0{ a8, a9, a10, a11 } * col0{ b4, b5, b6, b7 } d1 += row0{ + // a8, a9, a10, a11 } * col1{ b4, b5, b6, b7 } d2 += row1{ a12, a13, + // a14, a15 } * col0{ b4, b5, b6, b7 } d3 += row1{ a12, a13, a14, + // a15 } * col1{ b4, b5, b6, b7 } + for (int j = 0; j < 4; j++) { + *d[0] += a[j] * b[j]; + *d[1] += a[j] * b[j + 4]; + *d[2] += a[j + 4] * b[j]; + *d[3] += a[j + 4] * b[j + 4]; + } + } + } + } + } } // COPY from DPCT head files #endif // GGML_SYCL_DPCT_HELPER_HPP diff --git a/ggml/src/ggml-sycl/element_wise.cpp b/ggml/src/ggml-sycl/element_wise.cpp index 00d54b83f8..249e80c826 100644 --- a/ggml/src/ggml-sycl/element_wise.cpp +++ b/ggml/src/ggml-sycl/element_wise.cpp @@ -9,23 +9,32 @@ #define SYCL_LOCAL_ID_CALC(ITEM, IDX) \ (ITEM.get_local_range(IDX) * ITEM.get_group(IDX) + ITEM.get_local_id(IDX)) +static void acc_f32(const float * x, const float * y, float * dst, const int64_t ne, + const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t ne13, + const int64_t s11, const int64_t s12, const int64_t s13, const int64_t offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t i = SYCL_LOCAL_ID_CALC(item_ct1, 2); -static void acc_f32(const float * x, const float * y, float * dst, const int ne, - const int ne10, const int ne11, const int ne12, - const int nb1, const int nb2, int offset, const sycl::nd_item<1> &item_ct1) { - const int i = SYCL_LOCAL_ID_CALC(item_ct1, 0); if (i >= ne) { return; } - int src1_idx = i - offset; - int oz = src1_idx / nb2; - int oy = (src1_idx - (oz * nb2)) / nb1; - int ox = src1_idx % nb1; - if (src1_idx >= 0 && ox < ne10 && oy < ne11 && oz < ne12) { - dst[i] = x[i] + y[ox + oy * ne10 + oz * ne10 * ne11]; - } else { - dst[i] = x[i]; + + int64_t src1_idx = i - offset; + + int64_t tmp = src1_idx; + const int64_t i13 = tmp / s13; + tmp -= i13 * s13; + const int64_t i12 = tmp / s12; + tmp -= i12 * s12; + const int64_t i11 = tmp / s11; + tmp -= i11 * s11; + const int64_t i10 = tmp; + + float val = x[i]; + if (src1_idx >= 0 && i10 < ne10 && i11 < ne11 && i12 < ne12 && i13 < ne13) { + val += y[((i13*ne12 + i12) * ne11 + i11) * ne10 + i10]; } + dst[i] = val; } /* Unary OP funcs */ @@ -285,30 +294,6 @@ static void unary_op_trunc_kernel(const T * x, T * dst, const int k, const sycl: } } -template -static void upscale(const T *x, T *dst, const int nb00, const int nb01, - const int nb02, const int nb03, const int ne10, const int ne11, - const int ne12, const int ne13, const float sf0, const float sf1, - const float sf2, const float sf3, const sycl::nd_item<1> &item_ct1) { - int index = item_ct1.get_local_id(0) + - item_ct1.get_group(0) * item_ct1.get_local_range(0); - if (index >= ne10 * ne11 * ne12 * ne13) { - return; - } - // operation - int i10 = index % ne10; - int i11 = (index / ne10) % ne11; - int i12 = (index / (ne10 * ne11)) % ne12; - int i13 = (index / (ne10 * ne11 * ne12)) % ne13; - - int i00 = static_cast(i10 / sf0); - int i01 = static_cast(i11 / sf1); - int i02 = static_cast(i12 / sf2); - int i03 = static_cast(i13 / sf3); - - dst[index] = *(const T *)((const char *)x + i03 * nb03 + i02 * nb02 + i01 * nb01 + i00 * nb00); -} - template static void clamp(const T * x, T * dst, const float min, const float max, const int k, const sycl::nd_item<1> &item_ct1) { @@ -364,18 +349,15 @@ static void gated_op_fused_geglu_quick(const T * x, const T * g, T * dst, const namespace ggml_sycl_detail { static void acc_f32_sycl(const float *x, const float *y, float *dst, - const int n_elements, const int ne10, const int ne11, - const int ne12, const int nb1, const int nb2, - const int offset, queue_ptr stream) { - int num_blocks = ceil_div(n_elements, SYCL_ACC_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * - sycl::range<1>(SYCL_ACC_BLOCK_SIZE), - sycl::range<1>(SYCL_ACC_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - acc_f32(x, y, dst, n_elements, ne10, ne11, ne12, nb1, nb2, offset, - item_ct1); - }); + const int64_t n_elements, const int64_t ne10, const int64_t ne11, + const int64_t ne12, const int64_t ne13, const int64_t s1, const int64_t s2, const int64_t s3, + const int64_t offset, queue_ptr stream) { + const int num_blocks = (n_elements + SYCL_ACC_BLOCK_SIZE - 1) / SYCL_ACC_BLOCK_SIZE; + stream->parallel_for(sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_ACC_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_ACC_BLOCK_SIZE)), + [=](sycl::nd_item<3> /*item_ct1*/) { + acc_f32(x, y, dst, n_elements, ne10, ne11, ne12, ne13, s1, s2, s3, offset); + }); } template @@ -386,41 +368,21 @@ static void arange_kernel(T * dst, const int k, T start, T step, } } -template -static void upscale_sycl(const T *x, T *dst, const int nb00, const int nb01, - const int nb02, const int nb03, const int ne10, const int ne11, - const int ne12, const int ne13, const float sf0, const float sf1, - const float sf2, const float sf3, queue_ptr stream) { - int dst_size = ne10 * ne11 * ne12 * ne13; - int num_blocks = ceil_div(dst_size, SYCL_UPSCALE_BLOCK_SIZE); - sycl::range<1> gridDim(num_blocks * SYCL_UPSCALE_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(gridDim, sycl::range<1>(SYCL_UPSCALE_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) { - upscale(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3, item_ct1); - }); -} - template static inline void dispatch_ggml_sycl_op_unary(ggml_backend_sycl_context & ctx, ggml_tensor * dst, KernelInvoker kernel_invoker, Args&&... args) { -#if defined (GGML_SYCL_F16) GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); -#else - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); -#endif GGML_ASSERT(dst->src[0]->type == dst->type); + dpct::queue_ptr main_stream = ctx.stream(); SYCL_CHECK(ggml_sycl_set_device(ctx.device)); switch (dst->type) { -#if defined (GGML_SYCL_F16) case GGML_TYPE_F16: { auto data_pts = cast_data(dst); kernel_invoker(data_pts.src, data_pts.dst, (int)ggml_nelements(dst->src[0]), main_stream, std::forward(args)...); break; } -#endif case GGML_TYPE_F32: { auto data_pts = cast_data(dst); @@ -434,14 +396,10 @@ static inline void dispatch_ggml_sycl_op_unary(ggml_backend_sycl_context & ctx, template static inline void dispatch_ggml_sycl_op_fused_glu(ggml_backend_sycl_context & ctx, ggml_tensor * dst, KernelInvoker kernel_invoker, Args&&... args) { -#if defined (GGML_SYCL_F16) GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); -#else - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); -#endif GGML_ASSERT(dst->src[0]->type == dst->type); + dpct::queue_ptr main_stream = ctx.stream(); SYCL_CHECK(ggml_sycl_set_device(ctx.device)); const ggml_tensor * src0 = dst->src[0]; @@ -463,7 +421,6 @@ static inline void dispatch_ggml_sycl_op_fused_glu(ggml_backend_sycl_context & c GGML_ASSERT(src0->type == src1->type); } switch (dst->type) { -#if defined (GGML_SYCL_F16) case GGML_TYPE_F16: { sycl::half * src0_p = (sycl::half *) src0_d; @@ -484,7 +441,6 @@ static inline void dispatch_ggml_sycl_op_fused_glu(ggml_backend_sycl_context & c std::forward(args)...); break; } -#endif case GGML_TYPE_F32: { float * src0_p = (float *) src0_d; @@ -511,48 +467,6 @@ static inline void dispatch_ggml_sycl_op_fused_glu(ggml_backend_sycl_context & c } } -template -static inline void dispatch_ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst, KernelInvoker kernel_invoker, Args&&... args) { -#if defined (GGML_SYCL_F16) - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); - GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); -#else - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); -#endif - GGML_ASSERT(dst->src[0]->type == dst->type); - - dpct::queue_ptr main_stream = ctx.stream(); - SYCL_CHECK(ggml_sycl_set_device(ctx.device)); - - const float sf0 = (float) dst->ne[0] / dst->src[0]->ne[0]; - const float sf1 = (float) dst->ne[1] / dst->src[0]->ne[1]; - const float sf2 = (float) dst->ne[2] / dst->src[0]->ne[2]; - const float sf3 = (float) dst->ne[3] / dst->src[0]->ne[3]; - switch (dst->type) { -#if defined (GGML_SYCL_F16) - case GGML_TYPE_F16: - { - auto data_pts = cast_data(dst); - kernel_invoker(data_pts.src, data_pts.dst, (int)dst->src[0]->nb[0], (int)dst->src[0]->nb[1], (int)dst->src[0]->nb[2], - (int)dst->src[0]->nb[3], (int)dst->ne[0], (int)dst->ne[1], (int)dst->ne[2], (int)dst->ne[3], sf0, sf1, sf2, sf3, - main_stream, std::forward(args)...); - break; - } -#endif - case GGML_TYPE_F32: - { - auto data_pts = cast_data(dst); - kernel_invoker(data_pts.src, data_pts.dst, (int)dst->src[0]->nb[0], (int)dst->src[0]->nb[1], (int)dst->src[0]->nb[2], - (int)dst->src[0]->nb[3], (int)dst->ne[0], (int)dst->ne[1], (int)dst->ne[2], (int)dst->ne[3], sf0, sf1, sf2, sf3, - main_stream, std::forward(args)...); - break; - } - default: - GGML_ABORT("GGML tensor type not supported!\n"); - } -} - template static inline void ggml_sycl_op_unary( ggml_backend_sycl_context & ctx, ggml_tensor * dst, F func) { @@ -796,15 +710,6 @@ static inline void ggml_sycl_op_sqr(ggml_backend_sycl_context & ctx, ggml_tensor }); } -static inline void ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_upscale(ctx, dst, - [](const auto* src, auto* dst_ptr, int nb00, int nb01, int nb02, int nb03, - int ne10, int ne11, int ne12, int ne13, float sf0, float sf1, float sf2, float sf3, - queue_ptr stream) { - ggml_sycl_detail::upscale_sycl(src, dst_ptr, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3, stream); - }); -} - static inline void ggml_sycl_op_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { float min_val; float max_val; @@ -868,22 +773,31 @@ static inline void ggml_sycl_op_trunc(ggml_backend_sycl_context & ctx, ggml_tens } static inline void ggml_sycl_op_acc(ggml_backend_sycl_context & ctx, ggml_tensor *dst) { - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32); - GGML_ASSERT(dst->src[1]->type == GGML_TYPE_F32); + const ggml_tensor * src0 = dst->src[0]; + const ggml_tensor * src1 = dst->src[1]; + + const float * src0_d = (const float *) src0->data; + const float * src1_d = (const float *) src1->data; + float * dst_d = (float *) dst->data; + + dpct::queue_ptr stream = ctx.stream(); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT(src1->type == GGML_TYPE_F32); GGML_ASSERT( dst->type == GGML_TYPE_F32); - GGML_ASSERT(dst->ne[3] == 1); // just 3D tensors supported - dpct::queue_ptr main_stream = ctx.stream(); - SYCL_CHECK(ggml_sycl_set_device(ctx.device)); - const float * src0_dd = static_cast(dst->src[0]->data); - const float * src1_dd = static_cast(dst->src[1]->data); - float * dst_dd = static_cast(dst->data); - int nb1 = dst->op_params[0] / 4; // 4 bytes of float32 - int nb2 = dst->op_params[1] / 4; // 4 bytes of float32 - // int nb3 = dst->op_params[2] / 4; // 4 bytes of float32 - unused - int offset = dst->op_params[3] / 4; // offset in bytes + GGML_ASSERT(ggml_is_contiguous(src1)); + GGML_ASSERT(dst->nb[0] == ggml_element_size(dst)); + GGML_ASSERT(ggml_is_contiguously_allocated(dst)); - ggml_sycl_detail::acc_f32_sycl(src0_dd, src1_dd, dst_dd, (int)ggml_nelements(dst), (int)dst->src[1]->ne[0], (int)dst->src[1]->ne[1], (int)dst->src[1]->ne[2], nb1, nb2, offset, main_stream); + const int64_t s1 = dst->op_params[0] / sizeof(float); + const int64_t s2 = dst->op_params[1] / sizeof(float); + const int64_t s3 = dst->op_params[2] / sizeof(float); + const int64_t offset = dst->op_params[3] / sizeof(float); + + ggml_sycl_detail::acc_f32_sycl(src0_d, src1_d, dst_d, ggml_nelements(dst), + src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], + s1, s2, s3, offset, stream); } static inline void ggml_sycl_op_geglu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { @@ -1134,12 +1048,6 @@ void ggml_sycl_sqr(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { ggml_sycl_op_sqr(ctx, dst); } -void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); - ggml_sycl_op_upscale(ctx, dst); -} - - void ggml_sycl_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); ggml_sycl_op_clamp(ctx, dst); diff --git a/ggml/src/ggml-sycl/element_wise.hpp b/ggml/src/ggml-sycl/element_wise.hpp index 7c71974687..997132166a 100644 --- a/ggml/src/ggml-sycl/element_wise.hpp +++ b/ggml/src/ggml-sycl/element_wise.hpp @@ -71,8 +71,6 @@ void ggml_sycl_leaky_relu(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_sqr(ggml_backend_sycl_context & ctx, ggml_tensor * dst); -void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst); - void ggml_sycl_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_sgn(ggml_backend_sycl_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-sycl/fattn-common.hpp b/ggml/src/ggml-sycl/fattn-common.hpp new file mode 100644 index 0000000000..ed00d03c3b --- /dev/null +++ b/ggml/src/ggml-sycl/fattn-common.hpp @@ -0,0 +1,1179 @@ +#pragma once + +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "convert.hpp" +#include "vecdotq.hpp" + +#include "ggml.h" + +#include +#include +#include + + +#define FATTN_KQ_STRIDE 256 +#define HALF_MAX_HALF sycl::half(65504.0f/2) // Use neg. of this instead of -INFINITY to initialize KQ max vals to avoid NaN upon subtraction. +#define SOFTMAX_FTZ_THRESHOLD -20.0f // Softmax exp. of values smaller than this are flushed to zero to avoid NaNs. +#define FATTN_KQ_MAX_OFFSET (3.0f*0.6931f) + +typedef void (*fattn_kernel_t)( + const char* Q, + const char* K, + const char* V, + const char* mask, + const char* sinks, + const int* KV_max, + float* dst, + sycl::float2* dst_meta, + const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, + const float logit_softcap, + const int32_t ne00, + const sycl::uint3 ne01, + const int32_t ne02, + const int32_t ne03, + const int32_t nb01, + const int32_t nb02, + const int32_t nb03, + const int32_t ne10, + const int32_t ne11, + const int32_t ne12, + const int32_t ne13, + const int32_t nb11, + const int32_t nb12, + const int64_t nb13, + const int32_t nb21, + const int32_t nb22, + const int64_t nb23, + const int32_t ne31, + const int32_t ne32, + const int32_t ne33, + const int32_t nb31, + const int32_t nb32, + const int64_t nb33); + +typedef float (*vec_dot_KQ_t)( + const char * __restrict__ K_c, const void * __restrict__ Q_v, const int * __restrict__ Q_q8 , const void * __restrict__ Q_ds); + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_f16(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + const sycl::half2 * K_h2 = (const sycl::half2 *) K_c; + GGML_UNUSED(Q_q8); + GGML_UNUSED(Q_ds_v); + + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < D/2; k_KQ_0 += nthreads*cpy_ne) { + sycl::half2 tmp[cpy_ne]; + ggml_sycl_memcpy_1( + tmp, + K_h2 + k_KQ_0 + (sycl::ext::oneapi::this_work_item::get_nd_item<3>().get_local_id(2) % nthreads) * cpy_ne); +#pragma unroll + for (int k_KQ_1 = 0; k_KQ_1 < cpy_ne; ++k_KQ_1) { +#ifdef GGML_SYCL_F16 + ggml_sycl_mad(sum, tmp[k_KQ_1] , ((const sycl::half2 *) Q_v)[k_KQ_0/nthreads + k_KQ_1]); +#else + ggml_sycl_mad(sum, __half22float2(tmp[k_KQ_1]), ((const sycl::float2 *) Q_v)[k_KQ_0/nthreads + k_KQ_1]); +#endif // GGML_SYCL_F16 + } + } + + return sum; +} + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_q4_0(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + + const block_q4_0 * K_q4_0 = (const block_q4_0 *) K_c; + GGML_UNUSED(Q_v); + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += nthreads) { + const int k_KQ = + k_KQ_0 + (nthreads == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads); + + const int ib = k_KQ / QI8_1; + const int iqs4 = k_KQ % QI4_0; + const int shift = k_KQ & (QI8_1/2); + + int v; + ggml_sycl_memcpy_1(&v, K_q4_0[ib].qs + sizeof(int)*iqs4); + v = (v >> shift) & 0x0F0F0F0F; + const int u = Q_q8[k_KQ_0/nthreads]; + + const int sumi = ggml_sycl_dp4a(v, u, 0); + + const sycl::float2 Q_ds = ((const sycl::float2 *) Q_ds_v)[k_KQ_0 / nthreads]; + sum += __half2float(K_q4_0[ib].d) * (sumi*Q_ds.x() - (8/QI8_1)*Q_ds.y()); + } + + return sum; +} + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_q4_1(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const block_q4_1 * K_q4_1 = (const block_q4_1 *) K_c; + GGML_UNUSED(Q_v); + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += nthreads) { + const int k_KQ = + k_KQ_0 + (nthreads == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads); + + const int ib = k_KQ / QI8_1; + const int iqs4 = k_KQ % QI4_1; + const int shift = k_KQ & (QI8_1/2); + + int v; + ggml_sycl_memcpy_1(&v, K_q4_1[ib].qs + sizeof(int)*iqs4); + v = (v >> shift) & 0x0F0F0F0F; + const int u = Q_q8[k_KQ_0/nthreads]; + + const int sumi = ggml_sycl_dp4a(v, u, 0); + + const sycl::float2 K_dm = (K_q4_1[ib].dm).template convert(); + const sycl::float2 Q_ds = ((const sycl::float2 *) Q_ds_v)[k_KQ_0 / nthreads]; + + sum += K_dm.x()*Q_ds.x()*sumi + K_dm.y()*Q_ds.y()/QI8_1; + } + + return sum; +} + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_q5_0(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const block_q5_0 * K_q5_0 = (const block_q5_0 *) K_c; + GGML_UNUSED(Q_v); + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += nthreads) { + const int k_KQ = + k_KQ_0 + (nthreads == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads); + + const int ib = k_KQ / QI8_1; + const int iqs4 = k_KQ % QI5_0; + const int iqs8 = k_KQ % QI8_1; + const int shift = k_KQ & (QI8_1/2); + + int v; + ggml_sycl_memcpy_1(&v, K_q5_0[ib].qs + sizeof(int)*iqs4); + v = (v >> shift) & 0x0F0F0F0F; + + { + int vh; + ggml_sycl_memcpy_1(&vh, K_q5_0[ib].qh); + vh >>= iqs8 * QI5_0; + + v |= (vh << 4) & 0x00000010; // 0 -> 4 + v |= (vh << 11) & 0x00001000; // 1 -> 12 + v |= (vh << 18) & 0x00100000; // 2 -> 20 + v |= (vh << 25) & 0x10000000; // 3 -> 28 + } + + const int u = Q_q8[k_KQ_0/nthreads]; + + const int sumi = ggml_sycl_dp4a(v, u, 0); + + const sycl::float2 Q_ds = ((const sycl::float2 *) Q_ds_v)[k_KQ_0 / nthreads]; + + sum += __half2float(K_q5_0[ib].d) * (sumi*Q_ds.x() - (16/QI8_1)*Q_ds.y()); + } + + return sum; +} + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_q5_1(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const block_q5_1 * K_q5_1 = (const block_q5_1 *) K_c; + GGML_UNUSED(Q_v); + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += nthreads) { + const int k_KQ = + k_KQ_0 + (nthreads == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads); + + const int ib = k_KQ / QI8_1; + const int iqs4 = k_KQ % QI5_1; + const int iqs8 = k_KQ % QI8_1; + const int shift = k_KQ & (QI8_1/2); + + int v; + ggml_sycl_memcpy_1(&v, K_q5_1[ib].qs + sizeof(int)*iqs4); + v = (v >> shift) & 0x0F0F0F0F; + + { + int vh; + ggml_sycl_memcpy_1(&vh, K_q5_1[ib].qh); + vh >>= iqs8 * QI5_0; + + v |= (vh << 4) & 0x00000010; // 0 -> 4 + v |= (vh << 11) & 0x00001000; // 1 -> 12 + v |= (vh << 18) & 0x00100000; // 2 -> 20 + v |= (vh << 25) & 0x10000000; // 3 -> 28 + } + + const int u = Q_q8[k_KQ_0/nthreads]; + + const int sumi = ggml_sycl_dp4a(v, u, 0); + + const sycl::float2 K_dm = (K_q5_1[ib].dm).template convert(); + const sycl::float2 Q_ds = ((const sycl::float2 *) Q_ds_v)[k_KQ_0 / nthreads]; + + sum += K_dm.x()*Q_ds.x()*sumi + K_dm.y()*Q_ds.y()/QI8_1; + } + + return sum; +} + +template +static __dpct_inline__ float vec_dot_fattn_vec_KQ_q8_0(const char * __restrict__ K_c, + const void * __restrict__ Q_v, + const int * __restrict__ Q_q8, + const void * __restrict__ Q_ds_v) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const block_q8_0 * K_q8_0 = (const block_q8_0 *) K_c; + GGML_UNUSED(Q_v); + + float sum = 0.0f; + +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < int(D/sizeof(int)); k_KQ_0 += nthreads) { + const int k_KQ = + k_KQ_0 + (nthreads == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads); + + const int ib = k_KQ / QI8_0; + const int iqs = k_KQ % QI8_0; + + int v; + ggml_sycl_memcpy_1(&v, K_q8_0[ib].qs + 4*iqs); + + const sycl::float2 * Q_ds = (const sycl::float2 *) Q_ds_v; + const float Q_d = Q_ds[k_KQ_0 / nthreads].x(); + + sum += vec_dot_q8_0_q8_1_impl(&v, &Q_q8[k_KQ_0/nthreads], K_q8_0[ib].d, Q_d); + } + + return sum; +} + +template +static __dpct_inline__ void quantize_q8_1_to_shared(const float * __restrict__ x, + const float scale, + int * __restrict__ yq32, + void * __restrict__ yds) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + + float vals[sizeof(int)] = { 0.0f }; +#pragma unroll + for (int l = 0; l < int(sizeof(int)); ++l) { + vals[l] = + (ni == warp_size || item_ct1.get_local_id(2) < ni) ? scale * x[4 * item_ct1.get_local_id(2) + l] : 0.0f; + } + + float amax = sycl::fabs(vals[0]); + float sum = vals[0]; +#pragma unroll + for (int l = 1; l < int(sizeof(int)); ++l) { + amax = sycl::fmax(amax, sycl::fabs(vals[l])); + sum += vals[l]; + } +#pragma unroll + for (int mask = QI8_1/2; mask > 0; mask >>= 1) { + amax = sycl::fmax( + amax, dpct::permute_sub_group_by_xor(sycl::ext::oneapi::this_work_item::get_sub_group(), amax, mask)); + sum += dpct::permute_sub_group_by_xor(sycl::ext::oneapi::this_work_item::get_sub_group(), sum, mask); + } + + const float d = amax / 127; + int q32 = 0; + int8_t * q8 = (int8_t *) &q32; + + if (d != 0.0f) { +#pragma unroll + for (int l = 0; l < int(sizeof(int)); ++l) { + q8[l] = sycl::round(vals[l] / d); + } + } + + yq32[item_ct1.get_local_id(2)] = q32; + if (item_ct1.get_local_id(2) % QI8_1 == 0 && (ni == warp_size || item_ct1.get_local_id(2) < ni)) { + if (std::is_same::value) { + ((sycl::half2 *) yds)[item_ct1.get_local_id(2)/QI8_1] = make_half2(d, sum); + } else { + ((sycl::float2 *) yds)[item_ct1.get_local_id(2)/QI8_1] = make_float2(d, sum); + } + } +} + +typedef void (*dequantize_V_t)(const void *, void *, const int64_t); + +template +static __dpct_inline__ void dequantize_V_f16(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + if constexpr (std::is_same_v) { + ggml_sycl_memcpy_1(dst, (const sycl::half *) vx + i0); + } else if constexpr (std::is_same_v) { + static_assert(ne % 2 == 0, "bad ne"); + sycl::half2 tmp[ne / 2]; + ggml_sycl_memcpy_1(tmp, (const sycl::half *) vx + i0); + sycl::float2 * dst_f2 = (sycl::float2 *) dst; +#pragma unroll + for (int l = 0; l < ne/2; ++l) { + dst_f2[l] = tmp[l].template convert(); + } + } else { + static_assert(std::is_same_v, "unsupported type"); + } +} + +template +static __dpct_inline__ void dequantize_V_q4_0(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + const block_q4_0 * x = (const block_q4_0 *) vx; + + const int64_t ib = i0 / QK4_0; + const int iqs = i0 % (QK4_0/2); + const int shift = (i0 % QK4_0) / (QK4_0/2); + + int q; + static_assert(ne == 2 || ne == 4, "bad ne"); + ggml_sycl_memcpy_1(&q, x[ib].qs + iqs); + q >>= 4*shift; + q &= 0x0F0F0F0F; + q = dpct::vectorized_binary(q, 0x08080808, dpct::sub_sat()); + + const int8_t * q8 = (const int8_t *) &q; + +#ifdef GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::half2 d = sycl::half2(x[ib].d); + +#pragma unroll + for (int l0 = 0; l0 < ne; l0 += 2) { + ((sycl::half2 *) dst)[l0 / 2] = d * sycl::half2(q8[l0 + 0], q8[l0 + 1]); + } + } else +#endif // GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const float d = x[ib].d; + +#pragma unroll + for (int l = 0; l < ne; ++l) { + ((float *) dst)[l] = d * q8[l]; + } + } else { + static_assert(std::is_same_v, "bad type"); + } +} + +template +static __dpct_inline__ void dequantize_V_q4_1(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + const block_q4_1 * x = (const block_q4_1 *) vx; + + const int64_t ib = i0 / QK4_1; + const int iqs = i0 % (QK4_1/2); + const int shift = (i0 % QK4_1) / (QK4_1/2); + + int q; + static_assert(ne == 2 || ne == 4, "bad ne"); + ggml_sycl_memcpy_1(&q, x[ib].qs + iqs); + q >>= 4*shift; + q &= 0x0F0F0F0F; + + const int8_t * q8 = (const int8_t *) &q; + +#ifdef GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::half2 dm = x[ib].dm; + const sycl::half2 d = sycl::half2(dm[0]); + const sycl::half2 m = sycl::half2(dm[1]); + +#pragma unroll + for (int l0 = 0; l0 < ne; l0 += 2) { + ((sycl::half2 *) dst)[l0 / 2] = d * sycl::half2(q8[l0 + 0], q8[l0 + 1]) + m; + } + } else +#endif // GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::float2 dm = (x[ib].dm).template convert(); + +#pragma unroll + for (int l = 0; l < ne; ++l) { + ((float *) dst)[l] = dm.x() * q8[l] + dm.y(); + } + } else { + static_assert(std::is_same_v, "bad type"); + } +} + +template +static __dpct_inline__ void dequantize_V_q5_0(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + const block_q5_0 * x = (const block_q5_0 *) vx; + + const int64_t ib = i0 / QK5_0; + const int idq = i0 % QK5_0; + const int iqs = i0 % (QK5_0/2); + const int shift = (i0 % QK5_0) / (QK5_0/2); + + int q; + static_assert(ne == 2 || ne == 4, "bad ne"); + ggml_sycl_memcpy_1(&q, x[ib].qs + iqs); + q >>= 4*shift; + q &= 0x0F0F0F0F; + + { + int qh; + ggml_sycl_memcpy_1(&qh, x[ib].qh); +#pragma unroll + for (int l = 0; l < ne; ++l) { + q |= ((qh >> (idq + l)) & 0x00000001) << (8*l + 4); + } + } + + q = dpct::vectorized_binary(q, 0x10101010, dpct::sub_sat()); + + const int8_t * q8 = (const int8_t *) &q; + +#ifdef GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::half2 d = sycl::half2(x[ib].d); + +#pragma unroll + for (int l0 = 0; l0 < ne; l0 += 2) { + ((sycl::half2 *) dst)[l0 / 2] = d * sycl::half2(q8[l0 + 0], q8[l0 + 1]); + } + } else +#endif // GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const float d = x[ib].d; + +#pragma unroll + for (int l = 0; l < ne; ++l) { + ((float *) dst)[l] = d * q8[l]; + } + } else { + static_assert(std::is_same_v, "bad type"); + } +} + +template +static __dpct_inline__ void dequantize_V_q5_1(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + const block_q5_1 * x = (const block_q5_1 *) vx; + + const int64_t ib = i0 / QK5_1; + const int idq = i0 % QK5_1; + const int iqs = i0 % (QK5_1/2); + const int shift = (i0 % QK5_1) / (QK5_1/2); + + int q; + static_assert(ne == 2 || ne == 4, "bad ne"); + ggml_sycl_memcpy_1(&q, x[ib].qs + iqs); + q >>= 4*shift; + q &= 0x0F0F0F0F; + + { + int qh; + ggml_sycl_memcpy_1(&qh, x[ib].qh); +#pragma unroll + for (int l = 0; l < ne; ++l) { + q |= ((qh >> (idq + l)) & 0x00000001) << (8*l + 4); + } + } + + const int8_t * q8 = (const int8_t *) &q; + +#ifdef GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::half2 dm = x[ib].dm; + const sycl::half2 d = sycl::half2(dm[0]); + const sycl::half2 m = sycl::half2(dm[1]); + +#pragma unroll + for (int l0 = 0; l0 < ne; l0 += 2) { + ((sycl::half2 *) dst)[l0 / 2] = d * sycl::half2(q8[l0 + 0], q8[l0 + 1]) + m; + } + } else +#endif // GGML_SYCL_F16 + if constexpr (std::is_same_v) { + const sycl::float2 dm = (x[ib].dm).template convert(); + +#pragma unroll + for (int l = 0; l < ne; ++l) { + ((float *) dst)[l] = dm.x() * q8[l] + dm.y(); + } + } else { + static_assert(std::is_same_v, "bad type"); + } +} + +template +static __dpct_inline__ void dequantize_V_q8_0(const void * __restrict__ vx, void * __restrict__ dst, const int64_t i0) { + const block_q8_0 * x = (const block_q8_0 *) vx; + + const int64_t ib = i0 / QK8_0; + const int iqs = i0 % QK8_0; + + static_assert(ne % 2 == 0, "bad ne"); + int8_t qs[ne]; + ggml_sycl_memcpy_1(qs, x[ib].qs + iqs); + +#ifdef GGML_SYCL_F16 + if constexpr (std::is_same::value) { + const sycl::half2 d = sycl::half2(x[ib].d); + +#pragma unroll + for (int l0 = 0; l0 < ne; l0 += 2) { + ((sycl::half2 *) dst)[l0 / 2] = d * make_half2(qs[l0 + 0], qs[l0 + 1]); + } + } else +#endif // GGML_SYCL_F16 + if constexpr (std::is_same::value) { + const float d = x[ib].d; + +#pragma unroll + for (int l = 0; l < ne; ++l) { + ((float *) dst)[l] = d * qs[l]; + } + } else { + static_assert(std::is_same_v, "unsupported type"); + } +} + +template +constexpr vec_dot_KQ_t get_vec_dot_KQ() { + if constexpr (type_K == GGML_TYPE_F16) { + return vec_dot_fattn_vec_KQ_f16; + } else if constexpr (type_K == GGML_TYPE_Q4_0) { + return vec_dot_fattn_vec_KQ_q4_0; + } else if constexpr (type_K == GGML_TYPE_Q4_1) { + return vec_dot_fattn_vec_KQ_q4_1; + } else if constexpr (type_K == GGML_TYPE_Q5_0) { + return vec_dot_fattn_vec_KQ_q5_0; + } else if constexpr (type_K == GGML_TYPE_Q5_1) { + return vec_dot_fattn_vec_KQ_q5_1; + } else if constexpr (type_K == GGML_TYPE_Q8_0) { + return vec_dot_fattn_vec_KQ_q8_0; + } else { + static_assert(type_K == -1, "bad type"); + return nullptr; + } +} + +template +constexpr dequantize_V_t get_dequantize_V() { + if constexpr (type_V == GGML_TYPE_F16) { + return dequantize_V_f16; + } else if constexpr (type_V == GGML_TYPE_Q4_0) { + return dequantize_V_q4_0; + } else if constexpr (type_V == GGML_TYPE_Q4_1) { + return dequantize_V_q4_1; + } else if constexpr (type_V == GGML_TYPE_Q5_0) { + return dequantize_V_q5_0; + } else if constexpr (type_V == GGML_TYPE_Q5_1) { + return dequantize_V_q5_1; + } else if constexpr (type_V == GGML_TYPE_Q8_0) { + return dequantize_V_q8_0; + } else { + static_assert(type_V == -1, "bad type"); + return nullptr; + } +} + +template +static void flash_attn_mask_to_KV_max(const sycl::half2 * __restrict__ mask, + int * __restrict__ KV_max, + const int ne30, + const int s31, + const int s33, + int * buf_iw) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int ne31 = item_ct1.get_group_range(2); + const int tid = item_ct1.get_local_id(2); + const int sequence = item_ct1.get_group(1); + const int jt = item_ct1.get_group(2); + + mask += sequence*s33 + jt*ncols1*s31; + + if (tid < warp_size) { + buf_iw[tid] = 1; + } + item_ct1.barrier(sycl::access::fence_space::local_space); + + int KV_max_sj = (ne30 - 1) * FATTN_KQ_STRIDE; + for (; KV_max_sj >= 0; KV_max_sj -= FATTN_KQ_STRIDE) { + int all_inf = 1; + +#pragma unroll + for (int j = 0; j < ncols1; ++j) { + const sycl::float2 tmp = + mask[j * s31 + KV_max_sj / 2 + tid].template convert(); + all_inf = all_inf && int(sycl::isinf((float) (tmp.x()))) && int(sycl::isinf((float) (tmp.y()))); + } + + all_inf = warp_reduce_all(all_inf); + if (tid % warp_size == 0) { + buf_iw[tid / warp_size] = all_inf; + } + item_ct1.barrier(sycl::access::fence_space::local_space); + all_inf = buf_iw[tid % warp_size]; + item_ct1.barrier(sycl::access::fence_space::local_space); + all_inf = warp_reduce_all(all_inf); + + if (!all_inf) { + break; + } + } + + // If the break in the loop was not triggered, KV_max_sj is now -FATTN_KQ_STRIDE. + // If the break was triggered it's the lower edge of the tile with the first non-masked values. + // In either case, walk back the decrementation by FATTN_KQ_STRIDE. + KV_max_sj += FATTN_KQ_STRIDE; + + if (item_ct1.get_local_id(2) != 0) { + return; + } + + KV_max[sequence*ne31 + jt] = KV_max_sj; +} + +template // D == head size + +static void flash_attn_stream_k_fixup(float * __restrict__ dst, + const sycl::float2 * __restrict__ dst_fixup, + const int ne01, + const int ne02, + const int ne03, + const int ne11, + const int ne12, + const int nbatch_fa) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + constexpr int ncols = ncols1 * ncols2; + + const int bidx0 = item_ct1.get_group(2); + const int j = item_ct1.get_group(1); + const int c = item_ct1.get_group(0); + const int jc = j*ncols2 + c; + const int tid = item_ct1.get_local_id(2); + + const float * dst_fixup_data = ((const float *) dst_fixup) + item_ct1.get_group_range(2) * (2 * 2 * ncols); + + const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. + + const int iter_k = (ne11 + (nbatch_fa - 1)) / nbatch_fa; + const int iter_j = (ne01 + (ncols1 - 1)) / ncols1; + const int iter_z_gqa = (gqa_ratio + (ncols2 - 1)) / ncols2; + + const int kbc0 = int64_t(bidx0 + 0) * (iter_k * iter_j * iter_z_gqa * ne12 * ne03) / item_ct1.get_group_range(2); + const int kbc0_stop = + int64_t(bidx0 + 1) * (iter_k * iter_j * iter_z_gqa * ne12 * ne03) / item_ct1.get_group_range(2); + + const bool did_not_have_any_data = kbc0 == kbc0_stop; + const bool wrote_beginning_of_tile = kbc0 % iter_k == 0; + const bool did_not_write_last = kbc0/iter_k == kbc0_stop/iter_k && kbc0_stop % iter_k != 0; + if (did_not_have_any_data || wrote_beginning_of_tile || did_not_write_last) { + return; + } + + // z_KV == K/V head index, zt_gqa = Q head start index per K/V head, jt = token position start index + const int sequence = kbc0 /(iter_k*iter_j*iter_z_gqa*ne12); + const int z_KV = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence)/(iter_k*iter_j*iter_z_gqa); + const int zt_gqa = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence - iter_k*iter_j*iter_z_gqa * z_KV)/(iter_k*iter_j); + const int jt = (kbc0 - iter_k*iter_j*iter_z_gqa*ne12 * sequence - iter_k*iter_j*iter_z_gqa * z_KV - iter_k*iter_j * zt_gqa) / iter_k; + + const int zt_Q = z_KV*gqa_ratio + zt_gqa*ncols2; // Global Q head start index. + + if (jt*ncols1 + j >= ne01 || zt_gqa*ncols2 + c >= gqa_ratio) { + return; + } + + dst += sequence*ne02*ne01*D + jt*ne02*(ncols1*D) + zt_Q*D + (j*ne02 + c)*D + tid; + + // Load the partial result that needs a fixup: + float dst_val = 0.0f; + float max_val = 0.0f; + float rowsum = 0.0f; + { + dst_val = *dst; + + const sycl::float2 tmp = dst_fixup[bidx0 * ncols + jc]; + max_val = tmp.x(); + rowsum = tmp.y(); + } + + // Iterate over previous blocks and compute the combined results. + // All SYCL blocks that get here must have a previous block that needs a fixup. + int bidx = bidx0 - 1; + int kbc_stop = kbc0; + while(true) { + const int kbc = int64_t(bidx) * (iter_k * iter_j * iter_z_gqa * ne12 * ne03) / item_ct1.get_group_range(2); + if (kbc == kbc_stop) { // Did not have any data. + bidx--; + kbc_stop = kbc; + continue; + } + + const float dst_add = dst_fixup_data[bidx*ncols*D + jc*D + tid]; + + const sycl::float2 tmp = dst_fixup[(item_ct1.get_group_range(2) + bidx) * ncols + jc]; + + // Scale the current and new value accumulators depending on the max. values. + const float max_val_new = sycl::fmax(max_val, tmp.x()); + + const float diff_val = max_val - max_val_new; + const float diff_add = tmp.x() - max_val_new; + + const float scale_val = diff_val >= SOFTMAX_FTZ_THRESHOLD ? sycl::native::exp(diff_val) : 0.0f; + const float scale_add = diff_add >= SOFTMAX_FTZ_THRESHOLD ? sycl::native::exp(diff_add) : 0.0f; + + dst_val = scale_val*dst_val + scale_add*dst_add; + rowsum = scale_val * rowsum + scale_add * tmp.y(); + + max_val = max_val_new; + + // If this block started in a previous tile we are done and don't need to combine additional partial results. + if (kbc % iter_k == 0 || kbc/iter_k < kbc0/iter_k) { + break; + } + bidx--; + kbc_stop = kbc; + } + + // Write back final result: + *dst = dst_val / rowsum; +} + +template // D == head size + +static void flash_attn_combine_results(const float * __restrict__ VKQ_parts, + const sycl::float2 * __restrict__ VKQ_meta, + float * __restrict__ dst, + const int parallel_blocks, + uint8_t * dpct_local) { + // Dimension 0: threadIdx.x + // Dimension 1: blockIdx.x + // Dimension 2: blockIdx.y + // Dimension 3: blockIdx.z + // Memory layout is permuted with [0, 2, 1, 3] + + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int ne01 = item_ct1.get_group_range(2); + const int ne02 = item_ct1.get_group_range(1); + + const int col = item_ct1.get_group(2); + const int head = item_ct1.get_group(1); + const int sequence = item_ct1.get_group(0); + + const int j_dst_unrolled = (sequence*ne01 + col)*ne02 + head; + + VKQ_parts += j_dst_unrolled * parallel_blocks*D; + VKQ_meta += j_dst_unrolled * parallel_blocks; + dst += j_dst_unrolled * D; + + const int tid = item_ct1.get_local_id(2); + __builtin_assume(tid < D); + + auto meta = (sycl::float2 *) dpct_local; + for (int i = tid; i < 2*parallel_blocks; i += D) { + ((float *) meta)[i] = ((const float *)VKQ_meta) [i]; + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + + float kqmax = meta[0].x(); + for (int l = 1; l < parallel_blocks; ++l) { + kqmax = sycl::max(kqmax, meta[l].x()); + } + + float VKQ_numerator = 0.0f; + float VKQ_denominator = 0.0f; + for (int l = 0; l < parallel_blocks; ++l) { + const float KQ_max_scale = sycl::native::exp(meta[l].x() - kqmax); + + VKQ_numerator += KQ_max_scale * VKQ_parts[l*D + tid]; + VKQ_denominator += KQ_max_scale * meta[l].y(); + } + + dst[tid] = VKQ_numerator / VKQ_denominator; +} + +template +static void lauch_kernel( + dpct::dim3 group_range, + dpct::dim3 local_range, + queue_ptr q, + unsigned int local_mem_size, + const char* __restrict__ Q, + const char* __restrict__ K, + const char* __restrict__ V, + const char* __restrict__ mask, + const char* __restrict__ sinks, + const int* __restrict__ KV_max, + float* __restrict__ dst, + sycl::float2* __restrict__ dst_meta, + const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, + const float logit_softcap, + const int32_t ne00, + const sycl::uint3 ne01, + const int32_t ne02, + const int32_t ne03, + const int32_t nb01, + const int32_t nb02, + const int32_t nb03, + const int32_t ne10, + const int32_t ne11, + const int32_t ne12, + const int32_t ne13, + const int32_t nb11, + const int32_t nb12, + const int64_t nb13, + const int32_t nb21, + const int32_t nb22, + const int64_t nb23, + const int32_t ne31, + const int32_t ne32, + const int32_t ne33, + const int32_t nb31, + const int32_t nb32, + const int64_t nb33) { + GGML_UNUSED(local_mem_size); + q->submit([&](sycl::handler &cgh) { + cgh.parallel_for( + sycl::nd_range<3>( + static_cast>(group_range * local_range), + static_cast>(local_range)), + [=](sycl::nd_item<3> item_ct1) [[sycl::reqd_sub_group_size(warp_size)]] { + GGML_UNUSED(item_ct1); + fattn_kernel(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, + max_bias, m0, m1, n_head_log2, logit_softcap, ne00, + ne01, ne02, ne03, nb01, nb02, nb03, ne10, ne11, + ne12, ne13, nb11, nb12, nb13, nb21, nb22, nb23, + ne31, ne32, ne33, nb31, nb32, nb33); + }); + }); +} + +template +void launch_fattn( + ggml_backend_sycl_context & ctx, ggml_tensor * dst, const int nwarps, const size_t nbytes_shared, + const int nbatch_fa, const bool need_f16_K, const bool need_f16_V, const bool stream_k) { + + constexpr int ncols = ncols1 * ncols2; + + const ggml_tensor * Q = dst->src[0]; + const ggml_tensor * K = dst->src[1]; + const ggml_tensor * V = dst->src[2]; + + const bool V_is_K_view = V->view_src && (V->view_src == K || (V->view_src == K->view_src && V->view_offs == K->view_offs)); + + const ggml_tensor * mask = dst->src[3]; + const ggml_tensor * sinks = dst->src[4]; + + ggml_tensor * KQV = dst; + + GGML_ASSERT(Q->type == GGML_TYPE_F32); + GGML_ASSERT(KQV->type == GGML_TYPE_F32); + + GGML_ASSERT(Q->nb[0] == ggml_element_size(Q)); + GGML_ASSERT(K->nb[0] == ggml_element_size(K)); + GGML_ASSERT(V->nb[0] == ggml_element_size(V)); + + GGML_ASSERT(!mask || mask->type == GGML_TYPE_F16); + + ggml_sycl_pool & pool = ctx.pool(); + dpct::queue_ptr main_stream = ctx.stream(); + const int id = ggml_sycl_get_device(); + const int nsm = ggml_sycl_info().devices[id].nsm; + + ggml_sycl_pool_alloc K_f16(pool); + ggml_sycl_pool_alloc V_f16(pool); + ggml_sycl_pool_alloc KV_max(pool); + ggml_sycl_pool_alloc dst_tmp(pool); + ggml_sycl_pool_alloc dst_tmp_meta(pool); + + const char * K_data = (const char *) K->data; + size_t nb11 = K->nb[1]; + size_t nb12 = K->nb[2]; + size_t nb13 = K->nb[3]; + + const char * V_data = (const char *) V->data; + size_t nb21 = V->nb[1]; + size_t nb22 = V->nb[2]; + size_t nb23 = V->nb[3]; + + if (need_f16_K && K->type != GGML_TYPE_F16) { + const size_t bs = ggml_blck_size(K->type); + const size_t ts = ggml_type_size(K->type); + + K_f16.alloc(ggml_nelements(K)); + if (ggml_is_contiguously_allocated(K)) { + to_fp16_sycl_t to_fp16 = ggml_get_to_fp16_sycl(K->type, dst); + to_fp16(K_data, K_f16.ptr, ggml_nelements(K), main_stream); + + nb11 = nb11 * bs * sizeof(sycl::half) / ts; + nb12 = nb12 * bs * sizeof(sycl::half) / ts; + nb13 = nb13 * bs * sizeof(sycl::half) / ts; + } else { + GGML_ASSERT(K->nb[0] == ts); + to_fp16_nc_sycl_t to_fp16 = ggml_get_to_fp16_nc_sycl(K->type); + const int64_t s01 = nb11 / ts; + const int64_t s02 = nb12 / ts; + const int64_t s03 = nb13 / ts; + to_fp16(K_data, K_f16.ptr, K->ne[0], K->ne[1], K->ne[2], K->ne[3], s01, s02, s03, main_stream); + + nb11 = K->ne[0] * sizeof(sycl::half); + nb12 = K->ne[1] * nb11; + nb13 = K->ne[2] * nb12; + } + K_data = (char *) K_f16.ptr; + } + + if (need_f16_V && V->type != GGML_TYPE_F16) { + if (V_is_K_view) { + V_data = K_data; + nb21 = nb11; + nb22 = nb12; + nb23 = nb13; + } else { + const size_t bs = ggml_blck_size(V->type); + const size_t ts = ggml_type_size(V->type); + + V_f16.alloc(ggml_nelements(V)); + if (ggml_is_contiguously_allocated(V)) { + to_fp16_sycl_t to_fp16 = ggml_get_to_fp16_sycl(V->type, dst); + to_fp16(V_data, V_f16.ptr, ggml_nelements(V), main_stream); + V_data = (char *) V_f16.ptr; + + nb21 = nb21 * bs * sizeof(sycl::half) / ts; + nb22 = nb22 * bs * sizeof(sycl::half) / ts; + nb23 = nb23 * bs * sizeof(sycl::half) / ts; + } else { + GGML_ASSERT(V->nb[0] == ts); + to_fp16_nc_sycl_t to_fp16 = ggml_get_to_fp16_nc_sycl(V->type); + const int64_t s01 = nb21 / ts; + const int64_t s02 = nb22 / ts; + const int64_t s03 = nb23 / ts; + to_fp16(V_data, V_f16.ptr, V->ne[0], V->ne[1], V->ne[2], V->ne[3], s01, s02, s03, main_stream); + + nb21 = V->ne[0] * sizeof(sycl::half); + nb22 = V->ne[1] * nb21; + nb23 = V->ne[2] * nb22; + } + V_data = (char *) V_f16.ptr; + } + } + + const int ntiles_x = ((Q->ne[1] + ncols1 - 1) / ncols1); + const int gqa_ratio = Q->ne[2] / K->ne[2]; + const int ntiles_z_gqa = ((gqa_ratio + ncols2 - 1) / ncols2); + const int ntiles_total = ntiles_x * ntiles_z_gqa * K->ne[2] * Q->ne[3]; + + // Optional optimization where the mask is scanned to determine whether part of the calculation can be skipped. + // Only worth the overhead if there is at lease one FATTN_KQ_STRIDE x FATTN_KQ_STRIDE square to be skipped or + // multiple sequences of possibly different lengths. + if (mask && K->ne[1] % FATTN_KQ_STRIDE == 0 && (Q->ne[1] >= 1024 || Q->ne[3] > 1)) { + const int s31 = mask->nb[1] / sizeof(sycl::half2); + const int s33 = mask->nb[3] / sizeof(sycl::half2); + + const dpct::dim3 blocks_num_KV_max(ntiles_x, Q->ne[3], 1); + const dpct::dim3 block_dim_KV_max(FATTN_KQ_STRIDE / 2, 1, 1); + + const int ne_KV_max = blocks_num_KV_max.x*blocks_num_KV_max.y; + const int iter_k = K->ne[1] / FATTN_KQ_STRIDE; + + KV_max.alloc(ne_KV_max); + { + dpct::has_capability_or_fail(main_stream->get_device(), { sycl::aspect::fp16 }); + + main_stream->submit([&](sycl::handler & cgh) { + sycl::local_accessor buf_iw_acc_ct1(sycl::range<1>(warp_size), cgh); + + auto mask_data_ct0 = (const sycl::half2 *) mask->data; + auto KV_max_ptr_ct1 = KV_max.ptr; + + cgh.parallel_for(sycl::nd_range<3>(blocks_num_KV_max * block_dim_KV_max, block_dim_KV_max), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + flash_attn_mask_to_KV_max( + mask_data_ct0, KV_max_ptr_ct1, iter_k, s31, s33, + buf_iw_acc_ct1.get_multi_ptr().get()); + }); + }); + } + SYCL_CHECK(0); + } + + const dpct::dim3 block_dim(warp_size, nwarps, 1); + + // Max. number of active blocks limited by occupancy. + int max_blocks_per_sm = ggml_sycl_info().devices[id].max_wg_per_cu; + int parallel_blocks = max_blocks_per_sm; + dpct::dim3 blocks_num; + if (stream_k) { + // For short contexts it can be faster to have the SMs work on whole tiles because this lets us skip the fixup. + const int max_blocks = max_blocks_per_sm*nsm; + const int nblocks_stream_k = max_blocks; + const bool use_stream_k = true; + + blocks_num.x = use_stream_k ? nblocks_stream_k : ntiles_total; + blocks_num.y = 1; + blocks_num.z = 1; + + if (ntiles_total % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles. + dst_tmp_meta.alloc((size_t(blocks_num.x) * ncols * (2 + DV/2))); + } + } else { + const int ntiles_KQ = (K->ne[1] + nbatch_fa - 1) / nbatch_fa; // Max. number of parallel blocks limited by tensor size. + + // parallel_blocks must not be larger than what the tensor size allows: + parallel_blocks = std::min(parallel_blocks, ntiles_KQ); + // todo fix the hard code change + // parallel_blocks = ntiles_KQ; + + // If ntiles_total % blocks_per_wave != 0 then some efficiency is lost due to tail effects. + // Test whether parallel_blocks can be set to a higher value for better efficiency. + const int blocks_per_wave = nsm * max_blocks_per_sm; + int nwaves_best = 0; + int efficiency_percent_best = 0; + for (int parallel_blocks_test = parallel_blocks; parallel_blocks_test <= ntiles_KQ; ++parallel_blocks_test) { + const int nblocks_total = ntiles_total * parallel_blocks_test; + const int nwaves = (nblocks_total + blocks_per_wave - 1) / blocks_per_wave; + const int efficiency_percent = 100 * nblocks_total / (nwaves*blocks_per_wave); + + // Stop trying configurations with more waves if we already have good efficiency to avoid excessive overhead. + if (efficiency_percent_best >= 95 && nwaves > nwaves_best) { + break; + } + + if (efficiency_percent > efficiency_percent_best) { + nwaves_best = nwaves; + efficiency_percent_best = efficiency_percent; + parallel_blocks = parallel_blocks_test; + } + } + + blocks_num.x = ntiles_x; + blocks_num.y = parallel_blocks; + blocks_num.z = ntiles_z_gqa*K->ne[2]*Q->ne[3]; + + if (parallel_blocks > 1) { + dst_tmp.alloc(parallel_blocks*ggml_nelements(KQV)); + dst_tmp_meta.alloc(parallel_blocks*ggml_nrows(KQV)); + } + } + + float scale = 1.0f; + float max_bias = 0.0f; + float logit_softcap = 0.0f; + + memcpy(&scale, (const float *) KQV->op_params + 0, sizeof(float)); + memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float)); + memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float)); + + if (logit_softcap != 0.0f) { + scale /= logit_softcap; + } + + const uint32_t n_head = Q->ne[2]; + const uint32_t n_head_log2 = 1u << uint32_t(floorf(log2f(float(n_head)))); + + const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); + const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); + + // TODO other tensor dimensions after removal of WMMA kernel: + const sycl::uint3 ne01 = init_fastdiv_values(Q->ne[1]); + + GGML_ASSERT(block_dim.x % warp_size == 0); + + lauch_kernel( + blocks_num, block_dim, main_stream, (unsigned int) nbytes_shared, (const char *) Q->data, K_data, V_data, + mask ? ((const char *) mask->data) : nullptr, sinks ? ((const char *) sinks->data) : nullptr, KV_max.ptr, + !stream_k && parallel_blocks > 1 ? dst_tmp.ptr : (float *) KQV->data, (sycl::float2 *)dst_tmp_meta.ptr, scale, max_bias, m0, m1, + n_head_log2, logit_softcap, Q->ne[0], ne01, Q->ne[2], Q->ne[3], Q->nb[1], Q->nb[2], Q->nb[3], K->ne[0], + K->ne[1], K->ne[2], K->ne[3], nb11, nb12, nb13, nb21, nb22, nb23, mask ? mask->ne[1] : 0, + mask ? mask->ne[2] : 0, mask ? mask->ne[3] : 0, mask ? mask->nb[1] : 0, mask ? mask->nb[2] : 0, + mask ? mask->nb[3] : 0); + SYCL_CHECK(0); + + if (stream_k) { + if (ntiles_total % blocks_num.x != 0) { // Fixup is only needed if the SMs work on fractional tiles. + const dpct::dim3 block_dim_combine(DV, 1, 1); + const dpct::dim3 blocks_num_combine = { blocks_num.x, ncols1, ncols2 }; + + main_stream->submit([&](sycl::handler & cgh) { + auto KQV_data_ct0 = (float *) KQV->data; + auto dst_tmp_meta_ptr_ct1 = dst_tmp_meta.ptr; + auto Q_ne_ct2 = Q->ne[1]; + auto Q_ne_ct3 = Q->ne[2]; + auto Q_ne_ct4 = Q->ne[3]; + auto K_ne_ct5 = K->ne[1]; + auto K_ne_ct6 = K->ne[2]; + + cgh.parallel_for(sycl::nd_range<3>(blocks_num_combine * block_dim_combine, block_dim_combine), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + flash_attn_stream_k_fixup(KQV_data_ct0, dst_tmp_meta_ptr_ct1, + Q_ne_ct2, Q_ne_ct3, Q_ne_ct4, + K_ne_ct5, K_ne_ct6, nbatch_fa); + }); + }); + } + } else if (parallel_blocks > 1) { + const dpct::dim3 block_dim_combine(DV, 1, 1); + const dpct::dim3 blocks_num_combine(Q->ne[1], Q->ne[2], Q->ne[3]); + const size_t nbytes_shared_combine = parallel_blocks * sizeof(sycl::float2); + main_stream->submit([&](sycl::handler & cgh) { + sycl::local_accessor dpct_local_acc_ct1(sycl::range<1>(nbytes_shared_combine), cgh); + + auto dst_tmp_ptr_ct0 = dst_tmp.ptr; + auto dst_tmp_meta_ptr_ct1 = dst_tmp_meta.ptr; + auto KQV_data_ct2 = (float *) KQV->data; + + cgh.parallel_for(sycl::nd_range<3>(blocks_num_combine * block_dim_combine, block_dim_combine), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + flash_attn_combine_results( + dst_tmp_ptr_ct0, dst_tmp_meta_ptr_ct1, KQV_data_ct2, parallel_blocks, + dpct_local_acc_ct1.get_multi_ptr().get()); + }); + }); + } + SYCL_CHECK(0); +} diff --git a/ggml/src/ggml-sycl/fattn-tile.cpp b/ggml/src/ggml-sycl/fattn-tile.cpp new file mode 100644 index 0000000000..9449d75784 --- /dev/null +++ b/ggml/src/ggml-sycl/fattn-tile.cpp @@ -0,0 +1,59 @@ +#include +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "fattn-common.hpp" +#include "fattn-tile.hpp" +#include +#include +namespace syclex = sycl::ext::oneapi::experimental; + +void ggml_sycl_flash_attn_ext_tile(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * K = dst->src[1]; + const ggml_tensor * V = dst->src[2]; + switch (K->ne[0]) { + case 40: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case< 40, 40>(ctx, dst); + } break; + case 64: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case< 64, 64>(ctx, dst); + } break; + case 72: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case< 72, 72>(ctx, dst); + } break; + case 80: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case< 80, 80>(ctx, dst); + } break; + case 96: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case< 96, 96>(ctx, dst); + } break; + case 112: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case<112, 112>(ctx, dst); + } break; + case 128: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case<128, 128>(ctx, dst); + } break; + case 256: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case<256, 256>(ctx, dst); + } break; + case 512: { + GGML_ASSERT(V->ne[0] == K->ne[0]); + ggml_sycl_flash_attn_ext_tile_case<512, 512>(ctx, dst); + } break; + case 576: { + GGML_ASSERT(V->ne[0] == 512); + ggml_sycl_flash_attn_ext_tile_case<576, 512>(ctx, dst); + } break; + default: { + GGML_ABORT("Unsupported head size"); + } break; + } +} diff --git a/ggml/src/ggml-sycl/fattn-tile.hpp b/ggml/src/ggml-sycl/fattn-tile.hpp new file mode 100644 index 0000000000..9ba5296968 --- /dev/null +++ b/ggml/src/ggml-sycl/fattn-tile.hpp @@ -0,0 +1,1246 @@ +#include +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "fattn-common.hpp" + +#include +#include + +namespace syclex = sycl::ext::oneapi::experimental; + +#define GGML_SYCL_FATTN_TILE_CONFIG_CASE(DKQ_, DV_, ncols_, nthreads, occupancy, nbatch_fa, nbatch_K) \ + if (DKQ == (DKQ_) && DV == (DV_) && ncols == (ncols_)) { \ + static_assert((nthreads) <= 512, "bad nthreads"); \ + static_assert((occupancy) <= 8, "bad occupancy"); \ + static_assert((nbatch_fa) <= 256, "bad nbatch_fa"); \ + static_assert((nbatch_K) <= 256, "bad nbatch_K"); \ + return ((nthreads) << 0) | ((occupancy) << 10) | ((nbatch_fa) << 14) | ((nbatch_K) << 23); \ + } \ + +static constexpr uint32_t ggml_sycl_fattn_tile_get_config_fp16(const int DKQ, const int DV, const int ncols) { + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 2, 64, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 4, 128, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 8, 256, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 16, 256, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 32, 256, 2, 64, 40) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 2, 64, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 2, 64, 2, 64, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 4, 128, 2, 64, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 8, 256, 2, 64, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 16, 256, 2, 64, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 32, 256, 2, 64, 72) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 2, 64, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 4, 128, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 8, 256, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 16, 256, 2, 64, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 32, 256, 2, 64, 40) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 2, 64, 2, 64, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 4, 128, 2, 64, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 8, 256, 2, 64, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 16, 256, 2, 64, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 32, 256, 2, 64, 48) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 2, 64, 2, 64, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 4, 128, 2, 64, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 8, 256, 2, 64, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 16, 256, 2, 64, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 32, 256, 2, 64, 56) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 2, 64, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 2, 64, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 2, 64, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 32, 256, 2, 64, 64) + + return 0; +} + +static constexpr uint32_t ggml_sycl_fattn_tile_get_config_fp32(const int DKQ, const int DV, const int ncols) { + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 2, 64, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 4, 128, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 8, 256, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 16, 256, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 40, 40, 32, 256, 2, 32, 40) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 2, 128, 3, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 4, 128, 3, 32, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 8, 128, 3, 32, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 16, 128, 3, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 64, 64, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 2, 64, 2, 32, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 4, 128, 2, 32, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 8, 256, 2, 32, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 16, 256, 2, 32, 72) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 72, 72, 32, 256, 2, 32, 72) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 2, 64, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 4, 128, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 8, 256, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 16, 256, 2, 32, 40) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 80, 80, 32, 256, 2, 32, 40) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 2, 64, 2, 32, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 4, 128, 2, 32, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 8, 256, 2, 32, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 16, 256, 2, 32, 48) + GGML_SYCL_FATTN_TILE_CONFIG_CASE( 96, 96, 32, 256, 2, 32, 48) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 2, 64, 2, 32, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 4, 128, 2, 32, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 8, 256, 2, 32, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 16, 256, 2, 32, 56) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(112, 112, 32, 256, 2, 32, 56) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 2, 128, 3, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 4, 128, 3, 32, 128) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 8, 128, 3, 64, 128) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 16, 128, 3, 32, 128) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(128, 128, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 2, 128, 3, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 4, 128, 3, 32, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 8, 256, 2, 32, 256) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 16, 256, 2, 32, 128) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(256, 256, 32, 256, 2, 32, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 2, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 4, 128, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 8, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 16, 256, 2, 64, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(512, 512, 32, 256, 2, 64, 64) + + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 4, 128, 2, 32, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 8, 256, 2, 32, 64) + GGML_SYCL_FATTN_TILE_CONFIG_CASE(576, 512, 16, 256, 2, 32, 64) + + return 0; +} + +static constexpr uint32_t ggml_sycl_fattn_tile_get_config(const int DKQ, const int DV, const int ncols, const int cc) { + if(fast_fp16_available(cc)) + return ggml_sycl_fattn_tile_get_config_fp16(DKQ, DV, ncols); + else + return ggml_sycl_fattn_tile_get_config_fp32(DKQ, DV, ncols); +} + +static constexpr uint32_t ggml_sycl_fattn_tile_get_config(const int DKQ, const int DV, const int ncols) { +#ifdef SYCL_FAST_FP16 + return ggml_sycl_fattn_tile_get_config_fp16(DKQ, DV, ncols); +#else + return ggml_sycl_fattn_tile_get_config_fp32(DKQ, DV, ncols); +#endif // SYCL_FAST_FP16 +} + +static int ggml_sycl_fattn_tile_get_nthreads(const int DKQ, const int DV, const int ncols, const int cc) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols, cc) >> 0) & ((1 << 10) - 1); +} + +static constexpr int ggml_sycl_fattn_tile_get_nthreads(const int DKQ, const int DV, const int ncols) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols) >> 0) & ((1 << 10) - 1); +} + +static int ggml_sycl_fattn_tile_get_occupancy(const int DKQ, const int DV, const int ncols, const int cc) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols, cc) >> 10) & ((1 << 4) - 1); +} + +static constexpr int ggml_sycl_fattn_tile_get_occupancy(const int DKQ, const int DV, const int ncols) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols) >> 10) & ((1 << 4) - 1); +} + +static int ggml_sycl_fattn_tile_get_nbatch_fa(const int DKQ, const int DV, const int ncols, const int cc) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols, cc) >> 14) & ((1 << 9) - 1); +} + +static constexpr int ggml_sycl_fattn_tile_get_nbatch_fa(const int DKQ, const int DV, const int ncols) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols) >> 14) & ((1 << 9) - 1); +} + +static int ggml_sycl_fattn_tile_get_nbatch_K(const int DKQ, const int DV, const int ncols, const int cc) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols, cc) >> 23) & ((1 << 9) - 1); +} + +static constexpr int ggml_sycl_fattn_tile_get_nbatch_K(const int DKQ, const int DV, const int ncols) { + return (ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols) >> 23) & ((1 << 9) - 1); +} + +template +static __dpct_inline__ void flash_attn_tile_load_tile(const sycl::half2 * const __restrict__ KV, + sycl::half2 * const __restrict__ tile_KV, + const int stride_KV, + const int i_sup) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + auto load = [&] (const int n) { + const int stride_j = warp_size >> n; + + if (stride_j == 0) { + return; + } + + const int j0_start = stride_j == warp_size ? 0 : ((J/2)/cpy_ne) - ((J/2)/cpy_ne) % (2*stride_j); + const int j0_stop = ((J/2)/cpy_ne) - ((J/2)/cpy_ne) % (1*stride_j); + const int stride_i = warp_size / stride_j; + + if (j0_start == j0_stop) { + return; + } + +#pragma unroll + for (int i0 = 0; i0 < I; i0 += nwarps*stride_i) { + const int i = i0 + item_ct1.get_local_id(1) * stride_i + + (stride_j == warp_size ? 0 : item_ct1.get_local_id(2) / stride_j); + + if (i0 + nwarps*stride_i <= I || i < I) { +#pragma unroll + for (int j0 = j0_start; j0 < j0_stop; j0 += stride_j) { + const int j = j0 * cpy_ne + (stride_j == warp_size ? item_ct1.get_local_id(2) : + item_ct1.get_local_id(2) % stride_j) * + cpy_ne; + + const __dpct_align__(16) sycl::half2 zero[cpy_ne] = { + { 0.0f, 0.0f } + }; + ggml_sycl_memcpy_1( + tile_KV + i*(J/2 + J_padding) + j, + !oob_check || i < i_sup ? KV + i*stride_KV + j : zero); + } + } + } + }; + // 1: max 64*16=512 bytes, 512 half + // 2: max 32*16=512 bytes, 256 half + // 3: max 16*16=256 bytes, 128 half + // 4: max 8*16=128 bytes, 64 half + // 5: max 4*16= 64 bytes, 32 half + // 6: max 2*16= 32 bytes, 16 half + // 7: max 1*16= 16 bytes, 8 half + static_assert(J % 8 == 0, "bad J"); + static_assert((J/2) % cpy_ne == 0, "bad J"); + ggml_sycl_unroll<7>{}(load); +} + +template +static __dpct_inline__ void flash_attn_tile_load_tile(const sycl::half2 * const __restrict__ KV, + float * const __restrict__ tile_KV, + const int stride_KV, + const int i_sup) { + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + auto load = [&] (const int n) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int stride_j = warp_size >> n; + + if (stride_j == 0) { + return; + } + + const int j0_start = stride_j == warp_size ? 0 : (J/cpy_ne) - (J/cpy_ne) % (2*stride_j); + const int j0_stop = (J/cpy_ne) - (J/cpy_ne) % (1*stride_j); + const int stride_i = warp_size / stride_j; + + if (j0_start == j0_stop) { + return; + } + +#pragma unroll + for (int i0 = 0; i0 < I; i0 += nwarps*stride_i) { + const int i = i0 + item_ct1.get_local_id(1) * stride_i + + (stride_j == warp_size ? 0 : item_ct1.get_local_id(2) / stride_j); + + if (i0 + nwarps*stride_i <= I || i < I) { +#pragma unroll + for (int j0 = j0_start; j0 < j0_stop; j0 += stride_j) { + const int j = j0 * (cpy_ne / 2) + (stride_j == warp_size ? item_ct1.get_local_id(2) : + item_ct1.get_local_id(2) % stride_j) * + (cpy_ne / 2); + + const sycl::half2 zero[cpy_ne / 2] = { + { 0.0f, 0.0f } + }; + __dpct_align__(16) sycl::half2 tmp_h2[cpy_ne / 2]; + ggml_sycl_memcpy_1( + tmp_h2, !oob_check || i < i_sup ? KV + i*stride_KV + j : zero); + + __dpct_align__(16) sycl::float2 tmp_f2[cpy_ne / 2]; +#pragma unroll + for (int l = 0; l < cpy_ne/2; ++l) { + tmp_f2[l] = tmp_h2[l].template convert(); + } + ggml_sycl_memcpy_1(tile_KV + i*(J + J_padding) + 2*j, tmp_f2); + } + } + } + }; + // 1: max 32*16=512 bytes, 128 float + // 2: max 16*16=256 bytes, 64 float + // 3: max 8*16=128 bytes, 32 float + // 4: max 4*16= 64 bytes, 16 float + // 5: max 2*16= 32 bytes, 8 float + static_assert(J % 8 == 0, "bad J"); + static_assert(J % cpy_ne == 0, "bad J"); + ggml_sycl_unroll<5>{}(load); +} + +// Function that performs a single iteration in for the KQ matrix multiplication: +template +static __dpct_inline__ void flash_attn_tile_iter_KQ(T_vec_dot * const Q_tmp, + const sycl::half2 * const __restrict__ K_h2, + T_vec_dot * const KV_tmp, + const int stride_K2, + const int k_VKQ_0, + const int k_VKQ_sup, + const int k_KQ_0, + float * KQ_acc) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + constexpr int ncols = ncols1*ncols2; + constexpr int cpw = ncols > nwarps ? ncols/nwarps : 1; // Q columns per warp + constexpr int np = nwarps > ncols ? nwarps/ncols : 1; // number of parallel warps per Q column + + flash_attn_tile_load_tile + (K_h2 + int64_t(k_VKQ_0)*stride_K2 + k_KQ_0/2, KV_tmp, stride_K2, k_VKQ_sup); + item_ct1.barrier(sycl::access::fence_space::local_space); + +#ifdef SYCL_FAST_FP16 + static_assert((nbatch_K/2) % cpy_ne == 0, "bad nbatch_K"); +#pragma unroll + for (int k_KQ_1 = 0; k_KQ_1 < nbatch_K/2; k_KQ_1 += cpy_ne) { + __dpct_align__(16) sycl::half2 K_k[nbatch_fa / (np * warp_size)][cpy_ne]; + __dpct_align__(16) sycl::half2 Q_k[cpw][cpy_ne]; +#else + static_assert(nbatch_K % cpy_ne == 0, "bad nbatch_K"); +#pragma unroll + for (int k_KQ_1 = 0; k_KQ_1 < nbatch_K; k_KQ_1 += cpy_ne) { + __dpct_align__(16) float K_k[nbatch_fa/(np*warp_size)][cpy_ne]; + __dpct_align__(16) float Q_k[cpw][cpy_ne]; +#endif // SYCL_FAST_FP16 + +#pragma unroll + for (int i_KQ_0 = 0; i_KQ_0 < nbatch_fa; i_KQ_0 += np*warp_size) { + const int i_KQ = i_KQ_0 + (item_ct1.get_local_id(1) % np) * warp_size + item_ct1.get_local_id(2); + +#ifdef SYCL_FAST_FP16 + ggml_sycl_memcpy_1(&K_k[i_KQ_0/(np*warp_size)], &KV_tmp[i_KQ*(nbatch_K/2 + cpy_ne) + k_KQ_1]); +#else + ggml_sycl_memcpy_1(&K_k[i_KQ_0/(np*warp_size)], &KV_tmp[i_KQ*(nbatch_K + cpy_ne) + k_KQ_1]); +#endif // SYCL_FAST_FP16 + } +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + const int jc = jc0 + (item_ct1.get_local_id(1) / np) * cpw; + +#ifdef SYCL_FAST_FP16 + ggml_sycl_memcpy_1(&Q_k[jc0], &Q_tmp[jc*(DKQ/2) + k_KQ_0/2 + k_KQ_1]); +#else + ggml_sycl_memcpy_1(&Q_k[jc0], &Q_tmp[jc* DKQ + k_KQ_0 + k_KQ_1]); +#endif // SYCL_FAST_FP16 + } + +#pragma unroll + for (int i_KQ_0 = 0; i_KQ_0 < nbatch_fa; i_KQ_0 += np*warp_size) { +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { +#pragma unroll + for (int k = 0; k < cpy_ne; ++k) { + ggml_sycl_mad(KQ_acc[i_KQ_0/(np*warp_size)*cpw + jc0], K_k[i_KQ_0/(np*warp_size)][k], Q_k[jc0][k]); + } + } + } + } + + if (k_KQ_0 + nbatch_K < DKQ) { + item_ct1.barrier(sycl::access::fence_space::local_space); // Sync not needed on last iteration. + } +} + +// Function that performs a single iteration of the main loop over up to nbatch_fa tokens. +template +/* +The total declared local variable size in device function flash_attn_tile_iter exceeds 128 bytes and may cause high register pressure. Consult with your hardware vendor to find the total register size available and adjust the code, or use smaller sub-group size to avoid high register pressure. +*/ +static __dpct_inline__ void flash_attn_tile_iter(T_vec_dot * const Q_tmp, + const sycl::half2 * const __restrict__ K_h2, + const sycl::half2 * const __restrict__ V_h2, + const sycl::half * const __restrict__ mask, + const sycl::uint3 ne01, + const float logit_softcap, + const float slope, + T_KQ * const KQ, + T_vec_dot * const KV_tmp, + const int stride_K2, + const int stride_V2, + const int stride_mask, + float * const KQ_max, + float * const KQ_sum, + T_acc * const VKQ, + const int k_VKQ_0, + const int k_VKQ_max, + const int col_Q_0, + float * KQ_max_new_shared) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + constexpr int ncols = ncols1*ncols2; + constexpr int cpw = ncols > nwarps ? ncols/nwarps : 1; // Q columns per warp + constexpr int np = nwarps > ncols ? nwarps/ncols : 1; // number of parallel warps per Q column + + constexpr int DVp = (DV + 2*warp_size - 1) & ~(2*warp_size - 1); // DV padded to multiple of 2*warp_size. + +#ifdef SYCL_FAST_FP16 + constexpr int KQ_cs = cpw < 2*cpy_ne ? cpw : 2*cpy_ne; +#else + constexpr int KQ_cs = cpw < 1*cpy_ne ? cpw : 1*cpy_ne; +#endif // SYCL_FAST_FP16 + static_assert(cpw % KQ_cs == 0, "bad KQ_cs"); + const int k_VKQ_sup = k_VKQ_max - k_VKQ_0; // k supremum, only smaller k values have valid KV data + + float KQ_max_new[cpw]; +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + KQ_max_new[jc0] = KQ_max[jc0]; + } + + float KQ_acc[nbatch_fa/(np*warp_size) * cpw] = {0.0f}; // Accumulators for KQ matrix multiplication. + + // KQ = K @ Q matrix multiplication: + constexpr int nbatch_K_last = DKQ % nbatch_K; +#pragma unroll + for (int k_KQ_0 = 0; k_KQ_0 < DKQ - nbatch_K_last; k_KQ_0 += nbatch_K) { + flash_attn_tile_iter_KQ( + Q_tmp, K_h2, KV_tmp, stride_K2, k_VKQ_0, k_VKQ_sup, k_KQ_0, KQ_acc); + } + if (nbatch_K_last > 0) { + constexpr int k_KQ_0 = DKQ - nbatch_K_last; + flash_attn_tile_iter_KQ( + Q_tmp, K_h2, KV_tmp, stride_K2, k_VKQ_0, k_VKQ_sup, k_KQ_0, KQ_acc); + } + + // Apply logit softcap + mask, update KQ_max: +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + const int j = fastmodulo(col_Q_0 + (jc0 + (item_ct1.get_local_id(1) / np) * cpw) / ncols2, ne01); + +#pragma unroll + for (int i_KQ_0 = 0; i_KQ_0 < nbatch_fa; i_KQ_0 += np*warp_size) { + const int i_KQ = i_KQ_0 + (item_ct1.get_local_id(1) % np) * warp_size + item_ct1.get_local_id(2); + +#if defined(SYCL_FAST_FP16) && !defined(GGML_SYCL_F16) + // Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation. + // Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again. + KQ_acc[i_KQ_0/(np*warp_size)*cpw + jc0] *= 4.0f; +#endif // defined(SYCL_FAST_FP16) && !defined(GGML_SYCL_F16) + + if (use_logit_softcap) { + KQ_acc[(i_KQ_0 / (np * warp_size)) * cpw + jc0] = + logit_softcap * sycl::tanh((float) KQ_acc[(i_KQ_0 / (np * warp_size)) * cpw + jc0]); + } + + if (!oob_check || i_KQ < k_VKQ_sup) { + KQ_acc[(i_KQ_0 / (np * warp_size)) * cpw + jc0] += + (ncols2 > 1 || mask) ? slope * sycl::vec(mask[j * stride_mask + k_VKQ_0 + i_KQ]) + .convert()[0] : + 0.0f; + + KQ_max_new[jc0] = + sycl::fmax((float) KQ_max_new[jc0], + (float) (KQ_acc[(i_KQ_0 / (np * warp_size)) * cpw + jc0] + FATTN_KQ_MAX_OFFSET)); + } + } + + KQ_max_new[jc0] = warp_reduce_max(KQ_max_new[jc0]); + } + + if constexpr (np == 1) { + item_ct1.barrier(sycl::access::fence_space::local_space); + } else { + static_assert(cpw == 1, "bad cpw"); + + if (item_ct1.get_local_id(2) == 0) { + KQ_max_new_shared[item_ct1.get_local_id(1)] = KQ_max_new[0]; + } + item_ct1.barrier(sycl::access::fence_space::local_space); + KQ_max_new[0] = KQ_max_new_shared[(item_ct1.get_local_id(1) & ~(np - 1)) + item_ct1.get_local_id(2) % np]; + KQ_max_new[0] = warp_reduce_max(KQ_max_new[0]); + } + + // Calculate KQ softmax, write to shared KQ buffer, re-scale VKQ accumulators: +#pragma unroll + for (int jc0 = 0; jc0 < cpw; jc0 += KQ_cs) { +#ifdef SYCL_FAST_FP16 + __dpct_align__(16) sycl::half tmp[nbatch_fa / (np * warp_size)][KQ_cs]; +#else + __dpct_align__(16) float tmp[nbatch_fa/(np*warp_size)][KQ_cs]; +#endif // SYCL_FAST_FP16 + +#pragma unroll + for (int jc1 = 0; jc1 < KQ_cs; ++jc1) { + const int jc = jc0 + jc1; + + const float KQ_max_scale = sycl::native::exp((float) (KQ_max[jc] - KQ_max_new[jc])); + KQ_max[jc] = KQ_max_new[jc]; + + float KQ_sum_add = 0.0f; +#pragma unroll + for (int i0 = 0; i0 < nbatch_fa; i0 += np*warp_size) { + const float val = + !oob_check || i0 + (item_ct1.get_local_id(1) % np) * warp_size + item_ct1.get_local_id(2) < + static_cast(k_VKQ_sup) ? + sycl::native::exp((float) (KQ_acc[(i0 / (np * warp_size)) * cpw + jc] - KQ_max[jc])) : + 0.0f; + KQ_sum_add += val; + tmp[i0/(np*warp_size)][jc1] = val; + } + KQ_sum[jc] = KQ_sum[jc]*KQ_max_scale + KQ_sum_add; + +#ifdef SYCL_FAST_FP16 + const sycl::half2 KQ_max_scale_h2 = sycl::half2(KQ_max_scale, KQ_max_scale); +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { + VKQ[jc*((DVp/2)/warp_size) + i0/warp_size].x() *= KQ_max_scale_h2.x(); + VKQ[jc*((DVp/2)/warp_size) + i0/warp_size].y() *= KQ_max_scale_h2.y(); + } +#else +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { + VKQ[jc*((DVp/2)/warp_size) + i0/warp_size].x() *= KQ_max_scale; + VKQ[jc*((DVp/2)/warp_size) + i0/warp_size].y() *= KQ_max_scale; + } +#endif // SYCL_FAST_FP16 + } + +#pragma unroll + for (int i0 = 0; i0 < nbatch_fa; i0 += np*warp_size) { + const int i = i0 + (item_ct1.get_local_id(1) % np) * warp_size + item_ct1.get_local_id(2); + + ggml_sycl_memcpy_1( + KQ + (jc0 / KQ_cs + (item_ct1.get_local_id(1) / np) * (cpw / KQ_cs)) * (nbatch_fa * KQ_cs) + i * KQ_cs, + tmp[i0 / (np * warp_size)]); + } + } + + // VKQ = V @ KQ matrix multiplication: + static_assert(DV <= DKQ, "bad DV"); + static_assert(DV % nbatch_K == 0 || (nbatch_K % 3 == 0 && DV % (nbatch_K*2/3) == 0), "bad nbatch_K"); + constexpr int nbatch_V = (DV % nbatch_K == 0 ? nbatch_K : nbatch_K*2/3) * nbatch_fa / DV; // Number of V columns that fit in SRAM for K. + static_assert(nbatch_fa % nbatch_V == 0, "bad nbatch_V"); + static_assert(nbatch_V % np == 0, "bad nbatch_V"); +#pragma unroll + for (int k0 = 0; k0 < nbatch_fa; k0 += nbatch_V) { + flash_attn_tile_load_tile + (V_h2 + int64_t(k_VKQ_0 + k0)*stride_V2, KV_tmp, stride_V2, k_VKQ_sup - k0); + item_ct1.barrier(sycl::access::fence_space::local_space); + +#ifdef SYCL_FAST_FP16 +#pragma unroll + for (int k1 = 0; k1 < nbatch_V; k1 += np) { + __dpct_align__(16) sycl::half2 V_k[(DVp / 2) / warp_size]; + __dpct_align__(16) sycl::half2 KQ_k[cpw]; + + constexpr int cpy_ne_D = cpy_ne/2 < (DVp/2)/warp_size ? cpy_ne/2 : (DVp/2)/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size*cpy_ne_D) { + ggml_sycl_memcpy_1(&V_k[i0 / warp_size], + &KV_tmp[(k1 + item_ct1.get_local_id(1) % np) * (DV / 2) + i0 + + item_ct1.get_local_id(2) * cpy_ne_D]); + } +#pragma unroll + for (int jc_VKQ_0 = 0; jc_VKQ_0 < cpw; jc_VKQ_0 += KQ_cs) { + const int jc_KQ = jc_VKQ_0 / KQ_cs + (item_ct1.get_local_id(1) / np) * (cpw / KQ_cs); + + __dpct_align__(16) sycl::half tmp[KQ_cs]; + ggml_sycl_memcpy_1( + &tmp, KQ + jc_KQ * (nbatch_fa * KQ_cs) + (k0 + k1 + item_ct1.get_local_id(1) % np) * KQ_cs); +#pragma unroll + for (int jc_VKQ_1 = 0; jc_VKQ_1 < KQ_cs; ++jc_VKQ_1) { + KQ_k[jc_VKQ_0 + jc_VKQ_1] = sycl::half2(tmp[jc_VKQ_1]); + } + } + +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { +#pragma unroll + for (int jc_VKQ_0 = 0; jc_VKQ_0 < cpw; ++jc_VKQ_0) { + VKQ[jc_VKQ_0*((DVp/2)/warp_size) + i0/warp_size].x() += + V_k[i0/warp_size].x()*KQ_k[jc_VKQ_0].x(); + VKQ[jc_VKQ_0*((DVp/2)/warp_size) + i0/warp_size].y() += + V_k[i0/warp_size].y()*KQ_k[jc_VKQ_0].y(); + } + } + } +#else +#pragma unroll + for (int k1 = 0; k1 < nbatch_V; k1 += np) { + __dpct_align__(16) sycl::float2 V_k[(DVp/2)/warp_size]; + __dpct_align__(16) float KQ_k[cpw]; + + constexpr int cpy_ne_D = cpy_ne < DVp/warp_size ? cpy_ne : DVp/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp; i0 += warp_size*cpy_ne_D) { + ggml_sycl_memcpy_1(&V_k[i0/(2*warp_size)], &KV_tmp[(k1 + item_ct1.get_local_id(1) % np)*DV + i0 + item_ct1.get_local_id(2)*cpy_ne_D]); + } +#pragma unroll + for (int jc_VKQ_0 = 0; jc_VKQ_0 < cpw; jc_VKQ_0 += KQ_cs) { + const int jc_KQ = jc_VKQ_0/KQ_cs + (item_ct1.get_local_id(1) / np)*(cpw/KQ_cs); + + ggml_sycl_memcpy_1( + &KQ_k[jc_VKQ_0], KQ + jc_KQ*(nbatch_fa*KQ_cs) + (k0 + k1 + item_ct1.get_local_id(1) % np)*KQ_cs); + } + +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { +#pragma unroll + for (int jc_VKQ_0 = 0; jc_VKQ_0 < cpw; ++jc_VKQ_0) { + VKQ[jc_VKQ_0*((DVp/2)/warp_size) + i0/warp_size].x() += V_k[i0/warp_size].x()*KQ_k[jc_VKQ_0]; + VKQ[jc_VKQ_0*((DVp/2)/warp_size) + i0/warp_size].y() += V_k[i0/warp_size].y()*KQ_k[jc_VKQ_0]; + } + } + } +#endif // SYCL_FAST_FP16 + item_ct1.barrier(sycl::access::fence_space::local_space); + } +} + +template // D == head size +/* +The total declared local variable size in device function flash_attn_tile exceeds 128 bytes and may cause high register pressure. Consult with your hardware vendor to find the total register size available and adjust the code, or use smaller sub-group size to avoid high register pressure. +*/ +static void flash_attn_tile(const char * Q, + const char * K, + const char * V, + const char * mask, + const char * sinks, + const int * KV_max, + float * dst, + sycl::float2 * dst_meta, + const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, + const float logit_softcap, + const int32_t ne00, + const sycl::uint3 ne01, + const int32_t ne02, + const int32_t ne03, + const int32_t nb01, + const int32_t nb02, + const int32_t nb03, + const int32_t ne10, + const int32_t ne11, + const int32_t ne12, + const int32_t ne13, + const int32_t nb11, + const int32_t nb12, + const int64_t nb13, + const int32_t nb21, + const int32_t nb22, + const int64_t nb23, + const int32_t ne31, + const int32_t ne32, + const int32_t ne33, + const int32_t nb31, + const int32_t nb32, + const int64_t nb33) { +#ifdef SYCL_FLASH_ATTN + // Skip unused kernel variants for faster compilation: + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + if ((use_logit_softcap && !(DV == 128 || DV == 256))) { + GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, + max_bias, m0, m1, n_head_log2, logit_softcap, + ne00, ne01, ne02, ne03, + nb01, nb02, nb03, + ne10, ne11, ne12, ne13, + nb11, nb12, nb13, + nb21, nb22, nb23, + ne31, ne32, ne33, + nb31, nb32, nb33); + return; + } + + static_assert(ggml_sycl_fattn_tile_get_config(DKQ, DV, ncols1*ncols2) != 0, "kernel config not defined"); + + constexpr int ncols = ncols1*ncols2; + + constexpr int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, ncols1*ncols2) / warp_size; + constexpr int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, ncols1*ncols2); + constexpr int nbatch_K = ggml_sycl_fattn_tile_get_nbatch_K (DKQ, DV, ncols1*ncols2); + + // In this kernel Q, K, V are matrices while i, j, k are matrix indices. + + const int col_Q_0 = item_ct1.get_group(2) * ncols1; // Index of the first Q column for this SYCL block to work on. + + const int sequence = item_ct1.get_group(0) / (ne02 / ncols2); + const int head0 = item_ct1.get_group(0) * ncols2 - sequence * ne02; // == item_ct1.get_group(0) % (ne02/ncols2) + const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. + const float * Q_f = (const float *) (Q + nb03*sequence + nb02* head0); + const sycl::half2 * K_h2 = (const sycl::half2 *) (K + nb13 * sequence + nb12 * (head0 / gqa_ratio)); + const sycl::half2 * V_h2 = + (const sycl::half2 *) (V + nb23 * sequence + nb22 * (head0 / gqa_ratio)); // K and V have same shape + + const sycl::half * maskh = mask ? (const sycl::half *) (mask + nb33 * (sequence % ne33)) : nullptr; + + const int stride_K2 = nb11 / sizeof(sycl::half2); + const int stride_V2 = nb21 / sizeof(sycl::half2); + const int stride_mask = nb31 / sizeof(sycl::half); + + const float slope = ncols2 == 1 ? get_alibi_slope(max_bias, head0, n_head_log2, m0, m1) : 1.0f; + + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + constexpr int cpw = ncols > nwarps ? ncols/nwarps : 1; // Q columns per warp. + constexpr int np = nwarps > ncols ? nwarps/ncols : 1; // Number of parallel warps per Q column. + + static_assert(cpw == 1 || np == 1, "bad cpw / np"); + static_assert(nbatch_fa % (np*warp_size) == 0, "nbatch_fa % (np*warp_size) != 0"); + + constexpr int DKQp = (DKQ + 2*warp_size - 1) & ~(2*warp_size - 1); // DKQ padded to multiple of 2*warp_size. + constexpr int DVp = (DV + 2*warp_size - 1) & ~(2*warp_size - 1); // DV padded to multiple of 2*warp_size. + + // Q_tmp == SRAM buffer to hold Q data for the entire lifetime of the kernel. + // KV_tmp == SRAM buffer to hold fragments of K/V data while iterating over ne11. + // KV_tmp is padded to avoid memory conflicts for K (cpy_ne) and OOB accesses for V (DVp-DV). + // KQ == SRAM buffer to hold KQ fragments between KQ and VKQ matrix multiplications. + // VKQ == Accumulators in registers for the final VKQ result. + + +#ifdef SYCL_FAST_FP16 + constexpr size_t lsm_size1 = ncols * DKQ/2 ; + constexpr size_t lsm_size2 = nbatch_fa * (nbatch_K/2 + cpy_ne) + DVp-DV ; + constexpr size_t lsm_size3 = ncols * nbatch_fa; + constexpr size_t lsm_size4 = nwarps; + + constexpr size_t local_share_mem_size = lsm_size1 * sizeof(sycl::half2) + + lsm_size2 * sizeof(sycl::half2) + + lsm_size3 * sizeof(sycl::half) + + lsm_size4 * sizeof(float); + + syclex::work_group_static lsm; + + sycl::half2 *Q_tmp = (sycl::half2 *)&lsm; + sycl::half2 *KV_tmp = (sycl::half2*)(Q_tmp +lsm_size1); + sycl::half *KQ = (sycl::half *)(KV_tmp+lsm_size2); + float *KQ_max_new_shared = (float *)(KQ+lsm_size3); + + __dpct_align__(16) sycl::half2 VKQ[cpw * ((DVp / 2) / warp_size)] = { + { 0.0f, 0.0f } + }; +#else + constexpr size_t lsm_size1 = ncols * DKQ ; + constexpr size_t lsm_size2 = nbatch_fa * (nbatch_K + cpy_ne) + DVp-DV; + constexpr size_t lsm_size3 = ncols * nbatch_fa; + constexpr size_t lsm_size4 = nwarps; + + constexpr size_t local_share_mem_size = (lsm_size1 + lsm_size2 +lsm_size3 + lsm_size4) * sizeof(float); + + syclex::work_group_static lsm; + + float *Q_tmp = (float *)&lsm; + float *KV_tmp = Q_tmp +lsm_size1; + float *KQ = KV_tmp+lsm_size2; + float *KQ_max_new_shared = KQ+lsm_size3; + + __dpct_align__(16) sycl::float2 VKQ[cpw * ((DVp/2)/warp_size)] = {{0.0f, 0.0f}}; + + +#endif // SYCL_FAST_FP16 + + float KQ_max[cpw] = {}; + +#pragma unroll + for (int j0 = 0; j0 < ncols; j0 += nwarps) { + KQ_max[j0/nwarps] = -FLT_MAX/2.0f; + } + float KQ_sum[cpw] = {0.0f}; + + // Load Q data, convert to FP16 if fast: +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + const int jc = jc0 + (item_ct1.get_local_id(1) / np) * cpw; + + const int j = jc / ncols2; + const int c = jc % ncols2; + + constexpr int cpy_ne_D = cpy_ne < DKQp/warp_size ? cpy_ne : DKQp/warp_size; + +#pragma unroll + for (int i0 = 0; i0 < DKQp; i0 += np*warp_size*cpy_ne_D) { + if (i0 + np * warp_size * cpy_ne_D <= DKQ || + i0 + (item_ct1.get_local_id(1) % np) * (warp_size * cpy_ne_D) + item_ct1.get_local_id(2) * cpy_ne_D < + DKQ) { + __dpct_align__(16) float tmp_f[cpy_ne_D] = { 0.0f }; + ggml_sycl_memcpy_1( + tmp_f, &Q_f[c * (nb02 / sizeof(float)) + fastmodulo(col_Q_0 + j, ne01) * (nb01 / sizeof(float)) + + i0 + (item_ct1.get_local_id(1) % np) * (warp_size * cpy_ne_D) + + item_ct1.get_local_id(2) * cpy_ne_D]); + +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D; ++i1) { + tmp_f[i1] *= scale; + } + +#ifdef SYCL_FAST_FP16 + __dpct_align__(16) sycl::half2 tmp_h2[cpy_ne_D / 2]; +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D; i1 += 2) { + tmp_h2[i1/2] = make_half2(tmp_f[i1 + 0], tmp_f[i1 + 1]); +#if defined(SYCL_FAST_FP16) && !defined(GGML_SYCL_F16) + // Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation. + // Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again. + tmp_h2[i1 / 2] *= sycl::half2(0.25f, 0.25f); +#endif // defined(SYCL_FAST_FP16) && !defined(GGML_SYCL_F16) + } + ggml_sycl_memcpy_1( + &Q_tmp[jc * (DKQ / 2) + i0 / 2 + (item_ct1.get_local_id(1) % np) * (warp_size * cpy_ne_D / 2) + + item_ct1.get_local_id(2) * (cpy_ne_D / 2)], + tmp_h2); +#else + ggml_sycl_memcpy_1( + &Q_tmp[jc* DKQ + i0 + (item_ct1.get_local_id(1) % np)*(warp_size*cpy_ne_D) + item_ct1.get_local_id(2)* cpy_ne_D], + tmp_f); +#endif // SYCL_FAST_FP16 + } + } + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + + // Main loop over KV cache: + const int k_VKQ_max = KV_max ? KV_max[sequence * item_ct1.get_group_range(2) + item_ct1.get_group(2)] : ne11; + if (ncols2 == 1) { + // Branch with out-of-bounds checks. + int k_VKQ_0 = item_ct1.get_group(1) * nbatch_fa; + while (k_VKQ_0 < k_VKQ_max - nbatch_fa) { + constexpr bool oob_check = false; + flash_attn_tile_iter(Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, stride_K2, + stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0, + KQ_max_new_shared); + k_VKQ_0 += item_ct1.get_group_range(1) * nbatch_fa; + } + if (k_VKQ_0 < k_VKQ_max) { + constexpr bool oob_check = true; + flash_attn_tile_iter(Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, stride_K2, + stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0, + KQ_max_new_shared); + } + } else { + // Branch without out-of-bounds checks. + for (int k_VKQ_0 = item_ct1.get_group(1) * nbatch_fa; k_VKQ_0 < k_VKQ_max; + k_VKQ_0 += item_ct1.get_group_range(1) * nbatch_fa) { + + constexpr bool oob_check = false; + flash_attn_tile_iter(Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, stride_K2, + stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0, + KQ_max_new_shared); + } + } + +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + KQ_sum[jc0] = warp_reduce_sum(KQ_sum[jc0]); + } + + if constexpr (np > 1) { + static_assert(cpw == 1, "bad cpw"); + static_assert(nbatch_fa*nbatch_K >= nwarps*DVp, "KV_tmp too small"); + +#ifdef SYCL_FAST_FP16 + sycl::half2 * VKQ_combine = (sycl::half2 *) KV_tmp; +#else + float * VKQ_combine = (float *) KV_tmp; +#endif // SYCL_FAST_FP16 + + float * KQ_sum_combine = (float *) Q_tmp; + + if (item_ct1.get_local_id(1) % np != 0) { + +#ifdef SYCL_FAST_FP16 + constexpr int cpy_ne_D = cpy_ne < (DVp/2)/warp_size ? cpy_ne : (DVp/2)/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size*cpy_ne_D) { + ggml_sycl_memcpy_1( + &VKQ_combine[item_ct1.get_local_id(1) * (DVp / 2) + i0 + item_ct1.get_local_id(2) * cpy_ne_D], + &VKQ[i0 / warp_size]); + } +#else + + constexpr int cpy_ne_D = cpy_ne < DVp/warp_size ? cpy_ne : DVp/warp_size; + +#pragma unroll + for (int i0 = 0; i0 < DVp; i0 += warp_size*cpy_ne_D) { + ggml_sycl_memcpy_1( + &VKQ_combine[item_ct1.get_local_id(1)*DVp + i0 + item_ct1.get_local_id(2)*cpy_ne_D], ((const float *) VKQ) + i0/warp_size); + } +#endif // SYCL_FAST_FP16 + + if (item_ct1.get_local_id(2) == 0) { + KQ_sum_combine[item_ct1.get_local_id(1)] = KQ_sum[0]; + } + return; + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + +#pragma unroll + for (int ip = 1; ip < np; ++ip) { +#ifdef SYCL_FAST_FP16 + constexpr int cpy_ne_D = cpy_ne < (DVp/2)/warp_size ? cpy_ne : (DVp/2)/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size*cpy_ne_D) { + __dpct_align__(16) sycl::half2 tmp[cpy_ne_D]; + ggml_sycl_memcpy_1(tmp, &VKQ_combine[(item_ct1.get_local_id(1) + ip) * (DVp / 2) + i0 + + item_ct1.get_local_id(2) * cpy_ne_D]); +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D; ++i1) { + VKQ[i0/warp_size + i1] += tmp[i1]; + } + } +#else + constexpr int cpy_ne_D = cpy_ne < DVp/warp_size ? cpy_ne : DVp/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp; i0 += warp_size*cpy_ne_D) { + __dpct_align__(16) float tmp[cpy_ne_D]; + ggml_sycl_memcpy_1(tmp, &VKQ_combine[(item_ct1.get_local_id(1) + ip)*DVp + i0 + item_ct1.get_local_id(2)*cpy_ne_D]); +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D; ++i1) { + ((float *)VKQ)[i0/warp_size + i1] += tmp[i1]; + } + } +#endif // SYCL_FAST_FP16 + + KQ_sum[0] += KQ_sum_combine[item_ct1.get_local_id(1) + ip]; + } + } + + // Attention sink: adjust KQ max and sum only for the first of all parallel blocks: + if (sinks && item_ct1.get_group(1) == 0) { +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + const int jc = jc0 + (item_ct1.get_local_id(1) / np) * cpw; + const float sink = ((const float *) sinks)[head0 + jc % ncols2]; + + float KQ_max_new_j = sycl::fmax((float) KQ_max[jc0], sink); + const float KQ_max_scale = sycl::native::exp((float) (KQ_max[jc0] - KQ_max_new_j)); + KQ_max[jc0] = KQ_max_new_j; + + const float val = sycl::native::exp((float) (sink - KQ_max[jc0])); + KQ_sum[jc0] = KQ_sum[jc0]*KQ_max_scale + val; + +#ifdef SYCL_FAST_FP16 + const sycl::half2 KQ_max_scale_h2 = sycl::half2(KQ_max_scale, KQ_max_scale); +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { + VKQ[jc0*((DVp/2)/warp_size) + i0/warp_size] *= KQ_max_scale_h2; + } +#else +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size) { + VKQ[jc0*((DVp/2)/warp_size) + i0/warp_size].x() *= KQ_max_scale; + VKQ[jc0*((DVp/2)/warp_size) + i0/warp_size].y() *= KQ_max_scale; + } +#endif // SYCL_FAST_FP16 + } + } + + // Write back results: +#pragma unroll + for (int jc0 = 0; jc0 < cpw; ++jc0) { + const int jc = jc0 + (item_ct1.get_local_id(1) / np) * cpw; + + const int j = jc / ncols2; + const int c = jc % ncols2; + + if (ncols1 > 1 && col_Q_0 + j >= int(ne01.z())) { + return; + } + + const float scale = item_ct1.get_group_range(1) == 1 ? 1.0f / KQ_sum[jc0] : 1.0f; + + const int j_dst_unrolled = + ((sequence * int(ne01.z()) + col_Q_0 + j) * ne02 + head0 + c) * item_ct1.get_group_range(1) + + item_ct1.get_group(1); + +#ifdef SYCL_FAST_FP16 + constexpr int cpy_ne_D = cpy_ne/2 < (DVp/2)/warp_size ? cpy_ne/2 : (DVp/2)/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp/2; i0 += warp_size*cpy_ne_D) { + __dpct_align__(16) sycl::float2 tmp[cpy_ne_D]; +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D; ++i1) { + tmp[i1] = VKQ[jc0 * ((DVp / 2) / warp_size) + i0 / warp_size + i1] + .template convert(); + tmp[i1].x() *= scale; + tmp[i1].y() *= scale; + } + if (i0 + warp_size * cpy_ne_D <= DV / 2 || i0 + item_ct1.get_local_id(2) * cpy_ne_D < DV / 2) { + ggml_sycl_memcpy_1( + &dst[j_dst_unrolled * DV + 2 * i0 + item_ct1.get_local_id(2) * (2 * cpy_ne_D)], tmp); + } + } +#else + constexpr int cpy_ne_D = cpy_ne < DVp/warp_size ? cpy_ne : DVp/warp_size; +#pragma unroll + for (int i0 = 0; i0 < DVp; i0 += warp_size*cpy_ne_D) { + if (i0 + warp_size*cpy_ne_D <= DV || i0 + item_ct1.get_local_id(2)*cpy_ne_D < DV) { +#pragma unroll + for (int i1 = 0; i1 < cpy_ne_D/2; ++i1) { + VKQ[jc0*((DVp/2)/warp_size) + i0/(2*warp_size) + i1].x() *= scale; + VKQ[jc0*((DVp/2)/warp_size) + i0/(2*warp_size) + i1].y() *= scale; + } + ggml_sycl_memcpy_1( + &dst[j_dst_unrolled*DV + i0 + item_ct1.get_local_id(2)*cpy_ne_D], + &VKQ[jc0*((DVp/2)/warp_size) + i0/(2*warp_size)]); + } + } +#endif // SYCL_FAST_FP16 + + if (item_ct1.get_group_range(1) != 1 && item_ct1.get_local_id(2) == 0) { + dst_meta[j_dst_unrolled] = make_float2(KQ_max[jc0], KQ_sum[jc0]); + } + } +#else + GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, + max_bias, m0, m1, n_head_log2, logit_softcap, + ne00, ne01, ne02, ne03, + nb01, nb02, nb03, + ne10, ne11, ne12, ne13, + nb11, nb12, nb13, + nb21, nb22, nb23, + ne31, ne32, ne33, + nb31, nb32, nb33); +#endif // SYCL_FLASH_ATTN +} + +template +static void launch_fattn_tile_switch_ncols1(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * Q = dst->src[0]; + + const int id = ggml_sycl_get_device(); + const int cc = ggml_sycl_info().devices[id].cc; + const int warp_size = WARP_32_SIZE; //can't support WARP_16_SIZE + + constexpr size_t nbytes_shared = 0; + + if (DV < 512 && Q->ne[1] < 32) { + if constexpr (ncols2 <= 32) { + if (Q->ne[1] > 16/ncols2) { + constexpr int cols_per_block = 32; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + } + if constexpr (ncols2 <= 16) { + if (Q->ne[1] > 8/ncols2) { + constexpr int cols_per_block = 16; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + } + if constexpr (ncols2 <= 8) { + if (Q->ne[1] > 4/ncols2) { + constexpr int cols_per_block = 8; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + } + } + + if constexpr (ncols2 <= 4) { + if (Q->ne[1] > 2/ncols2) { + constexpr int cols_per_block = 4; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + } + + if constexpr (ncols2 <= 2) { + constexpr int cols_per_block = 2; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + + { + constexpr int cols_per_block = ncols2*2; + const int nwarps = ggml_sycl_fattn_tile_get_nthreads (DKQ, DV, cols_per_block, cc) / warp_size; + const int nbatch_fa = ggml_sycl_fattn_tile_get_nbatch_fa(DKQ, DV, cols_per_block, cc); + launch_fattn, warp_size> + (ctx, dst, nwarps, nbytes_shared, nbatch_fa, true, true, false); + return; + } + + GGML_ABORT("fatal error"); +} + +template +static void launch_fattn_tile_switch_ncols2(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * KQV = dst; + const ggml_tensor * Q = dst->src[0]; + const ggml_tensor * K = dst->src[1]; + const ggml_tensor * mask = dst->src[3]; + + float max_bias = 0.0f; + memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float)); + + GGML_ASSERT(Q->ne[2] % K->ne[2] == 0); + const int gqa_ratio = Q->ne[2] / K->ne[2]; + + // On NVIDIA (Pascal and older) the GQA optimizations seem to be detrimental in some cases. + // However, for DKQ == 576, DV == 512 only the kernel variant with GQA optimizations is implemented. + //const bool nvidia = GGML_SYCL_CC_IS_NVIDIA(ggml_sycl_info().devices[ggml_sycl_get_device()].cc); + const int gqa_limit = gqa_ratio <= 4 && DV <= 256 ? 16 : INT_MAX; + const bool use_gqa_opt = mask && max_bias == 0.0f && Q->ne[1] <= gqa_limit && K->ne[1] % FATTN_KQ_STRIDE == 0; + + if constexpr (DV == 512) { + if (use_gqa_opt && gqa_ratio % 16 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + if (use_gqa_opt && gqa_ratio % 4 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + // ncols2=2 and ncols2=1 fallbacks only for cases where ncols=2 config exists (DKQ == DV). + // For DKQ == 576, DV == 512 only GQA-optimized variants are implemented. + if constexpr (DKQ == DV) { + if (use_gqa_opt && gqa_ratio % 2 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + } + + if constexpr (DV <= 256) { + if (use_gqa_opt && gqa_ratio % 8 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + + if (use_gqa_opt && gqa_ratio % 4 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + + if (use_gqa_opt && gqa_ratio % 2 == 0) { + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + + launch_fattn_tile_switch_ncols1(ctx, dst); + return; + } + GGML_ABORT("fatal error"); +} + +template +void ggml_sycl_flash_attn_ext_tile_case(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * KQV = dst; + + float logit_softcap; + memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float)); + + if (logit_softcap == 0.0f) { + constexpr bool use_logit_softcap = false; + launch_fattn_tile_switch_ncols2(ctx, dst); + } else { + constexpr bool use_logit_softcap = true; + launch_fattn_tile_switch_ncols2(ctx, dst); + } +} + +void ggml_sycl_flash_attn_ext_tile(ggml_backend_sycl_context & ctx, ggml_tensor * dst); + +#define DECL_FATTN_TILE_CASE(DKQ, DV) \ + template void ggml_sycl_flash_attn_ext_tile_case \ + (ggml_backend_sycl_context & ctx, ggml_tensor * dst) \ + +extern DECL_FATTN_TILE_CASE( 40, 40); +extern DECL_FATTN_TILE_CASE( 64, 64); +extern DECL_FATTN_TILE_CASE( 72, 72); +extern DECL_FATTN_TILE_CASE( 80, 80); +extern DECL_FATTN_TILE_CASE( 96, 96); +extern DECL_FATTN_TILE_CASE(112, 112); +extern DECL_FATTN_TILE_CASE(128, 128); +extern DECL_FATTN_TILE_CASE(256, 256); +extern DECL_FATTN_TILE_CASE(512, 512); +extern DECL_FATTN_TILE_CASE(576, 512); + diff --git a/ggml/src/ggml-sycl/fattn-vec.hpp b/ggml/src/ggml-sycl/fattn-vec.hpp new file mode 100644 index 0000000000..8031acfdff --- /dev/null +++ b/ggml/src/ggml-sycl/fattn-vec.hpp @@ -0,0 +1,674 @@ +#ifndef GGML_SYCL_FATTN_VEC_HPP +#define GGML_SYCL_FATTN_VEC_HPP + +#include +#include +#include +#include + +#include "dpct/helper.hpp" +#include "common.hpp" +#include "ggml.h" +#include "fattn-common.hpp" +#include +#include + +namespace syclex = sycl::ext::oneapi::experimental; + +static int ggml_sycl_fattn_vec_get_nthreads_host(const int cc) { + return 128; + GGML_UNUSED(cc); +} + +static constexpr int ggml_sycl_fattn_vec_get_nthreads_device() { + return 128; +} + +// Currenlty llvm with the amdgcn target dose not support unrolling loops +// that contain a break that can not be resolved at compile time. +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wpass-failed" +#endif // __clang__ + +template // D == head size +static void flash_attn_ext_vec(const char* __restrict__ Q, + const char* __restrict__ K, + const char* __restrict__ V, + const char* __restrict__ mask, + const char* __restrict__ sinks, + const int* __restrict__ KV_max, + float* __restrict__ dst, + sycl::float2* __restrict__ dst_meta, + const float scale, + const float max_bias, + const float m0, + const float m1, + const uint32_t n_head_log2, + const float logit_softcap, + const int32_t ne00, + const sycl::uint3 ne01, + const int32_t ne02, + const int32_t ne03, + const int32_t nb01, + const int32_t nb02, + const int32_t nb03, + const int32_t ne10, + const int32_t ne11, + const int32_t ne12, + const int32_t ne13, + const int32_t nb11, + const int32_t nb12, + const int64_t nb13, + const int32_t nb21, + const int32_t nb22, + const int64_t nb23, + const int32_t ne31, + const int32_t ne32, + const int32_t ne33, + const int32_t nb31, + const int32_t nb32, + const int64_t nb33) { +#ifdef SYCL_FLASH_ATTN + // Skip unused kernel variants for faster compilation: + + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + if (use_logit_softcap && !(D == 128 || D == 256)) { + GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, + max_bias, m0, m1, n_head_log2, logit_softcap, + ne00, ne01, ne02, ne03, + nb01, nb02, nb03, + ne10, ne11, ne12, ne13, + nb11, nb12, nb13, + nb21, nb22, nb23, + ne31, ne32, ne33, + nb31, nb32, nb33); + return; + } + + //In this kernel Q, K, V are matrices while i, j, k are matrix indices. + + constexpr int cpy_nb = ggml_sycl_get_max_cpy_bytes(); + constexpr int cpy_ne = cpy_nb / 4; + + constexpr int nthreads_KQ_q = (D/4 < warp_size ? D/4 : warp_size); + constexpr int nthreads_V_q = (D/4 < warp_size ? D/4 : warp_size); + + constexpr int nthreads = ggml_sycl_fattn_vec_get_nthreads_device(); + constexpr int nthreads_KQ = type_K == GGML_TYPE_F16 ? 128 / cpy_nb : nthreads_KQ_q; + constexpr int nthreads_V = type_V == GGML_TYPE_F16 ? 128 / cpy_nb : nthreads_V_q; + + static_assert(warp_size % nthreads_KQ == 0, "bad nthreads_K"); + static_assert(warp_size % nthreads_V == 0, "bad nthreads_V"); + + constexpr int V_rows_per_thread = type_V == GGML_TYPE_F16 ? 2*cpy_ne : 4; + constexpr int V_cols_per_iter = warp_size / nthreads_V; + + constexpr vec_dot_KQ_t vec_dot_KQ = get_vec_dot_KQ(); + constexpr bool Q_q8_1 = type_K != GGML_TYPE_F16; +#ifdef GGML_SYCL_F16 + constexpr dequantize_V_t dequantize_V = get_dequantize_V(); +#else + constexpr dequantize_V_t dequantize_V = get_dequantize_V(); +#endif // GGML_SYCL_F16 + + const int ic0 = item_ct1.get_group(2) * ncols; // Index of the Q/QKV column to work on. + + const int sequence = item_ct1.get_group(0) / ne02; + const int head = item_ct1.get_group(0) - sequence * ne02; + const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. + Q += nb03*sequence + nb02* head + nb01*ic0; + K += nb13*sequence + nb12*(head / gqa_ratio); + V += nb23*sequence + nb22*(head / gqa_ratio); + + const sycl::half * maskh = (const sycl::half *) (mask + nb33 * (sequence % ne33) + nb31 * ic0); + + const float slope = get_alibi_slope(max_bias, head, n_head_log2, m0, m1); + + static_assert(D % (2*warp_size) == 0, "D not divisible by 2*warp_size == 64."); + constexpr int nwarps = nthreads / warp_size; + const int tid = warp_size * item_ct1.get_local_id(1) + item_ct1.get_local_id(2); + __builtin_assume(tid < nthreads); + + constexpr int ne_KQ = ncols*D; + constexpr int ne_combine = nwarps*V_cols_per_iter*D; + + constexpr size_t lsm_size1 = ncols * warp_size; + constexpr size_t lsm_size2 = ncols * warp_size; +#ifdef GGML_SYCL_F16 + sycl::half2 VKQ[ncols][(D / 2) / nthreads_V] = { { { 0.0f, 0.0f } } }; + constexpr size_t lsm_size3 = (ne_KQ > ne_combine ? ne_KQ : ne_combine); + constexpr size_t local_share_mem_size = (lsm_size1 + lsm_size2)*sizeof(float) + lsm_size3*sizeof(sycl::half); + + syclex::work_group_static lsm; + + float *KQ_max_shared = (float *)&lsm; + float *KQ_sum_shared = KQ_max_shared+lsm_size1; + sycl::half* KQ = (sycl::half*)(KQ_sum_shared + lsm_size2); + + +#else + sycl::float2 VKQ[ncols][(D/2)/nthreads_V] = {{{0.0f, 0.0f}}}; + + constexpr size_t lsm_size3 = (ne_KQ > ne_combine ? ne_KQ : ne_combine); + constexpr size_t local_share_mem_size = (lsm_size1 + lsm_size2 + lsm_size3)*sizeof(float); + + + syclex::work_group_static lsm; + float *KQ_max_shared = (float *)&lsm; + float *KQ_sum_shared = KQ_max_shared+lsm_size1; + float* KQ = KQ_sum_shared + lsm_size2; + +#endif // GGML_SYCL_F16 + + float KQ_max[ncols]; + float KQ_sum[ncols]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + KQ_max[j] = -FLT_MAX/2.0f; + KQ_sum[j] = 0.0f; + } + + // Convert Q to float2 (f16 K) or q8_1 (quantized K) and store in registers: +#ifdef GGML_SYCL_F16 + sycl::half2 Q_reg[ncols][(D / 2) / nthreads_KQ] = {{{0.0f, 0.0f}}}; // Will be initialized completely. +#else + sycl::float2 Q_reg[ncols][(D/2)/nthreads_KQ] = {{{0.0f, 0.0f}}}; // May be only partially initialized. +#endif // GGML_SYCL_F16 + int Q_i32[ncols][1 > D/(sizeof(int)*nthreads_KQ) ? 1 : D/(sizeof(int)*nthreads_KQ)]; + sycl::float2 Q_ds[ncols][1 > D / (sizeof(int) * nthreads_KQ) ? 1 : D / (sizeof(int) * nthreads_KQ)]; + if constexpr (Q_q8_1) { +#pragma unroll + for (int j0 = 0; j0 < ncols; j0 += nwarps) { + const int j = j0 + item_ct1.get_local_id(1); + + if (j0 + nwarps > ncols && j >= ncols) { + break; + } + + // Reuse KQ as temporary storage for converting Q to q8_1: + int * tmp_q_i32 = (int *) &KQ[j*D]; + sycl::float2 * tmp_q_ds = (sycl::float2 *) (tmp_q_i32 + D / sizeof(int)); + + // Set memory to zero if out of bounds: + if (ncols > 1 && ic0 + j >= int(ne01.z())) { +#pragma unroll + for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += warp_size) { + const int i = i0 + item_ct1.get_local_id(2); + + if (i0 + warp_size <= int(D/sizeof(int)) || i < int(D/sizeof(int))) { + tmp_q_i32[i] = 0; + } + } + if (item_ct1.get_local_id(2) < D/QK8_1) { + tmp_q_ds[item_ct1.get_local_id(2)] = sycl::float2(0.0f, 0.0f); + } + } else { + const float * Q_f = (const float *) (Q + j*nb01); + constexpr int nthreads_quantize = D/sizeof(int) < warp_size ? D/sizeof(int) : warp_size; +#pragma unroll + for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += nthreads_quantize) { + quantize_q8_1_to_shared + (Q_f + i0*sizeof(int), scale, tmp_q_i32 + i0, tmp_q_ds + i0/QI8_1); + } + } + } + + + item_ct1.barrier(sycl::access::fence_space::local_space); + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + int * tmp_q_i32 = (int *) &KQ[j*D]; + sycl::float2 * tmp_q_ds = (sycl::float2 *) (tmp_q_i32 + D / sizeof(int)); + +#pragma unroll + for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += nthreads_KQ) { + const int i = + i0 + (nthreads_KQ == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads_KQ); + + Q_i32[j][i0/nthreads_KQ] = tmp_q_i32[i]; + Q_ds[j][i0/nthreads_KQ] = tmp_q_ds[i/QI8_1]; + } + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + + } else { +#ifdef GGML_SYCL_F16 + const sycl::half2 scale_h2 = sycl::half2(scale, scale); +#pragma unroll + for (int j = 0; j < ncols; ++j) { + const sycl::float2 * Q_j = (const sycl::float2 *) (Q + j * nb01); +#pragma unroll + for (int i0 = 0; i0 < D/2; i0 += nthreads_KQ*cpy_ne) { + const int i = i0 + (nthreads_KQ == warp_size ? item_ct1.get_local_id(2) : + item_ct1.get_local_id(2) % nthreads_KQ) * + cpy_ne; + + sycl::float2 tmp[cpy_ne] = { + { 0.0f, 0.0f } + }; + if (ncols == 1 || ic0 + j < int(ne01.z())) { + ggml_sycl_memcpy_1(tmp, &Q_j[i]); + ggml_sycl_memcpy_1(tmp + cpy_ne/2, &Q_j[i + cpy_ne/2]); + } +#pragma unroll + for (int i1 = 0; i1 < cpy_ne; ++i1) { + Q_reg[j][i0 / nthreads_KQ + i1] = sycl::half2(tmp[i1].x(), tmp[i1].y()); + } + } +#pragma unroll + for (int k = 0; k < (D/2)/nthreads_KQ; ++k) { + Q_reg[j][k] *= scale_h2; + } + } +#else +#pragma unroll + for (int j = 0; j < ncols; ++j) { + const sycl::float2 * Q_j = (const sycl::float2 *) (Q + j*nb01); +#pragma unroll + for (int i0 = 0; i0 < D/2; i0 += nthreads_KQ*cpy_ne) { + const int i = i0 + (nthreads_KQ == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads_KQ)*cpy_ne; + if (ncols == 1 || ic0 + j < int(ne01.z())) { + ggml_sycl_memcpy_1(&Q_reg[j][i0/nthreads_KQ], &Q_j[i]); + ggml_sycl_memcpy_1(&Q_reg[j][i0/nthreads_KQ + cpy_ne/2], &Q_j[i + cpy_ne/2]); + } + } +#pragma unroll + for (int k = 0; k < (D/2)/nthreads_KQ; ++k) { + Q_reg[j][k].x() *= scale; + Q_reg[j][k].y() *= scale; + } + } +#endif // GGML_SYCL_F16 + } + + const int k_VKQ_max = KV_max ? KV_max[sequence * item_ct1.get_group_range(2) + item_ct1.get_group(2)] : ne11; + K += item_ct1.get_group(1) * nthreads * nb11; + V += item_ct1.get_group(1) * nthreads * nb21; + maskh += item_ct1.get_group(1) * nthreads; + for (int k_VKQ_0 = item_ct1.get_group(1) * nthreads; k_VKQ_0 < k_VKQ_max; + k_VKQ_0 += item_ct1.get_group_range(1) * nthreads, + // Increment pointers after each loop: + K += item_ct1.get_group_range(1) * nthreads * nb11, V += item_ct1.get_group_range(1) * nthreads * nb21, + maskh += item_ct1.get_group_range(1) * nthreads) { + // Calculate KQ tile and keep track of new maximum KQ values: + float KQ_reg[ncols]={}; // KQ in registers. + float KQ_max_new[ncols]={}; + + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + KQ_max_new[j] = KQ_max[j]; + } + +#pragma unroll + for (int i_KQ_0 = 0; i_KQ_0 < nthreads_KQ; ++i_KQ_0) { + const int i_KQ = item_ct1.get_local_id(1) * warp_size + + (nthreads_KQ == warp_size ? 0 : (item_ct1.get_local_id(2) & ~(nthreads_KQ - 1))) + i_KQ_0; + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + float sum = vec_dot_KQ(K + i_KQ*nb11, Q_reg[j], Q_i32[j], Q_ds[j]); + sum = warp_reduce_sum(sum); + + if (use_logit_softcap) { + sum = logit_softcap * sycl::tanh(sum); + } + if (mask) { + sum += slope * sycl::vec(maskh[j * ne11 + i_KQ]) + .convert()[0]; + } + + KQ_max_new[j] = sycl::fmax((float) KQ_max_new[j], sum); + + if (int(nthreads_KQ == warp_size ? item_ct1.get_local_id(2) + : item_ct1.get_local_id(2) % + nthreads_KQ) == i_KQ_0) { + KQ_reg[j] = sum; + } + } + } + +#pragma unroll + for (int j = 0; j < ncols; ++j) { +#pragma unroll + for (int offset = nthreads_KQ; offset < warp_size; offset <<= 1) { + KQ_max_new[j] = sycl::fmax( + (float)KQ_max_new[j], + (float)dpct::permute_sub_group_by_xor( + sycl::ext::oneapi::this_work_item::get_sub_group(), + KQ_max_new[j], + offset, + warp_size)); + } + const float KQ_max_scale = sycl::native::exp((float) (KQ_max[j] - KQ_max_new[j])); + KQ_max[j] = KQ_max_new[j]; + + KQ_reg[j] = sycl::native::exp((float) (KQ_reg[j] - KQ_max[j])); + KQ_sum[j] = KQ_sum[j]*KQ_max_scale + KQ_reg[j]; + KQ[j*nthreads + tid] = KQ_reg[j]; + +#ifdef GGML_SYCL_F16 + const sycl::half2 KQ_max_scale_h2 = sycl::half2(KQ_max_scale, KQ_max_scale); +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j][i_VKQ_0/nthreads_V] *= KQ_max_scale_h2; + } +#else +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j][i_VKQ_0/nthreads_V].x() *= KQ_max_scale; + VKQ[j][i_VKQ_0/nthreads_V].y() *= KQ_max_scale; + } +#endif // GGML_SYCL_F16 + } + + sycl::group_barrier(sycl::ext::oneapi::this_work_item::get_sub_group()); + +#pragma unroll + for (int k0 = 0; k0 < warp_size; k0 += V_cols_per_iter) { + const int k = item_ct1.get_local_id(1) * warp_size + k0 + + (nthreads_V == warp_size ? 0 : item_ct1.get_local_id(2) / nthreads_V); + +#ifdef GGML_SYCL_F16 + sycl::half2 KQ_k[ncols]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + KQ_k[j] = sycl::half2(KQ[j * nthreads + k]); + } +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V*V_rows_per_thread/2) { + sycl::half2 tmp[V_rows_per_thread / 2]; + dequantize_V(V + k * nb21, tmp, + 2 * i_VKQ_0 + (nthreads_V == warp_size ? item_ct1.get_local_id(2) : + item_ct1.get_local_id(2) % nthreads_V) * + V_rows_per_thread); +#pragma unroll + for (int i_VKQ_1 = 0; i_VKQ_1 < V_rows_per_thread/2; ++i_VKQ_1) { +#pragma unroll + for (int j = 0; j < ncols; ++j) { + VKQ[j][i_VKQ_0/nthreads_V + i_VKQ_1] += tmp[i_VKQ_1]*KQ_k[j]; + } + } + } +#else + float KQ_k[ncols]; +#pragma unroll + for (int j = 0; j < ncols; ++j) { + KQ_k[j] = KQ[j*nthreads + k]; + } +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V*V_rows_per_thread/2) { + sycl::float2 tmp[V_rows_per_thread/2]; + dequantize_V(V + k*nb21, tmp, + 2*i_VKQ_0 + (nthreads_V == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads_V)*V_rows_per_thread); +#pragma unroll + for (int i_VKQ_1 = 0; i_VKQ_1 < V_rows_per_thread/2; ++i_VKQ_1) { +#pragma unroll + for (int j = 0; j < ncols; ++j) { + VKQ[j][i_VKQ_0/nthreads_V + i_VKQ_1].x() += tmp[i_VKQ_1].x()*KQ_k[j]; + VKQ[j][i_VKQ_0/nthreads_V + i_VKQ_1].y() += tmp[i_VKQ_1].y()*KQ_k[j]; + } + } + } +#endif // GGML_SYCL_F16 + } + } + + if (sinks && item_ct1.get_group(1) == 0) { + const float sink = ((const float *) sinks)[head]; + +#pragma unroll + for (int j0 = 0; j0 < ncols; j0 += nwarps) { + const int j = j0 + item_ct1.get_local_id(1); + + if (j0 + nwarps > ncols && j >= ncols) { + break; + } + const float kqmax_new_j = sycl::fmax(sink, (float) KQ_max[j]); + const float KQ_max_scale = sycl::native::exp((float) (KQ_max[j] - kqmax_new_j)); + KQ_max[j] = kqmax_new_j; + + KQ_sum[j] = KQ_sum[j] * KQ_max_scale + + (item_ct1.get_local_id(2) == 0 ? sycl::native::exp((float) (sink - KQ_max[j])) : 0.0f); +#ifdef GGML_SYCL_F16 + const sycl::half2 KQ_max_scale_h2 = sycl::half2(KQ_max_scale, KQ_max_scale); +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j][i_VKQ_0/nthreads_V] *= KQ_max_scale_h2; + } +#else +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j][i_VKQ_0/nthreads_V].x() *= KQ_max_scale; + VKQ[j][i_VKQ_0/nthreads_V].y() *= KQ_max_scale; + } +#endif // GGML_SYCL_F16 + } + } + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + if (item_ct1.get_local_id(1) == 0) { + KQ_max_shared[j*warp_size+item_ct1.get_local_id(2)] = -FLT_MAX / 2.0f; + KQ_sum_shared[j*warp_size+item_ct1.get_local_id(2)] = 0.0f; + } + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + +#pragma unroll + for (int j = 0; j < ncols; ++j) { + if (item_ct1.get_local_id(2) == 0) { + KQ_max_shared[j*warp_size+item_ct1.get_local_id(1)] = KQ_max[j]; + } + } + + + item_ct1.barrier(sycl::access::fence_space::local_space); + +#pragma unroll + for (int j_VKQ = 0; j_VKQ < ncols; ++j_VKQ) { + if (ncols > 1 && ic0 + j_VKQ >= int(ne01.z())) { + break; + } + + float kqmax_new = KQ_max_shared[j_VKQ*warp_size+item_ct1.get_local_id(2)]; + kqmax_new = warp_reduce_max(kqmax_new); + const float kqmax_scale = sycl::native::exp((float) (KQ_max[j_VKQ] - kqmax_new)); + KQ_max[j_VKQ] = kqmax_new; + +#ifdef GGML_SYCL_F16 + sycl::half2 * VKQ_tmp = (sycl::half2 *) KQ + item_ct1.get_local_id(1) * (V_cols_per_iter * D / 2) + + (nthreads_V == warp_size ? 0 : item_ct1.get_local_id(2) / nthreads_V) * (D / 2); + + const sycl::half2 kqmax_scale_h2 = sycl::half2(kqmax_scale, kqmax_scale); +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j_VKQ][i_VKQ_0/nthreads_V] *= kqmax_scale_h2; + } +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V*V_rows_per_thread/2) { + const int i_VKQ = + i_VKQ_0 + (nthreads_V == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads_V) * + (V_rows_per_thread / 2); + + ggml_sycl_memcpy_1(VKQ_tmp + i_VKQ, + &VKQ[j_VKQ][i_VKQ_0 / nthreads_V]); + } +#else + sycl::float2 * VKQ_tmp = (sycl::float2 *) KQ + item_ct1.get_local_id(1)*(V_cols_per_iter*D/2) + + (nthreads_V == warp_size ? 0 : item_ct1.get_local_id(2) / nthreads_V)*(D/2); +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V) { + VKQ[j_VKQ][i_VKQ_0/nthreads_V].x() *= kqmax_scale; + VKQ[j_VKQ][i_VKQ_0/nthreads_V].y() *= kqmax_scale; + } +#pragma unroll + for (int i_VKQ_0 = 0; i_VKQ_0 < D/2; i_VKQ_0 += nthreads_V*V_rows_per_thread/2) { + const int i_VKQ = i_VKQ_0 + (nthreads_V == warp_size ? item_ct1.get_local_id(2) : item_ct1.get_local_id(2) % nthreads_V)*(V_rows_per_thread/2); + + ggml_sycl_memcpy_1(VKQ_tmp + i_VKQ, &VKQ[j_VKQ][i_VKQ_0/nthreads_V]); + ggml_sycl_memcpy_1(VKQ_tmp + i_VKQ + V_rows_per_thread/4, &VKQ[j_VKQ][i_VKQ_0/nthreads_V + V_rows_per_thread/4]); + } +#endif // GGML_SYCL_F16 + + KQ_sum[j_VKQ] *= kqmax_scale; + KQ_sum[j_VKQ] = warp_reduce_sum(KQ_sum[j_VKQ]); + if (item_ct1.get_local_id(2) == 0) { + KQ_sum_shared[j_VKQ*warp_size+item_ct1.get_local_id(1)] = KQ_sum[j_VKQ]; + } + + item_ct1.barrier(sycl::access::fence_space::local_space); + + + if (nthreads <= D || tid < D) { + KQ_sum[j_VKQ] = KQ_sum_shared[j_VKQ*warp_size+item_ct1.get_local_id(2)]; + KQ_sum[j_VKQ] = warp_reduce_sum(KQ_sum[j_VKQ]); + +#pragma unroll + for (int i0 = 0; i0 < D; i0 += nthreads) { + float dst_val = 0; +#pragma unroll + for (int w = 0; w < nwarps; ++w) { +#pragma unroll + for (int v = 0; v < V_cols_per_iter; ++v) { + dst_val += float(KQ[w*V_cols_per_iter*D + v*D + i0 + tid]); + } + } + if (item_ct1.get_group_range(1) == 1) { + dst_val /= KQ_sum[j_VKQ]; + } + dst[(((sequence * int(ne01.z()) + ic0 + j_VKQ) * ne02 + head) * item_ct1.get_group_range(1) + + item_ct1.get_group(1)) * + D + + i0 + tid] = dst_val; + } + } + + if (j_VKQ < ncols-1) { + item_ct1.barrier(sycl::access::fence_space::local_space); + } + + } + + if (item_ct1.get_group_range(1) != 1 && tid < ncols && (ncols == 1 || ic0 + tid < int(ne01.z()))) { + dst_meta[((sequence * int(ne01.z()) + ic0 + tid) * ne02 + head) * item_ct1.get_group_range(1) + + item_ct1.get_group(1)] = make_float2(KQ_max[tid], KQ_sum[tid]); + } +#else + GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, + max_bias, m0, m1, n_head_log2, logit_softcap, + ne00, ne01, ne02, ne03, + nb01, nb02, nb03, + ne10, ne11, ne12, ne13, + nb11, nb12, nb13, + nb21, nb22, nb23, + ne31, ne32, ne33, + nb31, nb32, nb33); + +#endif // SYCL_FLASH_ATTN +} +#ifdef __clang__ +#pragma clang diagnostic pop +#endif // __clang__ + + +template +void ggml_sycl_flash_attn_ext_vec_case_impl(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + + const int warp_size = WARP_16_SIZE; //better performance than WARP_32_SIZE + + const int cc = ggml_sycl_info().devices[ggml_sycl_get_device()].cc; + + const int nthreads = ggml_sycl_fattn_vec_get_nthreads_host(cc); + const int nwarps = nthreads / warp_size; + + const bool need_f16_K = type_K == GGML_TYPE_F16; + const bool need_f16_V = type_V == GGML_TYPE_F16; + constexpr size_t nbytes_shared = 0; + + launch_fattn, warp_size>( + ctx, dst, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false); +} + +template +void ggml_sycl_flash_attn_ext_vec_case(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * KQV = dst; + const ggml_tensor * Q = dst->src[0]; + + float logit_softcap; + memcpy(&logit_softcap, (const float *) KQV->op_params + 2, sizeof(float)); + + if (Q->ne[1] == 1) { + constexpr int cols_per_block = 1; + if (logit_softcap == 0.0f) { + constexpr bool use_logit_softcap = false; + ggml_sycl_flash_attn_ext_vec_case_impl(ctx, dst); + } else { + constexpr bool use_logit_softcap = true; + ggml_sycl_flash_attn_ext_vec_case_impl(ctx, dst); + } + return; + } + + constexpr int cols_per_block = 2; + if (logit_softcap == 0.0f) { + constexpr bool use_logit_softcap = false; + ggml_sycl_flash_attn_ext_vec_case_impl(ctx, dst); + } else { + constexpr bool use_logit_softcap = true; + ggml_sycl_flash_attn_ext_vec_case_impl(ctx, dst); + } +} + +#define DECL_FATTN_VEC_CASE(D, type_K, type_V) \ + template void ggml_sycl_flash_attn_ext_vec_case \ + (ggml_backend_sycl_context & ctx, ggml_tensor * dst) \ + +#define EXTERN_DECL_FATTN_VEC_CASES(D, type_K) \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_F16); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q4_0); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q4_1); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q5_0); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q5_1); \ + extern DECL_FATTN_VEC_CASE(D, type_K, GGML_TYPE_Q8_0); \ + +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_F16) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q4_0) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q4_1) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q5_0) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q5_1) +EXTERN_DECL_FATTN_VEC_CASES( 64, GGML_TYPE_Q8_0) + +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_F16) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q4_0) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q4_1) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q5_0) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q5_1) +EXTERN_DECL_FATTN_VEC_CASES(128, GGML_TYPE_Q8_0) + +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_F16) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q4_0) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q4_1) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q5_0) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q5_1) +EXTERN_DECL_FATTN_VEC_CASES(256, GGML_TYPE_Q8_0) + +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_F16) +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_Q4_0) +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_Q4_1) +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_Q5_0) +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_Q5_1) +EXTERN_DECL_FATTN_VEC_CASES(512, GGML_TYPE_Q8_0) + +#endif // GGML_SYCL_FATTN_VEC_HPP diff --git a/ggml/src/ggml-sycl/fattn.cpp b/ggml/src/ggml-sycl/fattn.cpp new file mode 100644 index 0000000000..7c6e6112fd --- /dev/null +++ b/ggml/src/ggml-sycl/fattn.cpp @@ -0,0 +1,227 @@ +// +// MIT license +// Copyright (C) 2025 Intel Corporation +// SPDX-License-Identifier: MIT +// + +// +// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. +// See https://llvm.org/LICENSE.txt for license information. +// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception +// + + +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "fattn-common.hpp" +#include "fattn-tile.hpp" +#include "fattn-vec.hpp" +#include "fattn.hpp" + + +#define FATTN_VEC_CASE(D, type_K, type_V) \ + { \ + const bool type_K_okay = K->type == (type_K) || (K->type == GGML_TYPE_F32 && (type_K) == GGML_TYPE_F16); \ + const bool type_V_okay = V->type == (type_V) || (V->type == GGML_TYPE_F32 && (type_V) == GGML_TYPE_F16); \ + if (Q->ne[0] == (D) && type_K_okay && type_V_okay) { \ + ggml_sycl_flash_attn_ext_vec_case(ctx, dst); \ + return; \ + } \ + } \ + +#define FATTN_VEC_CASES_ALL_D(type_K, type_V) \ + FATTN_VEC_CASE( 64, type_K, type_V) \ + FATTN_VEC_CASE(128, type_K, type_V) \ + FATTN_VEC_CASE(256, type_K, type_V) \ + FATTN_VEC_CASE(512, type_K, type_V) \ + +static void ggml_sycl_flash_attn_ext_vec(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + ggml_tensor * Q = dst->src[0]; + ggml_tensor * K = dst->src[1]; + ggml_tensor * V = dst->src[2]; + +#ifdef GGML_SYCL_FA_ALL_QUANTS + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_F16) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q4_0) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q4_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q4_1) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q5_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q5_0) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q5_1) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q5_1) + + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_1, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_0, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q5_1, GGML_TYPE_Q8_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q8_0) +#else + FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_F16) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q4_0, GGML_TYPE_Q4_0) + FATTN_VEC_CASES_ALL_D(GGML_TYPE_Q8_0, GGML_TYPE_Q8_0) +#endif // GGML_SYCL_FA_ALL_QUANTS + + GGML_ABORT("Not match KV type in vec"); +} + +// Best FlashAttention kernel for a specific GPU: +enum best_fattn_kernel { + BEST_FATTN_KERNEL_NONE = 0, + BEST_FATTN_KERNEL_VEC = 100, + BEST_FATTN_KERNEL_TILE = 200, +}; + +static best_fattn_kernel ggml_sycl_get_best_fattn_kernel(const int device, const ggml_tensor * dst) { + GGML_UNUSED(device); +#ifndef SYCL_FLASH_ATTN + GGML_UNUSED(dst); + return BEST_FATTN_KERNEL_NONE; +#endif// SYCL_FLASH_ATTN + + if(!g_ggml_sycl_enable_flash_attention) return BEST_FATTN_KERNEL_NONE; + + const ggml_tensor * KQV = dst; + const ggml_tensor * Q = dst->src[0]; + const ggml_tensor * K = dst->src[1]; + const ggml_tensor * V = dst->src[2]; + const ggml_tensor * mask = dst->src[3]; + + const int gqa_ratio = Q->ne[2] / K->ne[2]; + GGML_ASSERT(Q->ne[2] % K->ne[2] == 0); + + float max_bias = 0.0f; + memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float)); + + bool gqa_opt_applies = gqa_ratio >= 2 && mask && max_bias == 0.0f && K->ne[1] % FATTN_KQ_STRIDE == 0; + for (const ggml_tensor * t : {Q, K, V, mask}) { + if (t == nullptr || ggml_is_quantized(t->type)) { + continue; + } + for (size_t i = 1; i < GGML_MAX_DIMS; ++i) { + if (t->nb[i] % 16 != 0) { + gqa_opt_applies = false; + break; + } + } + } + + switch (K->ne[0]) { + case 40: + case 64: + case 72: + case 80: + case 96: + case 128: + case 112: + case 256: + case 512: + if (V->ne[0] != K->ne[0]) { + return BEST_FATTN_KERNEL_NONE; + } + break; + case 576: + if (V->ne[0] != 512) { + return BEST_FATTN_KERNEL_NONE; + } + if (!gqa_opt_applies) { + return BEST_FATTN_KERNEL_NONE; + } + break; + default: + return BEST_FATTN_KERNEL_NONE; + } + +#ifndef GGML_SYCL_FA_ALL_QUANTS + if (K->type != V->type) { + return BEST_FATTN_KERNEL_NONE; + } +#endif // GGML_SYCL_FA_ALL_QUANTS + + switch (K->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + break; + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: +#ifndef GGML_SYCL_FA_ALL_QUANTS + return BEST_FATTN_KERNEL_NONE; +#endif // GGML_SYCL_FA_ALL_QUANTS + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q8_0: + break; + default: + return BEST_FATTN_KERNEL_NONE; + } + + if (mask && mask->ne[2] != 1) { + return BEST_FATTN_KERNEL_NONE; + } + + // For small batch sizes the vector kernel may be preferable over the kernels optimized for large batch sizes: + const bool can_use_vector_kernel = Q->ne[0] <= 512 && Q->ne[0] % 64 == 0 && K->ne[1] % FATTN_KQ_STRIDE == 0; + + // Todo: Use the XMX kernel if possible: + + // If there are no tensor cores available, use the generic tile kernel: + if (can_use_vector_kernel) { + if (!ggml_is_quantized(K->type) && !ggml_is_quantized(V->type)) { + if (Q->ne[1] == 1) { + if (!gqa_opt_applies) { + return BEST_FATTN_KERNEL_VEC; + } + } + } else { + if (Q->ne[1] <= 2) { + return BEST_FATTN_KERNEL_VEC; + } + } + } + return BEST_FATTN_KERNEL_TILE; +} + +void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + ggml_sycl_set_device(ctx.device); + switch (ggml_sycl_get_best_fattn_kernel(ggml_sycl_get_device(), dst)) { + case BEST_FATTN_KERNEL_NONE: + GGML_ABORT("Not support Flash-Attention"); + case BEST_FATTN_KERNEL_TILE: + ggml_sycl_flash_attn_ext_tile(ctx, dst); + break; + case BEST_FATTN_KERNEL_VEC: + ggml_sycl_flash_attn_ext_vec(ctx, dst); + break; + } +} + +bool ggml_sycl_flash_attn_ext_supported(int device, const ggml_tensor * dst) { + return ggml_sycl_get_best_fattn_kernel(device, dst) != BEST_FATTN_KERNEL_NONE; +} diff --git a/ggml/src/ggml-sycl/fattn.hpp b/ggml/src/ggml-sycl/fattn.hpp new file mode 100644 index 0000000000..f2a8ffc97d --- /dev/null +++ b/ggml/src/ggml-sycl/fattn.hpp @@ -0,0 +1,22 @@ +// +// MIT license +// Copyright (C) 2025 Intel Corporation +// SPDX-License-Identifier: MIT +// + +// +// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. +// See https://llvm.org/LICENSE.txt for license information. +// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception +// + +#ifndef GGML_SYCL_FATTN_HPP +#define GGML_SYCL_FATTN_HPP + +#include "common.hpp" + +void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst); + +bool ggml_sycl_flash_attn_ext_supported(int device, const ggml_tensor * dst); + +#endif // GGML_SYCL_FATTN_HPP diff --git a/ggml/src/ggml-sycl/gated_delta_net.cpp b/ggml/src/ggml-sycl/gated_delta_net.cpp new file mode 100644 index 0000000000..ebc587524b --- /dev/null +++ b/ggml/src/ggml-sycl/gated_delta_net.cpp @@ -0,0 +1,307 @@ +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "ggml.h" +#include "gated_delta_net.hpp" +#include + + +template +void gated_delta_net_sycl(const float * q, + const float * k, + const float * v, + const float * g, + const float * beta, + const float * curr_state, + float * dst, + int64_t H, + int64_t n_tokens, + int64_t n_seqs, + int64_t sq1, + int64_t sq2, + int64_t sq3, + int64_t sv1, + int64_t sv2, + int64_t sv3, + int64_t sb1, + int64_t sb2, + int64_t sb3, + const sycl::uint3 neqk1_magic, + const sycl::uint3 rq3_magic, + float scale) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const uint32_t h_idx = item_ct1.get_group(2); + const uint32_t sequence = item_ct1.get_group(1); + // each warp owns one column, using warp-level primitives to reduce across rows + const int lane = item_ct1.get_local_id(2); + const int col = item_ct1.get_group(0) * item_ct1.get_local_range(1) + item_ct1.get_local_id(1); + + const uint32_t iq1 = fastmodulo(h_idx, neqk1_magic); + const uint32_t iq3 = fastdiv(sequence, rq3_magic); + + const int64_t attn_score_elems = S_v * H * n_tokens * n_seqs; + float * attn_data = dst; + float * state = dst + attn_score_elems; + + const int64_t state_offset = (sequence * H + h_idx) * S_v * S_v; + state += state_offset; + curr_state += state_offset; + attn_data += (sequence * n_tokens * H + h_idx) * S_v; + + constexpr int warp_size = ggml_sycl_get_physical_warp_size() < S_v ? ggml_sycl_get_physical_warp_size() : S_v; + static_assert(S_v % warp_size == 0, "S_v must be a multiple of warp_size"); + constexpr int rows_per_lane = (S_v + warp_size - 1) / warp_size; + float s_shard[rows_per_lane]; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + s_shard[r] = curr_state[col * S_v + i]; + } + + for (int t = 0; t < n_tokens; t++) { + const float * q_t = q + iq3 * sq3 + t * sq2 + iq1 * sq1; + const float * k_t = k + iq3 * sq3 + t * sq2 + iq1 * sq1; + const float * v_t = v + sequence * sv3 + t * sv2 + h_idx * sv1; + + const int64_t gb_offset = sequence * sb3 + t * sb2 + h_idx * sb1; + const float * beta_t = beta + gb_offset; + const float * g_t = g + gb_offset * (KDA ? S_v : 1); + + const float beta_val = *beta_t; + + if constexpr (!KDA) { + const float g_val = sycl::native::exp(*g_t); + + // kv[col] = (S^T @ k)[col] = sum_i S[i][col] * k[i] + float kv_shard = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + kv_shard += s_shard[r] * k_t[i]; + } + float kv_col = warp_reduce_sum(kv_shard); + + // delta[col] = (v[col] - g * kv[col]) * beta + float delta_col = (v_t[col] - g_val * kv_col) * beta_val; + + // fused: S[i][col] = g * S[i][col] + k[i] * delta[col] + // attn[col] = (S^T @ q)[col] = sum_i S[i][col] * q[i] + float attn_partial = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + s_shard[r] = g_val * s_shard[r] + k_t[i] * delta_col; + attn_partial += s_shard[r] * q_t[i]; + } + + float attn_col = warp_reduce_sum(attn_partial); + + if (lane == 0) { + attn_data[col] = attn_col * scale; + } + } else { + // kv[col] = sum_i g[i] * S[i][col] * k[i] + float kv_shard = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + kv_shard += sycl::native::exp(g_t[i]) * s_shard[r] * k_t[i]; + } + + float kv_col = warp_reduce_sum(kv_shard); + + // delta[col] = (v[col] - kv[col]) * beta + float delta_col = (v_t[col] - kv_col) * beta_val; + + // fused: S[i][col] = g[i] * S[i][col] + k[i] * delta[col] + // attn[col] = (S^T @ q)[col] = sum_i S[i][col] * q[i] + float attn_partial = 0.0f; +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + s_shard[r] = sycl::native::exp(g_t[i]) * s_shard[r] + k_t[i] * delta_col; + attn_partial += s_shard[r] * q_t[i]; + } + + float attn_col = warp_reduce_sum(attn_partial); + + if (lane == 0) { + attn_data[col] = attn_col * scale; + } + } + + attn_data += S_v * H; + } + + // Write state back to global memory +#pragma unroll + for (int r = 0; r < rows_per_lane; r++) { + const int i = r * warp_size + lane; + state[col * S_v + i] = s_shard[r]; + } +} + +template +static void launch_gated_delta_net(const float * q_d, + const float * k_d, + const float * v_d, + const float * g_d, + const float * b_d, + const float * s_d, + float * dst_d, + int64_t S_v, + int64_t H, + int64_t n_tokens, + int64_t n_seqs, + int64_t sq1, + int64_t sq2, + int64_t sq3, + int64_t sv1, + int64_t sv2, + int64_t sv3, + int64_t sb1, + int64_t sb2, + int64_t sb3, + int64_t neqk1, + int64_t rq3, + float scale, + dpct::queue_ptr stream) { + //TODO: Add chunked kernel for even faster pre-fill + const int warp_size = ggml_sycl_info().devices[ggml_sycl_get_device()].warp_size; + + const int num_warps = 4; + dpct::dim3 grid_dims(H, n_seqs, (S_v + num_warps - 1) / num_warps); + dpct::dim3 block_dims(warp_size <= S_v ? warp_size : S_v, num_warps, 1); + + const sycl::uint3 neqk1_magic = init_fastdiv_values(neqk1); + const sycl::uint3 rq3_magic = init_fastdiv_values(rq3); + + switch (S_v) { + case 16: + { + constexpr int sv = 16; + stream->parallel_for(sycl::nd_range<3>(grid_dims * block_dims, block_dims), + [=](sycl::nd_item<3> /*item_ct1*/) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + gated_delta_net_sycl(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, n_tokens, + n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, sb1, sb2, + sb3, neqk1_magic, rq3_magic, scale); + }); + } + break; + case 32: + { + constexpr int sv = 32; + stream->parallel_for(sycl::nd_range<3>(grid_dims * block_dims, block_dims), + [=](sycl::nd_item<3> /*item_ct1*/) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + gated_delta_net_sycl(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, n_tokens, + n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, sb1, sb2, + sb3, neqk1_magic, rq3_magic, scale); + }); + } + break; + case 64: { + { + constexpr int sv = 64; + stream->parallel_for(sycl::nd_range<3>(grid_dims * block_dims, block_dims), + [=](sycl::nd_item<3> /*item_ct1*/) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + gated_delta_net_sycl( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, n_tokens, n_seqs, sq1, sq2, + sq3, sv1, sv2, sv3, sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + }); + } + break; + } + case 128: { + { + constexpr int sv = 128; + stream->parallel_for(sycl::nd_range<3>(grid_dims * block_dims, block_dims), + [=](sycl::nd_item<3> /*item_ct1*/) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + gated_delta_net_sycl( + q_d, k_d, v_d, g_d, b_d, s_d, dst_d, H, n_tokens, n_seqs, sq1, sq2, + sq3, sv1, sv2, sv3, sb1, sb2, sb3, neqk1_magic, rq3_magic, scale); + }); + } + break; + } + default: + GGML_ABORT("fatal error"); + break; + } +} + +void ggml_sycl_op_gated_delta_net(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + ggml_tensor * src_q = dst->src[0]; + ggml_tensor * src_k = dst->src[1]; + ggml_tensor * src_v = dst->src[2]; + ggml_tensor * src_g = dst->src[3]; + ggml_tensor * src_beta = dst->src[4]; + ggml_tensor * src_state = dst->src[5]; + + GGML_TENSOR_LOCALS(int64_t, neq, src_q, ne); + GGML_TENSOR_LOCALS(size_t , nbq, src_q, nb); + GGML_TENSOR_LOCALS(int64_t, nek, src_k, ne); + GGML_TENSOR_LOCALS(size_t , nbk, src_k, nb); + GGML_TENSOR_LOCALS(int64_t, nev, src_v, ne); + GGML_TENSOR_LOCALS(size_t, nbv, src_v, nb); + GGML_TENSOR_LOCALS(size_t, nbb, src_beta, nb); + + const int64_t S_v = nev0; + const int64_t H = nev1; + const int64_t n_tokens = nev2; + const int64_t n_seqs = nev3; + + const bool kda = (src_g->ne[0] == S_v); + + GGML_ASSERT(neq1 == nek1); + const int64_t neqk1 = neq1; + + const int64_t rq3 = nev3 / neq3; + + const float * q_d = (const float *) src_q->data; + const float * k_d = (const float *) src_k->data; + const float * v_d = (const float *) src_v->data; + const float * g_d = (const float *) src_g->data; + const float * b_d = (const float *) src_beta->data; + + const float * s_d = (const float *) src_state->data; + float * dst_d = (float *) dst->data; + + GGML_ASSERT(ggml_is_contiguous_rows(src_q)); + GGML_ASSERT(ggml_is_contiguous_rows(src_k)); + GGML_ASSERT(ggml_is_contiguous_rows(src_v)); + GGML_ASSERT(ggml_are_same_stride(src_q, src_k)); + GGML_ASSERT(src_g->ne[0] == 1 || kda); + GGML_ASSERT(ggml_is_contiguous(src_g)); + GGML_ASSERT(ggml_is_contiguous(src_beta)); + GGML_ASSERT(ggml_is_contiguous(src_state)); + + // strides in floats (beta strides used for both g and beta offset computation) + const int64_t sq1 = nbq1 / sizeof(float); + const int64_t sq2 = nbq2 / sizeof(float); + const int64_t sq3 = nbq3 / sizeof(float); + const int64_t sv1 = nbv1 / sizeof(float); + const int64_t sv2 = nbv2 / sizeof(float); + const int64_t sv3 = nbv3 / sizeof(float); + const int64_t sb1 = nbb1 / sizeof(float); + const int64_t sb2 = nbb2 / sizeof(float); + const int64_t sb3 = nbb3 / sizeof(float); + + const float scale = 1.0f / sqrtf((float) S_v); + + dpct::queue_ptr stream = ctx.stream(); + + if (kda) { + launch_gated_delta_net(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, + S_v, H, n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1, rq3, scale, stream); + } else { + launch_gated_delta_net(q_d, k_d, v_d, g_d, b_d, s_d, dst_d, + S_v, H, n_tokens, n_seqs, sq1, sq2, sq3, sv1, sv2, sv3, + sb1, sb2, sb3, neqk1, rq3, scale, stream); + } +} + +void ggml_sycl_gated_delta_net(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/6); + ggml_sycl_op_gated_delta_net(ctx, dst); +} diff --git a/ggml/src/ggml-sycl/gated_delta_net.hpp b/ggml/src/ggml-sycl/gated_delta_net.hpp new file mode 100644 index 0000000000..a3308ee876 --- /dev/null +++ b/ggml/src/ggml-sycl/gated_delta_net.hpp @@ -0,0 +1,8 @@ +#pragma once + +#include +#include "dpct/helper.hpp" +#include "common.hpp" +#include "ggml.h" + +void ggml_sycl_gated_delta_net(ggml_backend_sycl_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index 0614d7e8f3..ea79d2538c 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -35,6 +35,7 @@ #endif #include +#include "ggml.h" #include "ggml-sycl.h" #include "ggml-impl.h" #include "ggml-backend-impl.h" @@ -43,17 +44,17 @@ #include "ggml-sycl/backend.hpp" #include "ggml-sycl/common.hpp" #include "ggml-sycl/element_wise.hpp" +#include "ggml-sycl/gemm.hpp" +#include "ggml-sycl/getrows.hpp" #include "ggml-sycl/norm.hpp" #include "ggml-sycl/presets.hpp" -#include "ggml-sycl/gemm.hpp" +#include "ggml-sycl/quantize.hpp" +#include "ggml-sycl/repeat_back.hpp" #include "ggml-sycl/set_rows.hpp" #include "ggml-sycl/set.hpp" -#include "ggml-sycl/sycl_hw.hpp" -#include "ggml-sycl/getrows.hpp" -#include "ggml-sycl/repeat_back.hpp" -#include "ggml-sycl/quantize.hpp" #include "ggml-sycl/ssm_conv.hpp" -#include "ggml.h" +#include "ggml-sycl/sycl_hw.hpp" + static bool g_sycl_loaded = false; int g_ggml_sycl_debug = 0; @@ -62,6 +63,8 @@ int g_ggml_sycl_disable_graph = 0; int g_ggml_sycl_disable_dnn = 0; int g_ggml_sycl_prioritize_dmmv = 0; int g_ggml_sycl_use_async_mem_op = 0; +int g_ggml_sycl_enable_flash_attention = 1; + static ggml_sycl_device_info ggml_sycl_init() { ggml_sycl_device_info info = {}; @@ -94,11 +97,14 @@ static ggml_sycl_device_info ggml_sycl_init() { info.devices[i].cc = 100 * prop.get_major_version() + 10 * prop.get_minor_version(); - info.devices[i].nsm = prop.get_max_compute_units(); + info.devices[i].nsm = prop.get_max_compute_units() / 16; //16: Number of Xe Cores info.devices[i].opt_feature.reorder = device.ext_oneapi_architecture_is(syclex::arch_category::intel_gpu); info.devices[i].smpbo = prop.get_local_mem_size(); + info.devices[i].warp_size = WARP_SIZE; info.max_work_group_sizes[i] = prop.get_max_work_group_size(); + info.devices[i].max_wg_per_cu = info.max_work_group_sizes[i] / prop.get_max_compute_units(); + } for (int id = 0; id < info.device_count; ++id) { @@ -211,7 +217,37 @@ static void ggml_check_sycl() try { g_ggml_sycl_disable_graph = get_sycl_env("GGML_SYCL_DISABLE_GRAPH", 1); g_ggml_sycl_disable_dnn = get_sycl_env("GGML_SYCL_DISABLE_DNN", 0); g_ggml_sycl_prioritize_dmmv = get_sycl_env("GGML_SYCL_PRIORITIZE_DMMV", 0); + +#ifdef SYCL_FLASH_ATTN + g_ggml_sycl_enable_flash_attention = get_sycl_env("GGML_SYCL_ENABLE_FLASH_ATTN", 1); +#else + g_ggml_sycl_enable_flash_attention = 0; +#endif + GGML_SYCL_DEBUG("[SYCL] call ggml_check_sycl\n"); + + GGML_LOG_INFO("Build with Macros:\n"); +#if defined(GGML_SYCL_FORCE_MMQ) + GGML_LOG_INFO(" GGML_SYCL_FORCE_MMQ: yes\n"); +#else + GGML_LOG_INFO(" GGML_SYCL_FORCE_MMQ: no\n"); +#endif +#if defined(GGML_SYCL_F16) + GGML_LOG_INFO(" GGML_SYCL_F16: yes\n"); +#else + GGML_LOG_INFO(" GGML_SYCL_F16: no\n"); +#endif +#if defined(GGML_SYCL_GRAPH) + GGML_LOG_INFO(" GGML_SYCL_GRAPH: yes\n"); +#else + GGML_LOG_INFO(" GGML_SYCL_GRAPH: no\n"); +#endif +#if defined(GGML_SYCL_DNNL) + GGML_LOG_INFO(" GGML_SYCL_DNNL: yes\n"); +#else + GGML_LOG_INFO(" GGML_SYCL_DNNL: no\n"); +#endif + GGML_LOG_INFO("Running with Environment Variables:\n"); GGML_LOG_INFO(" GGML_SYCL_DEBUG: %d\n", g_ggml_sycl_debug); GGML_LOG_INFO(" GGML_SYCL_DISABLE_OPT: %d\n", g_ggml_sycl_disable_optimize); @@ -226,16 +262,12 @@ static void ggml_check_sycl() try { GGML_LOG_INFO(" GGML_SYCL_DISABLE_DNN: DNN disabled by compile flag\n"); #endif GGML_LOG_INFO(" GGML_SYCL_PRIORITIZE_DMMV: %d\n", g_ggml_sycl_prioritize_dmmv); - GGML_LOG_INFO("Build with Macros:\n"); -#if defined(GGML_SYCL_FORCE_MMQ) - GGML_LOG_INFO(" GGML_SYCL_FORCE_MMQ: yes\n"); + +#ifdef SYCL_FLASH_ATTN + GGML_LOG_INFO(" GGML_SYCL_ENABLE_FLASH_ATTN: %d\n", g_ggml_sycl_enable_flash_attention); #else - GGML_LOG_INFO(" GGML_SYCL_FORCE_MMQ: no\n"); -#endif -#if defined(GGML_SYCL_F16) - GGML_LOG_INFO(" GGML_SYCL_F16: yes\n"); -#else - GGML_LOG_INFO(" GGML_SYCL_F16: no\n"); + GGML_LOG_INFO(" GGML_SYCL_ENABLE_FLASH_ATTN: %d disabled by compile flag\n", + g_ggml_sycl_enable_flash_attention); #endif /* NOT REMOVE, keep it for next optimize for XMX. @@ -379,11 +411,22 @@ ggml_backend_sycl_buffer_init_tensor(ggml_backend_buffer_t buffer, assert(tensor->view_src->buffer->buft == buffer->buft); return GGML_STATUS_SUCCESS; } - if ((tensor->type == GGML_TYPE_Q4_0 || tensor->type == GGML_TYPE_Q4_K || tensor->type == GGML_TYPE_Q6_K) && - !g_ggml_sycl_disable_optimize) { - ggml_tensor_extra_gpu * extra = new ggml_tensor_extra_gpu{}; - tensor->extra = extra; - ctx->tensor_extras.push_back(extra); //used to release it when destroy ctx. + + if (!g_ggml_sycl_disable_optimize) { + // set reorder extra buffer based on supported type + switch (tensor->type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q6_K:{ + ggml_tensor_extra_gpu * extra = new ggml_tensor_extra_gpu{}; + tensor->extra = extra; + ctx->tensor_extras.push_back(extra); + break; + } + default: + break; + } } if (ggml_is_quantized(tensor->type)) { @@ -537,9 +580,15 @@ static void ggml_backend_sycl_buffer_clear(ggml_backend_buffer_t buffer, SYCL_CHECK( CHECK_TRY_ERROR(dpct::get_current_device().queues_wait_and_throw())); - SYCL_CHECK(CHECK_TRY_ERROR((*stream) - .memset(ctx->dev_ptr, value, buffer->size) - .wait())); + constexpr size_t MAX_CHUNK = 2ULL << 30; // 2 GiB + for (size_t off = 0; off < buffer->size; off += MAX_CHUNK) { + size_t chunk = std::min(buffer->size - off, MAX_CHUNK); + SYCL_CHECK(CHECK_TRY_ERROR( + (*stream) + .memset(static_cast(ctx->dev_ptr) + off, value, chunk) + .wait() + )); + } } catch (sycl::exception const &exc) { std::cerr << exc.what() << "Exception caught at file:" << __FILE__ @@ -589,6 +638,8 @@ static const ggml_backend_buffer_i ggml_backend_sycl_buffer_interface = { /* .memset_tensor = */ ggml_backend_sycl_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_sycl_buffer_set_tensor, /* .get_tensor = */ ggml_backend_sycl_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_sycl_buffer_cpy_tensor, /* .clear = */ ggml_backend_sycl_buffer_clear, /* .reset = */ ggml_backend_sycl_buffer_reset, @@ -1035,6 +1086,8 @@ static struct ggml_backend_buffer_i ggml_backend_sycl_split_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_sycl_split_buffer_set_tensor, /* .get_tensor = */ ggml_backend_sycl_split_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, /* .clear = */ ggml_backend_sycl_split_buffer_clear, /* .reset = */ NULL, @@ -3012,7 +3065,7 @@ static void ggml_sycl_mul_mat_batched_sycl(ggml_backend_sycl_context & ctx, cons } #if GGML_SYCL_DNNL - // oneDNN handles strided data and does not need overhead of get_to_fp16_nc_sycl + // oneDNN handles strided data and does not need overhead of ggml_get_to_fp16_nc_sycl const int64_t ne_src1 = src1->nb[last_str] * src1->ne[last_dim] / type_size_src1; src1_f16_alloc.alloc(ne_src1); const to_fp16_sycl_t to_fp16_sycl = ggml_get_to_fp16_sycl(src1->type, dst); @@ -3021,7 +3074,7 @@ static void ggml_sycl_mul_mat_batched_sycl(ggml_backend_sycl_context & ctx, cons # else const int64_t ne_src1 = ggml_nelements(src1); src1_f16_alloc.alloc(ne_src1); - const to_fp16_nc_sycl_t to_fp16_nc_sycl = get_to_fp16_nc_sycl(src1->type); + const to_fp16_nc_sycl_t to_fp16_nc_sycl = ggml_get_to_fp16_nc_sycl(src1->type); GGML_ASSERT(to_fp16_nc_sycl != nullptr); to_fp16_nc_sycl(src1_f16, src1_f16_alloc.get(), ne10, ne11, ne12, ne13, s11, s12, s13, queue); #endif @@ -3216,6 +3269,7 @@ inline bool ggml_sycl_supports_mmq(enum ggml_type type) { inline bool ggml_sycl_supports_reorder_mul_mat_sycl(enum ggml_type type) { switch (type) { case GGML_TYPE_Q4_0: + case GGML_TYPE_Q8_0: return true; case GGML_TYPE_Q4_K: case GGML_TYPE_Q6_K: @@ -3228,6 +3282,7 @@ inline bool ggml_sycl_supports_reorder_mul_mat_sycl(enum ggml_type type) { inline bool ggml_sycl_supports_reorder_dmmv(enum ggml_type type) { switch (type) { case GGML_TYPE_Q4_0: + case GGML_TYPE_Q8_0: return true; default: return false; @@ -3237,6 +3292,7 @@ inline bool ggml_sycl_supports_reorder_dmmv(enum ggml_type type) { inline bool ggml_sycl_supports_reorder_mmvq(enum ggml_type type) { switch (type) { case GGML_TYPE_Q4_0: + case GGML_TYPE_Q8_0: case GGML_TYPE_Q4_K: case GGML_TYPE_Q6_K: return true; @@ -3326,6 +3382,40 @@ static void reorder_qw_q4_0(uint8_t * data_device, const int ncols, const int nr sycl_ext_free(stream, tmp_buf); } +static void reorder_qw_q8_0(uint8_t * data_device, const int ncols, const int nrows, size_t size, size_t offset, + dpct::queue_ptr stream) { + uint8_t * tmp_buf = static_cast(sycl_ext_malloc_device(stream, size)); + + sycl::event copy_event; + SYCL_CHECK(CHECK_TRY_ERROR(copy_event = stream->memcpy(tmp_buf, data_device, size))); + if (!g_ggml_sycl_use_async_mem_op) { + copy_event.wait(); + } + + GGML_ASSERT((size % sizeof(block_q8_0) == 0)); + GGML_ASSERT((offset % sizeof(block_q8_0) == 0)); + int offset_blks = offset / sizeof(block_q8_0); + auto qs_ptr = data_device + offset_blks * QK8_0; + auto d_ptr = (sycl::half*)(qs_ptr + ncols * nrows) + offset_blks; + + auto reorder_event = stream->parallel_for( + size / sizeof(block_q8_0), + [=](auto i) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + const block_q8_0* x = (const block_q8_0*)tmp_buf; + const int ib = i; + + for (int j = 0; j < QK8_0; j++) + { + *((int8_t*)qs_ptr + ib * QK8_0 + j) = x[ib].qs[j]; + } + *(d_ptr + ib) = x[ib].d; + }); + if (!g_ggml_sycl_use_async_mem_op) { + reorder_event.wait_and_throw(); + } + sycl_ext_free(stream, tmp_buf); +} + static void reorder_qw_q4_k(uint8_t * data_device, size_t size, size_t offset, dpct::queue_ptr stream) { GGML_ASSERT(size % sizeof(block_q4_K) == 0); GGML_ASSERT(offset % sizeof(block_q4_K) == 0); @@ -3422,6 +3512,9 @@ static void reorder_qw(const ggml_tensor * src0, dpct::queue_ptr stream) { case GGML_TYPE_Q4_0: reorder_qw_q4_0(data_device, ncols, nrows, size, 0, stream); break; + case GGML_TYPE_Q8_0: + reorder_qw_q8_0(data_device, ncols, nrows, size, 0, stream); + break; case GGML_TYPE_Q4_K: reorder_qw_q4_k(data_device, size, 0, stream); break; @@ -4116,6 +4209,9 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg case GGML_OP_ROPE: ggml_sycl_rope(ctx, dst); break; + case GGML_OP_ROPE_BACK: + ggml_sycl_rope_back(ctx, dst); + break; case GGML_OP_IM2COL: ggml_sycl_im2col(ctx, dst); break; @@ -4149,6 +4245,9 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg case GGML_OP_GATED_LINEAR_ATTN: ggml_sycl_op_gated_linear_attn(ctx, dst); break; + case GGML_OP_GATED_DELTA_NET: + ggml_sycl_gated_delta_net(ctx, dst); + break; case GGML_OP_SSM_CONV: ggml_sycl_ssm_conv(ctx, dst); break; @@ -4158,6 +4257,9 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg case GGML_OP_ARANGE: ggml_sycl_arange(ctx, dst); break; + case GGML_OP_FLASH_ATTN_EXT: + ggml_sycl_flash_attn_ext(ctx, dst); + break; default: return false; } @@ -4455,6 +4557,8 @@ static ggml_backend_i ggml_backend_sycl_interface = { /* .free = */ ggml_backend_sycl_free, /* .set_tensor_async = */ ggml_backend_sycl_set_tensor_async, /* .get_tensor_async = */ ggml_backend_sycl_get_tensor_async, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ NULL, // ggml_backend_sycl_cpy_tensor_async, // // TODO: update for the new // interface @@ -4623,25 +4727,18 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g struct ggml_tensor * a = op->src[0]; struct ggml_tensor * b = op->src[1]; + // disable Q1_0 until implementation + if (a->type == GGML_TYPE_Q1_0 || b->type == GGML_TYPE_Q1_0) { + return false; + } + if (a->ne[3] != b->ne[3]) { return false; } - ggml_type a_type = a->type; - if (a_type == GGML_TYPE_IQ4_NL || a_type == GGML_TYPE_IQ4_XS || - a_type == GGML_TYPE_IQ3_XXS || a_type == GGML_TYPE_IQ3_S || - a_type == GGML_TYPE_IQ2_XXS || a_type == GGML_TYPE_IQ2_XS || a_type == GGML_TYPE_IQ2_S || - a_type == GGML_TYPE_IQ1_S || a_type == GGML_TYPE_IQ1_M - ) { - if (b->ne[1] == 1 && ggml_nrows(b) > 1) { - return false; - } - } + ggml_type src0_type = op->src[0]->type; - if (src0_type == GGML_TYPE_BF16 ) { - // TODO: support GGML_TYPE_BF16 - // FIXME: keep a list of supported types to avoid breaking the backend when a new type is added - return false; - } + + // TODO: The configuration below needs more work to be supported with oneDNN if (ggml_is_permuted(a) && !ggml_is_contiguous(a) && @@ -4819,10 +4916,10 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g return max_bias == 0.0f; } case GGML_OP_ROPE: + case GGML_OP_ROPE_BACK: case GGML_OP_IM2COL: - return true; case GGML_OP_UPSCALE: - return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); + return true; case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: @@ -4840,8 +4937,9 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g k > 0 && k <= 32; } case GGML_OP_POOL_2D: - case GGML_OP_ACC: return true; + case GGML_OP_ACC: + return ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]); case GGML_OP_PAD: // TODO: add circular padding support for syscl, see https://github.com/ggml-org/llama.cpp/pull/16985 if (ggml_get_op_params_i32(op, 8) != 0) { @@ -4853,6 +4951,7 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_RWKV_WKV6: case GGML_OP_RWKV_WKV7: case GGML_OP_GATED_LINEAR_ATTN: + case GGML_OP_GATED_DELTA_NET: return true; case GGML_OP_SSM_CONV: return op->type == GGML_TYPE_F32 && @@ -4862,6 +4961,8 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g return op->type == GGML_TYPE_F32; case GGML_OP_ARANGE: return op->type == GGML_TYPE_F32; + case GGML_OP_FLASH_ATTN_EXT: + return ggml_sycl_flash_attn_ext_supported(device, op); default: return false; } diff --git a/ggml/src/ggml-sycl/mmvq.cpp b/ggml/src/ggml-sycl/mmvq.cpp index 316aa0d0fb..af22b98ddd 100644 --- a/ggml/src/ggml-sycl/mmvq.cpp +++ b/ggml/src/ggml-sycl/mmvq.cpp @@ -613,6 +613,23 @@ static void mul_mat_vec_mxfp4_q8_1_sycl(const void * vx, const void * vy, float } } +static void mul_mat_vec_nvfp4_q8_1_sycl(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, + dpct::queue_ptr stream) { + GGML_ASSERT(ncols % QK_NVFP4 == 0); + const int block_num_y = (nrows + GGML_SYCL_MMV_Y - 1) / GGML_SYCL_MMV_Y; + const sycl::range<3> block_nums(1, 1, block_num_y); + const sycl::range<3> block_dims(1, GGML_SYCL_MMV_Y, WARP_SIZE); + + { + stream->submit([&](sycl::handler & cgh) { + cgh.parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + mul_mat_vec_q( + vx, vy, dst, ncols, nrows, item_ct1); + }); + }); + } +} static void mul_mat_vec_q5_0_q8_1_sycl(const void *vx, const void *vy, float *dst, const int ncols, @@ -662,6 +679,25 @@ static void mul_mat_vec_q5_1_q8_1_sycl(const void *vx, const void *vy, } } +static void reorder_mul_mat_vec_q8_0_q8_1_sycl(const void * vx, const void * vy, float * dst, const int ncols, + const int nrows, dpct::queue_ptr stream) { + GGML_ASSERT(ncols % QK8_0 == 0); + const int block_num_y = ceil_div(nrows, GGML_SYCL_MMV_Y); + constexpr size_t num_subgroups = 16; + GGML_ASSERT(block_num_y % num_subgroups == 0); + + const sycl::range<3> global_size(1, GGML_SYCL_MMV_Y, (block_num_y * WARP_SIZE)); + const sycl::range<3> workgroup_size(1, GGML_SYCL_MMV_Y, num_subgroups * WARP_SIZE); + + stream->submit([&](sycl::handler & cgh) { + cgh.parallel_for(sycl::nd_range<3>(global_size, workgroup_size), + [=](sycl::nd_item<3> nd_item) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + mul_mat_vec_q_reorder>(vx, vy, dst, ncols, nrows, + nd_item); + }); + }); +} + static void mul_mat_vec_q8_0_q8_1_sycl(const void *vx, const void *vy, float *dst, const int ncols, const int nrows, @@ -1084,7 +1120,13 @@ void ggml_sycl_op_mul_mat_vec_q(ggml_backend_sycl_context & ctx, const ggml_tens mul_mat_vec_q5_1_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); break; case GGML_TYPE_Q8_0: - mul_mat_vec_q8_0_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); + if ((ggml_tensor_extra_gpu *) dst->src[0]->extra && + ((ggml_tensor_extra_gpu *) dst->src[0]->extra)->optimized_feature.reorder) { + GGML_SYCL_DEBUG("Calling reorder_mul_mat_vec_q8_0_q8_1_sycl\n"); + reorder_mul_mat_vec_q8_0_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); + } else { + mul_mat_vec_q8_0_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); + } break; case GGML_TYPE_Q2_K: mul_mat_vec_q2_K_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); @@ -1145,8 +1187,11 @@ void ggml_sycl_op_mul_mat_vec_q(ggml_backend_sycl_context & ctx, const ggml_tens case GGML_TYPE_MXFP4: mul_mat_vec_mxfp4_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); break; + case GGML_TYPE_NVFP4: + mul_mat_vec_nvfp4_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); + break; default: - GGML_ABORT("fatal error"); + GGML_ABORT("fatal error: unsupport data type=%s\n", ggml_type_name(src0->type)); } } GGML_UNUSED(src1); diff --git a/ggml/src/ggml-sycl/norm.cpp b/ggml/src/ggml-sycl/norm.cpp index 00702b5d09..09fce1280a 100644 --- a/ggml/src/ggml-sycl/norm.cpp +++ b/ggml/src/ggml-sycl/norm.cpp @@ -202,47 +202,34 @@ static void rms_norm_f32(const float* x, float* dst, const int ncols, const int6 } } -static void l2_norm_f32(const float* x, float* dst, const int ncols, const float eps, - const sycl::nd_item<3>& item_ct1, float* s_sum, int block_size) { - const int row = item_ct1.get_group(2) * item_ct1.get_local_range(1) + - item_ct1.get_local_id(1); - const int tid = item_ct1.get_local_id(2); - const int nthreads = item_ct1.get_local_range(2); - const int nwarps = nthreads / WARP_SIZE; +template +static void l2_norm_f32(const float * x, float * dst, const int ncols, + const int64_t stride_row, const int64_t stride_channel, + const int64_t stride_sample, const float eps, + const sycl::nd_item<3>& item_ct1, float* s_sum, const int block_size) { + const int nrows = item_ct1.get_group_range(2); + const int nchannels = item_ct1.get_group_range(1); + + const int row = item_ct1.get_group(2); + const int channel = item_ct1.get_group(1); + const int sample = item_ct1.get_group(0); + const int tid = item_ct1.get_local_id(2); + + x += sample*stride_sample + channel*stride_channel + row*stride_row; + dst += ((sample*nchannels + channel)*nrows + row)*ncols; + float tmp = 0.0f; // partial sum for thread in warp for (int col = tid; col < ncols; col += block_size) { - const float xi = x[row * ncols + col]; + const float xi = x[col]; tmp += xi * xi; } - // sum up partial sums - tmp = warp_reduce_sum(tmp, item_ct1); - if (block_size > WARP_SIZE) { - - int warp_id = item_ct1.get_local_id(2) / WARP_SIZE; - int lane_id = item_ct1.get_local_id(2) % WARP_SIZE; - if (lane_id == 0) { - s_sum[warp_id] = tmp; - } - /* - DPCT1118:3: SYCL group functions and algorithms must be encountered in - converged control flow. You may need to adjust the code. - */ - item_ct1.barrier(sycl::access::fence_space::local_space); - size_t nreduce = nwarps / WARP_SIZE; - tmp = 0.f; - for (size_t i = 0; i < nreduce; i += 1) - { - tmp += s_sum[lane_id + i * WARP_SIZE]; - } - tmp = warp_reduce_sum(tmp, item_ct1); - } - - const float scale = sycl::rsqrt(sycl::max(tmp, eps * eps)); + tmp = block_reduce(tmp, s_sum, block_size); + const float scale = sycl::rsqrt(sycl::fmax(tmp, eps * eps)); for (int col = tid; col < ncols; col += block_size) { - dst[row * ncols + col] = scale * x[row * ncols + col]; + dst[col] = scale * x[col]; } } @@ -369,42 +356,50 @@ static void rms_norm_f32_sycl(const float* x, float* dst, const int ncols, const } } -static void l2_norm_f32_sycl(const float* x, float* dst, const int ncols, - const int nrows, const float eps, - queue_ptr stream, int device) { - // printf("%s ncols=%d, nrows=%d, WARP_SIZE=%d\n", __func__, ncols, nrows, WARP_SIZE); +template +static void l2_norm_f32_sycl(const float * x, + float * dst, + const int ncols, + const int nrows, + const int nchannels, + const int nsamples, + const int64_t stride_row, + const int64_t stride_channel, + const int64_t stride_sample, + const float eps, + queue_ptr stream, + int device) { + const dpct::dim3 blocks_num(nrows, nchannels, nsamples); + if (ncols < 1024) { - const sycl::range<3> block_dims(1, 1, WARP_SIZE); + const dpct::dim3 block_dims(warp_size, 1, 1); stream->submit([&](sycl::handler& cgh) { cgh.parallel_for( - sycl::nd_range<3>(sycl::range<3>(1, 1, nrows) * block_dims, + sycl::nd_range<3>(blocks_num * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) - [[sycl::reqd_sub_group_size(WARP_SIZE)]] { - l2_norm_f32(x, dst, ncols, eps, item_ct1, - nullptr, WARP_SIZE); + [[sycl::reqd_sub_group_size(warp_size)]] { + l2_norm_f32(x, dst, ncols, stride_row, stride_channel, stride_sample, eps, item_ct1, + nullptr, warp_size); }); }); } else { const int work_group_size = ggml_sycl_info().max_work_group_sizes[device]; - assert(work_group_size % (WARP_SIZE * WARP_SIZE) == 0); + assert(work_group_size % (warp_size * warp_size) == 0); const sycl::range<3> block_dims(1, 1, work_group_size); - /* - DPCT1049:19: The work-group size passed to the SYCL kernel may exceed - the limit. To get the device limit, query - info::device::max_work_group_size. Adjust the work-group size if needed. - */ + int lsm_size = block_dims[2] > warp_size ? work_group_size / warp_size * sizeof(float): 0; stream->submit([&](sycl::handler& cgh) { - sycl::local_accessor s_sum_acc_ct1(sycl::range<1>(work_group_size / WARP_SIZE), + sycl::local_accessor s_sum_acc_ct1(sycl::range<1>(lsm_size), cgh); + cgh.parallel_for( - sycl::nd_range<3>(sycl::range<3>(1, 1, nrows) * block_dims, + sycl::nd_range<3>(blocks_num * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) - [[sycl::reqd_sub_group_size(WARP_SIZE)]] { - l2_norm_f32(x, dst, ncols, eps, item_ct1, - get_pointer(s_sum_acc_ct1), work_group_size); + [[sycl::reqd_sub_group_size(warp_size)]] { + l2_norm_f32(x, dst, ncols, stride_row, stride_channel, stride_sample, + eps, item_ct1, get_pointer(s_sum_acc_ct1), work_group_size); }); }); } @@ -634,21 +629,28 @@ void ggml_sycl_op_rms_norm_back(ggml_backend_sycl_context & ctx, ggml_tensor * d } void ggml_sycl_op_l2_norm(ggml_backend_sycl_context& ctx, ggml_tensor* dst) { + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *) src0->data; + float * dst_d = (float *) dst->data; + dpct::queue_ptr stream = ctx.stream(); - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); - dpct::queue_ptr main_stream = ctx.stream(); - SYCL_CHECK(ggml_sycl_set_device(ctx.device)); - - const int64_t ne00 = dst->src[0]->ne[0]; - const int64_t nrows = ggml_nrows(dst->src[0]); - const float * src0_dd = static_cast(dst->src[0]->data); - float * dst_dd = static_cast(dst->data); + GGML_TENSOR_UNARY_OP_LOCALS; float eps; memcpy(&eps, dst->op_params, sizeof(float)); + GGML_ASSERT(eps >= 0.0f); - l2_norm_f32_sycl(src0_dd, dst_dd, ne00, nrows, eps, main_stream, ctx.device); + const size_t ts0 = ggml_type_size(src0->type); + GGML_ASSERT(nb00 == ts0); + const int64_t s01 = nb01 / ts0; + const int64_t s02 = nb02 / ts0; + const int64_t s03 = nb03 / ts0; + /*support both WARP_SIZE or WARP_32_SIZE in code + choose by hardware for better performance + */ + l2_norm_f32_sycl(src0_d, dst_d, ne00, ne01, ne02, ne03, s01, s02, s03, eps, stream, ctx.device); } diff --git a/ggml/src/ggml-sycl/presets.hpp b/ggml/src/ggml-sycl/presets.hpp index b651737423..dc4dad1d37 100644 --- a/ggml/src/ggml-sycl/presets.hpp +++ b/ggml/src/ggml-sycl/presets.hpp @@ -73,4 +73,7 @@ static_assert(K_QUANTS_PER_ITERATION == 1 || K_QUANTS_PER_ITERATION == 2, "K_QUA #define MUL_MAT_SRC1_COL_STRIDE 128 #define QK_WARP_SIZE 32 +#define WARP_32_SIZE 32 +#define WARP_16_SIZE 16 + #endif // GGML_SYCL_PRESETS_HPP diff --git a/ggml/src/ggml-sycl/quants.hpp b/ggml/src/ggml-sycl/quants.hpp index d0d5ac9a4e..1f5b62740a 100644 --- a/ggml/src/ggml-sycl/quants.hpp +++ b/ggml/src/ggml-sycl/quants.hpp @@ -29,7 +29,7 @@ namespace ggml_sycl_reordered { // [qs0, qs1, qs2, ..., qsN] [d0, d1, d2, ..., dN] // // Notes: out-of-bounds qs will run into d values -// Aligment relies on the allocated size of qs +// Alignment relies on the allocated size of qs template struct block_q_t; @@ -105,6 +105,27 @@ template <> struct block_q_t { static constexpr int block_to_q8_1_ratio() { return traits::qk / QK8_1; } }; +template <> struct block_q_t { + struct traits { + static constexpr uint32_t qk = QK8_0; // 32 + static constexpr uint32_t qi = QI8_0; // 8 + static constexpr uint32_t qr = QR8_0; // 1 + static constexpr uint32_t vdr_mmvq = 4; + }; + + // Q8_0 reorder layout: [qs0|qs1|...|qsN][d0|d1|...|dN] + // Each block has 32 int8 weights (32 bytes) followed by all scales + static constexpr std::pair get_block_offset(const int block_index, const int /* nblocks */) { + return { block_index * QK8_0, 0 }; + } + + static constexpr std::pair get_d_offset(int nrows, int ncols, const int block_index) { + return { (ncols * nrows) + block_index * sizeof(ggml_half), 0 }; + } + + static constexpr int block_to_q8_1_ratio() { return traits::qk / QK8_1; } // 1 +}; + } // namespace ggml_sycl_reordered #endif // GGML_SYCL_QUANTS_HPP diff --git a/ggml/src/ggml-sycl/rope.cpp b/ggml/src/ggml-sycl/rope.cpp index aeaa58b95b..9d83a1e9fa 100644 --- a/ggml/src/ggml-sycl/rope.cpp +++ b/ggml/src/ggml-sycl/rope.cpp @@ -1,4 +1,5 @@ #include "rope.hpp" +#include "convert.hpp" #include "ggml-sycl/common.hpp" #include "ggml.h" @@ -15,366 +16,489 @@ static float rope_yarn_ramp(const float low, const float high, const int i0) { return 1.0f - sycl::min(1.0f, sycl::max(0.0f, y)); } -// YaRN algorithm based on LlamaYaRNScaledRotaryEmbedding.py from https://github.com/jquesnelle/yarn -// MIT licensed. Copyright (c) 2023 Jeffrey Quesnelle and Bowen Peng. -static void rope_yarn( - float theta_extrap, float freq_scale, rope_corr_dims corr_dims, int64_t i0, float ext_factor, float mscale, - float * cos_theta, float * sin_theta) { - // Get n-d rotational scaling corrected for extrapolation +template +static void rope_yarn(const float theta_extrap, const float freq_scale, + const rope_corr_dims corr_dims, const int64_t i0, + const float ext_factor, float mscale, float &cos_theta, + float &sin_theta) { float theta_interp = freq_scale * theta_extrap; float theta = theta_interp; if (ext_factor != 0.0f) { - float ramp_mix = rope_yarn_ramp(corr_dims.v[0], corr_dims.v[1], i0) * ext_factor; + float ramp_mix = + rope_yarn_ramp(corr_dims.v[0], corr_dims.v[1], i0) * ext_factor; theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix; - // Get n-d magnitude scaling corrected for interpolation mscale *= 1.0f + 0.1f * sycl::log(1.0f / freq_scale); } - *cos_theta = sycl::cos(theta) * mscale; - *sin_theta = sycl::sin(theta) * mscale; + cos_theta = sycl::cos(theta) * mscale; + sin_theta = sycl::sin(theta) * mscale; + if (!forward) { + sin_theta *= -1.0f; + } } -template -static void rope_norm(const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims, - const int32_t * pos, float freq_scale, float ext_factor, float attn_factor, - const rope_corr_dims corr_dims, const float theta_scale, const float * freq_factors, - const sycl::nd_item<3> & item_ct1) { - const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + item_ct1.get_local_id(1)); +template +static void rope_norm(const T *x, D *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, + const int s03, const int s1, const int s2, const int s3, + const int n_dims, const int32_t *pos, + const float freq_scale, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float theta_scale, const float *freq_factors, + const int64_t *row_indices, const int set_rows_stride) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + + item_ct1.get_local_id(1)); - if (i0 >= ne0) { + if (i0 >= ne00) { return; } - const int row = item_ct1.get_local_range(2) * item_ct1.get_group(2) + item_ct1.get_local_id(2); + const int row_dst = item_ct1.get_local_range(2) * item_ct1.get_group(2) + + item_ct1.get_local_id(2); - const int row0 = row % ne1; - const int channel0 = row / ne1; + const uint32_t i3 = row_dst / (ne01 * ne02); + const uint32_t i2 = (row_dst - i3 * ne01 * ne02) / ne01; + const uint32_t i1 = row_dst - i3 * ne01 * ne02 - i2 * ne01; - const int i = row * ne0 + i0; - const int i2 = channel0 * s2 + row0 * s1 + i0; + int idst = i0 + i1 * s1 + i2 * s2 + i3 * s3; + const int ix = i0 + i1 * s01 + i2 * s02 + i3 * s03; + if (set_rows_stride != 0) { + idst = i1 * s1 + i0; + idst += row_indices[i2] * set_rows_stride; + } + + const auto &store_coaelsced = [&](float x0, float x1) { + if constexpr (std::is_same_v) { + sycl::float2 v = sycl::float2(x0, x1); + ggml_sycl_memcpy_1<8>(dst + idst, &v); + } else if constexpr (std::is_same_v) { + sycl::half2 v = sycl::half2(x0, x1); + ggml_sycl_memcpy_1<4>(dst + idst, &v); + } + }; if (i0 >= n_dims) { - *reinterpret_cast *>(dst + i) = *reinterpret_cast *>(x + i2); + store_coaelsced(x[ix + 0], x[ix + 1]); return; } - const float theta_base = pos[channel0] * sycl::pow(theta_scale, i0 / 2.0f); + const float theta_base = pos[i2] * dpct::pow(theta_scale, i0 / 2.0f); const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f; float cos_theta; float sin_theta; - rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, &cos_theta, &sin_theta); + rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, + ext_factor, attn_factor, cos_theta, sin_theta); - const float x0 = x[i2 + 0]; - const float x1 = x[i2 + 1]; + const float x0 = x[ix + 0]; + const float x1 = x[ix + 1]; - dst[i + 0] = x0 * cos_theta - x1 * sin_theta; - dst[i + 1] = x0 * sin_theta + x1 * cos_theta; + store_coaelsced(x0 * cos_theta - x1 * sin_theta, + x0 * sin_theta + x1 * cos_theta); } -template -static void rope_neox(const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, const int n_dims, - const int32_t * pos, const float freq_scale, const float ext_factor, const float attn_factor, - const rope_corr_dims corr_dims, const float theta_scale, const float * freq_factors, - const sycl::nd_item<3> & item_ct1) { - const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + item_ct1.get_local_id(1)); +template +static void rope_neox(const T *x, D *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, + const int s03, const int s1, const int s2, const int s3, + const int n_dims, const int32_t *pos, + const float freq_scale, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float theta_scale, const float *freq_factors, + const int64_t *row_indices, const int set_rows_stride) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + + item_ct1.get_local_id(1)); - if (i0 >= ne0) { + if (i0 >= ne00) { return; } - const int row = item_ct1.get_local_range(2) * item_ct1.get_group(2) + item_ct1.get_local_id(2); + const int row_dst = item_ct1.get_local_range(2) * item_ct1.get_group(2) + + item_ct1.get_local_id(2); - const int row0 = row % ne1; - const int channel0 = row / ne1; + const uint32_t i3 = row_dst / (ne01 * ne02); + const uint32_t i2 = (row_dst - i3 * ne01 * ne02) / ne01; + const uint32_t i1 = row_dst - i3 * ne01 * ne02 - i2 * ne01; - const int i = row * ne0 + i0 / 2; - const int i2 = channel0 * s2 + row0 * s1 + i0 / 2; + int idst = i0 / 2 + i1 * s1 + i2 * s2 + i3 * s3; + const int ix = i0 / 2 + i1 * s01 + i2 * s02 + i3 * s03; + + if (set_rows_stride != 0) { + idst = i1 * s1 + i0 / 2; + idst += row_indices[i2] * set_rows_stride; + } if (i0 >= n_dims) { - *reinterpret_cast *>(dst + i + i0 / 2) = *reinterpret_cast *>(x + i2 + i0 / 2); + dst[idst + i0 / 2 + 0] = ggml_sycl_cast(x[ix + i0 / 2 + 0]); + dst[idst + i0 / 2 + 1] = ggml_sycl_cast(x[ix + i0 / 2 + 1]); + return; } - const float theta_base = pos[channel0] * sycl::pow(theta_scale, i0 / 2.0f); + const float theta_base = pos[i2] * dpct::pow(theta_scale, i0 / 2.0f); const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f; float cos_theta; float sin_theta; - rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, &cos_theta, &sin_theta); + rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, + ext_factor, attn_factor, cos_theta, sin_theta); - const float x0 = x[i2 + 0]; - const float x1 = x[i2 + n_dims / 2]; + const float x0 = x[ix + 0]; + const float x1 = x[ix + n_dims / 2]; - dst[i + 0] = x0 * cos_theta - x1 * sin_theta; - dst[i + n_dims / 2] = x0 * sin_theta + x1 * cos_theta; + dst[idst + 0] = ggml_sycl_cast(x0 * cos_theta - x1 * sin_theta); + dst[idst + n_dims / 2] = ggml_sycl_cast(x0 * sin_theta + x1 * cos_theta); } -template -static void rope_multi(const T * x, T * dst, const int ne0, const int ne1, const int ne2, const size_t s1, - const size_t s2, const int n_dims, const int32_t * pos, const float freq_scale, - const float ext_factor, const float attn_factor, const rope_corr_dims corr_dims, - const float theta_scale, const float * freq_factors, const mrope_sections sections, - const bool is_imrope, const sycl::nd_item<3> & item_ct1) { - // get index pos - const int i0 = 2 * (item_ct1.get_group(1) * item_ct1.get_local_range(1) + item_ct1.get_local_id(1)); - if (i0 >= ne0) { +template +static void rope_multi(const T *x, T *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, + const int s03, const int s1, const int s2, const int s3, + const int n_dims, const int32_t *pos, + const float freq_scale, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float theta_scale, const float *freq_factors, + const mrope_sections sections, const bool is_imrope) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + + item_ct1.get_local_id(1)); + + if (i0 >= ne00) { return; } - const int row_dst = (item_ct1.get_group(2) * item_ct1.get_local_range(2)) + item_ct1.get_local_id(2); - const int row_x = row_dst % ne1; - const int channel_x = row_dst / ne1; - const int idst = (row_dst * ne0) + (i0 / 2); - const size_t ix = ((size_t) channel_x * s2) + ((size_t) row_x * s1) + (i0 / 2); + const int row_dst = item_ct1.get_local_range(2) * item_ct1.get_group(2) + + item_ct1.get_local_id(2); + + const uint32_t i3 = row_dst / (ne01 * ne02); + const uint32_t i2 = (row_dst - i3 * ne01 * ne02) / ne01; + const uint32_t i1 = row_dst - i3 * ne01 * ne02 - i2 * ne01; + + int idst = i0 / 2 + i1 * s1 + i2 * s2 + i3 * s3; + const int ix = i0 / 2 + i1 * s01 + i2 * s02 + i3 * s03; if (i0 >= n_dims) { - *reinterpret_cast *>(dst + idst + i0 / 2) = *reinterpret_cast *>(x + i0 / 2 + ix); + dst[idst + i0 / 2 + 0] = x[ix + i0 / 2 + 0]; + dst[idst + i0 / 2 + 1] = x[ix + i0 / 2 + 1]; + return; } - const int sect_dims = sections.v[0] + sections.v[1] + sections.v[2] + sections.v[3]; + const int sect_dims = + sections.v[0] + sections.v[1] + sections.v[2] + sections.v[3]; const int sec_w = sections.v[1] + sections.v[0]; const int sector = (i0 / 2) % sect_dims; - float theta_base = 0.0; if (is_imrope) { - if (sector % 3 == 1 && sector < 3 * sections.v[1]) { - theta_base = pos[channel_x + ne2 * 1]*sycl::pow(theta_scale, i0/2.0f); - } else if (sector % 3 == 2 && sector < 3 * sections.v[2]) { - theta_base = pos[channel_x + ne2 * 2]*sycl::pow(theta_scale, i0/2.0f); - } else if (sector % 3 == 0 && sector < 3 * sections.v[0]) { - theta_base = pos[channel_x]*sycl::pow(theta_scale, i0/2.0f); + if (sector % 3 == 1 && sector < 3 * sections.v[1]) { // h + theta_base = pos[i2 + ne02 * 1] * dpct::pow(theta_scale, i0 / 2.0f); + } else if (sector % 3 == 2 && sector < 3 * sections.v[2]) { // w + theta_base = pos[i2 + ne02 * 2] * dpct::pow(theta_scale, i0 / 2.0f); + } else if (sector % 3 == 0 && sector < 3 * sections.v[0]) { // t + theta_base = pos[i2] * dpct::pow(theta_scale, i0 / 2.0f); } else { - theta_base = pos[channel_x + ne2 * 3]*sycl::pow(theta_scale, i0/2.0f); + theta_base = pos[i2 + ne02 * 3] * dpct::pow(theta_scale, i0 / 2.0f); } } else { if (sector < sections.v[0]) { - theta_base = pos[channel_x]*sycl::pow(theta_scale, i0/2.0f); - } - else if (sector >= sections.v[0] && sector < sec_w) { - theta_base = pos[channel_x + ne2 * 1]*sycl::pow(theta_scale, i0/2.0f); - } - else if (sector >= sec_w && sector < sec_w + sections.v[2]) { - theta_base = pos[channel_x + ne2 * 2]*sycl::pow(theta_scale, i0/2.0f); - } - else if (sector >= sec_w + sections.v[2]) { - theta_base = pos[channel_x + ne2 * 3]*sycl::pow(theta_scale, i0/2.0f); + theta_base = pos[i2] * dpct::pow(theta_scale, i0 / 2.0f); + } else if (sector >= sections.v[0] && sector < sec_w) { + theta_base = pos[i2 + ne02 * 1] * dpct::pow(theta_scale, i0 / 2.0f); + } else if (sector >= sec_w && sector < sec_w + sections.v[2]) { + theta_base = pos[i2 + ne02 * 2] * dpct::pow(theta_scale, i0 / 2.0f); + } else if (sector >= sec_w + sections.v[2]) { + theta_base = pos[i2 + ne02 * 3] * dpct::pow(theta_scale, i0 / 2.0f); } } const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f; - float cos_theta; - float sin_theta; - rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, &cos_theta, &sin_theta); - const float x0 = x[ix + 0]; - const float x1 = x[ix + n_dims/2]; - // store results in dst - dst[idst + 0] = x0 * cos_theta - x1 * sin_theta; - dst[idst + n_dims/2] = x0 * sin_theta + x1 * cos_theta; + float cos_theta; + float sin_theta; + + rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, + ext_factor, attn_factor, cos_theta, sin_theta); + + const float x0 = x[ix + 0]; + const float x1 = x[ix + n_dims / 2]; + + dst[idst + 0] = x0 * cos_theta - x1 * sin_theta; + dst[idst + n_dims / 2] = x0 * sin_theta + x1 * cos_theta; } +template +static void rope_vision(const T *x, T *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, + const int s03, const int s1, const int s2, const int s3, + const int n_dims, const int32_t *pos, + const float freq_scale, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float theta_scale, const float *freq_factors, + const mrope_sections sections) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int i0 = 2 * (item_ct1.get_local_range(1) * item_ct1.get_group(1) + + item_ct1.get_local_id(1)); - -template -static void rope_vision(const T * x, T * dst, const int ne0, const int ne1, const int ne2, const size_t s1, - const size_t s2, const int n_dims, const int32_t * pos, const float freq_scale, - const float ext_factor, const float attn_factor, const rope_corr_dims corr_dims, - const float theta_scale, const float * freq_factors, const mrope_sections sections, - const sycl::nd_item<3> & item_ct1) { - // get index pos - const int i0 = 2 * (item_ct1.get_group(1) * item_ct1.get_local_range(1) + item_ct1.get_local_id(1)); - if (i0 >= ne0) { + if (i0 >= ne00) { return; } - const int row_dst = (item_ct1.get_group(2) * item_ct1.get_local_range(2)) + item_ct1.get_local_id(2); - const int row_x = row_dst % ne1; - const int channel_x = row_dst / ne1; - const int idst = (row_dst * ne0) + (i0 / 2); - const size_t ix = ((size_t) channel_x * s2) + ((size_t) row_x * s1) + (i0 / 2); + + const int row_dst = item_ct1.get_local_range(2) * item_ct1.get_group(2) + + item_ct1.get_local_id(2); + + const uint32_t i3 = row_dst / (ne01 * ne02); + const uint32_t i2 = (row_dst - i3 * ne01 * ne02) / ne01; + const uint32_t i1 = row_dst - i3 * ne01 * ne02 - i2 * ne01; + + int idst = i0 / 2 + i1 * s1 + i2 * s2 + i3 * s3; + const int ix = i0 / 2 + i1 * s01 + i2 * s02 + i3 * s03; const int sect_dims = sections.v[0] + sections.v[1]; - const int sector = (i0 / 2) % sect_dims; + const int sec_w = sections.v[1] + sections.v[0]; + const int sector = (i0 / 2) % sect_dims; - float theta_base = 0.0f; + float theta_base = 0.0; if (sector < sections.v[0]) { const int p = sector; - theta_base = pos[channel_x] * sycl::pow(theta_scale, (float) p); - } else { + theta_base = pos[i2] * dpct::pow(theta_scale, p); + } else if (sector >= sections.v[0] && sector < sec_w) { const int p = sector - sections.v[0]; - theta_base = pos[channel_x + ne2] * sycl::pow(theta_scale, (float) p); + theta_base = pos[i2 + ne02] * dpct::pow(theta_scale, p); } const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f; - float cos_theta; - float sin_theta; - rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, &cos_theta, &sin_theta); + + float cos_theta; + float sin_theta; + + rope_yarn(theta_base / freq_factor, freq_scale, corr_dims, i0, + ext_factor, attn_factor, cos_theta, sin_theta); + const float x0 = x[ix + 0]; const float x1 = x[ix + n_dims]; - // store results in dst - dst[idst + 0] = x0 * cos_theta - x1 * sin_theta; + dst[idst + 0] = x0 * cos_theta - x1 * sin_theta; dst[idst + n_dims] = x0 * sin_theta + x1 * cos_theta; } -template -static void rope_norm_sycl(const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, - const int n_dims, int nr, const int32_t * pos, const float freq_scale, const float freq_base, - const float ext_factor, const float attn_factor, const rope_corr_dims corr_dims, - const float * freq_factors, queue_ptr stream) { - GGML_ASSERT(ne0 % 2 == 0); - const sycl::range<3> block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); - const int num_blocks_x = ceil_div(ne0, (2 * SYCL_ROPE_BLOCK_SIZE)); - const sycl::range<3> block_nums(1, num_blocks_x, nr); +template +static void +rope_norm_sycl(const T *x, D *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, const int s03, + const int s1, const int s2, const int s3, const int n_dims, + const int nr, const int32_t *pos, const float freq_scale, + const float freq_base, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float *freq_factors, const int64_t *row_indices, + const int set_rows_stride, dpct::queue_ptr stream) { + GGML_ASSERT(ne00 % 2 == 0); + const dpct::dim3 block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); + const int n_blocks_x = + (ne00 + 2 * SYCL_ROPE_BLOCK_SIZE - 1) / (2 * SYCL_ROPE_BLOCK_SIZE); + const dpct::dim3 block_nums(nr, n_blocks_x, 1); const float theta_scale = powf(freq_base, -2.0f / n_dims); - dpct::has_capability_or_fail(stream->get_device(), { sycl::aspect::fp16 }); - if (freq_factors == nullptr) { - /* - DPCT1049:40: The work-group size passed to the SYCL kernel may exceed - the limit. To get the device limit, query - info::device::max_work_group_size. Adjust the work-group size if needed. - */ - stream->parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) { - rope_norm(x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, - theta_scale, freq_factors, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_norm( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, row_indices, set_rows_stride); + }); } else { - /* - DPCT1049:41: The work-group size passed to the SYCL kernel may exceed - the limit. To get the device limit, query - info::device::max_work_group_size. Adjust the work-group size if needed. - */ - stream->parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) { - rope_norm(x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, - theta_scale, freq_factors, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_norm( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, row_indices, set_rows_stride); + }); } } -template -static void rope_neox_sycl(const T * x, T * dst, const int ne0, const int ne1, const int s1, const int s2, - const int n_dims, const int nr, const int32_t * pos, const float freq_scale, - const float freq_base, const float ext_factor, const float attn_factor, - const rope_corr_dims corr_dims, const float * freq_factors, queue_ptr stream) { - GGML_ASSERT(ne0 % 2 == 0); - const sycl::range<3> block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); - const int num_blocks_x = ceil_div(ne0, (2 * SYCL_ROPE_BLOCK_SIZE)); - const sycl::range<3> block_nums(1, num_blocks_x, nr); +template +static void +rope_neox_sycl(const T *x, D *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, const int s03, + const int s1, const int s2, const int s3, const int n_dims, + const int nr, const int32_t *pos, const float freq_scale, + const float freq_base, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float *freq_factors, const int64_t *row_indices, + const int set_rows_stride, dpct::queue_ptr stream) { + GGML_ASSERT(ne00 % 2 == 0); + const dpct::dim3 block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); + const int n_blocks_x = + (ne00 + 2 * SYCL_ROPE_BLOCK_SIZE - 1) / (2 * SYCL_ROPE_BLOCK_SIZE); + const dpct::dim3 block_nums(nr, n_blocks_x, 1); const float theta_scale = powf(freq_base, -2.0f / n_dims); - dpct::has_capability_or_fail(stream->get_device(), { sycl::aspect::fp16 }); - if (freq_factors == nullptr) { - stream->parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) { - rope_neox(x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, - theta_scale, freq_factors, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_neox( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, row_indices, set_rows_stride); + }); } else { - stream->parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) { - rope_neox(x, dst, ne0, ne1, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, - theta_scale, freq_factors, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_neox( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, row_indices, set_rows_stride); + }); } } -template -static void rope_multi_sycl(const T * x, T * dst, const int ne0, const int ne1, const int ne2, const size_t s1, - const size_t s2, const int n_dims, const int nr, const int32_t * pos, - const float freq_scale, const float freq_base, const float ext_factor, - const float attn_factor, const rope_corr_dims corr_dims, const float * freq_factors, - const mrope_sections sections, const bool is_imrope, queue_ptr stream) { - GGML_ASSERT(ne0 % 2 == 0); - const sycl::range<3> block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); - const int n_blocks_y = ceil_div(ne0, (2 * SYCL_ROPE_BLOCK_SIZE)); - const sycl::range<3> grid_dims(1, n_blocks_y, nr); - const sycl::nd_range<3> nd_range(grid_dims * block_dims, block_dims); +template +static void +rope_multi_sycl(const T *x, T *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, const int s03, + const int s1, const int s2, const int s3, const int n_dims, + const int nr, const int32_t *pos, const float freq_scale, + const float freq_base, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float *freq_factors, const mrope_sections sections, + const bool is_imrope, dpct::queue_ptr stream) { + GGML_ASSERT(ne00 % 2 == 0); + const dpct::dim3 block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); + const int n_blocks_x = + (ne00 + 2 * SYCL_ROPE_BLOCK_SIZE - 1) / (2 * SYCL_ROPE_BLOCK_SIZE); + const dpct::dim3 block_nums(nr, n_blocks_x, 1); + + const float theta_scale = powf(freq_base, -2.0f / n_dims); - const float theta_scale = std::pow(freq_base, -2.0f / n_dims); - // Add FP16 capability check if T could be sycl::half - if constexpr (std::is_same_v) { - dpct::has_capability_or_fail(stream->get_device(), { sycl::aspect::fp16 }); - } - // launch kernel if (freq_factors == nullptr) { - stream->parallel_for(nd_range, [=](sycl::nd_item<3> item_ct1) { - rope_multi(x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, - corr_dims, theta_scale, freq_factors, sections, is_imrope, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_multi( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, sections, is_imrope); + }); } else { - stream->parallel_for(nd_range, [=](sycl::nd_item<3> item_ct1) { - rope_multi(x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, - corr_dims, theta_scale, freq_factors, sections, is_imrope, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_multi( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, sections, is_imrope); + }); } } +template +static void +rope_vision_sycl(const T *x, T *dst, const int ne00, const int ne01, + const int ne02, const int s01, const int s02, const int s03, + const int s1, const int s2, const int s3, const int n_dims, + const int nr, const int32_t *pos, const float freq_scale, + const float freq_base, const float ext_factor, + const float attn_factor, const rope_corr_dims corr_dims, + const float *freq_factors, const mrope_sections sections, + dpct::queue_ptr stream) { + GGML_ASSERT(ne00 % 2 == 0); + const dpct::dim3 block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); + const int n_blocks_x = + (ne00 + 2 * SYCL_ROPE_BLOCK_SIZE - 1) / (2 * SYCL_ROPE_BLOCK_SIZE); + const dpct::dim3 block_nums(nr, n_blocks_x, 1); + const float theta_scale = powf(freq_base, -2.0f / n_dims); - -// rope vision -template -static void rope_vision_sycl(const T * x, T * dst, const int ne0, const int ne1, const int ne2, const size_t s1, - const size_t s2, const int n_dims, const int nr, const int32_t * pos, - const float freq_scale, const float freq_base, const float ext_factor, - const float attn_factor, const rope_corr_dims corr_dims, const float * freq_factors, - const mrope_sections sections, queue_ptr stream) { - GGML_ASSERT(ne0 % 2 == 0); - const sycl::range<3> block_dims(1, SYCL_ROPE_BLOCK_SIZE, 1); - const int n_blocks_y = ceil_div(ne0, (2 * SYCL_ROPE_BLOCK_SIZE)); - const sycl::range<3> grid_dims(1, n_blocks_y, nr); - const sycl::nd_range<3> nd_range(grid_dims * block_dims, block_dims); - - const float theta_scale = std::pow(freq_base, -2.0f / n_dims); - // Add FP16 capability check if T could be sycl::half - if constexpr (std::is_same_v) { - dpct::has_capability_or_fail(stream->get_device(), { sycl::aspect::fp16 }); - } - // launch kernel if (freq_factors == nullptr) { - stream->parallel_for(nd_range, [=](sycl::nd_item<3> item_ct1) { - rope_vision(x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, - corr_dims, theta_scale, freq_factors, sections, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_vision( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, sections); + }); } else { - stream->parallel_for(nd_range, [=](sycl::nd_item<3> item_ct1) { - rope_vision(x, dst, ne0, ne1, ne2, s1, s2, n_dims, pos, freq_scale, ext_factor, attn_factor, - corr_dims, theta_scale, freq_factors, sections, item_ct1); - }); + stream->parallel_for( + sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) { + GGML_UNUSED(item_ct1); + rope_vision( + x, dst, ne00, ne01, ne02, s01, s02, s03, s1, s2, s3, n_dims, + pos, freq_scale, ext_factor, attn_factor, corr_dims, + theta_scale, freq_factors, sections); + }); } } -inline void ggml_sycl_op_rope(ggml_backend_sycl_context & ctx, ggml_tensor *dst) { +template +void ggml_sycl_op_rope_impl(ggml_backend_sycl_context &ctx, ggml_tensor *dst, + const ggml_tensor *set_rows = nullptr) { + const ggml_tensor *src0 = dst->src[0]; + const ggml_tensor *src1 = dst->src[1]; + const ggml_tensor *src2 = dst->src[2]; - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); - GGML_ASSERT( dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); - GGML_ASSERT(dst->src[0]->type == dst->type); - const int64_t ne00 = dst->src[0]->ne[0]; // head dims - const int64_t ne01 = dst->src[0]->ne[1]; // num heads - const int64_t ne02 = dst->src[0]->ne[2]; // num heads - const int64_t nr = ggml_nrows(dst->src[0]); + const float *src0_d = (const float *)src0->data; + const float *src1_d = (const float *)src1->data; - const size_t s01 = dst->src[0]->nb[1] / ggml_type_size(dst->src[0]->type); - const size_t s02 = dst->src[0]->nb[2] / ggml_type_size(dst->src[0]->type); + void *dst_d = dst->data; + const int64_t *row_indices = nullptr; + ggml_type dst_type = dst->type; + int set_rows_stride = 0; + if (set_rows != nullptr) { + GGML_ASSERT(forward); + dst_d = set_rows->data; + row_indices = (const int64_t *)set_rows->src[1]->data; + dst_type = set_rows->type; + set_rows_stride = set_rows->nb[1] / ggml_type_size(set_rows->type); + } + dpct::queue_ptr stream = ctx.stream(); - //const int n_past = ((int32_t *) dst->op_params)[0]; - const int n_dims = ((int32_t *) dst->op_params)[1]; - const int mode = ((int32_t *) dst->op_params)[2]; - //const int n_ctx = ((int32_t *) dst->op_params)[3]; - const int n_ctx_orig = ((int32_t *) dst->op_params)[4]; + GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16); + GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); + GGML_ASSERT(src0->type == dst->type || + (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F16)); + + const int64_t ne00 = src0->ne[0]; // head dims + const int64_t ne01 = src0->ne[1]; // num heads + const int64_t ne02 = src0->ne[2]; // num heads + const int64_t nr = ggml_nrows(src0); + + const size_t s01 = src0->nb[1] / ggml_type_size(src0->type); + const size_t s02 = src0->nb[2] / ggml_type_size(src0->type); + const size_t s03 = src0->nb[3] / ggml_type_size(src0->type); + + const size_t s1 = dst->nb[1] / ggml_type_size(dst->type); + const size_t s2 = dst->nb[2] / ggml_type_size(dst->type); + const size_t s3 = dst->nb[3] / ggml_type_size(dst->type); + + const int n_dims = ((int32_t *)dst->op_params)[1]; + const int mode = ((int32_t *)dst->op_params)[2]; + const int n_ctx_orig = ((int32_t *)dst->op_params)[4]; mrope_sections sections; - // RoPE alteration for extended context float freq_base; float freq_scale; float ext_factor; @@ -382,13 +506,13 @@ inline void ggml_sycl_op_rope(ggml_backend_sycl_context & ctx, ggml_tensor *dst) float beta_fast; float beta_slow; - memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); - memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); - memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); - memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); - memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); - memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); - memcpy(§ions.v, (int32_t *) dst->op_params + 11, sizeof(int)*4); + memcpy(&freq_base, (int32_t *)dst->op_params + 5, sizeof(float)); + memcpy(&freq_scale, (int32_t *)dst->op_params + 6, sizeof(float)); + memcpy(&ext_factor, (int32_t *)dst->op_params + 7, sizeof(float)); + memcpy(&attn_factor, (int32_t *)dst->op_params + 8, sizeof(float)); + memcpy(&beta_fast, (int32_t *)dst->op_params + 9, sizeof(float)); + memcpy(&beta_slow, (int32_t *)dst->op_params + 10, sizeof(float)); + memcpy(§ions.v, (int32_t *)dst->op_params + 11, sizeof(int) * 4); const bool is_neox = mode & GGML_ROPE_TYPE_NEOX; const bool is_mrope = mode & GGML_ROPE_TYPE_MROPE; @@ -396,82 +520,122 @@ inline void ggml_sycl_op_rope(ggml_backend_sycl_context & ctx, ggml_tensor *dst) const bool is_vision = mode == GGML_ROPE_TYPE_VISION; if (is_mrope) { - GGML_ASSERT(sections.v[0] > 0 || sections.v[1] > 0 || sections.v[2] > 0); + GGML_ASSERT(sections.v[0] > 0 || sections.v[1] > 0 || + sections.v[2] > 0); } if (is_vision) { - GGML_ASSERT(n_dims == ne00/2); + GGML_ASSERT(n_dims == ne00 / 2); } - const int32_t * pos = (const int32_t *) dst->src[1]->data; + const int32_t *pos = (const int32_t *)src1_d; - const float * freq_factors = nullptr; - if (dst->src[2] != nullptr) { - freq_factors = (const float *) dst->src[2]->data; + const float *freq_factors = nullptr; + if (src2 != nullptr) { + freq_factors = (const float *)src2->data; } rope_corr_dims corr_dims; - ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims.v); - - dpct::queue_ptr main_stream = ctx.stream(); - SYCL_CHECK(ggml_sycl_set_device(ctx.device)); + ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, + beta_slow, corr_dims.v); // compute if (is_neox) { GGML_SYCL_DEBUG("%s: neox path\n", __func__); - if (dst->src[0]->type == GGML_TYPE_F32) { - rope_neox_sycl((const float *) dst->src[0]->data, (float *) dst->data, ne00, ne01, s01, s02, n_dims, nr, - pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, main_stream); - } else if (dst->src[0]->type == GGML_TYPE_F16) { - rope_neox_sycl((const sycl::half *) dst->src[0]->data, (sycl::half *) dst->data, ne00, ne01, s01, s02, - n_dims, nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, - main_stream); + if (src0->type == GGML_TYPE_F32 && dst_type == GGML_TYPE_F32) { + rope_neox_sycl( + (const float *)src0_d, (float *)dst_d, ne00, ne01, ne02, s01, + s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, freq_base, + ext_factor, attn_factor, corr_dims, freq_factors, row_indices, + set_rows_stride, stream); + } else if (src0->type == GGML_TYPE_F32 && dst_type == GGML_TYPE_F16) { + rope_neox_sycl( + (const float *)src0_d, (sycl::half *)dst_d, ne00, ne01, ne02, + s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + row_indices, set_rows_stride, stream); + } else if (src0->type == GGML_TYPE_F16 && dst_type == GGML_TYPE_F16) { + rope_neox_sycl( + (const sycl::half *)src0_d, (sycl::half *)dst_d, ne00, ne01, + ne02, s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + row_indices, set_rows_stride, stream); } else { - GGML_ABORT("fatal error"); + GGML_ABORT("Fatal error: Tensor type unsupported!"); } } else if (is_mrope && !is_vision) { GGML_SYCL_DEBUG("%s: mrope path\n", __func__); - if (dst->src[0]->type == GGML_TYPE_F16) { - rope_multi_sycl((const sycl::half *)dst->src[0]->data, (sycl::half *)dst->data, ne00, ne01, ne02, s01, - s02, n_dims, nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, - freq_factors, sections, is_imrope, main_stream); - } else if (dst->src[0]->type == GGML_TYPE_F32) { - rope_multi_sycl((const float *) dst->src[0]->data, (float *) dst->data, ne00, ne01, ne02, s01, s02, n_dims, - nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, - is_imrope, main_stream); + if (src0->type == GGML_TYPE_F32) { + rope_multi_sycl((const float *)src0_d, (float *)dst_d, + ne00, ne01, ne02, s01, s02, s03, s1, s2, + s3, n_dims, nr, pos, freq_scale, freq_base, + ext_factor, attn_factor, corr_dims, + freq_factors, sections, is_imrope, stream); + } else if (src0->type == GGML_TYPE_F16) { + rope_multi_sycl( + (const sycl::half *)src0_d, (sycl::half *)dst_d, ne00, ne01, + ne02, s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + sections, is_imrope, stream); } else { GGML_ABORT("Fatal error: Tensor type unsupported!"); } } else if (is_vision) { GGML_SYCL_DEBUG("%s: vision path\n", __func__); - if (dst->src[0]->type == GGML_TYPE_F16) { - rope_vision_sycl((const sycl::half *) dst->src[0]->data, (sycl::half *) dst->data, ne00, ne01, ne02, s01, - s02, n_dims, nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, - freq_factors, sections, main_stream); - } else if (dst->src[0]->type == GGML_TYPE_F32) { - rope_vision_sycl((const float *) dst->src[0]->data, (float *) dst->data, ne00, ne01, ne02, s01, s02, n_dims, - nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, sections, - main_stream); + if (src0->type == GGML_TYPE_F32) { + rope_vision_sycl( + (const float *)src0_d, (float *)dst_d, ne00, ne01, ne02, s01, + s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, freq_base, + ext_factor, attn_factor, corr_dims, freq_factors, sections, + stream); + } else if (src0->type == GGML_TYPE_F16) { + rope_vision_sycl( + (const sycl::half *)src0_d, (sycl::half *)dst_d, ne00, ne01, + ne02, s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + sections, stream); } else { GGML_ABORT("Fatal error: Tensor type unsupported!"); } } else { GGML_SYCL_DEBUG("%s: norm path\n", __func__); - if (dst->src[0]->type == GGML_TYPE_F32) { - rope_norm_sycl((const float *) dst->src[0]->data, (float *) dst->data, ne00, ne01, s01, s02, n_dims, nr, - pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, main_stream); - } else if (dst->src[0]->type == GGML_TYPE_F16) { - rope_norm_sycl((const sycl::half *) dst->src[0]->data, (sycl::half *) dst->data, ne00, ne01, s01, s02, - n_dims, nr, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims, freq_factors, - main_stream); + if (src0->type == GGML_TYPE_F32 && dst_type == GGML_TYPE_F32) { + rope_norm_sycl( + (const float *)src0_d, (float *)dst_d, ne00, ne01, ne02, s01, + s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, freq_base, + ext_factor, attn_factor, corr_dims, freq_factors, row_indices, + set_rows_stride, stream); + } else if (src0->type == GGML_TYPE_F32 && dst_type == GGML_TYPE_F16) { + rope_norm_sycl( + (const float *)src0_d, (sycl::half *)dst_d, ne00, ne01, ne02, + s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + row_indices, set_rows_stride, stream); + } else if (src0->type == GGML_TYPE_F16 && dst_type == GGML_TYPE_F16) { + rope_norm_sycl( + (const sycl::half *)src0_d, (sycl::half *)dst_d, ne00, ne01, + ne02, s01, s02, s03, s1, s2, s3, n_dims, nr, pos, freq_scale, + freq_base, ext_factor, attn_factor, corr_dims, freq_factors, + row_indices, set_rows_stride, stream); } else { - GGML_ABORT("fatal error"); + GGML_ABORT("Fatal error: Tensor type unsupported!"); } } } -void ggml_sycl_rope(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { +void ggml_sycl_rope(ggml_backend_sycl_context &ctx, ggml_tensor *dst) { scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/3); - ggml_sycl_op_rope(ctx, dst); + + ggml_sycl_op_rope_impl(ctx, dst); } +void ggml_sycl_rope_back(ggml_backend_sycl_context &ctx, ggml_tensor *dst) { + scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/3); + ggml_sycl_op_rope_impl(ctx, dst); +} + +void ggml_sycl_rope_fused(ggml_backend_sycl_context &ctx, ggml_tensor *rope, + ggml_tensor *set_rows) { + scope_op_debug_print scope_dbg_print(__func__, rope, /*num_src=*/3); + ggml_sycl_op_rope_impl(ctx, rope, set_rows); +} diff --git a/ggml/src/ggml-sycl/rope.hpp b/ggml/src/ggml-sycl/rope.hpp index 8c7141aac5..b95a585808 100644 --- a/ggml/src/ggml-sycl/rope.hpp +++ b/ggml/src/ggml-sycl/rope.hpp @@ -15,6 +15,12 @@ #include "common.hpp" +#define SYCL_ROPE_BLOCK_SIZE 256 + void ggml_sycl_rope(ggml_backend_sycl_context & ctx, ggml_tensor *dst); +void ggml_sycl_rope_back(ggml_backend_sycl_context & ctx, ggml_tensor * dst); + +void ggml_sycl_rope_fused(ggml_backend_sycl_context & ctx, ggml_tensor * dst, ggml_tensor * set_rows); + #endif // GGML_SYCL_ROPE_HPP diff --git a/ggml/src/ggml-sycl/softmax.cpp b/ggml/src/ggml-sycl/softmax.cpp index b41124acc1..fdf9b843e0 100644 --- a/ggml/src/ggml-sycl/softmax.cpp +++ b/ggml/src/ggml-sycl/softmax.cpp @@ -37,7 +37,7 @@ struct soft_max_params { }; // When ncols_template == 0 the bounds for the loops in this function are not known and can't be unrolled. -// As we want to keep pragma unroll for all other cases we supress the clang transformation warning here. +// As we want to keep pragma unroll for all other cases we suppress the clang transformation warning here. #ifdef __clang__ #pragma clang diagnostic push #pragma clang diagnostic ignored "-Wpass-failed" @@ -102,7 +102,7 @@ static void soft_max_f32(const float * x, max_val = sycl::max(max_val, val); } // find the max value in the block - max_val = warp_reduce_max(max_val); + max_val = warp_reduce_max(max_val); if (block_size > WARP_SIZE) { if (warp_id == 0) { @@ -116,7 +116,7 @@ static void soft_max_f32(const float * x, item_ct1.barrier(); max_val = buf_iw[lane_id]; - max_val = warp_reduce_max(max_val); + max_val = warp_reduce_max(max_val); } float tmp = 0.0f; // partial sum @@ -133,7 +133,7 @@ static void soft_max_f32(const float * x, vals[col] = val; } // find the sum of exps in the block - tmp = warp_reduce_sum(tmp); + tmp = warp_reduce_sum(tmp); if (block_size > WARP_SIZE) { item_ct1.barrier(); if (warp_id == 0) { @@ -153,7 +153,7 @@ static void soft_max_f32(const float * x, for (size_t i = 1; i < nreduce; i += 1) { tmp += buf_iw[lane_id + i * WARP_SIZE]; } - tmp = warp_reduce_sum(tmp); + tmp = warp_reduce_sum(tmp); } if (sinks) { tmp += sycl::native::exp(sinks[i02] - max_val); @@ -191,7 +191,7 @@ static void soft_max_back_f32(const float *grad, const float *dstf, float *dst, dgf_dot += dstf[col]*grad[col]; } - dgf_dot = warp_reduce_sum(dgf_dot); + dgf_dot = warp_reduce_sum(dgf_dot); for (int col = tid; col < ncols; col += WARP_SIZE) { dst[col] = scale * (grad[col] - dgf_dot) * dstf[col]; diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq112-dv112.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq112-dv112.cpp new file mode 100644 index 0000000000..5c06d42fdb --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq112-dv112.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(112, 112); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq128-dv128.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq128-dv128.cpp new file mode 100644 index 0000000000..f74e1202b8 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq128-dv128.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(128, 128); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq256-dv256.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq256-dv256.cpp new file mode 100644 index 0000000000..b574fe9308 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq256-dv256.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(256, 256); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq40-dv40.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq40-dv40.cpp new file mode 100644 index 0000000000..8c8fb692c4 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq40-dv40.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(40, 40); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq512-dv512.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq512-dv512.cpp new file mode 100644 index 0000000000..9a6a187756 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq512-dv512.cpp @@ -0,0 +1,6 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(512, 512); + diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq576-dv512.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq576-dv512.cpp new file mode 100644 index 0000000000..f218552e85 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq576-dv512.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(576, 512); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq64-dv64.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq64-dv64.cpp new file mode 100644 index 0000000000..99303a53a3 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq64-dv64.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(64, 64); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq72-dv72.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq72-dv72.cpp new file mode 100644 index 0000000000..50592768af --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq72-dv72.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(72, 72); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq80-dv80.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq80-dv80.cpp new file mode 100644 index 0000000000..74f1ea5e90 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq80-dv80.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(80, 80); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq96-dv96.cpp b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq96-dv96.cpp new file mode 100644 index 0000000000..cefb46dddc --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-tile-instance-dkq96-dv96.cpp @@ -0,0 +1,5 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.hpp" + +DECL_FATTN_TILE_CASE(96, 96); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-f16.cpp new file mode 100644 index 0000000000..43ef94c118 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_0.cpp new file mode 100644 index 0000000000..9404061d45 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_1.cpp new file mode 100644 index 0000000000..a8bb9f52d0 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_0.cpp new file mode 100644 index 0000000000..7d61f6ab0a --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_1.cpp new file mode 100644 index 0000000000..753bae09f8 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q8_0.cpp new file mode 100644 index 0000000000..546a93b257 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_F16, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_F16, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_F16, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_F16, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-f16.cpp new file mode 100644 index 0000000000..53c8c2f265 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_0.cpp new file mode 100644 index 0000000000..5b409c55f2 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_1.cpp new file mode 100644 index 0000000000..8c4ef588d6 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_0.cpp new file mode 100644 index 0000000000..83f0a07552 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_1.cpp new file mode 100644 index 0000000000..9df9b03bba --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q8_0.cpp new file mode 100644 index 0000000000..6980c2a65b --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-f16.cpp new file mode 100644 index 0000000000..bd61bc1dc2 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_0.cpp new file mode 100644 index 0000000000..492e229a58 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_1.cpp new file mode 100644 index 0000000000..30f88a2ebd --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_0.cpp new file mode 100644 index 0000000000..db76663604 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_1.cpp new file mode 100644 index 0000000000..1dbcc8a85a --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q8_0.cpp new file mode 100644 index 0000000000..d30996a625 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q4_1, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-f16.cpp new file mode 100644 index 0000000000..bc0f635d92 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_0.cpp new file mode 100644 index 0000000000..9e0378107c --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_1.cpp new file mode 100644 index 0000000000..a8535ac915 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_0.cpp new file mode 100644 index 0000000000..43d4fae9a6 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_1.cpp new file mode 100644 index 0000000000..23335a4164 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q8_0.cpp new file mode 100644 index 0000000000..52550a3375 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_0, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-f16.cpp new file mode 100644 index 0000000000..4651f14c05 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_0.cpp new file mode 100644 index 0000000000..2310fd8792 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_1.cpp new file mode 100644 index 0000000000..d2494048bc --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_0.cpp new file mode 100644 index 0000000000..be3a1fe97f --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_1.cpp new file mode 100644 index 0000000000..be0a89409c --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q8_0.cpp new file mode 100644 index 0000000000..6781efcb0d --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-f16.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-f16.cpp new file mode 100644 index 0000000000..43a70ae354 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-f16.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_F16); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_F16); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_0.cpp new file mode 100644 index 0000000000..fa7eb8163c --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_Q4_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_1.cpp new file mode 100644 index 0000000000..79d9cfbee9 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_Q4_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_0.cpp new file mode 100644 index 0000000000..86befd5d32 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_Q5_0); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_1.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_1.cpp new file mode 100644 index 0000000000..c2f619b0b1 --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_1.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1); diff --git a/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q8_0.cpp b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q8_0.cpp new file mode 100644 index 0000000000..7cf31f8b8a --- /dev/null +++ b/ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q8_0.cpp @@ -0,0 +1,8 @@ +// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.hpp" + +DECL_FATTN_VEC_CASE( 64, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(128, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(256, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0); +DECL_FATTN_VEC_CASE(512, GGML_TYPE_Q8_0, GGML_TYPE_Q8_0); diff --git a/ggml/src/ggml-sycl/type.hpp b/ggml/src/ggml-sycl/type.hpp new file mode 100644 index 0000000000..d7ff89d7d4 --- /dev/null +++ b/ggml/src/ggml-sycl/type.hpp @@ -0,0 +1,112 @@ +#pragma once + +#include +#include +#include + +inline uint8_t float_to_e4m3(float f) +{ + if (sycl::isnan(f)) { + return 0x7F; // Canonical NaN (positive) + } + + uint32_t bits = sycl::bit_cast(f); + uint32_t sign = (bits >> 31) & 0x1u; + uint32_t exp = (bits >> 23) & 0xFFu; + uint32_t mant = bits & 0x7FFFFFu; + + // Zero + if (exp == 0 && mant == 0) { + return static_cast(sign << 7); + } + + // Extract biased exponent and mantissa for FP8 + int e = static_cast(exp) - 127; // true exponent (IEEE bias 127) + uint32_t m = mant; + + // Handle very large values → NaN (NVIDIA behavior for E4M3) + if (e > 7) { // max exponent for E4M3 is 7 (biased 14) + return static_cast((sign << 7) | 0x7F); + } + + // Handle subnormals and normal numbers + if (e < -6) { // smallest normal exponent is -6 + // Subnormal in FP8: shift mantissa right + int shift = -6 - e; + m = (m | 0x800000u) >> (shift + 1); // +1 because we lose the implicit 1 position + if (shift > 23) m = 0; + } else { + // Normal number: adjust exponent bias from 127 to 7 + int new_exp = e + 7; + m = (m >> 20) & 0x7u; // take top 3 mantissa bits (after implicit 1) + m |= (static_cast(new_exp) << 3); + } + + // Round-to-nearest-even (simple guard + round bit) + // For better accuracy you can add sticky bit, but this is sufficient for most use cases + uint32_t round_bit = (mant >> 19) & 0x1u; // bit after the 3 mantissa bits + if (round_bit) { + m += 1; + // Carry into exponent if mantissa overflows + if ((m & 0x8u) != 0) { + m = (m & 0x7u) | ((m & 0x38u) << 1); // simple carry handling + // If exponent overflows after carry → NaN + if ((m >> 3) > 14) { + return static_cast((sign << 7) | 0x7F); + } + } + } + + uint8_t result = static_cast((sign << 7) | (m & 0x7F)); + return result; +} + +inline float e4m3_to_float(uint8_t x) +{ + if (x == 0) return 0.0f; + + uint8_t sign = (x >> 7) & 0x1u; + uint8_t exp = (x >> 3) & 0xFu; + uint8_t mant = x & 0x7u; + + // NaN (NVIDIA uses 0x7F / 0xFF as NaN) + if (exp == 0xF && mant != 0) { + return std::numeric_limits::quiet_NaN(); + } + if (exp == 0xF) { // 0x7F or 0xFF treated as NaN + return std::numeric_limits::quiet_NaN(); + } + + float val; + + if (exp == 0) { + // Subnormal + val = mant * (1.0f / 8.0f) * sycl::pow(2.0f, -6.0f); + } else { + // Normal: implicit leading 1 + bias 7 + val = (1.0f + mant / 8.0f) * sycl::pow(2.0f, static_cast(exp) - 7.0f); + } + + return sign ? -val : val; +} + +// The actual type definition +struct __nv_fp8_e4m3 { + uint8_t raw; + + __nv_fp8_e4m3() = default; + + explicit __nv_fp8_e4m3(float f) : raw(float_to_e4m3(f)) {} + explicit __nv_fp8_e4m3(sycl::half h) : raw(float_to_e4m3(static_cast(h))) {} + + operator float() const { return e4m3_to_float(raw); } + operator sycl::half() const { return static_cast(static_cast(*this)); } + + // Allow direct access for vector loads/stores + operator uint8_t&() { return raw; } + operator uint8_t() const { return raw; } +}; + +using __nv_fp8x2_e4m3 = sycl::vec<__nv_fp8_e4m3, 2>; +using __nv_fp8x4_e4m3 = sycl::vec<__nv_fp8_e4m3, 4>; + diff --git a/ggml/src/ggml-sycl/upscale.cpp b/ggml/src/ggml-sycl/upscale.cpp new file mode 100644 index 0000000000..e42cb419d8 --- /dev/null +++ b/ggml/src/ggml-sycl/upscale.cpp @@ -0,0 +1,410 @@ +#include "upscale.hpp" + +static void upscale_f32(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne10, const int ne11, const int ne12, const int ne13, + const float sf0, const float sf1, const float sf2, const float sf3) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + int index = item_ct1.get_local_id(2) + item_ct1.get_group(2) * item_ct1.get_local_range(2); + if (index >= ne10 * ne11 * ne12 * ne13) { + return; + } + + int i10 = index % ne10; + int i11 = (index / ne10) % ne11; + int i12 = (index / (ne10 * ne11)) % ne12; + int i13 = (index / (ne10 * ne11 * ne12)) % ne13; + + int i00 = i10 / sf0; + int i01 = i11 / sf1; + int i02 = i12 / sf2; + int i03 = i13 / sf3; + + dst[index] = *((const float*)((const char*)x + i03 * nb03 + i02 * nb02 + + i01 * nb01 + i00 * nb00)); +} + +static void upscale_f32_bilinear(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne00_src, const int ne01_src, + const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, + const float sf0, const float sf1, const float sf2, const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y_src_f = ((float)i11_dst + pixel_offset) / sf1 - pixel_offset; + int y0_src = (int) sycl::floor((float) y_src_f); + int y1_src = y0_src + 1; + + y0_src = sycl::max(0, sycl::min(y0_src, ne01_src - 1)); + y1_src = sycl::max(0, sycl::min(y1_src, ne01_src - 1)); + + float dy = y_src_f - (float)y0_src; + dy = sycl::max(0.0f, sycl::min(dy, 1.0f)); + + float x_src_f = ((float)i10_dst + pixel_offset) / sf0 - pixel_offset; + int x0_src = (int) sycl::floor(x_src_f); + int x1_src = x0_src + 1; + + x0_src = sycl::max(0, sycl::min(x0_src, ne00_src - 1)); + x1_src = sycl::max(0, sycl::min(x1_src, ne00_src - 1)); + + float dx = x_src_f - (float)x0_src; + dx = sycl::max(0.0f, sycl::min(dx, 1.0f)); + + const float* p_a = + (const float*)((const char*)x + (int64_t)x0_src * nb00 + + (int64_t)y0_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_b = + (const float*)((const char*)x + (int64_t)x1_src * nb00 + + (int64_t)y0_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_c = + (const float*)((const char*)x + (int64_t)x0_src * nb00 + + (int64_t)y1_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_d = + (const float*)((const char*)x + (int64_t)x1_src * nb00 + + (int64_t)y1_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + + const float val_a = *p_a; + const float val_b = *p_b; + const float val_c = *p_c; + const float val_d = *p_d; + + float result = val_a * (1.0f - dx) * (1.0f - dy) + + val_b * dx * (1.0f - dy) + + val_c * (1.0f - dx) * dy + + val_d * dx * dy; + + dst[index] = result; +} + +// Similar to F.interpolate(..., mode="bilinear", align_corners=False, antialias=True) +// https://github.com/pytorch/pytorch/blob/8871ff29b743948d1225389d5b7068f37b22750b/aten/src/ATen/native/cpu/UpSampleKernel.cpp +static void upscale_f32_bilinear_antialias(const float * src0, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y = ((float)i11_dst + pixel_offset) / sf1; + const float x = ((float)i10_dst + pixel_offset) / sf0; + + // support and invscale, minimum 1 pixel for bilinear + const float support1 = sycl::max(1.0f / sf1, 1.0f); + const float invscale1 = 1.0f / support1; + const float support0 = sycl::max(1.0f / sf0, 1.0f); + const float invscale0 = 1.0f / support0; + + // the range of source pixels that contribute + const int64_t x_min = sycl::max(int64_t(0), int64_t(x - support0 + pixel_offset)); + const int64_t x_max = sycl::min(int64_t(ne00_src), int64_t(x + support0 + pixel_offset)); + const int64_t y_min = sycl::max(int64_t(0), int64_t(y - support1 + pixel_offset)); + const int64_t y_max = sycl::min(int64_t(ne01_src), int64_t(y + support1 + pixel_offset)); + + // bilinear filter with antialiasing + float val = 0.0f; + float total_weight = 0.0f; + + auto triangle_filter = [](float x) -> float { + return sycl::max(1.0f - sycl::fabs(x), 0.0f); + }; + + for (int64_t sy = y_min; sy < y_max; sy++) { + const float weight_y = triangle_filter((sy - y + pixel_offset) * invscale1); + + for (int64_t sx = x_min; sx < x_max; sx++) { + const float weight_x = triangle_filter((sx - x + pixel_offset) * invscale0); + const float weight = weight_x * weight_y; + + if (weight <= 0.0f) { + continue; + } + + const float pixel = + *(const float*)((const char*)src0 + sx * nb00 + sy * nb01 + + i02_src * nb02 + i03_src * nb03); + val += pixel * weight; + total_weight += weight; + } + } + + if (total_weight > 0.0f) { + val /= total_weight; + } + + dst[index] = val; +} + +namespace bicubic_interpolation { +static float weight1(float x, const float &a) { return ((a + 2) * x - (a + 3)) * x * x + 1; }; +static float weight2(float x, const float &a) { return ((a * x - 5 * a) * x + 8 * a) * x - 4 * a; }; + +static float bicubic(float p0, float p1, float p2, float p3, float x, float a) { + const float w0 = weight2(x + 1, a); + const float w1 = weight1(x + 0, a); + const float w2 = weight1(1 - x, a); + const float w3 = weight2(2 - x, a); + return p0 * w0 + p1 * w1 + p2 * w2 + p3 * w3; +}; + +} + +static void upscale_f32_bicubic(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne00_src, const int ne01_src, + const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, + const float sf0, const float sf1, const float sf2, const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const float a = -0.75f; + using bicubic_interpolation::bicubic; + + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = + ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y_src_f = ((float)i11_dst + pixel_offset) / sf1 - pixel_offset; + const int y0_src = (int) sycl::floor((float) y_src_f); + const float dy = y_src_f - (float)y0_src; + + const float x_src_f = ((float)i10_dst + pixel_offset) / sf0 - pixel_offset; + const int x0_src = (int) sycl::floor((float) x_src_f); + const float dx = x_src_f - (float)x0_src; + + const char * x_base = (const char *)x + (int64_t)i02_src * nb02 + (int64_t)i03_src * nb03; + + auto load = [=](int x_off, int y_off) -> float { + int i00_src = sycl::max(0, sycl::min(x0_src + x_off, ne00_src - 1)); + int i01_src = sycl::max(0, sycl::min(y0_src + y_off, ne01_src - 1)); + return *(const float *)(x_base + (int64_t)i00_src * nb00 + (int64_t)i01_src * nb01); + }; + + const float result = bicubic( + bicubic(load(-1, -1), load(0, -1), load(1, -1), load(2, -1), dx, a), + bicubic(load(-1, 0), load(0, 0), load(1, 0), load(2, 0), dx, a), + bicubic(load(-1, 1), load(0, 1), load(1, 1), load(2, 1), dx, a), + bicubic(load(-1, 2), load(0, 2), load(1, 2), load(2, 2), dx, a), + dy, + a); + + dst[index] = result; +} + +static void upscale_f32_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne10, + const int ne11, + const int ne12, + const int ne13, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10 * ne11 * ne12 * ne13; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> /*item_ct1*/) { + upscale_f32(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3); + }); +} + +static void upscale_f32_bilinear_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset, + bool antialias, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + if (antialias) { + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> /*item_ct1*/) { + upscale_f32_bilinear_antialias( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, + ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + } else { + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> /*item_ct1*/) { + upscale_f32_bilinear( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, ne12_dst, + ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + } +} + +static void upscale_f32_bicubic_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + { + stream->submit([&](sycl::handler & cgh) { + cgh.parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> /*item_ct1*/) { + upscale_f32_bicubic( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, + ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + }); + } +} + +void ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *)src0->data; + float * dst_d = (float *)dst->data; + dpct::queue_ptr stream = ctx.stream(); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + const int mode_flags = dst->op_params[0]; + const ggml_scale_mode mode = (ggml_scale_mode)(mode_flags & 0xFF); + + float sf0 = (float)dst->ne[0]/src0->ne[0]; + float sf1 = (float)dst->ne[1]/src0->ne[1]; + float sf2 = (float)dst->ne[2]/src0->ne[2]; + const float sf3 = (float)dst->ne[3]/src0->ne[3]; + + float pixel_offset = 0.5f; + if (mode_flags & GGML_SCALE_FLAG_ALIGN_CORNERS) { + sf0 = dst->ne[0] > 1 && src0->ne[0] > 1 + ? (float)(dst->ne[0] - 1) / (src0->ne[0] - 1) + : sf0; + sf1 = dst->ne[1] > 1 && src0->ne[1] > 1 + ? (float)(dst->ne[1] - 1) / (src0->ne[1] - 1) + : sf1; + pixel_offset = 0.0f; + } + + if (mode == GGML_SCALE_MODE_NEAREST) { + upscale_f32_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], sf0, sf1, sf2, sf3, stream); + } else if (mode == GGML_SCALE_MODE_BILINEAR) { + const bool antialias = (mode_flags & GGML_SCALE_FLAG_ANTIALIAS); + upscale_f32_bilinear_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + sf0, sf1, sf2, sf3, pixel_offset, antialias, stream); + } else if (mode == GGML_SCALE_MODE_BICUBIC) { + upscale_f32_bicubic_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + sf0, sf1, sf2, sf3, pixel_offset, stream); + } +} + +void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); + ggml_sycl_op_upscale(ctx, dst); +} diff --git a/ggml/src/ggml-sycl/upscale.hpp b/ggml/src/ggml-sycl/upscale.hpp new file mode 100644 index 0000000000..c36c1bdc97 --- /dev/null +++ b/ggml/src/ggml-sycl/upscale.hpp @@ -0,0 +1,9 @@ +#pragma once + +#include +#include "dpct/helper.hpp" +#include "common.hpp" + +#define SYCL_UPSCALE_BLOCK_SIZE 256 + +void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-sycl/vecdotq.hpp b/ggml/src/ggml-sycl/vecdotq.hpp index 43482b3672..9253168e5e 100644 --- a/ggml/src/ggml-sycl/vecdotq.hpp +++ b/ggml/src/ggml-sycl/vecdotq.hpp @@ -15,6 +15,7 @@ #include "dpct/helper.hpp" #include "ggml.h" +#include "type.hpp" #include "quants.hpp" typedef float (*vec_dot_q_sycl_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, @@ -31,6 +32,18 @@ static __dpct_inline__ int get_int_b1(const void * x, const int & i32) { return x32; } +static __dpct_inline__ int get_int_b2(const void * x, const int & i32) { + const uint16_t * x16 = (const uint16_t *) x; // assume at least 2 byte alignment + + int x32 = x16[2*i32 + 0] << 0; + x32 |= x16[2*i32 + 1] << 16; + + return x32; +} + +static __dpct_inline__ int get_int_b4(const void * x, const int & i32) { + return ((const int *) x)[i32]; // assume at least 4 byte alignment +} static __dpct_inline__ int get_int_from_int8(const int8_t* x8, const int& i32) { const uint16_t* x16 = @@ -338,6 +351,46 @@ template <> struct reorder_vec_dot_q_sycl { }; }; +template <> struct reorder_vec_dot_q_sycl { + static constexpr ggml_type gtype = GGML_TYPE_Q8_0; + + using q8_0_block = ggml_sycl_reordered::block_q_t; + using q8_0_traits = typename q8_0_block::traits; + + __dpct_inline__ float vec_dot_q8_0_q8_1_impl(const int * v, const int * u, const float & d8_0, const sycl::half2 & ds8) { + int sumi = 0; + +#pragma unroll + for (size_t i = 0; i < q8_0_traits::vdr_mmvq; ++i) { + // Q8_0 values are signed int8, no nibble extraction needed + // Direct dp4a: each int packs 4 int8 values + sumi = dpct::dp4a(v[i], u[i], sumi); + } + + const sycl::float2 ds8f = ds8.convert(); + + // Q8_0 has no bias term (values are signed), so just scale + return d8_0 * sumi * ds8f.x(); + } + + __dpct_inline__ float operator()(const void * __restrict__ vbq, const std::pair ibx_offset, + const std::pair d_offset, const int8_t * q8_1_quant_ptr, + const sycl::half2 * q8_1_ds, const int & iqs) { + const int8_t * bq8_0 = static_cast(vbq) + ibx_offset.first; + const ggml_half d = *(reinterpret_cast(static_cast(vbq) + d_offset.first)); + int v[q8_0_traits::vdr_mmvq]; + int u[q8_0_traits::vdr_mmvq]; + +#pragma unroll + for (size_t i = 0; i < q8_0_traits::vdr_mmvq; ++i) { + v[i] = get_int_from_int8(bq8_0, iqs + i); + u[i] = get_int_from_int8_aligned(q8_1_quant_ptr, iqs + i); + } + + return vec_dot_q8_0_q8_1_impl(v, u, d, *q8_1_ds); + }; +}; + static inline float vec_dot_q4_K_q8_1_common(const int * __restrict__ q4, const uint16_t * __restrict__ scales, const ggml_half2 & dm, const block_q8_1 * __restrict__ bq8_1, const int & iqs) { @@ -650,6 +703,19 @@ static __dpct_inline__ float vec_dot_q8_0_q8_1_impl(const int *v, const int *u, return d8_0*d8_1 * sumi; } +template +static __dpct_inline__ T vec_dot_q8_0_q8_1_impl(const int * v, const int * u, const T & d8_0, const T & d8_1) { + int sumi = 0; + +#pragma unroll + for (int i = 0; i < vdr; ++i) { + // SIMD dot product of quantized values + sumi = ggml_sycl_dp4a(v[i], u[i], sumi); + } + + return d8_0*d8_1 * ((T) sumi); +} + template static __dpct_inline__ float vec_dot_q8_1_q8_1_impl(const int *v, const int *u, const sycl::half2 &dm8, @@ -742,6 +808,35 @@ static __dpct_inline__ float vec_dot_mxfp4_q8_1(const void * __restrict__ vbq, return d * sumi; } +#define VDR_NVFP4_Q8_1_MMVQ 4 +#define VDR_NVFP4_Q8_1_MMQ 8 + +static __dpct_inline__ float vec_dot_nvfp4_q8_1(const void * __restrict__ vbq, + const block_q8_1 * __restrict__ bq8_1, + const int32_t & iqs) { + const block_nvfp4 * bq4 = (const block_nvfp4 *) vbq; + float sum = 0.0f; +#pragma unroll + for (int i = 0; i < VDR_NVFP4_Q8_1_MMVQ/2; i++) { + const int32_t iqs0 = iqs + 2*i; + const int32_t iqs1 = iqs0 + 1; + const int32_t is = iqs0 >> 1; + const sycl::int2 v0 = get_int_from_table_16(get_int_b4(bq4->qs, iqs0), kvalues_mxfp4); + const sycl::int2 v1 = get_int_from_table_16(get_int_b4(bq4->qs, iqs1), kvalues_mxfp4); + const block_q8_1 * bq8 = bq8_1 + (is >> 1); + const int32_t i8 = ((is & 1) << 2); + + int sumi = ggml_sycl_dp4a(v0.x(), get_int_b4(bq8->qs, i8 + 0), 0); + sumi = ggml_sycl_dp4a(v0.y(), get_int_b4(bq8->qs, i8 + 2), sumi); + sumi = ggml_sycl_dp4a(v1.x(), get_int_b4(bq8->qs, i8 + 1), sumi); + sumi = ggml_sycl_dp4a(v1.y(), get_int_b4(bq8->qs, i8 + 3), sumi); + + const float d = ggml_sycl_ue4m3_to_fp32(bq4->d[is]) * (bq8->ds)[0]; + sum += d * float(sumi); + } + + return sum; +} static __dpct_inline__ float vec_dot_q5_0_q8_1(const void *__restrict__ vbq, diff --git a/ggml/src/ggml-virtgpu/ggml-backend-buffer.cpp b/ggml/src/ggml-virtgpu/ggml-backend-buffer.cpp index 6b95362dd8..b6c561cd61 100644 --- a/ggml/src/ggml-virtgpu/ggml-backend-buffer.cpp +++ b/ggml/src/ggml-virtgpu/ggml-backend-buffer.cpp @@ -101,6 +101,8 @@ const ggml_backend_buffer_i ggml_backend_remoting_buffer_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_remoting_buffer_set_tensor, /* .get_tensor = */ ggml_backend_remoting_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_remoting_buffer_cpy_tensor, /* .clear = */ ggml_backend_remoting_buffer_clear, /* .reset = */ NULL, @@ -113,6 +115,8 @@ const ggml_backend_buffer_i ggml_backend_remoting_buffer_from_ptr_interface = { /* .memset_tensor = */ NULL, /* .set_tensor = */ ggml_backend_remoting_buffer_set_tensor_from_ptr, /* .get_tensor = */ ggml_backend_remoting_buffer_get_tensor_from_ptr, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_remoting_buffer_cpy_tensor, /* .clear = */ ggml_backend_remoting_buffer_clear, /* .reset = */ NULL, diff --git a/ggml/src/ggml-virtgpu/ggml-backend.cpp b/ggml/src/ggml-virtgpu/ggml-backend.cpp index a63ee2b9d2..2b97855622 100644 --- a/ggml/src/ggml-virtgpu/ggml-backend.cpp +++ b/ggml/src/ggml-virtgpu/ggml-backend.cpp @@ -34,6 +34,8 @@ static ggml_backend_i ggml_backend_remoting_interface = { /* .free = */ ggml_backend_remoting_free, /* .set_tensor_async = */ NULL, // ggml_backend_remoting_set_tensor_async, /* .get_tensor_async = */ NULL, // ggml_backend_remoting_get_tensor_async, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ NULL, // ggml_backend_remoting_cpy_tensor_async, /* .synchronize = */ NULL, // ggml_backend_remoting_synchronize, /* .graph_plan_create = */ NULL, diff --git a/ggml/src/ggml-vulkan/CMakeLists.txt b/ggml/src/ggml-vulkan/CMakeLists.txt index de01336cd3..715a263a6d 100644 --- a/ggml/src/ggml-vulkan/CMakeLists.txt +++ b/ggml/src/ggml-vulkan/CMakeLists.txt @@ -90,7 +90,7 @@ if (Vulkan_FOUND) target_include_directories(ggml-vulkan PRIVATE ${CMAKE_CURRENT_BINARY_DIR}) # Workaround to the "can't dereference invalidated vector iterator" bug in clang-cl debug build - # Posssibly relevant: https://stackoverflow.com/questions/74748276/visual-studio-no-displays-the-correct-length-of-stdvector + # Possibly relevant: https://stackoverflow.com/questions/74748276/visual-studio-no-displays-the-correct-length-of-stdvector if (MSVC AND CMAKE_CXX_COMPILER_ID STREQUAL "Clang") add_compile_definitions(_ITERATOR_DEBUG_LEVEL=0) endif() diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 0fae68628b..977aff62d8 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -27,6 +27,7 @@ DispatchLoaderDynamic & ggml_vk_default_dispatcher(); #include #include #include +#include #include #include #include @@ -188,6 +189,12 @@ struct ggml_backend_vk_buffer_type_context { struct vk_queue; +struct vk_command_buffer { + vk::CommandBuffer buf; + uint64_t use_counter = 0; + bool in_use = false; +}; + // Stores command pool/buffers. There's an instance of this // for each (context,queue) pair and for each (device,queue) pair. struct vk_command_pool { @@ -195,10 +202,16 @@ struct vk_command_pool { void destroy(vk::Device& device); vk::CommandPool pool; - uint32_t cmd_buffer_idx; - std::vector cmd_buffers; + // Using deque so the pointers to command buffers + // remain valid even if we add more + std::deque cmd_buffers; vk_queue *q; + + size_t buffers_in_use() const { + return std::count_if(cmd_buffers.begin(), cmd_buffers.end(), + [](const auto& cb) { return cb.in_use; }); + } }; // Prevent simultaneous submissions to the same queue. @@ -590,6 +603,7 @@ struct vk_device_struct { vk_queue transfer_queue; bool single_queue; bool support_async; + bool async_use_transfer_queue; uint32_t subgroup_size; uint32_t subgroup_size_log2; uint32_t shader_core_count; @@ -743,6 +757,7 @@ struct vk_device_struct { // [src/dst 0=fp32,1=fp16] vk_pipeline pipeline_exp[2]; + vk_pipeline pipeline_elu[2]; vk_pipeline pipeline_gelu[2]; vk_pipeline pipeline_gelu_erf[2]; vk_pipeline pipeline_gelu_quick[2]; @@ -761,6 +776,7 @@ struct vk_device_struct { vk_pipeline pipeline_ceil[2]; vk_pipeline pipeline_floor[2]; vk_pipeline pipeline_trunc[2]; + vk_pipeline pipeline_sgn[2]; vk_pipeline pipeline_add1_f16_f16; vk_pipeline pipeline_add1_f16_f32; @@ -810,6 +826,8 @@ struct vk_device_struct { vk_pipeline pipeline_pool2d_f32; vk_pipeline pipeline_rwkv_wkv6_f32; vk_pipeline pipeline_rwkv_wkv7_f32; + // [size_idx][kda] where size_idx: 0=d32, 1=d64, 2=d128 + vk_pipeline pipeline_gated_delta_net[3][2]; vk_pipeline pipeline_ssm_scan_f32_d128; vk_pipeline pipeline_ssm_scan_f32_d256; vk_pipeline pipeline_ssm_conv_f32; @@ -875,10 +893,12 @@ struct vk_device_struct { }; void vk_command_pool::init(vk_device& device, vk_queue *q_) { - cmd_buffer_idx = 0; + cmd_buffers.clear(); q = q_; - vk::CommandPoolCreateInfo command_pool_create_info(vk::CommandPoolCreateFlags(VK_COMMAND_POOL_CREATE_TRANSIENT_BIT), q->queue_family_index); + vk::CommandPoolCreateInfo command_pool_create_info( + vk::CommandPoolCreateFlags(VK_COMMAND_POOL_CREATE_TRANSIENT_BIT | VK_COMMAND_POOL_CREATE_RESET_COMMAND_BUFFER_BIT), + q->queue_family_index); pool = device->device.createCommandPool(command_pool_create_info); } @@ -919,22 +939,28 @@ struct vk_subbuffer { } }; -// vk_event is used for the event-related backend interfaces. It uses 'event' for -// event_wait and 'fence' for event_synchronize. Polling on an event for -// event_synchronize wouldn't be sufficient to wait for command buffers to complete, -// and would lead to validation errors. -struct vk_event { - vk::Event event; - vk::Fence fence; -}; - struct vk_semaphore { vk::Semaphore s; uint64_t value; }; +// vk_event is used for the event-related backend interfaces. It uses vk::Events for +// event_wait and a timeline semaphore for event_synchronize. Polling on an event for +// event_synchronize wouldn't be sufficient to wait for command buffers to complete, +// and would lead to validation errors. +struct vk_event { + std::vector events_free; // Events available for reuse + std::vector events_submitted; // Events that are fully submitted and can be reused on next synchronize + vk::Event event; + bool has_event; + + vk_semaphore tl_semaphore; + vk_command_buffer* cmd_buffer = nullptr; + uint64_t cmd_buffer_use_counter = 0; +}; + struct vk_submission { - vk::CommandBuffer buffer; + vk_command_buffer* buffer = nullptr; std::vector wait_semaphores; std::vector signal_semaphores; }; @@ -1086,6 +1112,16 @@ struct vk_op_glu_push_constants { uint32_t mode; // 0: default, 1: swapped, 2: split float alpha; // for swiglu_oai float limit; + uint32_t nb01; + uint32_t nb02; + uint32_t nb03; + uint32_t ne01; + uint32_t ne02; + uint32_t nb11; + uint32_t nb12; + uint32_t nb13; + uint32_t ne11; + uint32_t ne12; }; struct vk_op_unary_push_constants { @@ -1436,6 +1472,18 @@ struct vk_op_rwkv_wkv7_push_constants { uint32_t C; uint32_t H; }; +struct vk_op_gated_delta_net_push_constants { + uint32_t H; + uint32_t n_tokens; + uint32_t n_seqs; + uint32_t s_off; + uint32_t sq1, sq2, sq3; + uint32_t sv1, sv2, sv3; + uint32_t sb1, sb2, sb3; + uint32_t neq1, rq3; + float scale; +}; + struct vk_op_ssm_scan_push_constants { uint32_t nb02, nb03, nb12, nb13; uint32_t nb21, nb22, nb31; @@ -1858,6 +1906,10 @@ struct ggml_backend_vk_context { vk_context_ref compute_ctx; + vk_context_ref transfer_ctx; + vk_semaphore transfer_semaphore; + uint64_t transfer_semaphore_last_submitted {}; + std::vector tensor_ctxs; std::vector descriptor_pools; @@ -1866,6 +1918,7 @@ struct ggml_backend_vk_context { uint32_t pipeline_descriptor_set_requirements {}; vk_command_pool compute_cmd_pool; + vk_command_pool transfer_cmd_pool; // number of additional consecutive nodes that are being fused with the // node currently being processed @@ -2275,25 +2328,15 @@ static void ggml_pipeline_allocate_descriptor_sets(ggml_backend_vk_context * ctx } } -static vk::CommandBuffer ggml_vk_create_cmd_buffer(vk_device& device, vk_command_pool& p) { +static vk_command_buffer* ggml_vk_create_cmd_buffer(vk_device& device, vk_command_pool& p) { VK_LOG_DEBUG("ggml_vk_create_cmd_buffer()"); - - if (p.cmd_buffers.size() > p.cmd_buffer_idx) { - // Reuse command buffer - return p.cmd_buffers[p.cmd_buffer_idx++]; - } - vk::CommandBufferAllocateInfo command_buffer_alloc_info( p.pool, vk::CommandBufferLevel::ePrimary, 1); const std::vector cmd_buffers = device->device.allocateCommandBuffers(command_buffer_alloc_info); - auto buf = cmd_buffers.front(); - - p.cmd_buffers.push_back(buf); - p.cmd_buffer_idx++; - - return buf; + p.cmd_buffers.push_back({ cmd_buffers.front(), 0, true }); + return &p.cmd_buffers[p.cmd_buffers.size()-1]; } static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { @@ -2360,7 +2403,7 @@ static void ggml_vk_submit(vk_context& ctx, vk::Fence fence) { tl_wait_semaphores[idx].data(), stage_flags[idx].data(), 1, - &submission.buffer, + &submission.buffer->buf, (uint32_t) submission.signal_semaphores.size(), tl_signal_semaphores[idx].data(), }; @@ -2484,7 +2527,11 @@ static void ggml_vk_command_pool_cleanup(vk_device& device, vk_command_pool& p) // Requires command buffers to be done device->device.resetCommandPool(p.pool); - p.cmd_buffer_idx = 0; + // Don't clear the command buffers and mark them as not in use. + // This allows us to reuse them + for (auto& cmd_buffer : p.cmd_buffers) { + cmd_buffer.in_use = false; + } } static void ggml_vk_queue_command_pools_cleanup(vk_device& device) { @@ -2493,10 +2540,10 @@ static void ggml_vk_queue_command_pools_cleanup(vk_device& device) { // Arbitrary frequency to cleanup/reuse command buffers static constexpr uint32_t cleanup_frequency = 10; - if (device->compute_queue.cmd_pool.cmd_buffer_idx >= cleanup_frequency) { + if (device->compute_queue.cmd_pool.buffers_in_use() >= cleanup_frequency) { ggml_vk_command_pool_cleanup(device, device->compute_queue.cmd_pool); } - if (device->transfer_queue.cmd_pool.cmd_buffer_idx >= cleanup_frequency) { + if (device->transfer_queue.cmd_pool.buffers_in_use() >= cleanup_frequency) { ggml_vk_command_pool_cleanup(device, device->transfer_queue.cmd_pool); } } @@ -2744,7 +2791,7 @@ static void ggml_vk_sync_buffers(ggml_backend_vk_context* ctx, vk_context& subct ctx->prealloc_x_need_sync = ctx->prealloc_y_need_sync = ctx->prealloc_split_k_need_sync = false; } - subctx->s->buffer.pipelineBarrier( + subctx->s->buffer->buf.pipelineBarrier( subctx->p->q->stage_flags, subctx->p->q->stage_flags, {}, @@ -2757,10 +2804,19 @@ static void ggml_vk_sync_buffers(ggml_backend_vk_context* ctx, vk_context& subct ); } +static void ggml_vk_reset_event(vk_context& ctx, vk::Event& event) { + VK_LOG_DEBUG("ggml_vk_set_event()"); + + ctx->s->buffer->buf.resetEvent( + event, + ctx->p->q->stage_flags + ); +} + static void ggml_vk_set_event(vk_context& ctx, vk::Event& event) { VK_LOG_DEBUG("ggml_vk_set_event()"); - ctx->s->buffer.setEvent( + ctx->s->buffer->buf.setEvent( event, ctx->p->q->stage_flags ); @@ -2772,7 +2828,7 @@ static void ggml_vk_wait_events(vk_context& ctx, std::vector&& events return; } - ctx->s->buffer.waitEvents( + ctx->s->buffer->buf.waitEvents( events, ctx->p->q->stage_flags, ctx->p->q->stage_flags, @@ -3391,11 +3447,19 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_FA(GGML_TYPE_F16, f16, FA_SCALAR, ) CREATE_FA(GGML_TYPE_Q4_0, q4_0, FA_SCALAR, ) CREATE_FA(GGML_TYPE_Q8_0, q8_0, FA_SCALAR, ) + CREATE_FA(GGML_TYPE_Q4_1, q4_1, FA_SCALAR, ) + CREATE_FA(GGML_TYPE_Q5_0, q5_0, FA_SCALAR, ) + CREATE_FA(GGML_TYPE_Q5_1, q5_1, FA_SCALAR, ) + CREATE_FA(GGML_TYPE_IQ4_NL, iq4_nl, FA_SCALAR, ) } else { CREATE_FA(GGML_TYPE_F32, f32, FA_SCALAR, _fp32) CREATE_FA(GGML_TYPE_F16, f16, FA_SCALAR, _fp32) CREATE_FA(GGML_TYPE_Q4_0, q4_0, FA_SCALAR, _fp32) CREATE_FA(GGML_TYPE_Q8_0, q8_0, FA_SCALAR, _fp32) + CREATE_FA(GGML_TYPE_Q4_1, q4_1, FA_SCALAR, _fp32) + CREATE_FA(GGML_TYPE_Q5_0, q5_0, FA_SCALAR, _fp32) + CREATE_FA(GGML_TYPE_Q5_1, q5_1, FA_SCALAR, _fp32) + CREATE_FA(GGML_TYPE_IQ4_NL, iq4_nl, FA_SCALAR, _fp32) } #if defined(VK_KHR_cooperative_matrix) && defined(GGML_VULKAN_COOPMAT_GLSLC_SUPPORT) if (device->coopmat1_fa_support) { @@ -3403,6 +3467,10 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_FA(GGML_TYPE_F16, f16, FA_COOPMAT1, _cm1) CREATE_FA(GGML_TYPE_Q4_0, q4_0, FA_COOPMAT1, _cm1) CREATE_FA(GGML_TYPE_Q8_0, q8_0, FA_COOPMAT1, _cm1) + CREATE_FA(GGML_TYPE_Q4_1, q4_1, FA_COOPMAT1, _cm1) + CREATE_FA(GGML_TYPE_Q5_0, q5_0, FA_COOPMAT1, _cm1) + CREATE_FA(GGML_TYPE_Q5_1, q5_1, FA_COOPMAT1, _cm1) + CREATE_FA(GGML_TYPE_IQ4_NL, iq4_nl, FA_COOPMAT1, _cm1) } #endif #if defined(VK_NV_cooperative_matrix2) && defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT) @@ -3444,6 +3512,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(pipeline_matmul_bf16, matmul_bf16, , wg_denoms, warptile, vk_mat_mat_push_constants, 3) } #endif + CREATE_MM2(pipeline_dequant_mul_mat_mat_f16[GGML_TYPE_Q1_0], matmul_q1_0_f16, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3) CREATE_MM2(pipeline_dequant_mul_mat_mat_f16[GGML_TYPE_Q4_0], matmul_q4_0_f16, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3) CREATE_MM2(pipeline_dequant_mul_mat_mat_f16[GGML_TYPE_Q4_1], matmul_q4_1_f16, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3) CREATE_MM2(pipeline_dequant_mul_mat_mat_f16[GGML_TYPE_Q5_0], matmul_q5_0_f16, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3) @@ -3473,6 +3542,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, 5) } #endif + CREATE_MM2(pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0], matmul_id_subgroup_q1_0_f16, mmqid_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, 5) CREATE_MM2(pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_subgroup_q4_0_f16, mmqid_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, 5) CREATE_MM2(pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1], matmul_id_subgroup_q4_1_f16, mmqid_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, 5) CREATE_MM2(pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0], matmul_id_subgroup_q5_0_f16, mmqid_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, 5) @@ -3534,6 +3604,7 @@ static void ggml_vk_load_shaders(vk_device& device) { #endif if (device->coopmat_acc_f16_support) { + CREATE_MM2(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q1_0], matmul_q1_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0], matmul_q4_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM2(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1], matmul_q4_1_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM2(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0], matmul_q5_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); @@ -3556,6 +3627,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM2(GGML_TYPE_IQ4_NL, pipeline_dequant_mul_mat_mat[GGML_TYPE_IQ4_NL], matmul_iq4_nl_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM2(GGML_TYPE_MXFP4, pipeline_dequant_mul_mat_mat[GGML_TYPE_MXFP4], matmul_mxfp4_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); } else { + CREATE_MM(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q1_0].f32acc, matmul_q1_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0].f32acc, matmul_q4_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1].f32acc, matmul_q4_1_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); CREATE_MM(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0].f32acc, matmul_q5_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, ); @@ -3590,6 +3662,7 @@ static void ggml_vk_load_shaders(vk_device& device) { } #endif + CREATE_MM2(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0], matmul_id_subgroup_q1_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id); CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_subgroup_q4_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id); CREATE_MM2(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1], matmul_id_subgroup_q4_1_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id); CREATE_MM2(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0], matmul_id_subgroup_q5_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id); @@ -3653,6 +3726,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_bf16, matmul_bf16, , wg_denoms, warptile, vk_mat_mat_push_constants, 3, , 0); + CREATE_MM2(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q1_0], matmul_q1_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0], matmul_q4_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM2(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1], matmul_q4_1_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM2(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0], matmul_q5_0_f32, mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); @@ -3699,6 +3773,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_subgroup_f16_f32, wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16); CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16); + CREATE_MM2(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0], matmul_id_subgroup_q1_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_subgroup_q4_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM2(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1], matmul_id_subgroup_q4_1_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM2(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0], matmul_id_subgroup_q5_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); @@ -3743,6 +3818,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_f16_f32, wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); + CREATE_MM2(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0], matmul_id_q1_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_q4_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM2(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1], matmul_id_q4_1_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM2(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0], matmul_id_q5_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); @@ -3816,6 +3892,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_bf16, matmul_bf16, , wg_denoms, warptile, vk_mat_mat_push_constants, 3, , 0); + CREATE_MM(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q1_0].f32acc, matmul_q1_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_0].f32acc, matmul_q4_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q4_1].f32acc, matmul_q4_1_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); CREATE_MM(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat[GGML_TYPE_Q5_0].f32acc, matmul_q5_0_f32, , mmq_wg_denoms, warptile_mmq, vk_mat_mat_push_constants, 3, , 0); @@ -3860,6 +3937,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_subgroup_f16_f32, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16); CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16); + CREATE_MM(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0].f32acc, matmul_id_subgroup_q1_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0].f32acc, matmul_id_subgroup_q4_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1].f32acc, matmul_id_subgroup_q4_1_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); CREATE_MM(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0].f32acc, matmul_id_subgroup_q5_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size); @@ -3886,6 +3964,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_f16_f32, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); + CREATE_MM(GGML_TYPE_Q1_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q1_0].f32acc, matmul_id_q1_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0].f32acc, matmul_id_q4_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM(GGML_TYPE_Q4_1, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_1].f32acc, matmul_id_q4_1_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); CREATE_MM(GGML_TYPE_Q5_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q5_0].f32acc, matmul_id_q5_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0); @@ -3983,6 +4062,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f32_f32", arr_dmmv_f32_f32_f32_len[reduc], arr_dmmv_f32_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, {wg_size_subgroup, 1, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f32_f32", arr_dmmv_f16_f32_f32_len[reduc], arr_dmmv_f16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f32_f32", arr_dmmv_bf16_f32_f32_len[reduc], arr_dmmv_bf16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q1_0][i], "mul_mat_vec_q1_0_f32_f32", arr_dmmv_q1_0_f32_f32_len[reduc], arr_dmmv_q1_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f32_f32", arr_dmmv_q4_0_f32_f32_len[reduc], arr_dmmv_q4_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f32_f32", arr_dmmv_q4_1_f32_f32_len[reduc], arr_dmmv_q4_1_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f32_f32", arr_dmmv_q5_0_f32_f32_len[reduc], arr_dmmv_q5_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); @@ -4007,6 +4087,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f16_f32", arr_dmmv_f32_f16_f32_len[reduc], arr_dmmv_f32_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, {wg_size_subgroup, 1, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f16_f32", arr_dmmv_f16_f16_f32_len[reduc], arr_dmmv_f16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f16_f32", arr_dmmv_bf16_f16_f32_len[reduc], arr_dmmv_bf16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q1_0][i], "mul_mat_vec_q1_0_f16_f32", arr_dmmv_q1_0_f16_f32_len[reduc], arr_dmmv_q1_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f16_f32", arr_dmmv_q4_0_f16_f32_len[reduc], arr_dmmv_q4_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f16_f32", arr_dmmv_q4_1_f16_f32_len[reduc], arr_dmmv_q4_1_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f16_f32", arr_dmmv_q5_0_f16_f32_len[reduc], arr_dmmv_q5_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); @@ -4057,6 +4138,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_F32 ], "mul_mat_vec_id_f32_f32", arr_dmmv_id_f32_f32_f32_len[reduc], arr_dmmv_id_f32_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1, 1, 1}, {wg_size_subgroup, 1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", arr_dmmv_id_f16_f32_f32_len[reduc], arr_dmmv_id_f16_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {wg_size_subgroup, 2}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_BF16], "mul_mat_vec_id_bf16_f32", arr_dmmv_id_bf16_f32_f32_len[reduc], arr_dmmv_id_bf16_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {wg_size_subgroup, 2}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q1_0], "mul_mat_vec_id_q1_0_f32", arr_dmmv_id_q1_0_f32_f32_len[reduc], arr_dmmv_id_q1_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", arr_dmmv_id_q4_0_f32_f32_len[reduc], arr_dmmv_id_q4_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", arr_dmmv_id_q4_1_f32_f32_len[reduc], arr_dmmv_id_q4_1_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", arr_dmmv_id_q5_0_f32_f32_len[reduc], arr_dmmv_id_q5_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); @@ -4111,6 +4193,7 @@ static void ggml_vk_load_shaders(vk_device& device) { // dequant shaders ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_F32 ], "f32_to_f16", dequant_f32_len, dequant_f32_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_Q1_0], "dequant_q1_0", dequant_q1_0_len, dequant_q1_0_data, "main", 2, 5 * sizeof(uint32_t), {256 * 8, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_Q4_0], "dequant_q4_0", dequant_q4_0_len, dequant_q4_0_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_Q4_1], "dequant_q4_1", dequant_q4_1_len, dequant_q4_1_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_Q5_0], "dequant_q5_0", dequant_q5_0_len, dequant_q5_0_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); @@ -4136,6 +4219,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_F32 ], "get_rows_f32", get_rows_f32_len, get_rows_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_F16 ], "get_rows_f16", get_rows_f16_len, get_rows_f16_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_BF16], "get_rows_bf16", get_rows_bf16_len, get_rows_bf16_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_Q1_0], "get_rows_q1_0", get_rows_q1_0_len, get_rows_q1_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_Q4_0], "get_rows_q4_0", get_rows_q4_0_len, get_rows_q4_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_Q4_1], "get_rows_q4_1", get_rows_q4_1_len, get_rows_q4_1_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_Q5_0], "get_rows_q5_0", get_rows_q5_0_len, get_rows_q5_0_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); @@ -4161,6 +4245,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_F32 ], "get_rows_f32_f32", get_rows_f32_f32_len, get_rows_f32_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_F16 ], "get_rows_f16_f32", get_rows_f16_f32_len, get_rows_f16_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_BF16], "get_rows_bf16_f32", get_rows_bf16_f32_len, get_rows_bf16_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_Q1_0], "get_rows_q1_0_f32", get_rows_q1_0_f32_len, get_rows_q1_0_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_Q4_0], "get_rows_q4_0_f32", get_rows_q4_0_f32_len, get_rows_q4_0_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_Q4_1], "get_rows_q4_1_f32", get_rows_q4_1_f32_len, get_rows_q4_1_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_Q5_0], "get_rows_q5_0_f32", get_rows_q5_0_f32_len, get_rows_q5_0_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); @@ -4242,6 +4327,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_cpy_transpose_16, "cpy_transpose_16", cpy_transpose_16_len, cpy_transpose_16_data, "main", 2, sizeof(vk_op_unary_push_constants), {1, 1, 1}, {}, 1); if (device->float_controls_rte_fp16) { + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q1_0], "cpy_f32_q1_0", cpy_f32_q1_0_rte_len, cpy_f32_q1_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_rte_len, cpy_f32_q4_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_rte_len, cpy_f32_q4_1_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_rte_len, cpy_f32_q5_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); @@ -4249,6 +4335,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_rte_len, cpy_f32_q8_0_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_rte_len, cpy_f32_iq4_nl_rte_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); } else { + ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q1_0], "cpy_f32_q1_0", cpy_f32_q1_0_len, cpy_f32_q1_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_0], "cpy_f32_q4_0", cpy_f32_q4_0_len, cpy_f32_q4_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q4_1], "cpy_f32_q4_1", cpy_f32_q4_1_len, cpy_f32_q4_1_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q5_0], "cpy_f32_q5_0", cpy_f32_q5_0_len, cpy_f32_q5_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1); @@ -4261,6 +4348,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_F32], "set_rows_f32" #itype, set_rows_f32 ## itype ## rte ## _len, set_rows_f32 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_F16], "set_rows_f16" #itype, set_rows_f16 ## itype ## rte ## _len, set_rows_f16 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_BF16], "set_rows_bf16" #itype, set_rows_bf16 ## itype ## rte ## _len, set_rows_bf16 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ + ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q1_0], "set_rows_q1_0" #itype, set_rows_q1_0 ## itype ## rte ## _len, set_rows_q1_0 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q4_0], "set_rows_q4_0" #itype, set_rows_q4_0 ## itype ## rte ## _len, set_rows_q4_0 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q4_1], "set_rows_q4_1" #itype, set_rows_q4_1 ## itype ## rte ## _len, set_rows_q4_1 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q5_0], "set_rows_q5_0" #itype, set_rows_q5_0 ## itype ## rte ## _len, set_rows_q5_0 ## itype ## rte ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \ @@ -4278,6 +4366,7 @@ static void ggml_vk_load_shaders(vk_device& device) { #undef SET_ROWS + ggml_vk_create_pipeline(device, device->pipeline_cpy_quant_f32[GGML_TYPE_Q1_0], "cpy_q1_0_f32", cpy_q1_0_f32_len, cpy_q1_0_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q1_0), 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_quant_f32[GGML_TYPE_Q4_0], "cpy_q4_0_f32", cpy_q4_0_f32_len, cpy_q4_0_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_0), 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_quant_f32[GGML_TYPE_Q4_1], "cpy_q4_1_f32", cpy_q4_1_f32_len, cpy_q4_1_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q4_1), 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cpy_quant_f32[GGML_TYPE_Q5_0], "cpy_q5_0_f32", cpy_q5_0_f32_len, cpy_q5_0_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {(uint32_t)ggml_blck_size(GGML_TYPE_Q5_0), 1, 1}, {}, 1); @@ -4367,6 +4456,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_ ## name [0], #name "_f32", name ## _f32_len, name ## _f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); \ ggml_vk_create_pipeline(device, device->pipeline_ ## name [1], #name "_f16", name ## _f16_len, name ## _f16_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); + CREATE_UNARY(elu) CREATE_UNARY(gelu) CREATE_UNARY(gelu_erf) CREATE_UNARY(gelu_quick) @@ -4385,6 +4475,7 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_UNARY(ceil) CREATE_UNARY(floor) CREATE_UNARY(trunc) + CREATE_UNARY(sgn) #undef CREATE_UNARY #define CREATE_UNARY_RTE(name) \ @@ -4549,6 +4640,53 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_rwkv_wkv7_f32, "rwkv_wkv7_f32", rwkv_wkv7_f32_len, rwkv_wkv7_f32_data, "main", 8, sizeof(vk_op_rwkv_wkv7_push_constants), {1, 1, 1}, {device->subgroup_size}, 1); + { + const uint32_t gdn_sizes[] = {32, 64, 128}; + const char * gdn_names[][2] = { + {"gated_delta_net_f32_d32", "gated_delta_net_f32_d32_kda"}, + {"gated_delta_net_f32_d64", "gated_delta_net_f32_d64_kda"}, + {"gated_delta_net_f32_d128", "gated_delta_net_f32_d128_kda"}, + }; + const bool use_subgroup_reduce = device->subgroup_arithmetic; + for (uint32_t si = 0; si < 3; si++) { + const uint32_t S_V = gdn_sizes[si]; + GGML_ASSERT(is_pow2(S_V)); + + uint32_t lanes_per_column; + if (S_V >= 128u && device->subgroup_clustered) { + lanes_per_column = 8u; + } else { + // Use largest power-of-two that divides both S_V and subgroup_size so that + // (1) S_V % lanes_per_column == 0 and (2) S_V % (subgroup_size / lanes_per_column) == 0. + // This means we don't need extra bounds checking logic in the shader. + lanes_per_column = std::min(S_V, device->subgroup_size); + } + + const bool need_clustered_shader = lanes_per_column != 1 && (lanes_per_column < device->subgroup_size); + size_t gdn_len; + const void * gdn_data; + if (use_subgroup_reduce && need_clustered_shader) { + gdn_len = gated_delta_net_f32_len; + gdn_data = (const void *)gated_delta_net_f32_data; + } else if (use_subgroup_reduce) { + gdn_len = gated_delta_net_f32_nocluster_len; + gdn_data = (const void *)gated_delta_net_f32_nocluster_data; + } else { + gdn_len = gated_delta_net_f32_shmem_len; + gdn_data = (const void *)gated_delta_net_f32_shmem_data; + } + + const uint32_t cols_per_wg = device->subgroup_size / lanes_per_column; + const std::array wg_denoms = {1u, 1u, cols_per_wg}; + + for (uint32_t kda = 0; kda < 2; kda++) { + ggml_vk_create_pipeline(device, device->pipeline_gated_delta_net[si][kda], + gdn_names[si][kda], gdn_len, gdn_data, "main", 7, sizeof(vk_op_gated_delta_net_push_constants), + wg_denoms, {S_V, kda, device->subgroup_size, lanes_per_column}, 1, true, use_subgroup_reduce, device->subgroup_size); + } + } + } + if (device->subgroup_arithmetic && device->subgroup_require_full_support) { ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d128, "ssm_scan_128_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {128, device->subgroup_size}, 1, true, true); ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d256, "ssm_scan_256_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {256, device->subgroup_size}, 1, true, true); @@ -4557,7 +4695,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d256, "ssm_scan_256_f32", ssm_scan_f32_len, ssm_scan_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {256, device->subgroup_size, 16}, 1, true, true); } - ggml_vk_create_pipeline(device, device->pipeline_ssm_conv_f32, "ssm_conv_f32", ssm_conv_f32_len, ssm_conv_f32_data, "main", 3, sizeof(vk_op_ssm_conv_push_constants), {32, 1, 1}, {32}, 1); + ggml_vk_create_pipeline(device, device->pipeline_ssm_conv_f32, "ssm_conv_f32", ssm_conv_f32_len, ssm_conv_f32_data, "main", 3, sizeof(vk_op_ssm_conv_push_constants), {32, 16, 1}, {32, 16}, 1); ggml_vk_create_pipeline(device, device->pipeline_opt_step_adamw_f32, "opt_step_adamw_f32", opt_step_adamw_f32_len, opt_step_adamw_f32_data, "main", 5, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); @@ -4931,8 +5069,11 @@ static vk_device ggml_vk_get_device(size_t idx) { std::vector queue_family_props = device->physical_device.getQueueFamilyProperties(); // Try to find a non-graphics compute queue and transfer-focused queues - const uint32_t compute_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eCompute, vk::QueueFlagBits::eGraphics, -1, 1); - const uint32_t transfer_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eTransfer, vk::QueueFlagBits::eCompute | vk::QueueFlagBits::eGraphics, compute_queue_family_index, 1); + // Allow overriding avoiding the graphics queue because it can increase performance on RADV + const bool allow_graphics_queue = (getenv("GGML_VK_ALLOW_GRAPHICS_QUEUE") != nullptr); + const vk::QueueFlagBits graphics_flag = allow_graphics_queue ? (vk::QueueFlagBits)0 : vk::QueueFlagBits::eGraphics; + const uint32_t compute_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eCompute, graphics_flag, -1, 1); + const uint32_t transfer_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eTransfer, vk::QueueFlagBits::eCompute | graphics_flag, compute_queue_family_index, 1); const float priorities[] = { 1.0f, 1.0f }; device->single_queue = compute_queue_family_index == transfer_queue_family_index && queue_family_props[compute_queue_family_index].queueCount == 1; @@ -4946,7 +5087,7 @@ static vk_device ggml_vk_get_device(size_t idx) { } else { device_queue_create_infos.push_back({vk::DeviceQueueCreateFlags(), compute_queue_family_index, 1, priorities}); } - vk::DeviceCreateInfo device_create_info; + vk::DeviceCreateInfo device_create_info{}; std::vector device_extensions; vk::PhysicalDeviceFeatures device_features = device->physical_device.getFeatures(); @@ -5315,12 +5456,10 @@ static vk_device ggml_vk_get_device(size_t idx) { #endif device->name = GGML_VK_NAME + std::to_string(idx); - device_create_info = { - vk::DeviceCreateFlags(), - device_queue_create_infos, - {}, - device_extensions - }; + device_create_info + .setFlags(vk::DeviceCreateFlags()) + .setQueueCreateInfos(device_queue_create_infos) + .setPEnabledExtensionNames(device_extensions); device_create_info.setPNext(&device_features2); device->device = device->physical_device.createDevice(device_create_info); @@ -5391,13 +5530,20 @@ static vk_device ggml_vk_get_device(size_t idx) { ggml_vk_load_shaders(device); + // Only use transfer queue on AMD non-GCN, when the graphics queue is not enabled + const bool prefers_transfer_queue = device->vendor_id == VK_VENDOR_ID_AMD && device->architecture != AMD_GCN && !allow_graphics_queue; + if (!device->single_queue) { const uint32_t transfer_queue_index = compute_queue_family_index == transfer_queue_family_index ? 1 : 0; ggml_vk_create_queue(device, device->transfer_queue, transfer_queue_family_index, transfer_queue_index, { vk::PipelineStageFlagBits::eTransfer }, true); + + device->async_use_transfer_queue = prefers_transfer_queue || (getenv("GGML_VK_ASYNC_USE_TRANSFER_QUEUE") != nullptr); } else { // TODO: Use pointer or reference to avoid copy device->transfer_queue.copyFrom(device->compute_queue); device->transfer_queue.cmd_pool.init(device, &device->transfer_queue); + + device->async_use_transfer_queue = false; } device->buffer_type = { @@ -5871,6 +6017,15 @@ static void ggml_vk_init(ggml_backend_vk_context * ctx, size_t idx) { ctx->almost_ready_fence = ctx->device->device.createFence({}); ctx->compute_cmd_pool.init(ctx->device, &ctx->device->compute_queue); + if (ctx->device->async_use_transfer_queue) { + vk::SemaphoreTypeCreateInfo tci{ vk::SemaphoreType::eTimeline, 0 }; + vk::SemaphoreCreateInfo ci{}; + ci.setPNext(&tci); + ctx->transfer_semaphore.s = ctx->device->device.createSemaphore(ci); + ctx->transfer_semaphore.value = 0; + + ctx->transfer_cmd_pool.init(ctx->device, &ctx->device->transfer_queue); + } if (vk_perf_logger_enabled) { ctx->perf_logger = std::unique_ptr(new vk_perf_logger()); @@ -5888,6 +6043,7 @@ static vk_pipeline ggml_vk_get_to_fp16(ggml_backend_vk_context * ctx, ggml_type VK_LOG_DEBUG("ggml_vk_get_to_fp16()"); switch (type) { case GGML_TYPE_F32: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -5959,6 +6115,7 @@ static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_pipeline(ggml_backend_vk_conte } switch (src0_type) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -6024,6 +6181,7 @@ static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec(ggml_backend_vk_context * case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -6114,6 +6272,7 @@ static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_id_pipeline(ggml_backend_vk_co GGML_ASSERT(src1_type == GGML_TYPE_F32 || (ctx->device->coopmat2 && src1_type == GGML_TYPE_F16)); switch (src0_type) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -6182,6 +6341,7 @@ static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec_id(ggml_backend_vk_context case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -6323,13 +6483,25 @@ static vk_subbuffer ggml_vk_tensor_subbuffer( return vk_subbuffer{buffer, offset, size}; } +// Get a command buffer from pool. Create a new one if no reusable buffer is available +static vk_command_buffer* ggml_vk_get_or_create_cmd_buffer(vk_device& device, vk_command_pool& pool) { + for (auto& cmd_buffer : pool.cmd_buffers) { + if (!cmd_buffer.in_use) { + cmd_buffer.use_counter++; + cmd_buffer.in_use = true; + return &cmd_buffer; + } + } + return ggml_vk_create_cmd_buffer(device, pool); +} + static vk_submission ggml_vk_begin_submission(vk_device& device, vk_command_pool& p, bool one_time = true) { vk_submission s; - s.buffer = ggml_vk_create_cmd_buffer(device, p); + s.buffer = ggml_vk_get_or_create_cmd_buffer(device, p); if (one_time) { - s.buffer.begin({ vk::CommandBufferUsageFlagBits::eOneTimeSubmit }); + s.buffer->buf.begin({ vk::CommandBufferUsageFlagBits::eOneTimeSubmit }); } else { - s.buffer.begin({ vk::CommandBufferUsageFlags{} }); + s.buffer->buf.begin({ vk::CommandBufferUsageFlags{} }); } return s; @@ -6382,18 +6554,18 @@ static void ggml_vk_dispatch_pipeline(ggml_backend_vk_context* ctx, vk_context& vk::WriteDescriptorSet write_descriptor_set{ descriptor_set, 0, 0, pipeline->parameter_count, vk::DescriptorType::eStorageBuffer, nullptr, descriptor_buffer_infos.begin() }; ctx->device->device.updateDescriptorSets({ write_descriptor_set }, {}); - subctx->s->buffer.pushConstants(pipeline->layout, vk::ShaderStageFlagBits::eCompute, 0, push_constant_size(push_constants), push_constant_data(push_constants)); - subctx->s->buffer.bindPipeline(vk::PipelineBindPoint::eCompute, pipeline->pipeline); - subctx->s->buffer.bindDescriptorSets(vk::PipelineBindPoint::eCompute, + subctx->s->buffer->buf.pushConstants(pipeline->layout, vk::ShaderStageFlagBits::eCompute, 0, push_constant_size(push_constants), push_constant_data(push_constants)); + subctx->s->buffer->buf.bindPipeline(vk::PipelineBindPoint::eCompute, pipeline->pipeline); + subctx->s->buffer->buf.bindDescriptorSets(vk::PipelineBindPoint::eCompute, pipeline->layout, 0, { descriptor_set }, {}); - subctx->s->buffer.dispatch(wg0, wg1, wg2); + subctx->s->buffer->buf.dispatch(wg0, wg1, wg2); } static void ggml_vk_end_submission(vk_submission& s, std::vector wait_semaphores, std::vector signal_semaphores) { - s.buffer.end(); + s.buffer->buf.end(); s.wait_semaphores = std::move(wait_semaphores); s.signal_semaphores = std::move(signal_semaphores); @@ -6405,7 +6577,7 @@ static void ggml_vk_ctx_end(vk_context& ctx) { return; } - ctx->s->buffer.end(); + ctx->s->buffer->buf.end(); ctx->s = nullptr; } @@ -6419,6 +6591,48 @@ static void ggml_vk_ctx_begin(vk_device& device, vk_context& subctx) { subctx->s = subctx->seqs[subctx->seqs.size() - 1].data(); } +static vk_context ggml_vk_get_compute_ctx(ggml_backend_vk_context * ctx) { + vk_context result; + if (!ctx->compute_ctx.expired()) { + result = ctx->compute_ctx.lock(); + } else { + result = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); + + ctx->compute_ctx = result; + ggml_vk_ctx_begin(ctx->device, result); + } + + if (ctx->device->async_use_transfer_queue && ctx->transfer_semaphore_last_submitted < ctx->transfer_semaphore.value) { + result->s->wait_semaphores.push_back(ctx->transfer_semaphore); + ctx->transfer_semaphore_last_submitted = ctx->transfer_semaphore.value; + } + + return result; +} + +// Submit any pending transfer queue work and signal the transfer semaphore. +// The next compute context created via ggml_vk_get_compute_ctx will wait on this semaphore. +// Returns true if work was submitted. +static bool ggml_vk_submit_transfer_ctx(ggml_backend_vk_context * ctx) { + if (!ctx->device->async_use_transfer_queue || ctx->transfer_ctx.expired()) { + return false; + } + + vk_context cpy_ctx = ctx->transfer_ctx.lock(); + ggml_vk_ctx_end(cpy_ctx); + + for (auto& cpy : cpy_ctx->in_memcpys) { + memcpy(cpy.dst, cpy.src, cpy.n); + } + + ctx->transfer_semaphore.value++; + cpy_ctx->seqs.back().back().signal_semaphores.push_back(ctx->transfer_semaphore); + + ggml_vk_submit(cpy_ctx, {}); + ctx->transfer_ctx.reset(); + return true; +} + static size_t ggml_vk_align_size(size_t width, size_t align) { VK_LOG_DEBUG("ggml_vk_align_size(" << width << ", " << align << ")"); return CEIL_DIV(width, align) * align; @@ -6518,7 +6732,7 @@ static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_cont } ggml_vk_sync_buffers(ctx, subctx); - subctx->s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); + subctx->s->buffer->buf.copyBuffer(buf->buffer, dst->buffer, slices); return; } @@ -6533,7 +6747,7 @@ static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_cont VkBufferCopy buf_copy{ 0, offset, copy_size }; ggml_vk_sync_buffers(ctx, subctx); - vkCmdCopyBuffer(subctx->s->buffer, (VkBuffer)staging->buffer, (VkBuffer)dst->buffer, 1, &buf_copy); + vkCmdCopyBuffer(subctx->s->buffer->buf, (VkBuffer)staging->buffer, (VkBuffer)dst->buffer, 1, &buf_copy); for (uint64_t i3 = 0; i3 < ne3; i3++) { for (uint64_t i2 = 0; i2 < ne2; i2++) { @@ -6582,7 +6796,7 @@ static bool ggml_vk_buffer_write_2d_async(vk_context subctx, vk_buffer& dst, siz } ggml_vk_sync_buffers(nullptr, subctx); - subctx->s->buffer.copyBuffer(buf->buffer, dst->buffer, slices); + subctx->s->buffer->buf.copyBuffer(buf->buffer, dst->buffer, slices); return true; } VK_LOG_DEBUG("STAGING"); @@ -6604,7 +6818,7 @@ static bool ggml_vk_buffer_write_2d_async(vk_context subctx, vk_buffer& dst, siz copy_size}; ggml_vk_sync_buffers(nullptr, subctx); - vkCmdCopyBuffer(subctx->s->buffer, (VkBuffer)staging_buffer->buffer, (VkBuffer)dst->buffer, 1, &buf_copy); + vkCmdCopyBuffer(subctx->s->buffer->buf, (VkBuffer)staging_buffer->buffer, (VkBuffer)dst->buffer, 1, &buf_copy); if (width == spitch) { deferred_memcpy((uint8_t *)staging_buffer->ptr, src, width * height, &subctx->in_memcpys); @@ -6690,7 +6904,7 @@ static bool ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size if (buf != nullptr) { // Memory is pinned, use as staging buffer ggml_vk_sync_buffers(nullptr, subctx); - subctx->s->buffer.copyBuffer(src->buffer, buf->buffer, slices); + subctx->s->buffer->buf.copyBuffer(src->buffer, buf->buffer, slices); return true; } @@ -6708,7 +6922,7 @@ static bool ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size vk_buffer& staging_buffer = src->device->sync_staging; ggml_vk_sync_buffers(nullptr, subctx); - subctx->s->buffer.copyBuffer(src->buffer, staging_buffer->buffer, slices); + subctx->s->buffer->buf.copyBuffer(src->buffer, staging_buffer->buffer, slices); deferred_memcpy(dst, staging_buffer->ptr, copy_size, &subctx->out_memcpys); return true; @@ -6755,7 +6969,7 @@ static void ggml_vk_buffer_copy_async(vk_context& ctx, vk_buffer& dst, size_t ds VkBufferCopy bc{ src_offset, dst_offset, size }; - vkCmdCopyBuffer(ctx->s->buffer, (VkBuffer)src->buffer, (VkBuffer)dst->buffer, 1, &bc); + vkCmdCopyBuffer(ctx->s->buffer->buf, (VkBuffer)src->buffer, (VkBuffer)dst->buffer, 1, &bc); } static void ggml_vk_buffer_copy(vk_buffer& dst, size_t dst_offset, vk_buffer& src, size_t src_offset, size_t size) { @@ -6793,7 +7007,7 @@ static void ggml_vk_buffer_memset_async(vk_context& ctx, vk_buffer& dst, size_t } // Fall back to GPU fillBuffer for non-UMA or non-host-visible buffers - ctx->s->buffer.fillBuffer(dst->buffer, offset, size, c); + ctx->s->buffer->buf.fillBuffer(dst->buffer, offset, size, c); } static void ggml_vk_buffer_memset(vk_buffer& dst, size_t offset, uint32_t c, size_t size) { @@ -6808,7 +7022,7 @@ static void ggml_vk_buffer_memset(vk_buffer& dst, size_t offset, uint32_t c, siz std::lock_guard guard(dst->device->mutex); vk_context subctx = ggml_vk_create_temporary_context(dst->device->transfer_queue.cmd_pool); ggml_vk_ctx_begin(dst->device, subctx); - subctx->s->buffer.fillBuffer(dst->buffer, offset, size, c); + subctx->s->buffer->buf.fillBuffer(dst->buffer, offset, size, c); ggml_vk_ctx_end(subctx); ggml_vk_submit(subctx, dst->device->fence); @@ -7075,6 +7289,7 @@ static vk_pipeline ggml_vk_get_cpy_pipeline(ggml_backend_vk_context * ctx, const } if (src->type == GGML_TYPE_F32) { switch (to) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -7089,6 +7304,7 @@ static vk_pipeline ggml_vk_get_cpy_pipeline(ggml_backend_vk_context * ctx, const if (to == GGML_TYPE_F32) { switch (src->type) { + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -7508,6 +7724,12 @@ static bool ggml_vk_should_use_mmvq(const vk_device& device, uint32_t m, uint32_ return true; } case VK_VENDOR_ID_INTEL: + if (device->driver_id == vk::DriverId::eIntelProprietaryWindows) { + // Intel Windows proprietary driver MMVQ performance is worse than fp16, see + // https://github.com/ggml-org/llama.cpp/issues/17628 + return false; + } + if (k < 2048) { return false; } @@ -8742,7 +8964,7 @@ static void ggml_vk_flash_attn(ggml_backend_vk_context * ctx, vk_context& subctx } // Only use mask opt when the mask is fairly large. This hasn't been tuned extensively. - bool use_mask_opt = mask && nem1 >= 32 && nem0 * nem1 > 32768; + bool use_mask_opt = mask && nem1 >= 32 && nem0 * nem1 > 32768 && nem0 >= tuning_params.block_cols * 16; vk_fa_pipeline_state fa_pipeline_state = get_fa_pipeline_state(ctx->device, tuning_params, HSK, HSV, aligned, f32acc, mask != nullptr, use_mask_opt, logit_softcap != 0); @@ -9167,6 +9389,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const switch (ggml_get_unary_op(dst)) { case GGML_UNARY_OP_EXP: return ctx->device->pipeline_exp[dst->type == GGML_TYPE_F16]; + case GGML_UNARY_OP_ELU: + return ctx->device->pipeline_elu[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_SILU: return ctx->device->pipeline_silu[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_GELU: @@ -9203,6 +9427,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_floor[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_TRUNC: return ctx->device->pipeline_trunc[dst->type == GGML_TYPE_F16]; + case GGML_UNARY_OP_SGN: + return ctx->device->pipeline_sgn[dst->type == GGML_TYPE_F16]; default: break; } @@ -9396,6 +9622,20 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_rwkv_wkv7_f32; } return nullptr; + case GGML_OP_GATED_DELTA_NET: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + const uint32_t S_v = dst->src[2]->ne[0]; + const uint32_t kda = (dst->src[3]->ne[0] == (int64_t)S_v) ? 1 : 0; + uint32_t si; + switch (S_v) { + case 32: si = 0; break; + case 64: si = 1; break; + case 128: si = 2; break; + default: return nullptr; + } + return ctx->device->pipeline_gated_delta_net[si][kda]; + } + return nullptr; case GGML_OP_SSM_SCAN: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { const uint32_t d_state = src0->ne[0]; @@ -10226,6 +10466,59 @@ static void ggml_vk_rwkv_wkv7(ggml_backend_vk_context * ctx, vk_context& subctx, ); } +static void ggml_vk_gated_delta_net(ggml_backend_vk_context * ctx, vk_context& subctx, ggml_tensor * dst) { + const ggml_tensor * src_q = dst->src[0]; + const ggml_tensor * src_v = dst->src[2]; + const ggml_tensor * src_beta = dst->src[4]; + + GGML_ASSERT(dst->buffer != nullptr); + + const uint32_t S_v = (uint32_t)src_v->ne[0]; + const uint32_t H = (uint32_t)src_v->ne[1]; + const uint32_t n_tokens = (uint32_t)src_v->ne[2]; + const uint32_t n_seqs = (uint32_t)src_v->ne[3]; + + const uint32_t s_off = S_v * H * n_tokens * n_seqs; + + vk_pipeline pipeline = ggml_vk_op_get_pipeline(ctx, dst->src[0], dst->src[1], dst->src[2], dst, dst->op); + GGML_ASSERT(pipeline != nullptr); + + ggml_pipeline_request_descriptor_sets(ctx, pipeline, 1); + + vk_subbuffer dst_buf = ggml_vk_tensor_subbuffer(ctx, dst); + vk_subbuffer src_buf[6] = {}; + for (int i = 0; i < 6; i++) { + src_buf[i] = ggml_vk_tensor_subbuffer(ctx, dst->src[i]); + } + + const uint32_t sq1 = (uint32_t)(src_q->nb[1] / sizeof(float)); + const uint32_t sq2 = (uint32_t)(src_q->nb[2] / sizeof(float)); + const uint32_t sq3 = (uint32_t)(src_q->nb[3] / sizeof(float)); + const uint32_t sv1 = (uint32_t)(src_v->nb[1] / sizeof(float)); + const uint32_t sv2 = (uint32_t)(src_v->nb[2] / sizeof(float)); + const uint32_t sv3 = (uint32_t)(src_v->nb[3] / sizeof(float)); + const uint32_t sb1 = (uint32_t)(src_beta->nb[1] / sizeof(float)); + const uint32_t sb2 = (uint32_t)(src_beta->nb[2] / sizeof(float)); + const uint32_t sb3 = (uint32_t)(src_beta->nb[3] / sizeof(float)); + + const uint32_t neq1 = (uint32_t)src_q->ne[1]; + const uint32_t rq3 = (uint32_t)(src_v->ne[3] / src_q->ne[3]); + + const float scale = 1.0f / sqrtf((float)S_v); + const vk_op_gated_delta_net_push_constants pc = { + H, n_tokens, n_seqs, s_off, + sq1, sq2, sq3, + sv1, sv2, sv3, + sb1, sb2, sb3, + neq1, rq3, + scale + }; + + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, + {src_buf[0], src_buf[1], src_buf[2], src_buf[3], src_buf[4], src_buf[5], dst_buf}, + pc, { H, n_seqs, S_v }); +} + static void ggml_vk_ssm_scan(ggml_backend_vk_context * ctx, vk_context& subctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; @@ -10803,8 +11096,6 @@ static void ggml_vk_glu(ggml_backend_vk_context * ctx, vk_context& subctx, const const float alpha = op_params_f[2]; const float limit = op_params_f[3]; - GGML_ASSERT(ggml_is_contiguous(src0)); - if (!split) { GGML_ASSERT(src0->ne[0] / 2 == dst->ne[0]); } else { @@ -10822,7 +11113,17 @@ static void ggml_vk_glu(ggml_backend_vk_context * ctx, vk_context& subctx, const (uint32_t)dst->ne[0], mode, alpha, - limit + limit, + (uint32_t)(src0->nb[1] / src0->nb[0]), + (uint32_t)(src0->nb[2] / src0->nb[0]), + (uint32_t)(src0->nb[3] / src0->nb[0]), + (uint32_t)src0->ne[1], + (uint32_t)src0->ne[2], + (uint32_t)(dst->nb[1] / dst->nb[0]), + (uint32_t)(dst->nb[2] / dst->nb[0]), + (uint32_t)(dst->nb[3] / dst->nb[0]), + (uint32_t)dst->ne[1], + (uint32_t)dst->ne[2] }); } @@ -12529,15 +12830,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr } } - vk_context compute_ctx; - - if (ctx->compute_ctx.expired()) { - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); - } + vk_context compute_ctx = ggml_vk_get_compute_ctx(ctx); { // This logic detects dependencies between modes in the graph and calls ggml_vk_sync_buffers @@ -12608,7 +12901,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr if (vk_perf_logger_enabled && vk_perf_logger_concurrent) { ctx->query_node_idx[ctx->query_idx] = node_idx; - compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); + compute_ctx->s->buffer->buf.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); } } // Add all fused nodes to the unsynchronized lists. @@ -12786,6 +13079,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr } switch (ggml_get_unary_op(node)) { + case GGML_UNARY_OP_ELU: case GGML_UNARY_OP_EXP: case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: @@ -12804,6 +13098,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_UNARY_OP_CEIL: case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_TRUNC: + case GGML_UNARY_OP_SGN: ggml_vk_unary(ctx, compute_ctx, src0, node); break; case GGML_UNARY_OP_XIELU: @@ -12948,6 +13243,11 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr break; + case GGML_OP_GATED_DELTA_NET: + ggml_vk_gated_delta_net(ctx, compute_ctx, node); + + break; + case GGML_OP_SSM_SCAN: ggml_vk_ssm_scan(ctx, compute_ctx, node); @@ -13055,6 +13355,9 @@ static void ggml_vk_graph_cleanup(ggml_backend_vk_context * ctx) { ctx->prealloc_x_need_sync = ctx->prealloc_y_need_sync = ctx->prealloc_split_k_need_sync = false; ggml_vk_command_pool_cleanup(ctx->device, ctx->compute_cmd_pool); + if (ctx->device->async_use_transfer_queue) { + ggml_vk_command_pool_cleanup(ctx->device, ctx->transfer_cmd_pool); + } for (size_t i = 0; i < ctx->gc.semaphores.size(); i++) { ctx->device->device.destroySemaphore({ ctx->gc.semaphores[i].s }); @@ -13116,6 +13419,11 @@ static void ggml_vk_cleanup(ggml_backend_vk_context * ctx) { ctx->descriptor_sets.clear(); ctx->compute_cmd_pool.destroy(ctx->device->device); + if (ctx->device->async_use_transfer_queue) { + ctx->device->device.destroySemaphore(ctx->transfer_semaphore.s); + + ctx->transfer_cmd_pool.destroy(ctx->device->device); + } if (vk_perf_logger_enabled) { ctx->perf_logger->print_timings(true); } @@ -13174,6 +13482,10 @@ static void ggml_backend_vk_buffer_memset_tensor(ggml_backend_buffer_t buffer, g ggml_backend_vk_buffer_context * buf_ctx = (ggml_backend_vk_buffer_context *)buffer->context; vk_buffer buf = buf_ctx->dev_buffer; + if (size == 0) { + return; + } + uint32_t val32 = (uint32_t)value * 0x01010101; ggml_vk_buffer_memset(buf, vk_tensor_offset(tensor) + tensor->view_offs + offset, val32, size); } @@ -13183,6 +13495,10 @@ static void ggml_backend_vk_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml ggml_backend_vk_buffer_context * buf_ctx = (ggml_backend_vk_buffer_context *)buffer->context; vk_buffer buf = buf_ctx->dev_buffer; + if (size == 0) { + return; + } + ggml_vk_buffer_write(buf, vk_tensor_offset(tensor) + tensor->view_offs + offset, data, size); } @@ -13190,12 +13506,20 @@ static void ggml_backend_vk_buffer_get_tensor(ggml_backend_buffer_t buffer, cons VK_LOG_DEBUG("ggml_backend_vk_buffer_get_tensor(" << buffer << ", " << tensor << ", " << data << ", " << offset << ", " << size << ")"); ggml_backend_vk_buffer_context * buf_ctx = (ggml_backend_vk_buffer_context *)buffer->context; + if (size == 0) { + return; + } + vk_buffer buf = buf_ctx->dev_buffer; ggml_vk_buffer_read(buf, vk_tensor_offset(tensor) + tensor->view_offs + offset, data, size); } static bool ggml_backend_vk_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) { + if (ggml_nbytes(src) == 0) { + return true; + } + if (ggml_backend_buffer_is_vk(src->buffer)) { ggml_backend_vk_buffer_context * src_buf_ctx = (ggml_backend_vk_buffer_context *)src->buffer->context; ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; @@ -13225,6 +13549,8 @@ static ggml_backend_buffer_i ggml_backend_vk_buffer_interface = { /* .memset_tensor = */ ggml_backend_vk_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_vk_buffer_set_tensor, /* .get_tensor = */ ggml_backend_vk_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ ggml_backend_vk_buffer_cpy_tensor, /* .clear = */ ggml_backend_vk_buffer_clear, /* .reset = */ NULL, @@ -13385,36 +13711,44 @@ static void ggml_backend_vk_set_tensor_async(ggml_backend_t backend, ggml_tensor ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; GGML_ASSERT((tensor->buffer->buft == ggml_backend_vk_get_default_buffer_type(backend) || tensor->buffer->buft == ggml_backend_vk_host_buffer_type()) && "unsupported buffer type"); + if (size == 0) { + return; + } + ggml_backend_vk_buffer_context * buf_ctx = (ggml_backend_vk_buffer_context *)tensor->buffer->context; - vk_context compute_ctx; + vk_context cpy_ctx; - if (ctx->compute_ctx.expired()) { - // Initialize new transfer context - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); + if (ctx->device->async_use_transfer_queue) { + if (ctx->transfer_ctx.expired()) { + // Initialize new transfer context + cpy_ctx = ggml_vk_create_context(ctx, ctx->transfer_cmd_pool); + ctx->transfer_ctx = cpy_ctx; + ggml_vk_ctx_begin(ctx->device, cpy_ctx); + } else { + cpy_ctx = ctx->transfer_ctx.lock(); + } } else { - compute_ctx = ctx->compute_ctx.lock(); + cpy_ctx = ggml_vk_get_compute_ctx(ctx); } vk_buffer buf = buf_ctx->dev_buffer; auto dst_offset = vk_tensor_offset(tensor) + tensor->view_offs + offset; - bool ret = ggml_vk_buffer_write_async(compute_ctx, buf, dst_offset, data, size); + bool ret = ggml_vk_buffer_write_async(cpy_ctx, buf, dst_offset, data, size); if (!ret) { ggml_vk_ensure_sync_staging_buffer(ctx, size); - ggml_vk_sync_buffers(nullptr, compute_ctx); + ggml_vk_sync_buffers(nullptr, cpy_ctx); vk::BufferCopy buffer_cpy; buffer_cpy.srcOffset = 0; buffer_cpy.dstOffset = dst_offset; buffer_cpy.size = size; - compute_ctx->s->buffer.copyBuffer(ctx->sync_staging->buffer, buf->buffer, { buffer_cpy }); - deferred_memcpy(ctx->sync_staging->ptr, data, size, &compute_ctx->in_memcpys); + cpy_ctx->s->buffer->buf.copyBuffer(ctx->sync_staging->buffer, buf->buffer, { buffer_cpy }); + deferred_memcpy(ctx->sync_staging->ptr, data, size, &cpy_ctx->in_memcpys); ggml_vk_synchronize(ctx); } } @@ -13424,18 +13758,13 @@ static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_ ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; GGML_ASSERT((tensor->buffer->buft == ggml_backend_vk_get_default_buffer_type(backend) || tensor->buffer->buft == ggml_backend_vk_host_buffer_type()) && "unsupported buffer type"); + if (size == 0) { + return; + } + ggml_backend_vk_buffer_context * buf_ctx = (ggml_backend_vk_buffer_context *)tensor->buffer->context; - vk_context compute_ctx; - - if (ctx->compute_ctx.expired()) { - // Initialize new transfer context - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); - } + vk_context compute_ctx = ggml_vk_get_compute_ctx(ctx); vk_buffer buf = buf_ctx->dev_buffer; @@ -13452,37 +13781,71 @@ static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_ buffer_cpy.dstOffset = 0; buffer_cpy.size = size; - compute_ctx->s->buffer.copyBuffer(buf->buffer, ctx->sync_staging->buffer, { buffer_cpy }); + compute_ctx->s->buffer->buf.copyBuffer(buf->buffer, ctx->sync_staging->buffer, { buffer_cpy }); deferred_memcpy(data, ctx->sync_staging->ptr, size, &compute_ctx->out_memcpys); ggml_vk_synchronize(ctx); } } -static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_tensor * src, ggml_tensor * dst) { - VK_LOG_DEBUG("ggml_backend_vk_cpy_tensor_async()"); - ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; - if ((dst->buffer->buft == ggml_backend_vk_get_default_buffer_type(backend) || dst->buffer->buft == ggml_backend_vk_host_buffer_type()) && ggml_backend_buffer_is_vk(src->buffer)) { - ggml_backend_vk_buffer_context * src_buf_ctx = (ggml_backend_vk_buffer_context *)src->buffer->context; - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; +static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const ggml_tensor * src, ggml_tensor * dst) { + VK_LOG_DEBUG("ggml_backend_vk_cpy_tensor_async(" << src << " -> " << dst << ", size=" << ggml_nbytes(src) << ")"); + ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend_dst->context; - vk_context compute_ctx; - - if (ctx->compute_ctx.expired()) { - // Initialize new transfer context - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); - } - - vk_buffer src_buf = src_buf_ctx->dev_buffer; - vk_buffer dst_buf = dst_buf_ctx->dev_buffer; - - ggml_vk_buffer_copy_async(compute_ctx, dst_buf, vk_tensor_offset(dst) + dst->view_offs, src_buf, vk_tensor_offset(src) + src->view_offs, ggml_nbytes(src)); + // Skip zero-size tensors + if (ggml_nbytes(src) == 0) { return true; } + if (dst->buffer->buft != ggml_backend_vk_get_default_buffer_type(backend_dst)) { + return false; + } + + ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; + vk_buffer dst_buf = dst_buf_ctx->dev_buffer; + + if (ggml_backend_buffer_is_vk(src->buffer)) { + ggml_backend_vk_buffer_context * src_buf_ctx = (ggml_backend_vk_buffer_context *)src->buffer->context; + + // Async copy only works within the same device + if (src_buf_ctx->dev_buffer->device != dst_buf->device) { + return false; + } + + vk_context compute_ctx = ggml_vk_get_compute_ctx(ctx); + + ggml_vk_buffer_copy_async(compute_ctx, dst_buf, vk_tensor_offset(dst) + dst->view_offs, + src_buf_ctx->dev_buffer, vk_tensor_offset(src) + src->view_offs, + ggml_nbytes(src)); + return true; + } + + if (ggml_backend_buffer_is_host(src->buffer)) { + vk_buffer pinned_buf = nullptr; + size_t pinned_offset = 0; + ggml_vk_host_get(ctx->device, src->data, pinned_buf, pinned_offset); + if (pinned_buf == nullptr) { + return false; + } + + vk_context cpy_ctx; + if (ctx->device->async_use_transfer_queue) { + if (ctx->transfer_ctx.expired()) { + cpy_ctx = ggml_vk_create_context(ctx, ctx->transfer_cmd_pool); + ctx->transfer_ctx = cpy_ctx; + ggml_vk_ctx_begin(ctx->device, cpy_ctx); + } else { + cpy_ctx = ctx->transfer_ctx.lock(); + } + } else { + cpy_ctx = ggml_vk_get_compute_ctx(ctx); + } + + return ggml_vk_buffer_write_async(cpy_ctx, dst_buf, + vk_tensor_offset(dst) + dst->view_offs, + src->data, ggml_nbytes(src)); + } + + GGML_UNUSED(backend_src); return false; } @@ -13491,9 +13854,17 @@ static void ggml_vk_synchronize(ggml_backend_vk_context * ctx) { bool do_transfer = !ctx->compute_ctx.expired(); + if (ggml_vk_submit_transfer_ctx(ctx)) { + ctx->submit_pending = true; + } + vk_context compute_ctx; + vk_command_buffer* cmd_buf = nullptr; if (do_transfer) { compute_ctx = ctx->compute_ctx.lock(); + if (compute_ctx->s) { + cmd_buf = compute_ctx->s->buffer; + } ggml_vk_ctx_end(compute_ctx); @@ -13506,12 +13877,31 @@ static void ggml_vk_synchronize(ggml_backend_vk_context * ctx) { } if (ctx->submit_pending) { - { + if (ctx->device->async_use_transfer_queue && ctx->transfer_semaphore_last_submitted < ctx->transfer_semaphore.value) { + vk::TimelineSemaphoreSubmitInfo tl_info{ + 1, &ctx->transfer_semaphore.value, + 0, nullptr, + }; + vk::PipelineStageFlags stage = ctx->device->transfer_queue.stage_flags; + vk::SubmitInfo si{ + 1, &ctx->transfer_semaphore.s, &stage, + 0, nullptr, + 0, nullptr, + }; + si.setPNext(&tl_info); + std::lock_guard guard(queue_mutex); + ctx->device->compute_queue.queue.submit({ si }, ctx->fence); + ctx->transfer_semaphore_last_submitted = ctx->transfer_semaphore.value; + } else { std::lock_guard guard(queue_mutex); ctx->device->compute_queue.queue.submit({}, ctx->fence); } ggml_vk_wait_for_fence(ctx); ctx->submit_pending = false; + if (cmd_buf) { + cmd_buf->in_use = false; + cmd_buf->buf.reset(); + } } if (do_transfer) { @@ -13972,6 +14362,8 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg bool first_node_in_batch = true; // true if next node will be first node in a batch int submit_node_idx = 0; // index to first node in a batch + ggml_vk_submit_transfer_ctx(ctx); + vk_context compute_ctx; if (vk_perf_logger_enabled) { // allocate/resize the query pool @@ -13997,11 +14389,9 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg std::fill(ctx->query_node_idx.begin(), ctx->query_node_idx.end(), 0); GGML_ASSERT(ctx->compute_ctx.expired()); - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); + compute_ctx = ggml_vk_get_compute_ctx(ctx); ctx->query_idx = 0; - compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); + compute_ctx->s->buffer->buf.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); } ctx->prealloc_y_last_pipeline_used = nullptr; @@ -14009,13 +14399,7 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg if (ctx->prealloc_size_add_rms_partials) { ggml_vk_preallocate_buffers(ctx, nullptr); - if (ctx->compute_ctx.expired()) { - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); - } + compute_ctx = ggml_vk_get_compute_ctx(ctx); // initialize partial sums to zero. ggml_vk_buffer_memset_async(compute_ctx, ctx->prealloc_add_rms_partials, 0, 0, ctx->prealloc_size_add_rms_partials); ggml_vk_sync_buffers(ctx, compute_ctx); @@ -14238,18 +14622,12 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg bool enqueued = ggml_vk_build_graph(ctx, cgraph, i, cgraph->nodes[submit_node_idx], submit_node_idx, i + ctx->num_additional_fused_ops >= last_node, almost_ready, submit); if (vk_perf_logger_enabled && enqueued) { - if (ctx->compute_ctx.expired()) { - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); - } + compute_ctx = ggml_vk_get_compute_ctx(ctx); if (!vk_perf_logger_concurrent) { // track a single node/fusion for the current query ctx->query_nodes[ctx->query_idx] = cgraph->nodes[i]; ctx->query_fusion_names[ctx->query_idx] = fusion_string; - compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); + compute_ctx->s->buffer->buf.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); } else { // track a fusion string and number of fused ops for the current node_idx ctx->query_fusion_names[i] = fusion_string; @@ -14579,28 +14957,36 @@ static void ggml_backend_vk_event_record(ggml_backend_t backend, ggml_backend_ev ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; vk_event *vkev = (vk_event *)event->context; - vk_context compute_ctx; + ggml_vk_submit_transfer_ctx(ctx); - if (ctx->compute_ctx.expired()) { - // Initialize new transfer context - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); + vk_context compute_ctx = ggml_vk_get_compute_ctx(ctx); + auto* cmd_buf = compute_ctx->s->buffer; // retrieve pointer before it gets reset + + if (vkev->has_event) { + // Move existing event into submitted + vkev->events_submitted.push_back(vkev->event); } - // the backend interface doesn't have an explicit reset, so reset it here - // before we record the command to set it - ctx->device->device.resetEvent(vkev->event); - ctx->device->device.resetFences({ vkev->fence }); + // Grab the next event and record it, create one if necessary + if (vkev->events_free.empty()) { + vkev->event = ctx->device->device.createEvent({}); + } else { + vkev->event = vkev->events_free.back(); + vkev->events_free.pop_back(); + } + + vkev->has_event = true; ggml_vk_set_event(compute_ctx, vkev->event); + vkev->tl_semaphore.value++; + compute_ctx->s->signal_semaphores.push_back(vkev->tl_semaphore); ggml_vk_ctx_end(compute_ctx); - ggml_vk_submit(compute_ctx, {vkev->fence}); + ggml_vk_submit(compute_ctx, {}); ctx->submit_pending = true; + vkev->cmd_buffer = cmd_buf; + vkev->cmd_buffer_use_counter = cmd_buf->use_counter; ctx->compute_ctx.reset(); } @@ -14609,20 +14995,12 @@ static void ggml_backend_vk_event_wait(ggml_backend_t backend, ggml_backend_even ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; vk_event *vkev = (vk_event *)event->context; - vk_context compute_ctx; + vk_context compute_ctx = ggml_vk_get_compute_ctx(ctx); - if (ctx->compute_ctx.expired()) { - // Initialize new transfer context - compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); - ctx->compute_ctx = compute_ctx; - ggml_vk_ctx_begin(ctx->device, compute_ctx); - } else { - compute_ctx = ctx->compute_ctx.lock(); + if (vkev->has_event) { + // Wait for latest event + ggml_vk_wait_events(compute_ctx, { vkev->event }); } - - ggml_vk_wait_events(compute_ctx, {vkev->event}); - ggml_vk_ctx_end(compute_ctx); - ctx->compute_ctx.reset(); } // TODO: enable async and synchronize @@ -14631,7 +15009,9 @@ static ggml_backend_i ggml_backend_vk_interface = { /* .free = */ ggml_backend_vk_free, /* .set_tensor_async = */ ggml_backend_vk_set_tensor_async, /* .get_tensor_async = */ ggml_backend_vk_get_tensor_async, - /* .cpy_tensor_async = */ NULL, // ggml_backend_vk_cpy_tensor_async, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, + /* .cpy_tensor_async = */ ggml_backend_vk_cpy_tensor_async, /* .synchronize = */ ggml_backend_vk_synchronize, /* .graph_plan_create = */ NULL, /* .graph_plan_free = */ NULL, @@ -14862,6 +15242,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_UNARY: switch (ggml_get_unary_op(op)) { case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_ELU: case GGML_UNARY_OP_GELU: case GGML_UNARY_OP_GELU_ERF: case GGML_UNARY_OP_GELU_QUICK: @@ -14880,6 +15261,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_UNARY_OP_CEIL: case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_TRUNC: + case GGML_UNARY_OP_SGN: return ggml_is_contiguous(op->src[0]) && (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && @@ -14895,8 +15277,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_GLU_OP_SWIGLU_OAI: case GGML_GLU_OP_GEGLU_ERF: case GGML_GLU_OP_GEGLU_QUICK: - return ggml_is_contiguous(op->src[0]) && - (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && + return (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (op->src[0]->type == op->type); default: @@ -14916,6 +15297,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -14994,11 +15376,12 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_F32: case GGML_TYPE_Q4_0: case GGML_TYPE_Q8_0: - // supported in scalar and coopmat2 paths - break; case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: case GGML_TYPE_Q5_1: + case GGML_TYPE_IQ4_NL: + // supported in scalar and coopmat2 paths + break; // K dequants currently disabled because D dimension is rounded up to 256 and runs inefficiently //case GGML_TYPE_Q2_K: //case GGML_TYPE_Q3_K: @@ -15013,12 +15396,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm //case GGML_TYPE_IQ3_XXS: //case GGML_TYPE_IQ3_S: //case GGML_TYPE_IQ4_XS: - case GGML_TYPE_IQ4_NL: - // currently supported only in coopmat2 path - if (!coopmat2) { - return false; - } - break; + default: return false; } @@ -15034,6 +15412,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -15066,6 +15445,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -15089,6 +15469,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_BF16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -15103,6 +15484,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm if (src1_type == GGML_TYPE_F32) { switch (src0_type) { case GGML_TYPE_F16: + case GGML_TYPE_Q1_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: case GGML_TYPE_Q5_0: @@ -15296,6 +15678,19 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_RWKV_WKV6: case GGML_OP_RWKV_WKV7: return true; // all inputs are contiguous, see ggml.c + case GGML_OP_GATED_DELTA_NET: + { + const uint32_t S_v = op->src[2]->ne[0]; + if (S_v != 32 && S_v != 64 && S_v != 128) { + return false; + } + for (int i = 0; i < 6; i++) { + if (op->src[i] == nullptr || op->src[i]->type != GGML_TYPE_F32) { + return false; + } + } + return op->type == GGML_TYPE_F32; + } case GGML_OP_SSM_SCAN: { for (int i = 0; i < 6; i++) { @@ -15367,11 +15762,25 @@ static bool ggml_backend_vk_device_supports_buft(ggml_backend_dev_t dev, ggml_ba return buft_ctx->device->idx == ctx->device; } +static int64_t ggml_vk_get_op_batch_size(const ggml_tensor * op) { + switch (op->op) { + case GGML_OP_GET_ROWS: + return 0; + case GGML_OP_MUL_MAT: + return op->ne[1]; + case GGML_OP_MUL_MAT_ID: + case GGML_OP_ROPE: + case GGML_OP_ROPE_BACK: + return op->ne[2]; + default: + return ggml_nrows(op); + } +} + static bool ggml_backend_vk_device_offload_op(ggml_backend_dev_t dev, const ggml_tensor * op) { ggml_backend_vk_device_context * dev_ctx = (ggml_backend_vk_device_context *)dev->context; - return (op->ne[1] >= dev_ctx->op_offload_min_batch_size && op->op != GGML_OP_GET_ROWS) || - (op->ne[2] >= dev_ctx->op_offload_min_batch_size && op->op == GGML_OP_MUL_MAT_ID); + return ggml_vk_get_op_batch_size(op) >= dev_ctx->op_offload_min_batch_size; } static ggml_backend_event_t ggml_backend_vk_device_event_new(ggml_backend_dev_t dev) { @@ -15383,10 +15792,13 @@ static ggml_backend_event_t ggml_backend_vk_device_event_new(ggml_backend_dev_t return nullptr; } - // The event/fence is expected to initially be in the signaled state. - vkev->event = device->device.createEvent({}); - vkev->fence = device->device.createFence({vk::FenceCreateFlagBits::eSignaled}); - device->device.setEvent(vkev->event); + // No events initially, they get created on demand + vkev->has_event = false; + + vk::SemaphoreTypeCreateInfo tci{ vk::SemaphoreType::eTimeline, 0 }; + vk::SemaphoreCreateInfo ci{}; + ci.setPNext(&tci); + vkev->tl_semaphore = { device->device.createSemaphore(ci), 0 }; return new ggml_backend_event { /* .device = */ dev, @@ -15400,8 +15812,16 @@ static void ggml_backend_vk_device_event_free(ggml_backend_dev_t dev, ggml_backe vk_event *vkev = (vk_event *)event->context; - device->device.destroyFence(vkev->fence); - device->device.destroyEvent(vkev->event); + device->device.destroySemaphore(vkev->tl_semaphore.s); + for (auto& event : vkev->events_free) { + device->device.destroyEvent(event); + } + for (auto& event : vkev->events_submitted) { + device->device.destroyEvent(event); + } + if (vkev->has_event) { + device->device.destroyEvent(vkev->event); + } delete vkev; delete event; } @@ -15412,7 +15832,30 @@ static void ggml_backend_vk_device_event_synchronize(ggml_backend_dev_t dev, ggm auto device = ggml_vk_get_device(ctx->device); vk_event *vkev = (vk_event *)event->context; - VK_CHECK(device->device.waitForFences({ vkev->fence }, true, UINT64_MAX), "event_synchronize"); + // Only do something if the event has actually been used + if (vkev->has_event) { + vk::Semaphore sem = vkev->tl_semaphore.s; + uint64_t val = vkev->tl_semaphore.value; + vk::SemaphoreWaitInfo swi{vk::SemaphoreWaitFlags{}, sem, val}; + VK_CHECK(device->device.waitSemaphores(swi, UINT64_MAX), "event_synchronize"); + + // Reset and move submitted events + for (auto& event : vkev->events_submitted) { + device->device.resetEvent(event); + } + vkev->events_free.insert(vkev->events_free.end(), vkev->events_submitted.begin(), vkev->events_submitted.end()); + vkev->events_submitted.clear(); + + // Finished using current command buffer so we flag for reuse + if (vkev->cmd_buffer) { + // Only flag for reuse if it hasn't been reused already + if (vkev->cmd_buffer_use_counter == vkev->cmd_buffer->use_counter) { + vkev->cmd_buffer->in_use = false; + vkev->cmd_buffer->buf.reset(); + } + vkev->cmd_buffer = nullptr; + } + } } static vk_buffer ggml_vk_buffer_from_host_ptr(vk_device & device, void * ptr, size_t size) { @@ -15665,6 +16108,7 @@ static uint32_t ggml_vk_intel_shader_core_count(const vk::PhysicalDevice& vkdev) case 0xE20C: // B570 return 18; case 0xE20B: // B580 + case 0xE211: // Pro B60 return 20; default: return 0; @@ -15884,7 +16328,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * tensor_clone = ggml_arange(ggml_ctx, start, stop, step); } else if (tensor->op == GGML_OP_FILL) { const float value = ggml_get_op_params_f32(tensor, 0); - tensor_clone = ggml_fill(ggml_ctx, tensor_clone, value); + tensor_clone = ggml_fill(ggml_ctx, src_clone[0], value); } else if (tensor->op == GGML_OP_SQR) { tensor_clone = ggml_sqr(ggml_ctx, src_clone[0]); } else if (tensor->op == GGML_OP_SQRT) { @@ -15971,6 +16415,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_EXP: tensor_clone = ggml_exp(ggml_ctx, src_clone[0]); break; + case GGML_UNARY_OP_ELU: + tensor_clone = ggml_elu(ggml_ctx, src_clone[0]); + break; case GGML_UNARY_OP_SILU: tensor_clone = ggml_silu(ggml_ctx, src_clone[0]); break; @@ -16029,6 +16476,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_TRUNC: tensor_clone = ggml_trunc(ggml_ctx, src_clone[0]); break; + case GGML_UNARY_OP_SGN: + tensor_clone = ggml_sgn(ggml_ctx, src_clone[0]); + break; default: std::cerr << "Missing vk_check_results OP: " << ggml_op_name(tensor->op) << std::endl; GGML_ABORT("fatal error"); @@ -16149,6 +16599,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * } else if (tensor->op == GGML_OP_RWKV_WKV7) { tensor_clone = ggml_rwkv_wkv7(ggml_ctx, src_clone[0], src_clone[1], src_clone[2], src_clone[3], src_clone[4], src_clone[5], src_clone[6]); + } else if (tensor->op == GGML_OP_GATED_DELTA_NET) { + tensor_clone = ggml_gated_delta_net(ggml_ctx, src_clone[0], src_clone[1], + src_clone[2], src_clone[3], src_clone[4], src_clone[5]); } else if (tensor->op == GGML_OP_OPT_STEP_ADAMW) { src_clone[0]->flags = tensor->src[0]->flags; tensor_clone = ggml_opt_step_adamw(ggml_ctx, src_clone[0], src_clone[1], diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp b/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp index b8c40eec10..4ffa45485c 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp @@ -184,6 +184,31 @@ void quantize(uint dst_idx, uint src_idx) } #endif +#if defined(DATA_A_Q1_0) +void quantize(uint dst_idx, uint src_idx) +{ + float sum_abs = 0.0; + + [[unroll]] for (int j = 0; j < QUANT_K_Q1_0; j++) { + sum_abs += abs(data_s[src_idx + j]); + } + + const float d = sum_abs / QUANT_K_Q1_0; + + data_q[dst_idx].d = float16_t(d); + + [[unroll]] for (int j = 0; j < QUANT_K_Q1_0 / 8; ++j) { + data_q[dst_idx].qs[j] = uint8_t(0); + } + + [[unroll]] for (int j = 0; j < QUANT_K_Q1_0; ++j) { + if (data_s[src_idx + j] >= 0.0) { + data_q[dst_idx].qs[j / 8] |= uint8_t(1 << (j % 8)); + } + } +} +#endif + #if defined(DATA_A_IQ4_NL) uint best_index(float x) { if (x <= kvalues_iq4nl[0]) return 0; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl index 7865a6bda7..ede1275cfc 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl @@ -87,6 +87,23 @@ vec4 dequantize4(uint ib, uint iqs, uint a_offset) { } #endif +#if defined(DATA_A_Q1_0) +vec2 dequantize(uint ib, uint iqs, uint a_offset) { + const uint bits = uint(data_a[a_offset + ib].qs[iqs / 8u]) >> (iqs % 8u); + return vec2( + (bits & 1u) != 0u ? 1.0f : -1.0f, + (bits & 2u) != 0u ? 1.0f : -1.0f); +} +vec4 dequantize4(uint ib, uint iqs, uint a_offset) { + const uint bits = uint(data_a[a_offset + ib].qs[iqs / 8u]) >> (iqs % 8u); + return vec4( + (bits & 1u) != 0u ? 1.0f : -1.0f, + (bits & 2u) != 0u ? 1.0f : -1.0f, + (bits & 4u) != 0u ? 1.0f : -1.0f, + (bits & 8u) != 0u ? 1.0f : -1.0f); +} +#endif + #if defined(DATA_A_IQ1_S) vec2 dequantize(uint ib, uint iqs, uint a_offset) { const uint ib32 = iqs / 32; @@ -454,6 +471,13 @@ vec2 get_dm(uint ib, uint a_offset) { } #endif +#if defined(DATA_A_Q1_0) +vec2 get_dm(uint ib, uint a_offset) { + const float d = float(data_a[a_offset + ib].d); + return vec2(d, 0); +} +#endif + #if defined(DATA_A_MXFP4) vec2 get_dm(uint ib, uint a_offset) { return vec2(e8m0_to_fp32(data_a[a_offset + ib].e), 0); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl index 8ac6482dc9..03035f2812 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl @@ -13,6 +13,18 @@ float16_t dequantFuncF32(const in decodeBufF32 bl, const in uint blockCoords[2], return vf16[idx]; } +layout(buffer_reference, std430, buffer_reference_align = 2) buffer decodeBufQ1_0 { + block_q1_0 block; +}; + +float16_t dequantFuncQ1_0(const in decodeBufQ1_0 bl, const in uint blockCoords[2], const in uint coordInBlock[2]) +{ + const float16_t d = bl.block.d; + const uint idx = coordInBlock[1]; + const uint bit = (uint(bl.block.qs[(idx & 0x78) >> 3]) >> (idx & 0x7)) & 1u; + return bit != 0u ? d : -d; +} + layout(buffer_reference, std430, buffer_reference_align = 2) buffer decodeBufQ4_0 { block_q4_0_packed16 block; }; @@ -685,7 +697,9 @@ float16_t dequantFuncMXFP4(const in decodeBufMXFP4 bl, const in uint blockCoords } #endif -#if defined(DATA_A_Q4_0) +#if defined(DATA_A_Q1_0) +#define dequantFuncA dequantFuncQ1_0 +#elif defined(DATA_A_Q4_0) #define dequantFuncA dequantFuncQ4_0 #elif defined(DATA_A_Q4_1) #define dequantFuncA dequantFuncQ4_1 diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_q1_0.comp b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_q1_0.comp new file mode 100644 index 0000000000..ca0bdbc63e --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_q1_0.comp @@ -0,0 +1,29 @@ +#version 450 + +#include "dequant_head.glsl" + +layout(local_size_x = 256, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer A {block_q1_0 data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_b[];}; + +void main() { + const uint i = gl_WorkGroupID.x * 4 + gl_LocalInvocationID.x / 64; + + const uint tid = gl_LocalInvocationID.x % 64; + const uint il = tid / 4; + const uint ir = tid % 4; + const uint ib = 4*i + ir; + if (ib >= p.nel / 128) { + return; + } + + const uint b_idx = 512*i + 128*ir + 8*il; + + const float d = float(data_a[ib].d); + const uint bits = uint(data_a[ib].qs[il]); + + [[unroll]] for (uint l = 0; l < 8; ++l) { + data_b[b_idx + l] = D_TYPE((bits & (1u << l)) != 0u ? d : -d); + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp new file mode 100644 index 0000000000..84dcbd8c88 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp @@ -0,0 +1,27 @@ +#version 450 + +#include "generic_head.glsl" +#include "types.glsl" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + + float x = float(data_a[i]); + + if (x < 0.0f) { + x = exp(x) - 1; + } + + data_d[i] = D_TYPE(x); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp index ec48f5b115..11b7dce857 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp @@ -245,7 +245,7 @@ void main() { #endif } [[unroll]] for (uint32_t r = 0; r < rows_per_thread; ++r) { - Sf[r][c] += ACC_TYPE(dot(Q_cache[r], K_Tf)); + Sf[r][c] += dot(ACC_TYPEV4(Q_cache[r]), ACC_TYPEV4(K_Tf)); } } } @@ -270,7 +270,7 @@ void main() { #endif } [[unroll]] for (uint32_t r = 0; r < rows_per_thread; ++r) { - Sf[r][c] += ACC_TYPE(dot(Qf[tile_row(r) * qf_stride + d * D_split + d_tid], K_Tf)); + Sf[r][c] += dot(ACC_TYPEV4(Qf[tile_row(r) * qf_stride + d * D_split + d_tid]), ACC_TYPEV4(K_Tf)); } } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_base.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_base.glsl index 172d38f034..b30dee8687 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_base.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_base.glsl @@ -110,6 +110,97 @@ FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { #if defined(DATA_A_Q4_0) #define BLOCK_BYTE_SIZE 18 +#elif defined(DATA_A_Q4_1) +#define BLOCK_BYTE_SIZE 20 +#endif + +#if defined(DATA_A_Q4_0) || defined(DATA_A_Q4_1) +FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { + if (binding_idx == BINDING_IDX_K) { + uint vui_lo = uint(k_packed.k_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 0]); + uint vui_hi = uint(k_packed.k_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 1]); + uint shift = (iqs & 0x10) >> 2; + vui_lo >>= shift; + vui_hi >>= shift; + + FLOAT_TYPEV4 nibbles = FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF); +#ifdef DATA_A_Q4_1 + return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * nibbles + FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].m); +#else + return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * (nibbles - FLOAT_TYPE(8.0f)); +#endif + } else { + uint vui_lo = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 0]); + uint vui_hi = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 1]); + uint shift = (iqs & 0x10) >> 2; + vui_lo >>= shift; + vui_hi >>= shift; + + FLOAT_TYPEV4 nibbles = FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF); +#ifdef DATA_A_Q4_1 + return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * nibbles + FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].m); +#else + return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * (nibbles - FLOAT_TYPE(8.0f)); +#endif + } +} +#endif + +#if defined(DATA_A_Q5_0) +#define BLOCK_BYTE_SIZE 22 +#elif defined(DATA_A_Q5_1) +#define BLOCK_BYTE_SIZE 24 +#endif + +#if defined(DATA_A_Q5_0) || defined(DATA_A_Q5_1) +FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { + if (binding_idx == BINDING_IDX_K) { + uint vui_lo = uint(k_packed.k_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 0]); + uint vui_hi = uint(k_packed.k_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 1]); + uint shift = (iqs & 0x10) >> 2; + vui_lo >>= shift; + vui_hi >>= shift; + +#ifdef DATA_A_Q5_1 + uint qh = k_packed.k_data_packed16[a_offset + ib].qh; +#else + uint qh = uint(k_packed.k_data_packed16[a_offset + ib].qh[0]) | (uint(k_packed.k_data_packed16[a_offset + ib].qh[1]) << 16); +#endif + FLOAT_TYPEV4 hb = FLOAT_TYPEV4((qh >> iqs) & 1, (qh >> (iqs + 1)) & 1, (qh >> (iqs + 2)) & 1, (qh >> (iqs + 3)) & 1) * FLOAT_TYPE(16.0f); + + FLOAT_TYPEV4 nibbles = FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF); +#ifdef DATA_A_Q5_1 + return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * (nibbles + hb) + FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].m); +#else + return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * (nibbles + hb - FLOAT_TYPE(16.0f)); +#endif + } else { + uint vui_lo = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 0]); + uint vui_hi = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 1]); + uint shift = (iqs & 0x10) >> 2; + vui_lo >>= shift; + vui_hi >>= shift; + +#ifdef DATA_A_Q5_1 + uint qh = v_packed.v_data_packed16[a_offset + ib].qh; +#else + uint qh = uint(v_packed.v_data_packed16[a_offset + ib].qh[0]) | (uint(v_packed.v_data_packed16[a_offset + ib].qh[1]) << 16); +#endif + FLOAT_TYPEV4 hb = FLOAT_TYPEV4((qh >> iqs) & 1, (qh >> (iqs + 1)) & 1, (qh >> (iqs + 2)) & 1, (qh >> (iqs + 3)) & 1) * FLOAT_TYPE(16.0f); + + FLOAT_TYPEV4 nibbles = FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF); +#ifdef DATA_A_Q5_1 + return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * (nibbles + hb) + FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].m); +#else + return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * (nibbles + hb - FLOAT_TYPE(16.0f)); +#endif + } +} +#endif + + +#if defined(DATA_A_IQ4_NL) +#define BLOCK_BYTE_SIZE 18 FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { if (binding_idx == BINDING_IDX_K) { @@ -119,7 +210,11 @@ FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { vui_lo >>= shift; vui_hi >>= shift; - return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * (FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF) - FLOAT_TYPE(8.0f)); + return FLOAT_TYPE(k_packed.k_data_packed16[a_offset + ib].d) * FLOAT_TYPEV4( + kvalues_iq4nl[vui_lo & 0xF], + kvalues_iq4nl[(vui_lo >> 8) & 0xF], + kvalues_iq4nl[vui_hi & 0xF], + kvalues_iq4nl[(vui_hi >> 8) & 0xF]); } else { uint vui_lo = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 0]); uint vui_hi = uint(v_packed.v_data_packed16[a_offset + ib].qs[(iqs & 0xF) / 2 + 1]); @@ -127,11 +222,14 @@ FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { vui_lo >>= shift; vui_hi >>= shift; - return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * (FLOAT_TYPEV4(vui_lo & 0xF, (vui_lo >> 8) & 0xF, vui_hi & 0xF, (vui_hi >> 8) & 0xF) - FLOAT_TYPE(8.0f)); + return FLOAT_TYPE(v_packed.v_data_packed16[a_offset + ib].d) * FLOAT_TYPEV4( + kvalues_iq4nl[vui_lo & 0xF], + kvalues_iq4nl[(vui_lo >> 8) & 0xF], + kvalues_iq4nl[vui_hi & 0xF], + kvalues_iq4nl[(vui_hi >> 8) & 0xF]); } } #endif - #if defined(DATA_A_Q8_0) #define BLOCK_BYTE_SIZE 34 FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_mask_opt.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_mask_opt.comp index 8c92c1adcd..0e41770806 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_mask_opt.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_mask_opt.comp @@ -33,6 +33,61 @@ layout (push_constant) uniform parameter { shared float minsh[NUM_SUBGROUPS]; shared float maxsh[NUM_SUBGROUPS]; +float FLT_MAX_OVER_2 = uintBitsToFloat(0x7EFFFFFF); + +void loadvec4(inout uint result, const uint i0, const uint i1, const uint i2, const uint i3, const bool need_bounds_check) { + const uint tid = gl_LocalInvocationIndex; + + [[unroll]] for (uint block_x = 0; block_x < 16; ++block_x) { + float min_v = FLT_MAX_OVER_2; + float max_v = -FLT_MAX_OVER_2; + [[unroll]] for (uint i = 0; i < Br * Bc / 4; i += BLOCK_SIZE) { + uint j0 = (i + tid) % (Bc / 4); + uint j1 = (i + tid) / (Bc / 4); + + j0 *= 4; + j0 += (i0 * 16 + block_x) * Bc; + j1 += i1 * Br; + + if (!need_bounds_check || j0 + 3 < nem0) { + vec4 f = vec4(data_av4[(j0 + j1 * nbm1 + i2 * nbm2 + i3 * nbm3) / 4]); + [[unroll]] for (int c = 0; c < 4; ++c) { + min_v = min(min_v, f[c]); + max_v = max(max_v, f[c]); + } + } else { + [[unroll]] for (int c = 0; c < 4; ++c) { + if (j0 + c < nem0) { + float f = float(data_a[j0 + j1 * nbm1 + i2 * nbm2 + i3 * nbm3]); + min_v = min(min_v, f); + max_v = max(max_v, f); + } + } + } + } + min_v = subgroupMin(min_v); + max_v = subgroupMax(max_v); + if (gl_SubgroupInvocationID == 0) { + minsh[gl_SubgroupID] = min_v; + maxsh[gl_SubgroupID] = max_v; + } + barrier(); + if (tid == 0) { + [[unroll]] for (uint i = 0; i < NUM_SUBGROUPS; ++i) { + min_v = min(min_v, minsh[i]); + max_v = max(max_v, maxsh[i]); + } + if (max_v <= -FLT_MAX_OVER_2) { + result |= 1 << (2*block_x); + } + if (min_v == 0.0f && max_v == 0.0f) { + result |= 2 << (2*block_x); + } + } + barrier(); + } +} + // For each Br x Bc block of the mask (input) buffer, read all values and check // if it's all -inf or all zero. Write out a two-bit code indicating which it is // (or zero for neither). Each workgroup processes 16 tiles and writes out a @@ -48,50 +103,15 @@ void main() { const uint i2 = gl_WorkGroupID.z % nem2; const uint i3 = gl_WorkGroupID.z / nem2; - float FLT_MAX_OVER_2 = uintBitsToFloat(0x7EFFFFFF); - uint result = 0; // Fast path for fully in-bounds blocks where we can do f16vec4 loads if ((nem0 % Bc) == 0 && (nem1 % Br) == 0 && ((Br * Bc) % (BLOCK_SIZE * 4)) == 0) { - [[unroll]] for (uint block_x = 0; block_x < 16; ++block_x) { - float min_v = FLT_MAX_OVER_2; - float max_v = -FLT_MAX_OVER_2; - [[unroll]] for (uint i = 0; i < Br * Bc / 4; i += BLOCK_SIZE) { - uint j0 = (i + tid) % (Bc / 4); - uint j1 = (i + tid) / (Bc / 4); - - j0 *= 4; - j0 += (i0 * 16 + block_x) * Bc; - j1 += i1 * Br; - - vec4 f = vec4(data_av4[(j0 + j1 * nbm1 + i2 * nbm2 + i3 * nbm3) / 4]); - [[unroll]] for (int c = 0; c < 4; ++c) { - min_v = min(min_v, f[c]); - max_v = max(max_v, f[c]); - } - } - min_v = subgroupMin(min_v); - max_v = subgroupMax(max_v); - if (gl_SubgroupInvocationID == 0) { - minsh[gl_SubgroupID] = min_v; - maxsh[gl_SubgroupID] = max_v; - } - barrier(); - if (tid == 0) { - [[unroll]] for (uint i = 0; i < NUM_SUBGROUPS; ++i) { - min_v = min(min_v, minsh[i]); - max_v = max(max_v, maxsh[i]); - } - if (max_v <= -FLT_MAX_OVER_2) { - result |= 1 << (2*block_x); - } - if (min_v == 0.0f && max_v == 0.0f) { - result |= 2 << (2*block_x); - } - } - barrier(); + if ((i0 + 1) * 16 * Bc <= nem0) { + loadvec4(result, i0, i1, i2, i3, false); + } else { + loadvec4(result, i0, i1, i2, i3, true); } } else { [[unroll]] for (uint block_x = 0; block_x < 16; ++block_x) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/gated_delta_net.comp b/ggml/src/ggml-vulkan/vulkan-shaders/gated_delta_net.comp new file mode 100644 index 0000000000..5e9f8308c1 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/gated_delta_net.comp @@ -0,0 +1,169 @@ +#version 450 + +#extension GL_EXT_control_flow_attributes : require +#extension GL_KHR_shader_subgroup_basic : enable +#if USE_SUBGROUP_CLUSTERED +#extension GL_KHR_shader_subgroup_clustered : enable +#endif +#if USE_SUBGROUP_ADD +#extension GL_KHR_shader_subgroup_arithmetic : enable +#endif + +// Caller guarantees valid spec constants: S_V % COLS_PER_WG == 0 and S_V % LANES_PER_COLUMN == 0, +// so no bounds checking is needed. +layout(constant_id = 0) const uint S_V = 128; +layout(constant_id = 1) const uint KDA = 0; +layout(constant_id = 2) const uint SUBGROUP_SIZE = 32; +layout(constant_id = 3) const uint LANES_PER_COLUMN = 32; + +const uint COLS_PER_WG = SUBGROUP_SIZE / LANES_PER_COLUMN; +const uint ROWS_PER_LANE = S_V / LANES_PER_COLUMN; + +layout(local_size_x_id = 2, local_size_y = 1, local_size_z = 1) in; + +layout(push_constant) uniform Parameters { + uint H; + uint n_tokens; + uint n_seqs; + uint s_off; + uint sq1, sq2, sq3; + uint sv1, sv2, sv3; + uint sb1, sb2, sb3; + uint neq1, rq3; + float scale; +}; + +layout(binding = 0) readonly buffer QBuf { FLOAT_TYPE data_q[]; }; +layout(binding = 1) readonly buffer KBuf { FLOAT_TYPE data_k[]; }; +layout(binding = 2) readonly buffer VBuf { FLOAT_TYPE data_v[]; }; +layout(binding = 3) readonly buffer GBuf { FLOAT_TYPE data_g[]; }; +layout(binding = 4) readonly buffer BetaBuf { FLOAT_TYPE data_beta[]; }; +layout(binding = 5) readonly buffer StateBuf { FLOAT_TYPE data_state[]; }; +layout(binding = 6) buffer DstBuf { FLOAT_TYPE data_dst[]; }; + +#if !USE_SUBGROUP_ADD && !USE_SUBGROUP_CLUSTERED +shared FLOAT_TYPE temp[SUBGROUP_SIZE]; + +// This does a reduction across groups of LANES_PER_COLUMN +FLOAT_TYPE reduce_add_shmem(FLOAT_TYPE partial) { + const uint lane = gl_SubgroupInvocationID; + temp[lane] = partial; + barrier(); + [[unroll]] for (uint s = LANES_PER_COLUMN / 2u; s > 0; s >>= 1u) { + FLOAT_TYPE other = temp[lane ^ s]; + barrier(); + temp[lane] += other; + barrier(); + } + const FLOAT_TYPE result = temp[lane]; + barrier(); + return result; +} +#endif + +// clusterSize for subgroupClusteredAdd must be a compile-time constant; branch on spec constant +FLOAT_TYPE reduce_partial(FLOAT_TYPE partial) { + switch (LANES_PER_COLUMN) { + case 1u: + return partial; +#if USE_SUBGROUP_CLUSTERED + // Workaround for GLSL requiring a literal constant for the cluster size. + // The branches should all fold away. + case 2u: + return subgroupClusteredAdd(partial, 2u); + case 4u: + return subgroupClusteredAdd(partial, 4u); + case 8u: + return subgroupClusteredAdd(partial, 8u); + case 16u: + return subgroupClusteredAdd(partial, 16u); + case 32u: + return subgroupClusteredAdd(partial, 32u); + case 64u: + return subgroupClusteredAdd(partial, 64u); +#endif + default: +#if USE_SUBGROUP_ADD + return subgroupAdd(partial); +#else + return reduce_add_shmem(partial); +#endif + } +} + +void main() { + const uint head_id = gl_WorkGroupID.x; + const uint seq_id = gl_WorkGroupID.y; + const uint lane = gl_SubgroupInvocationID % LANES_PER_COLUMN; + const uint col = gl_WorkGroupID.z * COLS_PER_WG + (gl_SubgroupInvocationID / LANES_PER_COLUMN); + + const uint iq1 = head_id % neq1; + const uint iq3 = seq_id / rq3; + + const uint state_size = S_V * S_V; + const uint state_base = (seq_id * H + head_id) * state_size; + + FLOAT_TYPE s_shard[ROWS_PER_LANE]; + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + s_shard[r] = FLOAT_TYPE(data_state[state_base + col * S_V + r * LANES_PER_COLUMN + lane]); + } + + uint attn_off = (seq_id * n_tokens * H + head_id) * S_V; + + for (uint t = 0; t < n_tokens; t++) { + const uint q_off = iq3 * sq3 + t * sq2 + iq1 * sq1; + const uint k_off = q_off; + const uint v_off = seq_id * sv3 + t * sv2 + head_id * sv1; + const uint gb_off = seq_id * sb3 + t * sb2 + head_id * sb1; + const FLOAT_TYPE beta_val = FLOAT_TYPE(data_beta[gb_off]); + + FLOAT_TYPE k_reg[ROWS_PER_LANE]; + FLOAT_TYPE q_reg[ROWS_PER_LANE]; + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + const uint i = r * LANES_PER_COLUMN + lane; + k_reg[r] = FLOAT_TYPE(data_k[k_off + i]); + q_reg[r] = FLOAT_TYPE(data_q[q_off + i]); + } + + FLOAT_TYPE g_exp[ROWS_PER_LANE]; + if (KDA == 0) { + const FLOAT_TYPE g_val = exp(FLOAT_TYPE(data_g[gb_off])); + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + g_exp[r] = g_val; + } + } else { + const uint g_base = gb_off * S_V; + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + const uint i = r * LANES_PER_COLUMN + lane; + g_exp[r] = exp(FLOAT_TYPE(data_g[g_base + i])); + } + } + + const FLOAT_TYPE v_val = FLOAT_TYPE(data_v[v_off + col]); + + FLOAT_TYPE kv_shard = 0.0; + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + kv_shard += g_exp[r] * s_shard[r] * k_reg[r]; + } + FLOAT_TYPE kv_col = reduce_partial(kv_shard); + + FLOAT_TYPE delta_col = (v_val - kv_col) * beta_val; + + FLOAT_TYPE attn_partial = 0.0; + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + s_shard[r] = g_exp[r] * s_shard[r] + k_reg[r] * delta_col; + attn_partial += s_shard[r] * q_reg[r]; + } + FLOAT_TYPE attn_col = reduce_partial(attn_partial); + + if (lane == 0) { + data_dst[attn_off + col] = attn_col * scale; + } + + attn_off += S_V * H; + } + + [[unroll]] for (uint r = 0; r < ROWS_PER_LANE; r++) { + data_dst[s_off + state_base + col * S_V + r * LANES_PER_COLUMN + lane] = s_shard[r]; + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl index 2168989340..95298922d8 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl @@ -16,4 +16,14 @@ layout (push_constant) uniform parameter uint mode; float alpha; float limit; + uint nb01; + uint nb02; + uint nb03; + uint ne01; + uint ne02; + uint nb11; + uint nb12; + uint nb13; + uint ne11; + uint ne12; } p; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl index 85cf65a9ec..359461306a 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl @@ -8,22 +8,32 @@ void main() { const uint row = i / p.ne20; const uint col = i - row * p.ne20; + const uint i3 = row / (p.ne01 * p.ne02); + const uint i2 = (row % (p.ne01 * p.ne02)) / p.ne01; + const uint i1 = row % p.ne01; + const uint src_idx = i3 * p.nb03 + i2 * p.nb02 + i1 * p.nb01 + col; + + const uint dst_i3 = row / (p.ne11 * p.ne12); + const uint dst_i2 = (row % (p.ne11 * p.ne12)) / p.ne11; + const uint dst_i1 = row % p.ne11; + const uint dst_idx = dst_i3 * p.nb13 + dst_i2 * p.nb12 + dst_i1 * p.nb11 + col; + if (p.mode == 0) { // Default const uint offset = p.ne00 / 2; - const uint idx = row * p.ne00 + col; + const uint idx = src_idx; - data_d[row * offset + col] = D_TYPE(op(float(data_a[idx]), float(data_a[idx + offset]))); + data_d[dst_idx] = D_TYPE(op(float(data_a[idx]), float(data_a[idx + offset]))); } else if (p.mode == 1) { // Swapped const uint offset = p.ne00 / 2; - const uint idx = row * p.ne00 + col; + const uint idx = src_idx; - data_d[row * offset + col] = D_TYPE(op(float(data_a[idx + offset]), float(data_a[idx]))); + data_d[dst_idx] = D_TYPE(op(float(data_a[idx + offset]), float(data_a[idx]))); } else { // Split - const uint idx = row * p.ne00 + col; + const uint idx = src_idx; - data_d[idx] = D_TYPE(op(float(data_a[idx]), float(data_b[idx]))); + data_d[dst_idx] = D_TYPE(op(float(data_a[idx]), float(data_b[idx]))); } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/l2_norm.comp b/ggml/src/ggml-vulkan/vulkan-shaders/l2_norm.comp index 7d0a1de0df..f9af46744d 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/l2_norm.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/l2_norm.comp @@ -36,7 +36,7 @@ void main() { barrier(); } - const FLOAT_TYPE scale = inversesqrt(max(sum[0], FLOAT_TYPE(p.param1))); + const FLOAT_TYPE scale = 1.0f / max(sqrt(sum[0]), FLOAT_TYPE(p.param1)); [[unroll]] for (uint i0 = tid; i0 < p.ne00; i0 += BLOCK_SIZE) { data_d[i3*p.nb13 + i2*p.nb12 + i1*p.nb11 + i0] = D_TYPE(scale * FLOAT_TYPE(data_a[i3*p.nb03 + i2*p.nb02 + i1*p.nb01 + i0])); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl index 337dbd796a..e8d053cdd4 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl @@ -6,8 +6,8 @@ #define MAT_VEC_FUSION_FLAGS_SCALE1 0x8 layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -#if defined(A_TYPE_VEC4) -layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];}; +#if defined(A_TYPEV4) +layout (binding = 0) readonly buffer AV4 {A_TYPEV4 data_a_v4[];}; #endif #if defined(A_TYPE_PACKED16) layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; @@ -17,11 +17,11 @@ layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32 #endif layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -#ifdef B_TYPE_VEC2 -layout (binding = 1) readonly buffer BV2 {B_TYPE_VEC2 data_b_v2[];}; +#ifdef B_TYPEV2 +layout (binding = 1) readonly buffer BV2 {B_TYPEV2 data_b_v2[];}; #endif -#ifdef B_TYPE_VEC4 -layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];}; +#ifdef B_TYPEV4 +layout (binding = 1) readonly buffer BV4 {B_TYPEV4 data_b_v4[];}; #endif layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q2_k.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q2_k.comp index 619de054cb..975cec8013 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q2_k.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q2_k.comp @@ -41,7 +41,7 @@ void calc_superblock(const uint a_offset, const uint b_offset, const uint itid, const vec4 qs_u32_4 = vec4(unpack8((qs_u32 >> 4) & 0x03030303)); const vec4 qs_u32_6 = vec4(unpack8((qs_u32 >> 6) & 0x03030303)); - const FLOAT_TYPE_VEC2 dm = vec2(data_a[ib0 + i].dm); + const FLOAT_TYPEV2 dm = vec2(data_a[ib0 + i].dm); [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { vec2 b0 = vec2(data_b_v2[(j*p.batch_stride_b + b_offset + y_idx) / 2 + 0]); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q4_k.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q4_k.comp index 6af5a81587..93fbacc628 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q4_k.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q4_k.comp @@ -14,7 +14,7 @@ void calc_superblock(const uint a_offset, const uint b_offset, const uint v_im, [[unroll]] for (uint n = 0; n < num_rows; ++n) { const uint ib0 = a_offset + (first_row+n)*num_blocks_per_row; - const FLOAT_TYPE_VEC2 dm = FLOAT_TYPE_VEC2(data_a[ib0 + i].dm); + const FLOAT_TYPEV2 dm = FLOAT_TYPEV2(data_a[ib0 + i].dm); const uint32_t scale0_u32 = data_a_packed16[ib0 + i].scales[v_im ]; const uint32_t scale4_u32 = data_a_packed16[ib0 + i].scales[v_im + 2]; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q5_k.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q5_k.comp index 3695b47b98..54d7e1bcdc 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q5_k.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q5_k.comp @@ -14,7 +14,7 @@ void calc_superblock(const uint a_offset, const uint b_offset, const uint v_im, [[unroll]] for (uint n = 0; n < num_rows; ++n) { const uint ib0 = a_offset + (first_row+n)*num_blocks_per_row; - const FLOAT_TYPE_VEC2 dm = FLOAT_TYPE_VEC2(data_a[ib0 + i].dm); + const FLOAT_TYPEV2 dm = FLOAT_TYPEV2(data_a[ib0 + i].dm); const uint32_t scale0_u32 = data_a_packed16[ib0 + i].scales[v_im ]; const uint32_t scale4_u32 = data_a_packed16[ib0 + i].scales[v_im + 2]; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl index 6ddbed309d..e99108dc50 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl @@ -11,8 +11,8 @@ FLOAT_TYPE get_dm(uint ib) { #endif #if defined(DATA_A_Q4_1) || defined(DATA_A_Q5_1) -FLOAT_TYPE_VEC2 get_dm(uint ib) { - return FLOAT_TYPE_VEC2(data_a_packed32[ib].dm); +FLOAT_TYPEV2 get_dm(uint ib) { + return FLOAT_TYPEV2(data_a_packed32[ib].dm); } #endif @@ -23,9 +23,9 @@ FLOAT_TYPE get_dm(uint ib) { #endif #if defined(DATA_A_Q2_K) -FLOAT_TYPE_VEC2 get_dm(uint ib) { +FLOAT_TYPEV2 get_dm(uint ib) { const uint ib_k = ib / 8; - return FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm); + return FLOAT_TYPEV2(data_a_packed32[ib_k].dm); } #endif @@ -304,7 +304,7 @@ vec2 get_dm_scale(uint ib, uint iqs) { (data_a[ib_k].scales[is+4] >> 4) | ((data_a[ib_k].scales[is ] & 0xC0) >> 2)); } - return FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm) * FLOAT_TYPE_VEC2(scale_dm); + return FLOAT_TYPEV2(data_a_packed32[ib_k].dm) * FLOAT_TYPEV2(scale_dm); } FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { @@ -422,7 +422,7 @@ vec2 get_dm(uint ib, uint iqs) { const float dl = d * float(2 * bitfieldExtract(qh, 12, 3) + 1); // the -1 cancels out the bias in iq1s_grid_gpu - return FLOAT_TYPE_VEC2(dl, dl * (delta - 1)); + return FLOAT_TYPEV2(dl, dl * (delta - 1)); } FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp index 79344d3300..89346e48e0 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm.comp @@ -125,8 +125,8 @@ layout (constant_id = 3) const uint BK = 16; // Assumed to be 32 if working wit #define SHMEM_STRIDE (BK / 2 + 1) #endif -shared FLOAT_TYPE_VEC2 buf_a[BM * SHMEM_STRIDE]; -shared FLOAT_TYPE_VEC2 buf_b[BN * SHMEM_STRIDE]; +shared FLOAT_TYPEV2 buf_a[BM * SHMEM_STRIDE]; +shared FLOAT_TYPEV2 buf_b[BN * SHMEM_STRIDE]; #define NUM_WARPS (BLOCK_SIZE / WARP) @@ -258,17 +258,17 @@ void main() { sums[i] = coopmat(0.0f); } #else - ACC_TYPE_VEC2 sums[WMITER * TM * WNITER * TN/2]; + ACC_TYPEV2 sums[WMITER * TM * WNITER * TN/2]; #if defined(DATA_A_F32) || defined(DATA_A_F16) - FLOAT_TYPE_VEC4 cache_a[WMITER * TM]; - FLOAT_TYPE_VEC4 cache_b; + FLOAT_TYPEV4 cache_a[WMITER * TM]; + FLOAT_TYPEV4 cache_b; #else - FLOAT_TYPE_VEC2 cache_a[WMITER * TM]; - FLOAT_TYPE_VEC2 cache_b; + FLOAT_TYPEV2 cache_a[WMITER * TM]; + FLOAT_TYPEV2 cache_b; #endif [[unroll]] for (uint i = 0; i < WMITER*TM*WNITER*TN/2; i++) { - sums[i] = ACC_TYPE_VEC2(0.0f, 0.0f); + sums[i] = ACC_TYPEV2(0.0f, 0.0f); } #endif @@ -377,6 +377,7 @@ void main() { [[unroll]] for (uint cm_col = 0; cm_col < cms_per_col; cm_col++) { coopMatStore(sums[cm_col * cms_per_row + cm_row], coopmat_stage, warp_i * TM * TN, TM, gl_CooperativeMatrixLayoutColumnMajor); + barrier(); [[unroll]] for (uint col = 0; col < TN; col += storestride) { const uint row_i = dc + cm_col * TN + col + store_c; if (row_i >= _ne1) break; @@ -387,6 +388,7 @@ void main() { data_d[row_idx.y * p.batch_stride_d + row_idx.x * p.stride_d + dr + cm_row * TM + store_r] = D_TYPE(coopmat_stage[warp_i * TM * TN + (col + store_c) * TM + store_r]); } } + barrier(); } } #else @@ -404,18 +406,22 @@ void main() { // Full coopMat is within bounds, but stride_d is not aligned coopMatStore(sums[cm_col * cms_per_row + cm_row], coopmat_stage, warp_i * TM * TN, TM, gl_CooperativeMatrixLayoutColumnMajor); + controlBarrier(gl_ScopeSubgroup, gl_ScopeSubgroup, gl_StorageSemanticsShared, gl_SemanticsAcquireRelease); [[unroll]] for (uint col = 0; col < TN; col += storestride) { data_d[offsets + (dc + cm_col * TN + col + store_c) * p.stride_d + dr + cm_row * TM + store_r] = D_TYPE(coopmat_stage[warp_i * TM * TN + (col + store_c) * TM + store_r]); } + controlBarrier(gl_ScopeSubgroup, gl_ScopeSubgroup, gl_StorageSemanticsShared, gl_SemanticsAcquireRelease); } else if (dr + cm_row * TM < p.M && dc + cm_col * TN < p.N) { // Partial coopMat is within bounds coopMatStore(sums[cm_col * cms_per_row + cm_row], coopmat_stage, warp_i * TM * TN, TM, gl_CooperativeMatrixLayoutColumnMajor); + controlBarrier(gl_ScopeSubgroup, gl_ScopeSubgroup, gl_StorageSemanticsShared, gl_SemanticsAcquireRelease); [[unroll]] for (uint col = 0; col < TN; col += storestride) { if (dr + cm_row * TM + store_r < p.M && dc + cm_col * TN + col + store_c < p.N) { data_d[offsets + (dc + cm_col * TN + col + store_c) * p.stride_d + dr + cm_row * TM + store_r] = D_TYPE(coopmat_stage[warp_i * TM * TN + (col + store_c) * TM + store_r]); } } + controlBarrier(gl_ScopeSubgroup, gl_ScopeSubgroup, gl_StorageSemanticsShared, gl_SemanticsAcquireRelease); } } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl index ce7f2d699a..219bd60803 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl @@ -3,7 +3,7 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin #if LOAD_VEC_A == 8 const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; - FLOAT_TYPE_VEC8 aa = FLOAT_TYPE_VEC8(data_a[idx]); + FLOAT_TYPEV8 aa = FLOAT_TYPEV8(data_a[idx]); buf_a[buf_idx ] = aa[0].xy; buf_a[buf_idx + 1] = aa[0].zw; buf_a[buf_idx + 2] = aa[1].xy; @@ -11,38 +11,38 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin #elif LOAD_VEC_A == 4 const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; - FLOAT_TYPE_VEC4 aa = FLOAT_TYPE_VEC4(data_a[idx]); + FLOAT_TYPEV4 aa = FLOAT_TYPEV4(data_a[idx]); buf_a[buf_idx ] = aa.xy; buf_a[buf_idx + 1] = aa.zw; #else // LOAD_VEC_BATCH_A == 2 const uint idx = pos_a + col * p.stride_a + row * 2; const uint buf_idx = col * SHMEM_STRIDE + row; if (idx_m < p.M && block + row * 2 + 1 < end_k) { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(data_a[idx], - data_a[idx + 1]); + buf_a[buf_idx] = FLOAT_TYPEV2(data_a[idx], + data_a[idx + 1]); } else if (idx_m < p.M && block + row * 2 < end_k) { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(data_a[idx], 0.0f); + buf_a[buf_idx] = FLOAT_TYPEV2(data_a[idx], 0.0f); } else { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(0.0f); + buf_a[buf_idx] = FLOAT_TYPEV2(0.0f); } #endif #elif defined(DATA_A_BF16) #if LOAD_VEC_A == 4 const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; - FLOAT_TYPE_VEC4 aa = FLOAT_TYPE_VEC4(TO_FLOAT_TYPE(data_a[idx])); + FLOAT_TYPEV4 aa = FLOAT_TYPEV4(TO_FLOAT_TYPE(data_a[idx])); buf_a[buf_idx ] = aa.xy; buf_a[buf_idx + 1] = aa.zw; #else // LOAD_VEC_BATCH_A == 2 const uint idx = pos_a + col * p.stride_a + row * 2; const uint buf_idx = col * SHMEM_STRIDE + row; if (idx_m < p.M && block + row * 2 + 1 < end_k) { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_a[idx]), - TO_FLOAT_TYPE(data_a[idx + 1])); + buf_a[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_a[idx]), + TO_FLOAT_TYPE(data_a[idx + 1])); } else if (idx_m < p.M && block + row * 2 < end_k) { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_a[idx]), 0.0f); + buf_a[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_a[idx]), 0.0f); } else { - buf_a[buf_idx] = FLOAT_TYPE_VEC2(0.0f); + buf_a[buf_idx] = FLOAT_TYPEV2(0.0f); } #endif #elif defined(DATA_A_Q4_0) @@ -57,10 +57,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 v0 = (vec4(unpack8(vui & 0x0F0F0F0F)) - 8.0f) * d; const vec4 v1 = (vec4(unpack8((vui >> 4) & 0x0F0F0F0F)) - 8.0f) * d; - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v0.xy); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(v0.zw); - buf_a[buf_idx + 8] = FLOAT_TYPE_VEC2(v1.xy); - buf_a[buf_idx + 9] = FLOAT_TYPE_VEC2(v1.zw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v0.xy); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(v0.zw); + buf_a[buf_idx + 8] = FLOAT_TYPEV2(v1.xy); + buf_a[buf_idx + 9] = FLOAT_TYPEV2(v1.zw); #elif defined(DATA_A_Q4_1) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 4; @@ -73,10 +73,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 v0 = vec4(unpack8(vui & 0x0F0F0F0F)) * dm.x + dm.y; const vec4 v1 = vec4(unpack8((vui >> 4) & 0x0F0F0F0F)) * dm.x + dm.y; - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v0.xy); - buf_a[buf_idx + 1 ] = FLOAT_TYPE_VEC2(v0.zw); - buf_a[buf_idx + 8 ] = FLOAT_TYPE_VEC2(v1.xy); - buf_a[buf_idx + 9 ] = FLOAT_TYPE_VEC2(v1.zw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v0.xy); + buf_a[buf_idx + 1 ] = FLOAT_TYPEV2(v0.zw); + buf_a[buf_idx + 8 ] = FLOAT_TYPEV2(v1.xy); + buf_a[buf_idx + 9 ] = FLOAT_TYPEV2(v1.zw); #elif defined(DATA_A_Q5_0) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 4; @@ -92,8 +92,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint vui = uint(data_a_packed16[ib].qs[iqs]); const vec4 v = (vec4((vui & 0xF) | qh0.x, ((vui >> 4) & 0xF) | qh0.y, ((vui >> 8) & 0xF) | qh1.x, (vui >> 12) | qh1.y) - 16.0f) * d; - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v.xz); - buf_a[buf_idx + 8] = FLOAT_TYPE_VEC2(v.yw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v.xz); + buf_a[buf_idx + 8] = FLOAT_TYPEV2(v.yw); #elif defined(DATA_A_Q5_1) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 4; @@ -112,10 +112,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 v0 = vec4((vui & 0xF) | qh0.x, ((vui >> 4) & 0xF) | qh0.y, ((vui >> 8) & 0xF) | qh1.x, ((vui >> 12) & 0xF) | qh1.y) * dm.x + dm.y; const vec4 v1 = vec4(((vui >> 16) & 0xF) | qh2.x, ((vui >> 20) & 0xF) | qh2.y, ((vui >> 24) & 0xF) | qh3.x, ((vui >> 28) & 0xF) | qh3.y) * dm.x + dm.y; - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v0.xz); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(v1.xz); - buf_a[buf_idx + 8] = FLOAT_TYPE_VEC2(v0.yw); - buf_a[buf_idx + 9] = FLOAT_TYPE_VEC2(v1.yw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v0.xz); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(v1.xz); + buf_a[buf_idx + 8] = FLOAT_TYPEV2(v0.yw); + buf_a[buf_idx + 9] = FLOAT_TYPEV2(v1.yw); #elif defined(DATA_A_Q8_0) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -128,8 +128,22 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const i8vec2 v1 = unpack8(int32_t(data_a_packed16[ib].qs[2*iqs + 1])).xy; const vec4 v = vec4(v0.x, v0.y, v1.x, v1.y) * d; - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v.xy); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(v.zw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v.xy); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(v.zw); +#elif defined(DATA_A_Q1_0) + const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; + const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; + + const uint ib = idx / 16; + const uint iqs = idx & 0xfu; + + const float d = float(data_a[ib].d); + const uint bits = uint(data_a[ib].qs[iqs]); + + buf_a[buf_idx ] = FLOAT_TYPEV2((bits & 0x01u) != 0u ? d : -d, (bits & 0x02u) != 0u ? d : -d); + buf_a[buf_idx + 1] = FLOAT_TYPEV2((bits & 0x04u) != 0u ? d : -d, (bits & 0x08u) != 0u ? d : -d); + buf_a[buf_idx + 2] = FLOAT_TYPEV2((bits & 0x10u) != 0u ? d : -d, (bits & 0x20u) != 0u ? d : -d); + buf_a[buf_idx + 3] = FLOAT_TYPEV2((bits & 0x40u) != 0u ? d : -d, (bits & 0x80u) != 0u ? d : -d); #elif defined(DATA_A_Q2_K) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -147,8 +161,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 v = dm.x * float(scales & 0xF) * qs - dm.y * float(scales >> 4); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v.xy); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(v.zw); + buf_a[buf_idx ] = FLOAT_TYPEV2(v.xy); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(v.zw); #elif defined(DATA_A_Q3_K) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -171,8 +185,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec2 qs = vec2(unpack8((uint(data_a_packed16[ib].qs[qsi / 2]) >> qsshift) & 0x0303).xy); const vec2 hm = vec2(unpack8(((uint(data_a_packed16[ib].hmask[hmi / 2]) >> (4 * n + halfsplit)) & 0x0101 ^ 0x0101) << 2).xy); - buf_a[buf_idx] = FLOAT_TYPE_VEC2(dl * (qs.x - hm.x), - dl * (qs.y - hm.y)); + buf_a[buf_idx] = FLOAT_TYPEV2(dl * (qs.x - hm.x), + dl * (qs.y - hm.y)); #elif defined(DATA_A_Q4_K) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -206,8 +220,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 q = vec4(unpack8((data_a_packed32[ib].qs[qsi / 4] >> (b * 4)) & 0x0F0F0F0F)); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(fma(d, q.x, m), fma(d, q.y, m)); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(fma(d, q.z, m), fma(d, q.w, m)); + buf_a[buf_idx ] = FLOAT_TYPEV2(fma(d, q.x, m), fma(d, q.y, m)); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(fma(d, q.z, m), fma(d, q.w, m)); #elif defined(DATA_A_Q5_K) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -244,8 +258,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint qh = ((data_a_packed32[ib].qh[qhi / 4] >> (iqs / 16)) & 0x01010101) << 4; const vec4 q = vec4(unpack8(qs | qh)); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(fma(d, q.x, m), fma(d, q.y, m)); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2(fma(d, q.z, m), fma(d, q.w, m)); + buf_a[buf_idx ] = FLOAT_TYPEV2(fma(d, q.x, m), fma(d, q.y, m)); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(fma(d, q.z, m), fma(d, q.w, m)); #elif defined(DATA_A_Q6_K) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -267,7 +281,7 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint qh = (uint(data_a_packed16[ib].qh[qhi]) >> qhshift) & 0x0303; const vec2 q = (vec2(unpack8(ql | (qh << 4)).xy) - 32) * dscale; - buf_a[buf_idx] = FLOAT_TYPE_VEC2(q.x, q.y); + buf_a[buf_idx] = FLOAT_TYPEV2(q.x, q.y); #elif defined(DATA_A_IQ1_S) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -284,8 +298,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const int16_t grid = int16_t(iq1s_grid[qs | (bitfieldExtract(qh, 3 * int(ib8 & 3), 3) << 8)]); [[unroll]] for (int k = 0; k < 4; ++k) { - buf_a[buf_idx + k] = FLOAT_TYPE_VEC2(dl * (bitfieldExtract(grid, 4 * k , 2) + delta), - dl * (bitfieldExtract(grid, 4 * k + 2, 2) + delta)); + buf_a[buf_idx + k] = FLOAT_TYPEV2(dl * (bitfieldExtract(grid, 4 * k , 2) + delta), + dl * (bitfieldExtract(grid, 4 * k + 2, 2) + delta)); } #elif defined(DATA_A_IQ1_M) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; @@ -306,8 +320,8 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const int16_t grid = int16_t(iq1s_grid[qs | ((qh & 7) << 8)]); [[unroll]] for (int k = 0; k < 4; ++k) { - buf_a[buf_idx + k] = FLOAT_TYPE_VEC2(dl * (bitfieldExtract(grid, 4 * k , 2) + delta), - dl * (bitfieldExtract(grid, 4 * k + 2, 2) + delta)); + buf_a[buf_idx + k] = FLOAT_TYPEV2(dl * (bitfieldExtract(grid, 4 * k , 2) + delta), + dl * (bitfieldExtract(grid, 4 * k + 2, 2) + delta)); } #elif defined(DATA_A_IQ2_XXS) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; @@ -332,14 +346,14 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 grid0 = vec4(unpack8(grid.x)); const vec4 grid1 = vec4(unpack8(grid.y)); - buf_a[buf_idx ] = db * FLOAT_TYPE_VEC2((sign & 1) != 0 ? -grid0.x : grid0.x, - (sign & 2) != 0 ? -grid0.y : grid0.y); - buf_a[buf_idx + 1] = db * FLOAT_TYPE_VEC2((sign & 4) != 0 ? -grid0.z : grid0.z, - (sign & 8) != 0 ? -grid0.w : grid0.w); - buf_a[buf_idx + 2] = db * FLOAT_TYPE_VEC2((sign & 16) != 0 ? -grid1.x : grid1.x, - (sign & 32) != 0 ? -grid1.y : grid1.y); - buf_a[buf_idx + 3] = db * FLOAT_TYPE_VEC2((sign & 64) != 0 ? -grid1.z : grid1.z, - (sign & 128) != 0 ? -grid1.w : grid1.w); + buf_a[buf_idx ] = db * FLOAT_TYPEV2((sign & 1) != 0 ? -grid0.x : grid0.x, + (sign & 2) != 0 ? -grid0.y : grid0.y); + buf_a[buf_idx + 1] = db * FLOAT_TYPEV2((sign & 4) != 0 ? -grid0.z : grid0.z, + (sign & 8) != 0 ? -grid0.w : grid0.w); + buf_a[buf_idx + 2] = db * FLOAT_TYPEV2((sign & 16) != 0 ? -grid1.x : grid1.x, + (sign & 32) != 0 ? -grid1.y : grid1.y); + buf_a[buf_idx + 3] = db * FLOAT_TYPEV2((sign & 64) != 0 ? -grid1.z : grid1.z, + (sign & 128) != 0 ? -grid1.w : grid1.w); #elif defined(DATA_A_IQ2_XS) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -358,14 +372,14 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 grid0 = vec4(unpack8(grid.x)); const vec4 grid1 = vec4(unpack8(grid.y)); - buf_a[buf_idx ] = db * FLOAT_TYPE_VEC2((sign & 1) != 0 ? -grid0.x : grid0.x, - (sign & 2) != 0 ? -grid0.y : grid0.y); - buf_a[buf_idx + 1] = db * FLOAT_TYPE_VEC2((sign & 4) != 0 ? -grid0.z : grid0.z, - (sign & 8) != 0 ? -grid0.w : grid0.w); - buf_a[buf_idx + 2] = db * FLOAT_TYPE_VEC2((sign & 16) != 0 ? -grid1.x : grid1.x, - (sign & 32) != 0 ? -grid1.y : grid1.y); - buf_a[buf_idx + 3] = db * FLOAT_TYPE_VEC2((sign & 64) != 0 ? -grid1.z : grid1.z, - (sign & 128) != 0 ? -grid1.w : grid1.w); + buf_a[buf_idx ] = db * FLOAT_TYPEV2((sign & 1) != 0 ? -grid0.x : grid0.x, + (sign & 2) != 0 ? -grid0.y : grid0.y); + buf_a[buf_idx + 1] = db * FLOAT_TYPEV2((sign & 4) != 0 ? -grid0.z : grid0.z, + (sign & 8) != 0 ? -grid0.w : grid0.w); + buf_a[buf_idx + 2] = db * FLOAT_TYPEV2((sign & 16) != 0 ? -grid1.x : grid1.x, + (sign & 32) != 0 ? -grid1.y : grid1.y); + buf_a[buf_idx + 3] = db * FLOAT_TYPEV2((sign & 64) != 0 ? -grid1.z : grid1.z, + (sign & 128) != 0 ? -grid1.w : grid1.w); #elif defined(DATA_A_IQ2_S) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -386,14 +400,14 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const vec4 grid0 = vec4(unpack8(grid.x)); const vec4 grid1 = vec4(unpack8(grid.y)); - buf_a[buf_idx ] = db * FLOAT_TYPE_VEC2((sign & 1) != 0 ? -grid0.x : grid0.x, - (sign & 2) != 0 ? -grid0.y : grid0.y); - buf_a[buf_idx + 1] = db * FLOAT_TYPE_VEC2((sign & 4) != 0 ? -grid0.z : grid0.z, - (sign & 8) != 0 ? -grid0.w : grid0.w); - buf_a[buf_idx + 2] = db * FLOAT_TYPE_VEC2((sign & 16) != 0 ? -grid1.x : grid1.x, - (sign & 32) != 0 ? -grid1.y : grid1.y); - buf_a[buf_idx + 3] = db * FLOAT_TYPE_VEC2((sign & 64) != 0 ? -grid1.z : grid1.z, - (sign & 128) != 0 ? -grid1.w : grid1.w); + buf_a[buf_idx ] = db * FLOAT_TYPEV2((sign & 1) != 0 ? -grid0.x : grid0.x, + (sign & 2) != 0 ? -grid0.y : grid0.y); + buf_a[buf_idx + 1] = db * FLOAT_TYPEV2((sign & 4) != 0 ? -grid0.z : grid0.z, + (sign & 8) != 0 ? -grid0.w : grid0.w); + buf_a[buf_idx + 2] = db * FLOAT_TYPEV2((sign & 16) != 0 ? -grid1.x : grid1.x, + (sign & 32) != 0 ? -grid1.y : grid1.y); + buf_a[buf_idx + 3] = db * FLOAT_TYPEV2((sign & 64) != 0 ? -grid1.z : grid1.z, + (sign & 128) != 0 ? -grid1.w : grid1.w); #elif defined(DATA_A_IQ3_XXS) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -414,10 +428,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint grid = iq3xxs_grid[qs]; const vec4 v = db * vec4(unpack8(grid)); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2((sign & 1) != 0 ? -v.x : v.x, - (sign & 2) != 0 ? -v.y : v.y); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2((sign & 4) != 0 ? -v.z : v.z, - (sign & 8) != 0 ? -v.w : v.w); + buf_a[buf_idx ] = FLOAT_TYPEV2((sign & 1) != 0 ? -v.x : v.x, + (sign & 2) != 0 ? -v.y : v.y); + buf_a[buf_idx + 1] = FLOAT_TYPEV2((sign & 4) != 0 ? -v.z : v.z, + (sign & 8) != 0 ? -v.w : v.w); #elif defined(DATA_A_IQ3_S) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; @@ -436,27 +450,28 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint32_t grid = iq3s_grid[qs | ((qh << (8 - (iqs % 8))) & 256)]; const vec4 v = db * vec4(unpack8(grid)); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2((sign & 1) != 0 ? -v.x : v.x, - (sign & 2) != 0 ? -v.y : v.y); - buf_a[buf_idx + 1] = FLOAT_TYPE_VEC2((sign & 4) != 0 ? -v.z : v.z, - (sign & 8) != 0 ? -v.w : v.w); + buf_a[buf_idx ] = FLOAT_TYPEV2((sign & 1) != 0 ? -v.x : v.x, + (sign & 2) != 0 ? -v.y : v.y); + buf_a[buf_idx + 1] = FLOAT_TYPEV2((sign & 4) != 0 ? -v.z : v.z, + (sign & 8) != 0 ? -v.w : v.w); #elif defined(DATA_A_IQ4_XS) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; - const uint ib = idx / 128; // 2 values per idx - const uint ib32 = (idx % 128) / 16; // 0..7 - const uint iq = 16 * ib32 + 2 * (idx % 8); + const uint ib = idx / 64; // 4 values per idx + const uint ib32 = (idx % 64) / 8; // 0..7 + const uint iq = 4 * ib32 + (idx % 4); const uint sl = (data_a[ib].scales_l[ib32/2] >> (4 * (ib32 & 1))) & 0xF; const uint sh = ((data_a[ib].scales_h) >> (2 * ib32)) & 3; - const uint qshift = (idx & 8) >> 1; - u8vec2 qs = unpack8((uint(data_a_packed16[ib].qs[iq/2]) >> qshift) & 0x0F0F).xy; + const uint qshift = idx & 4; + u8vec4 qs = unpack8((uint(data_a_packed32[ib].qs[iq]) >> qshift) & 0x0F0F0F0F); const float d = float(data_a[ib].d); - const vec2 v = d * float(int(sl | (sh << 4)) - 32) * vec2(kvalues_iq4nl[qs.x], kvalues_iq4nl[qs.y]); + const vec4 v = d * float(int(sl | (sh << 4)) - 32) * vec4(kvalues_iq4nl[qs.x], kvalues_iq4nl[qs.y], kvalues_iq4nl[qs.z], kvalues_iq4nl[qs.w]); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(v.xy); + buf_a[buf_idx ] = FLOAT_TYPEV2(v.xy); + buf_a[buf_idx + 1] = FLOAT_TYPEV2(v.zw); #elif defined(DATA_A_IQ4_NL) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 4; @@ -467,10 +482,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const FLOAT_TYPE d = FLOAT_TYPE(data_a_packed16[ib].d); const uint vui = uint(data_a_packed16[ib].qs[iqs]); - buf_a[buf_idx ] = d * FLOAT_TYPE_VEC2(kvalues_iq4nl[vui & 0xF], - kvalues_iq4nl[bitfieldExtract(vui, 8, 4)]); - buf_a[buf_idx + 8] = d * FLOAT_TYPE_VEC2(kvalues_iq4nl[bitfieldExtract(vui, 4, 4)], - kvalues_iq4nl[vui >> 12]); + buf_a[buf_idx ] = d * FLOAT_TYPEV2(kvalues_iq4nl[vui & 0xF], + kvalues_iq4nl[bitfieldExtract(vui, 8, 4)]); + buf_a[buf_idx + 8] = d * FLOAT_TYPEV2(kvalues_iq4nl[bitfieldExtract(vui, 4, 4)], + kvalues_iq4nl[vui >> 12]); #elif defined(DATA_A_MXFP4) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 4; @@ -482,10 +497,10 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint vui = uint(data_a[ib].qs[iqs]); const uint vui2 = uint(data_a[ib].qs[iqs+1]); - buf_a[buf_idx ] = FLOAT_TYPE_VEC2(kvalues_mxfp4[vui & 0xF] * d, - kvalues_mxfp4[vui2 & 0xF] * d); - buf_a[buf_idx + 8] = FLOAT_TYPE_VEC2(kvalues_mxfp4[vui >> 4] * d, - kvalues_mxfp4[vui2 >> 4] * d); + buf_a[buf_idx ] = FLOAT_TYPEV2(kvalues_mxfp4[vui & 0xF] * d, + kvalues_mxfp4[vui2 & 0xF] * d); + buf_a[buf_idx + 8] = FLOAT_TYPEV2(kvalues_mxfp4[vui >> 4] * d, + kvalues_mxfp4[vui2 >> 4] * d); #endif } @@ -495,7 +510,7 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin // Not supported for b_type bf16 because bf16mat2x4 does not exist const uint idx = pos_b + col * p.stride_b / LOAD_VEC_B + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_B / 2; - FLOAT_TYPE_VEC8 bb = FLOAT_TYPE_VEC8(data_b[idx]); + FLOAT_TYPEV8 bb = FLOAT_TYPEV8(data_b[idx]); buf_b[buf_idx + 0] = bb[0].xy; buf_b[buf_idx + 1] = bb[0].zw; buf_b[buf_idx + 2] = bb[1].xy; @@ -504,9 +519,9 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin const uint idx = pos_b + col * p.stride_b / LOAD_VEC_B + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_B / 2; #if defined(DATA_B_BF16) - FLOAT_TYPE_VEC4 bb = FLOAT_TYPE_VEC4(TO_FLOAT_TYPE(data_b[idx])); + FLOAT_TYPEV4 bb = FLOAT_TYPEV4(TO_FLOAT_TYPE(data_b[idx])); #else - FLOAT_TYPE_VEC4 bb = FLOAT_TYPE_VEC4(data_b[idx]); + FLOAT_TYPEV4 bb = FLOAT_TYPEV4(data_b[idx]); #endif buf_b[buf_idx + 0] = bb.xy; buf_b[buf_idx + 1] = bb.zw; @@ -514,12 +529,12 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin const uint idx = pos_b + col * p.stride_b + row * 2; const uint buf_idx = col * SHMEM_STRIDE + row; if (idx_n < p.N && block + row * 2 + 1 < end_k) { - buf_b[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_b[idx]), - TO_FLOAT_TYPE(data_b[idx + 1])); + buf_b[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_b[idx]), + TO_FLOAT_TYPE(data_b[idx + 1])); } else if (idx_n < p.N && block + row * 2 < end_k) { - buf_b[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_b[idx]), 0.0f); + buf_b[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_b[idx]), 0.0f); } else { - buf_b[buf_idx] = FLOAT_TYPE_VEC2(0.0f); + buf_b[buf_idx] = FLOAT_TYPEV2(0.0f); } #endif } @@ -530,7 +545,7 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin const u16vec2 row_idx = row_ids[col]; const uint idx = pos_b + row_idx.y * p.batch_stride_b / LOAD_VEC_B + (row_idx.x % p.ne11) * p.stride_b / LOAD_VEC_B + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_B / 2; - FLOAT_TYPE_VEC8 bb = FLOAT_TYPE_VEC8(data_b[idx]); + FLOAT_TYPEV8 bb = FLOAT_TYPEV8(data_b[idx]); buf_b[buf_idx + 0] = bb[0].xy; buf_b[buf_idx + 1] = bb[0].zw; buf_b[buf_idx + 2] = bb[1].xy; @@ -540,9 +555,9 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin const uint idx = pos_b + row_idx.y * p.batch_stride_b / LOAD_VEC_B + (row_idx.x % p.ne11) * p.stride_b / LOAD_VEC_B + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_B / 2; #if defined(DATA_B_BF16) - FLOAT_TYPE_VEC4 bb = FLOAT_TYPE_VEC4(TO_FLOAT_TYPE(data_b[idx])); + FLOAT_TYPEV4 bb = FLOAT_TYPEV4(TO_FLOAT_TYPE(data_b[idx])); #else - FLOAT_TYPE_VEC4 bb = FLOAT_TYPE_VEC4(data_b[idx]); + FLOAT_TYPEV4 bb = FLOAT_TYPEV4(data_b[idx]); #endif buf_b[buf_idx + 0] = bb.xy; buf_b[buf_idx + 1] = bb.zw; @@ -552,14 +567,14 @@ void load_b_to_shmem(const uint pos_b, const uint row, const uint col, const uin if (row_i < _ne1 && block + row * 2 + 1 < end_k) { const u16vec2 row_idx = row_ids[col]; const uint idx = pos_b + row_idx.y * p.batch_stride_b + (row_idx.x % p.ne11) * p.stride_b + row * 2; - buf_b[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_b[idx]), - TO_FLOAT_TYPE(data_b[idx + 1])); + buf_b[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_b[idx]), + TO_FLOAT_TYPE(data_b[idx + 1])); } else if (row_i < _ne1 && block + row * 2 < end_k) { const u16vec2 row_idx = row_ids[col]; const uint idx = pos_b + row_idx.y * p.batch_stride_b + (row_idx.x % p.ne11) * p.stride_b + row * 2; - buf_b[buf_idx] = FLOAT_TYPE_VEC2(TO_FLOAT_TYPE(data_b[idx]), 0.0f); + buf_b[buf_idx] = FLOAT_TYPEV2(TO_FLOAT_TYPE(data_b[idx]), 0.0f); } else { - buf_b[buf_idx] = FLOAT_TYPE_VEC2(0.0f); + buf_b[buf_idx] = FLOAT_TYPEV2(0.0f); } #endif } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl index 9c297d1c60..59931b04b9 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl @@ -21,7 +21,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { buf_a[buf_ib].qs[iqs] = data_a_packed32[ib].qs[iqs]; if (iqs == 0) { - buf_a[buf_ib].dm = FLOAT_TYPE_VEC2(data_a_packed32[ib].dm); + buf_a[buf_ib].dm = FLOAT_TYPEV2(data_a_packed32[ib].dm); } #endif } @@ -72,7 +72,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { buf_a[buf_ib].qs[iqs] = data_a_packed32[ib].qs[iqs]; if (iqs == 0) { - buf_a[buf_ib].dm = FLOAT_TYPE_VEC2(data_a_packed32[ib].dm); + buf_a[buf_ib].dm = FLOAT_TYPEV2(data_a_packed32[ib].dm); buf_a[buf_ib].qh = data_a_packed32[ib].qh; } #endif @@ -203,7 +203,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { buf_a[buf_ib].qs[iqs] = vals0 | (vals1 << 2) | (vals2 << 4) | (vals3 << 6); if (iqs == 0) { - buf_a[buf_ib].dm = FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm); + buf_a[buf_ib].dm = FLOAT_TYPEV2(data_a_packed32[ib_k].dm); buf_a[buf_ib].scales = unpack8(uint32_t(data_a_packed16[ib_k].scales[iqs_k / 8])).xy; // vec4 used due to #12147 } } @@ -264,7 +264,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const i8vec2 scales = i8vec2(unpack8(uint32_t(((data_a_packed16[ib_k].scales[(is % 8 ) / 2] >> (4 * (is / 8))) & 0x0F0F) | (((data_a_packed16[ib_k].scales[(8 + (is % 4)) / 2] >> (2 * (is / 4))) & 0x0303) << 4))).xy); // vec4 used due to #12147 - buf_a[buf_ib].d_scales = FLOAT_TYPE_VEC2(float(data_a_packed16[ib_k].d) * vec2(scales - 32)); + buf_a[buf_ib].d_scales = FLOAT_TYPEV2(float(data_a_packed16[ib_k].d) * vec2(scales - 32)); } } @@ -334,7 +334,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { (data_a[ib_k].scales[is+4] >> 4) | ((data_a[ib_k].scales[is ] & 0xC0) >> 2)); } - buf_a[buf_ib].dm = FLOAT_TYPE_VEC2(vec2(data_a_packed32[ib_k].dm) * vec2(scale_dm)); + buf_a[buf_ib].dm = FLOAT_TYPEV2(vec2(data_a_packed32[ib_k].dm) * vec2(scale_dm)); } } @@ -385,7 +385,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint is = iqs_k / 4; const i8vec2 scales = unpack8(int32_t(data_a_packed16[ib_k].scales[is / 2])).xy; - buf_a[buf_ib].d_scales = FLOAT_TYPE_VEC2(float(data_a_packed16[ib_k].d) * vec2(scales)); + buf_a[buf_ib].d_scales = FLOAT_TYPEV2(float(data_a_packed16[ib_k].d) * vec2(scales)); } } @@ -426,7 +426,7 @@ void block_b_to_shmem(const uint buf_ib, const uint ib, const uint iqs, const bo const uint ib_inner = ib % 4; if (iqs == 0) { - buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(data_b[ib_outer].ds[ib_inner]); + buf_b[buf_ib].ds = FLOAT_TYPEV2(data_b[ib_outer].ds[ib_inner]); } const ivec4 values = data_b[ib_outer].qs[ib_inner * 2 + iqs]; @@ -436,7 +436,7 @@ void block_b_to_shmem(const uint buf_ib, const uint ib, const uint iqs, const bo buf_b[buf_ib].qs[iqs * 4 + 3] = values.w; } else { if (iqs == 0) { - buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(0.0f); + buf_b[buf_ib].ds = FLOAT_TYPEV2(0.0f); } buf_b[buf_ib].qs[iqs * 4 ] = 0; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_shmem_types.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_shmem_types.glsl index 1c0f5306f3..c700f6e3f2 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_shmem_types.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_shmem_types.glsl @@ -8,7 +8,7 @@ struct block_a_cache { #define QUANT_R_MMQ 2 struct block_a_cache { uint32_t qs[16/4]; - FLOAT_TYPE_VEC2 dm; + FLOAT_TYPEV2 dm; }; #elif defined(DATA_A_Q5_0) #define QUANT_R_MMQ 2 @@ -22,7 +22,7 @@ struct block_a_cache { struct block_a_cache { uint32_t qs[16/4]; uint32_t qh; - FLOAT_TYPE_VEC2 dm; + FLOAT_TYPEV2 dm; }; #elif defined(DATA_A_Q8_0) #define QUANT_R_MMQ 1 @@ -43,36 +43,36 @@ struct block_a_cache { struct block_a_cache { uint32_t qs[2]; u8vec2 scales; - FLOAT_TYPE_VEC2 dm; + FLOAT_TYPEV2 dm; }; #elif defined(DATA_A_Q3_K) #define QUANT_R_MMQ 2 struct block_a_cache { uint32_t qs[4]; - FLOAT_TYPE_VEC2 d_scales; + FLOAT_TYPEV2 d_scales; }; #elif defined(DATA_A_Q4_K) #define QUANT_R_MMQ 2 struct block_a_cache { uint32_t qs[4]; - FLOAT_TYPE_VEC2 dm; + FLOAT_TYPEV2 dm; }; #elif defined(DATA_A_Q5_K) #define QUANT_R_MMQ 1 struct block_a_cache { int32_t qs[8]; - FLOAT_TYPE_VEC2 dm; + FLOAT_TYPEV2 dm; }; #elif defined(DATA_A_Q6_K) #define QUANT_R_MMQ 1 struct block_a_cache { int32_t qs[8]; - FLOAT_TYPE_VEC2 d_scales; + FLOAT_TYPEV2 d_scales; }; #endif struct block_b_cache { int32_t qs[8]; - FLOAT_TYPE_VEC2 ds; + FLOAT_TYPEV2 ds; }; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp b/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp new file mode 100644 index 0000000000..a9c147bf9a --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp @@ -0,0 +1,21 @@ +#version 450 + +#include "generic_head.glsl" +#include "types.glsl" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + + data_d[i] = D_TYPE(sign(float(data_a[i]))); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/ssm_conv.comp b/ggml/src/ggml-vulkan/vulkan-shaders/ssm_conv.comp index d62696bcfa..6802b1fc95 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/ssm_conv.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/ssm_conv.comp @@ -5,8 +5,9 @@ #include "types.glsl" layout(constant_id = 0) const uint BLOCK_SIZE = 32; +layout(constant_id = 1) const uint TOKENS_PER_WG = 16; -layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; +layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z = 1) in; layout(binding = 0) readonly buffer Src0 { float src0[]; }; layout(binding = 1) readonly buffer Src1 { float src1[]; }; @@ -20,25 +21,30 @@ layout(push_constant) uniform PushConstants { }; void main() { - const uint global_thread_id = gl_GlobalInvocationID.x; - const uint i2 = gl_WorkGroupID.y; + const uint i1 = gl_GlobalInvocationID.x; + const uint i2 = gl_WorkGroupID.y * TOKENS_PER_WG + gl_LocalInvocationID.y; const uint i3 = gl_WorkGroupID.z; - if (global_thread_id >= nr || i2 >= n_t || i3 >= n_s) { + if (i1 >= nr || i2 >= n_t || i3 >= n_s) { return; } - const uint i1 = global_thread_id; const uint src0_base = i3 * (nb02 / 4) + i2 + i1 * (nb01 / 4); const uint src1_base = i1 * (nb11 / 4); - const uint dst_idx = i3 * (dst_nb2 / 4) + i2 * (dst_nb1 / 4) + i1; float sum = 0.0; - [[unroll]] for (uint i0 = 0; i0 < nc; i0++) { - const uint src0_idx = src0_base + i0; - const uint src1_idx = src1_base + i0; - sum += src0[src0_idx] * src1[src1_idx]; + + if (nc == 4) { + sum = dot( + vec4(src0[src0_base], src0[src0_base + 1], src0[src0_base + 2], src0[src0_base + 3]), + vec4(src1[src1_base], src1[src1_base + 1], src1[src1_base + 2], src1[src1_base + 3]) + ); + } else { + [[unroll]] for (uint i0 = 0; i0 < nc; i0++) { + sum += src0[src0_base + i0] * src1[src1_base + i0]; + } } + const uint dst_idx = i3 * (dst_nb2 / 4) + i2 * (dst_nb1 / 4) + i1; dst[dst_idx] = sum; } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/types.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/types.glsl index bdb2c09259..4239070af5 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/types.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/types.glsl @@ -188,6 +188,22 @@ struct block_q8_0_packed16 #define DATA_A_QUANT_LEGACY #endif +#define QUANT_K_Q1_0 128 +#define QUANT_R_Q1_0 1 + +struct block_q1_0 +{ + float16_t d; + uint8_t qs[QUANT_K_Q1_0 / 8]; +}; + +#if defined(DATA_A_Q1_0) +#define QUANT_K QUANT_K_Q1_0 +#define QUANT_R QUANT_R_Q1_0 +#define QUANT_AUXF 1 +#define A_TYPE block_q1_0 +#endif + #define QUANT_K_Q8_1 32 #define QUANT_R_Q8_1 1 diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 85455988c5..77a55ea812 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -45,6 +45,7 @@ std::string target_cpp = ""; const std::vector type_names = { "f32", "f16", + "q1_0", "q4_0", "q4_1", "q5_0", @@ -137,6 +138,7 @@ void execute_command(std::vector& command, std::string& stdout_str, pid_t pid = fork(); if (pid < 0) { + std::cerr << strerror(errno) << "\n"; throw std::runtime_error("Failed to fork process"); } @@ -445,8 +447,8 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c base_dict["FLOAT16"] = "1"; } - base_dict["ACC_TYPE" ] = f16acc ? "float16_t" : "float"; - base_dict["ACC_TYPE_VEC2"] = f16acc ? "f16vec2" : "vec2"; + base_dict["ACC_TYPE" ] = f16acc ? "float16_t" : "float"; + base_dict["ACC_TYPEV2"] = f16acc ? "f16vec2" : "vec2"; if (f16acc) { base_dict["ACC_TYPE_MAX"] = "float16_t(65504.0)"; } @@ -513,10 +515,10 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c }; const std::map float_type_dict_f16 = { - {"FLOAT_TYPE", FLOAT_TYPE(1, "f16")}, - {"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, "f16")}, - {"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, "f16")}, - {"FLOAT_TYPE_VEC8", FLOAT_TYPE(8, "f16")}, + {"FLOAT_TYPE", FLOAT_TYPE(1, "f16")}, + {"FLOAT_TYPEV2", FLOAT_TYPE(2, "f16")}, + {"FLOAT_TYPEV4", FLOAT_TYPE(4, "f16")}, + {"FLOAT_TYPEV8", FLOAT_TYPE(8, "f16")}, }; // Shaders with f16 B_TYPE @@ -535,9 +537,9 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c std::string to_float_type = (coopmat || coopmat2) ? "uintBitsToBFloat16EXT" : "bf16_to_fp32"; const std::map float_type_dict_bf16 = { - {"FLOAT_TYPE", FLOAT_TYPE(1, "bf16")}, - {"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, "bf16")}, - {"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, "bf16")}, + {"FLOAT_TYPE", FLOAT_TYPE(1, "bf16")}, + {"FLOAT_TYPEV2", FLOAT_TYPE(2, "bf16")}, + {"FLOAT_TYPEV4", FLOAT_TYPE(4, "bf16")}, }; // If bfloat16 is not supported, then only compile the scalar (promote to fp32) shader @@ -552,9 +554,9 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c for (const auto& tname : type_names) { std::string load_vec_quant = "2"; - if ((tname == "q4_0") || (tname == "q4_1") || (tname == "q5_1") || (tname == "iq1_s") || (tname == "iq1_m") || (tname == "iq2_xxs") || (tname == "iq2_xs") || (tname == "iq2_s")) + if ((tname == "q1_0") || (tname == "q4_0") || (tname == "q4_1") || (tname == "q5_1") || (tname == "iq1_s") || (tname == "iq1_m") || (tname == "iq2_xxs") || (tname == "iq2_xs") || (tname == "iq2_s")) load_vec_quant = "8"; - else if ((tname == "q5_0") || (tname == "q8_0") || (tname == "q2_k") || (tname == "q4_k") || (tname == "q5_k") || (tname == "iq3_xxs") || (tname == "iq3_s") || (tname == "iq4_nl") || (tname == "mxfp4")) + else if ((tname == "q5_0") || (tname == "q8_0") || (tname == "q2_k") || (tname == "q4_k") || (tname == "q5_k") || (tname == "iq3_xxs") || (tname == "iq3_s") || (tname == "iq4_xs") || (tname == "iq4_nl") || (tname == "mxfp4")) load_vec_quant = "4"; if (tname == "bf16") { @@ -568,10 +570,10 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c std::string load_vec_a = (coopmat2 || tname == "f32" || tname == "f16" || tname == "bf16") ? load_vec : load_vec_quant; const std::map float_type_dict = { - {"FLOAT_TYPE", FLOAT_TYPE(1, tname)}, - {"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, tname)}, - {"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, tname)}, - {"FLOAT_TYPE_VEC8", FLOAT_TYPE(8, tname)}, + {"FLOAT_TYPE", FLOAT_TYPE(1, tname)}, + {"FLOAT_TYPEV2", FLOAT_TYPE(2, tname)}, + {"FLOAT_TYPEV4", FLOAT_TYPE(4, tname)}, + {"FLOAT_TYPEV8", FLOAT_TYPE(8, tname)}, }; // don't generate f32 variants for coopmat2 @@ -655,7 +657,7 @@ void process_shaders() { if (tname == "f16") { string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm1.comp", merge_maps(fa_base_dict, {{"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"D_TYPEV4", "vec4"}, {"COOPMAT", "1"}}), fp16, true, false, f16acc); - } else if (tname == "q4_0" || tname == "q8_0" || tname == "f32") { + } else if (tname == "q4_0" || tname == "q4_1" || tname == "q5_0" || tname == "q5_1" || tname == "iq4_nl" || tname == "q8_0" || tname == "f32") { std::string data_a_key = "DATA_A_" + to_uppercase(tname); string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm1.comp", merge_maps(fa_base_dict, {{data_a_key, "1"}, {"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"D_TYPEV4", "vec4"}, {"BLOCK_SIZE", "QUANT_K_"+to_uppercase(tname)}, {"COOPMAT", "1"}}), fp16, true, false, f16acc); @@ -666,7 +668,7 @@ void process_shaders() { if (tname == "f16") { string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn.comp", merge_maps(fa_base_dict, {{"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"D_TYPEV4", "vec4"}}), fp16, false, false, f16acc); - } else if (tname == "q4_0" || tname == "q8_0" || tname == "f32") { + } else if (tname == "q4_0" || tname == "q4_1" || tname == "q5_0" || tname == "q5_1" || tname == "iq4_nl" || tname == "q8_0" || tname == "f32") { std::string data_a_key = "DATA_A_" + to_uppercase(tname); string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn.comp", merge_maps(fa_base_dict, {{data_a_key, "1"}, {"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"D_TYPEV4", "vec4"}, {"BLOCK_SIZE", "QUANT_K_"+to_uppercase(tname) }}), fp16, false, false, f16acc); @@ -675,36 +677,36 @@ void process_shaders() { } } - std::map base_dict = {{"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}}; + std::map base_dict = {{"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}}; for (const auto& tname : type_names) { // mul mat vec std::string data_a_key = "DATA_A_" + to_uppercase(tname); std::string shader = (string_ends_with(tname, "_k") || string_starts_with(tname, "iq1_") || string_starts_with(tname, "iq2_") || string_starts_with(tname, "iq3_")) ? "mul_mat_vec_" + tname + ".comp" : "mul_mat_vec.comp"; - string_to_spv("mul_mat_vec_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}})); - string_to_spv("mul_mat_vec_" + tname + "_f16_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}})); + string_to_spv("mul_mat_vec_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}})); + string_to_spv("mul_mat_vec_" + tname + "_f16_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPEV2", "f16vec2"}, {"B_TYPEV4", "f16vec4"}, {"D_TYPE", "float"}})); - string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); - string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPEV2", "f16vec2"}, {"B_TYPEV4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); - string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); - string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPEV2", "f16vec2"}, {"B_TYPEV4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPEV2", "vec2"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); // mul mat vec with integer dot product #if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT) if (is_legacy_quant(tname) || tname == "mxfp4" || is_k_quant(tname) || tname == "iq1_s" || tname == "iq1_m") { - string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}})); - string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); - string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}})); + string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPEV2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); } #endif @@ -725,9 +727,9 @@ void process_shaders() { string_to_spv("get_rows_i32", "get_rows.comp", {{"TEMP_TYPE", "uint"}, {"A_TYPE", "uint"}, {"B_TYPE", "int"}, {"D_TYPE", "uint"}}); - string_to_spv("mul_mat_vec_p021_f16_f32_subgroup_add", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}); - string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}); - string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}); + string_to_spv("mul_mat_vec_p021_f16_f32_subgroup_add", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPEV4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}); + string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPEV4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}}); + string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"A_TYPEV4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPEV4", "vec4"}, {"D_TYPE", "float"}}); // Norms string_to_spv("norm_f32", "norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); @@ -757,13 +759,13 @@ void process_shaders() { string_to_spv("cpy_transpose_16", "copy_transpose.comp", {{"A_TYPE", "uint16_t"}, {"D_TYPE", "uint16_t"}}); string_to_spv("cpy_transpose_32", "copy_transpose.comp", {{"A_TYPE", "uint"}, {"D_TYPE", "uint"}}); - for (std::string t : {"q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) { + for (std::string t : {"q1_0", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) { string_to_spv("cpy_f32_" + t, "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); string_to_spv("cpy_f32_" + t + "_rte", "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}}); string_to_spv("cpy_" + t + "_f32", "copy_from_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); } - for (std::string t : {"f32", "f16", "bf16", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) { + for (std::string t : {"f32", "f16", "bf16", "q1_0", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) { string_to_spv("set_rows_" + t + "_i32", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); string_to_spv("set_rows_" + t + "_i32_rte", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}}); string_to_spv("set_rows_" + t + "_i64", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"B_SIZE", "64"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); @@ -867,8 +869,12 @@ void process_shaders() { string_to_spv("hardswish_f32", "hardswish.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("abs_f16", "abs.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("abs_f32", "abs.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("elu_f16", "elu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + string_to_spv("elu_f32", "elu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("xielu_f16", "xielu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("xielu_f32", "xielu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("sgn_f16", "sgn.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + string_to_spv("sgn_f32", "sgn.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("tri_f16", "tri.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("tri_f32", "tri.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); @@ -983,6 +989,10 @@ void process_shaders() { string_to_spv("rwkv_wkv7_f32", "wkv7.comp", merge_maps(base_dict, {{"A_TYPE", "float"}})); + string_to_spv("gated_delta_net_f32", "gated_delta_net.comp", merge_maps(base_dict, {{"FLOAT_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}, {"USE_SUBGROUP_CLUSTERED", "1"}})); + string_to_spv("gated_delta_net_f32_nocluster", "gated_delta_net.comp", merge_maps(base_dict, {{"FLOAT_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}, {"USE_SUBGROUP_CLUSTERED", "0"}})); + string_to_spv("gated_delta_net_f32_shmem", "gated_delta_net.comp", merge_maps(base_dict, {{"FLOAT_TYPE", "float"}, {"USE_SUBGROUP_ADD", "0"}, {"USE_SUBGROUP_CLUSTERED", "0"}})); + string_to_spv("opt_step_adamw_f32", "opt_step_adamw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}})); string_to_spv("opt_step_sgd_f32", "opt_step_sgd.comp", merge_maps(base_dict, {{"A_TYPE", "float"}})); diff --git a/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp b/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp index 0d5a818dac..3de6258c74 100644 --- a/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp +++ b/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp @@ -42,11 +42,20 @@ #define WEBGPU_MUL_MAT_SUBGROUP_MATRIX_N 2 // Matrix-vector multiplication parameters -#define WEBGPU_MUL_MAT_VEC_WG_SIZE 256 +#define WEBGPU_MUL_MAT_VEC_WG_SIZE 256 + // Must be multiple of 4 to work with vectorized paths, and must divide // mul_mat_vec wg size -#define WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG 64 -#define WEBGPU_MUL_MAT_VEC_TILE_K 256 +#define WEBGPU_MUL_MAT_VEC_FLOAT_OUTPUTS_PER_WG 64 +#define WEBGPU_MUL_MAT_VEC_FLOAT_TILE_K 256 + +#define WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG 64 +#define WEBGPU_MUL_MAT_VEC_LEGACY_Q_TILE_K 256 + +// Requires 32 threads per output (wg_size/outputs_per_wg == 32) +#define WEBGPU_MUL_MAT_VEC_K_Q_OUTPUTS_PER_WG 8 +// Requires at least two (and multiple of 2) k-quant blocks per tile +#define WEBGPU_MUL_MAT_VEC_K_Q_TILE_K 512 // default size for legacy matrix multiplication #define WEBGPU_MUL_MAT_WG_SIZE 256 @@ -68,6 +77,7 @@ struct ggml_webgpu_shader_lib_context { size_t wg_mem_limit_bytes = 0; bool inplace = false; bool overlap = false; + bool src_overlap = false; bool supports_subgroup_matrix = false; uint32_t sg_mat_m = 0; uint32_t sg_mat_n = 0; @@ -85,6 +95,17 @@ struct ggml_webgpu_generic_shader_decisions { uint32_t wg_size = 0; }; +struct ggml_webgpu_processed_shader { + std::string wgsl; + std::string variant; + std::shared_ptr decisions; +}; + +struct ggml_webgpu_ssm_conv_shader_decisions { + uint32_t block_size; + uint32_t tokens_per_wg; +}; + /** Argsort **/ struct ggml_webgpu_argsort_shader_lib_context { @@ -121,6 +142,26 @@ struct ggml_webgpu_set_rows_shader_decisions { uint32_t wg_size; }; +/** Set **/ + +struct ggml_webgpu_set_pipeline_key { + ggml_type type; + bool inplace; + + bool operator==(const ggml_webgpu_set_pipeline_key & other) const { + return type == other.type && inplace == other.inplace; + } +}; + +struct ggml_webgpu_set_pipeline_key_hash { + size_t operator()(const ggml_webgpu_set_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.inplace); + return seed; + } +}; + /** Get Rows **/ struct ggml_webgpu_get_rows_pipeline_key { @@ -141,6 +182,26 @@ struct ggml_webgpu_get_rows_pipeline_key_hash { } }; +/** Row Norm **/ + +struct ggml_webgpu_row_norm_pipeline_key { + ggml_op op; + bool inplace; + + bool operator==(const ggml_webgpu_row_norm_pipeline_key & other) const { + return op == other.op && inplace == other.inplace; + } +}; + +struct ggml_webgpu_row_norm_pipeline_key_hash { + size_t operator()(const ggml_webgpu_row_norm_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.op); + ggml_webgpu_hash_combine(seed, key.inplace); + return seed; + } +}; + /** Pad **/ struct ggml_webgpu_pad_pipeline_key { bool circular; @@ -156,6 +217,67 @@ struct ggml_webgpu_pad_pipeline_key_hash { } }; +/** Solve Tri **/ +struct ggml_webgpu_solve_tri_pipeline_key { + int type; + int n; + int k; + + bool operator==(const ggml_webgpu_solve_tri_pipeline_key & other) const { + return type == other.type && n == other.n && k == other.k; + } +}; + +struct ggml_webgpu_solve_tri_pipeline_key_hash { + size_t operator()(const ggml_webgpu_solve_tri_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.n); + ggml_webgpu_hash_combine(seed, key.k); + return seed; + } +}; + +/** SSM Conv **/ +struct ggml_webgpu_ssm_conv_pipeline_key { + int type; + int vectorized; + + bool operator==(const ggml_webgpu_ssm_conv_pipeline_key & other) const { + return type == other.type && vectorized == other.vectorized; + } +}; + +/** Gated Delta Net **/ +struct ggml_webgpu_gated_delta_net_pipeline_key { + int type; + int s_v; + int kda; + + bool operator==(const ggml_webgpu_gated_delta_net_pipeline_key & other) const { + return type == other.type && s_v == other.s_v && kda == other.kda; + } +}; + +struct ggml_webgpu_gated_delta_net_pipeline_key_hash { + size_t operator()(const ggml_webgpu_gated_delta_net_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.s_v); + ggml_webgpu_hash_combine(seed, key.kda); + return seed; + } +}; + +struct ggml_webgpu_ssm_conv_pipeline_key_hash { + size_t operator()(const ggml_webgpu_ssm_conv_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.vectorized); + return seed; + } +}; + /** Scale **/ struct ggml_webgpu_scale_pipeline_key { @@ -172,6 +294,38 @@ struct ggml_webgpu_scale_pipeline_key_hash { } }; +/** Concat **/ + +struct ggml_webgpu_concat_pipeline_key { + int type; + + bool operator==(const ggml_webgpu_concat_pipeline_key & other) const { return type == other.type; } +}; + +struct ggml_webgpu_concat_pipeline_key_hash { + size_t operator()(const ggml_webgpu_concat_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + return seed; + } +}; + +/** Repeat **/ + +struct ggml_webgpu_repeat_pipeline_key { + int type; + + bool operator==(const ggml_webgpu_repeat_pipeline_key & other) const { return type == other.type; } +}; + +struct ggml_webgpu_repeat_pipeline_key_hash { + size_t operator()(const ggml_webgpu_repeat_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + return seed; + } +}; + /** Binary **/ struct ggml_webgpu_binary_pipeline_key { @@ -179,9 +333,11 @@ struct ggml_webgpu_binary_pipeline_key { int op; bool inplace; bool overlap; + bool src_overlap; bool operator==(const ggml_webgpu_binary_pipeline_key & other) const { - return type == other.type && op == other.op && inplace == other.inplace && overlap == other.overlap; + return type == other.type && op == other.op && inplace == other.inplace && overlap == other.overlap && + src_overlap == other.src_overlap; } }; @@ -192,6 +348,7 @@ struct ggml_webgpu_binary_pipeline_key_hash { ggml_webgpu_hash_combine(seed, key.op); ggml_webgpu_hash_combine(seed, key.inplace); ggml_webgpu_hash_combine(seed, key.overlap); + ggml_webgpu_hash_combine(seed, key.src_overlap); return seed; } }; @@ -199,13 +356,15 @@ struct ggml_webgpu_binary_pipeline_key_hash { /** Unary **/ struct ggml_webgpu_unary_pipeline_key { - int type; - int op; - bool is_unary; // many unary operators fall under the GGML_OP_UNARY umbrella - bool inplace; + int type; + int op; + bool is_unary; // many unary operators fall under the GGML_OP_UNARY umbrella + bool inplace; + ggml_tri_type ttype; // only used for GGML_OP_TRI bool operator==(const ggml_webgpu_unary_pipeline_key & other) const { - return type == other.type && op == other.op && is_unary == other.is_unary && inplace == other.inplace; + return type == other.type && op == other.op && is_unary == other.is_unary && inplace == other.inplace && + ttype == other.ttype; } }; @@ -216,6 +375,7 @@ struct ggml_webgpu_unary_pipeline_key_hash { ggml_webgpu_hash_combine(seed, key.op); ggml_webgpu_hash_combine(seed, key.is_unary); ggml_webgpu_hash_combine(seed, key.inplace); + ggml_webgpu_hash_combine(seed, key.ttype); return seed; } }; @@ -230,11 +390,12 @@ struct ggml_webgpu_flash_attn_pipeline_key { bool has_mask; bool has_sinks; bool uses_logit_softcap; + bool use_vec; bool operator==(const ggml_webgpu_flash_attn_pipeline_key & other) const { return kv_type == other.kv_type && head_dim_qk == other.head_dim_qk && head_dim_v == other.head_dim_v && kv_direct == other.kv_direct && has_mask == other.has_mask && has_sinks == other.has_sinks && - uses_logit_softcap == other.uses_logit_softcap; + uses_logit_softcap == other.uses_logit_softcap && use_vec == other.use_vec; } }; @@ -248,6 +409,7 @@ struct ggml_webgpu_flash_attn_pipeline_key_hash { ggml_webgpu_hash_combine(seed, key.has_mask); ggml_webgpu_hash_combine(seed, key.has_sinks); ggml_webgpu_hash_combine(seed, key.uses_logit_softcap); + ggml_webgpu_hash_combine(seed, key.use_vec); return seed; } }; @@ -267,6 +429,121 @@ struct ggml_webgpu_flash_attn_shader_decisions { uint32_t wg_size = 0; }; +inline uint32_t ggml_webgpu_flash_attn_pick_vec_ne(const ggml_webgpu_flash_attn_pipeline_key & key) { + // Keep conservative defaults unless this is the f16 vec-split shape family. + if (key.kv_type != GGML_TYPE_F16 || key.head_dim_qk != key.head_dim_v) { + return 1u; + } + + // Head-dim specializations used by the tuned vec f16 path. + switch (key.head_dim_qk) { + case 64: + return 2u; + case 96: + return 4u; + case 128: + return 1u; + case 192: + return 2u; + case 576: + return 2u; + default: + return 1u; + } +} + +struct ggml_webgpu_flash_attn_vec_reduce_pipeline_key { + uint32_t head_dim_v; + uint32_t wg_size; +}; + +struct ggml_webgpu_flash_attn_vec_reduce_pipeline_key_hash { + size_t operator()(const ggml_webgpu_flash_attn_vec_reduce_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.head_dim_v); + ggml_webgpu_hash_combine(seed, key.wg_size); + return seed; + } +}; + +inline bool operator==(const ggml_webgpu_flash_attn_vec_reduce_pipeline_key & lhs, + const ggml_webgpu_flash_attn_vec_reduce_pipeline_key & rhs) { + return lhs.head_dim_v == rhs.head_dim_v && lhs.wg_size == rhs.wg_size; +} + +struct ggml_webgpu_flash_attn_vec_reduce_shader_lib_context { + ggml_webgpu_flash_attn_vec_reduce_pipeline_key key; + uint32_t max_wg_size; +}; + +inline ggml_webgpu_processed_shader ggml_webgpu_preprocess_flash_attn_vec_reduce_shader( + pre_wgsl::Preprocessor & preprocessor, + const char * shader_src, + const ggml_webgpu_flash_attn_vec_reduce_shader_lib_context & context) { + std::vector defines; + std::string variant = "flash_attn_vec_reduce"; + + defines.push_back(std::string("HEAD_DIM_V=") + std::to_string(context.key.head_dim_v)); + variant += std::string("_hsv") + std::to_string(context.key.head_dim_v); + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + variant += std::string("_wg") + std::to_string(context.max_wg_size); + + ggml_webgpu_processed_shader result; + result.wgsl = preprocessor.preprocess(shader_src, defines); + result.variant = variant; + return result; +} + +struct ggml_webgpu_flash_attn_blk_pipeline_key { + uint32_t q_tile; + uint32_t kv_tile; + + bool operator==(const ggml_webgpu_flash_attn_blk_pipeline_key & other) const { + return q_tile == other.q_tile && kv_tile == other.kv_tile; + } +}; + +struct ggml_webgpu_flash_attn_blk_pipeline_key_hash { + size_t operator()(const ggml_webgpu_flash_attn_blk_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.q_tile); + ggml_webgpu_hash_combine(seed, key.kv_tile); + return seed; + } +}; + +struct ggml_webgpu_flash_attn_blk_shader_lib_context { + ggml_webgpu_flash_attn_blk_pipeline_key key; + uint32_t max_wg_size; +}; + +inline ggml_webgpu_processed_shader ggml_webgpu_preprocess_flash_attn_blk_shader( + pre_wgsl::Preprocessor & preprocessor, + const char * shader_src, + const ggml_webgpu_flash_attn_blk_shader_lib_context & context) { + std::vector defines; + std::string variant = "flash_attn_vec_blk"; + + defines.push_back(std::string("Q_TILE=") + std::to_string(context.key.q_tile)); + variant += std::string("_qt") + std::to_string(context.key.q_tile); + + defines.push_back(std::string("KV_TILE=") + std::to_string(context.key.kv_tile)); + variant += std::string("_kvt") + std::to_string(context.key.kv_tile); + + uint32_t wg_size = 1; + while ((wg_size << 1) <= context.max_wg_size) { + wg_size <<= 1; + } + defines.push_back(std::string("WG_SIZE=") + std::to_string(wg_size)); + variant += std::string("_wg") + std::to_string(wg_size); + + ggml_webgpu_processed_shader result; + result.wgsl = preprocessor.preprocess(shader_src, defines); + result.variant = variant; + return result; +} + // This is exposed because it's necessary in supports_op inline size_t ggml_webgpu_flash_attn_wg_mem_bytes(uint32_t q_tile, uint32_t kv_tile, @@ -381,6 +658,115 @@ struct ggml_webgpu_mul_mat_shader_decisions { uint32_t mul_mat_wg_size; }; +/** MUL_MAT_ID **/ + +struct ggml_webgpu_mul_mat_id_pipeline_key { + ggml_type src0_type; + ggml_type src1_type; + + bool operator==(const ggml_webgpu_mul_mat_id_pipeline_key & other) const { + return src0_type == other.src0_type && src1_type == other.src1_type; + } +}; + +struct ggml_webgpu_mul_mat_id_pipeline_key_hash { + size_t operator()(const ggml_webgpu_mul_mat_id_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.src0_type); + ggml_webgpu_hash_combine(seed, key.src1_type); + return seed; + } +}; + +/** Cpy **/ + +struct ggml_webgpu_cpy_pipeline_key { + ggml_type src_type; + ggml_type dst_type; + + bool operator==(const ggml_webgpu_cpy_pipeline_key & other) const { + return src_type == other.src_type && dst_type == other.dst_type; + } +}; + +struct ggml_webgpu_cpy_pipeline_key_hash { + size_t operator()(const ggml_webgpu_cpy_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.src_type); + ggml_webgpu_hash_combine(seed, key.dst_type); + return seed; + } +}; + +/** Glu **/ + +struct ggml_webgpu_glu_pipeline_key { + ggml_glu_op glu_op; + ggml_type type; + bool split; + + bool operator==(const ggml_webgpu_glu_pipeline_key & other) const { + return glu_op == other.glu_op && type == other.type && split == other.split; + } +}; + +struct ggml_webgpu_glu_pipeline_key_hash { + size_t operator()(const ggml_webgpu_glu_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.glu_op); + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.split); + return seed; + } +}; + +/** Rope **/ + +struct ggml_webgpu_rope_pipeline_key { + ggml_type type; + bool inplace; + bool has_ff; + + bool operator==(const ggml_webgpu_rope_pipeline_key & other) const { + return type == other.type && inplace == other.inplace && has_ff == other.has_ff; + } +}; + +struct ggml_webgpu_rope_pipeline_key_hash { + size_t operator()(const ggml_webgpu_rope_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.type); + ggml_webgpu_hash_combine(seed, key.inplace); + ggml_webgpu_hash_combine(seed, key.has_ff); + return seed; + } +}; + +/** SoftMax **/ + +struct ggml_webgpu_soft_max_pipeline_key { + ggml_type mask_type; + bool has_mask; + bool has_sink; + bool inplace; + + bool operator==(const ggml_webgpu_soft_max_pipeline_key & other) const { + return mask_type == other.mask_type && has_mask == other.has_mask && has_sink == other.has_sink && + inplace == other.inplace; + } +}; + +struct ggml_webgpu_soft_max_pipeline_key_hash { + size_t operator()(const ggml_webgpu_soft_max_pipeline_key & key) const { + size_t seed = 0; + ggml_webgpu_hash_combine(seed, key.mask_type); + ggml_webgpu_hash_combine(seed, key.has_mask); + ggml_webgpu_hash_combine(seed, key.has_sink); + ggml_webgpu_hash_combine(seed, key.inplace); + return seed; + } +}; + class ggml_webgpu_shader_lib { wgpu::Device device; pre_wgsl::Preprocessor preprocessor; @@ -390,18 +776,40 @@ class ggml_webgpu_shader_lib { std::unordered_map argsort_pipelines; // key is order std::unordered_map argsort_merge_pipelines; // key is order std::unordered_map cumsum_pipelines; // key is fixed, no variants yet + std::unordered_map + row_norm_pipelines; // op/inplace std::unordered_map get_rows_pipelines; // src_type, vectorized std::unordered_map unary_pipelines; // type/op/inplace std::unordered_map scale_pipelines; // inplace + std::unordered_map + solve_tri_pipelines; // type + std::unordered_map + ssm_conv_pipelines; // type/vectorized + std::unordered_map + gated_delta_net_pipelines; // type/S_v/kda std::unordered_map - pad_pipelines; // circular/non-circular + pad_pipelines; // circular/non-circular std::unordered_map - binary_pipelines; // type/op/inplace/overlap + binary_pipelines; // type/op/inplace/overlap + std::unordered_map + concat_pipelines; // type + std::unordered_map + repeat_pipelines; // type std::unordered_map flash_attn_pipelines; + std::unordered_map + flash_attn_vec_reduce_pipelines; + std::unordered_map + flash_attn_blk_pipelines; std::unordered_map @@ -409,10 +817,20 @@ class ggml_webgpu_shader_lib { std::unordered_map mul_mat_vec_pipelines; // fast mat-vec (n==1) std::unordered_map - mul_mat_fast_pipelines; // fast mat-mat (reg-tile or subgroup) + mul_mat_fast_pipelines; // fast mat-mat (reg-tile or subgroup) + std::unordered_map mul_mat_id_gather_pipelines; // key is fixed + std::unordered_map + mul_mat_id_pipelines; // src0_type/src1_type std::unordered_map set_rows_pipelines; + std::unordered_map set_pipelines; + std::unordered_map cpy_pipelines; + std::unordered_map glu_pipelines; + std::unordered_map + rope_pipelines; + std::unordered_map + soft_max_pipelines; public: ggml_webgpu_shader_lib(wgpu::Device device) { this->device = device; } @@ -430,6 +848,45 @@ class ggml_webgpu_shader_lib { return sum_rows_pipelines[1]; } + webgpu_pipeline get_row_norm_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_row_norm_pipeline_key key = { + .op = context.dst->op, + .inplace = context.inplace, + }; + + auto it = row_norm_pipelines.find(key); + if (it != row_norm_pipelines.end()) { + return it->second; + } + std::vector defines; + std::string variant; + + switch (key.op) { + case GGML_OP_RMS_NORM: + defines.push_back("RMS_NORM"); + variant = "rms_norm"; + break; + case GGML_OP_L2_NORM: + defines.push_back("L2_NORM"); + variant = "l2_norm"; + break; + default: + GGML_ABORT("Unsupported op for row_norm shader"); + } + + if (key.inplace) { + defines.push_back("INPLACE"); + variant += "_inplace"; + } + + const uint32_t row_norm_wg_size = 128u; + uint32_t wg_size = std::min(context.max_wg_size, row_norm_wg_size); + defines.push_back(std::string("WG_SIZE=") + std::to_string(wg_size)); + auto processed = preprocessor.preprocess(wgsl_row_norm, defines); + row_norm_pipelines[key] = ggml_webgpu_create_pipeline(device, processed, variant); + return row_norm_pipelines[key]; + } + webgpu_pipeline get_argmax_pipeline(const ggml_webgpu_shader_lib_context & context) { bool vec4 = context.src0->ne[0] % 4 == 0; @@ -497,6 +954,46 @@ class ggml_webgpu_shader_lib { return set_rows_pipelines[key]; } + webgpu_pipeline get_set_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_set_pipeline_key key = { .type = context.dst->type, .inplace = context.inplace }; + + auto it = set_pipelines.find(key); + if (it != set_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "set"; + + switch (key.type) { + case GGML_TYPE_F32: + defines.push_back("TYPE_F32"); + variant += "_f32"; + break; + case GGML_TYPE_I32: + defines.push_back("TYPE_I32"); + variant += "_i32"; + break; + default: + GGML_ABORT("Unsupported type for set shader"); + } + + if (key.inplace) { + defines.push_back("INPLACE"); + variant += "_inplace"; + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_set, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + set_pipelines[key] = pipeline; + return set_pipelines[key]; + } + webgpu_pipeline get_cumsum_pipeline(const ggml_webgpu_shader_lib_context & context) { auto it = cumsum_pipelines.find(1); if (it != cumsum_pipelines.end()) { @@ -583,6 +1080,7 @@ class ggml_webgpu_shader_lib { switch (key.src_type) { case GGML_TYPE_F32: + defines.push_back("FLOAT_PARALLEL"); if (key.vectorized) { defines.push_back("F32_VEC"); defines.push_back("SRC_TYPE=vec4"); @@ -597,6 +1095,7 @@ class ggml_webgpu_shader_lib { variant += "_f32"; break; case GGML_TYPE_F16: + defines.push_back("FLOAT_PARALLEL"); defines.push_back("F16"); defines.push_back("SRC_TYPE=f16"); defines.push_back("DST_TYPE=f32"); @@ -604,6 +1103,7 @@ class ggml_webgpu_shader_lib { variant += "_f16"; break; case GGML_TYPE_I32: + defines.push_back("FLOAT_PARALLEL"); defines.push_back("I32"); defines.push_back("SRC_TYPE=i32"); defines.push_back("DST_TYPE=i32"); @@ -615,6 +1115,32 @@ class ggml_webgpu_shader_lib { std::string type_upper = type_str; std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper); + switch (key.src_type) + { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ2_XXS: + case GGML_TYPE_IQ2_XS: + case GGML_TYPE_IQ2_S: + case GGML_TYPE_IQ3_XXS: + case GGML_TYPE_IQ3_S: + case GGML_TYPE_IQ1_S: + case GGML_TYPE_IQ4_NL: + { + // Quantized types using u32 buffers for portability. + defines.push_back("SRC_TYPE=u32"); + defines.push_back("U32_DEQUANT_HELPERS"); + break; + } + default: + { + defines.push_back(std::string("SRC_TYPE=") + type_str); + } + } + defines.push_back("BYTE_HELPERS"); defines.push_back(type_upper + "_T"); defines.push_back(type_upper); @@ -625,7 +1151,6 @@ class ggml_webgpu_shader_lib { variant += "_"; variant += type_str; - defines.push_back(std::string("SRC_TYPE=") + type_str); defines.push_back("DST_TYPE=f32"); if ((key.src_type >= GGML_TYPE_Q4_0 && key.src_type <= GGML_TYPE_Q8_1) || @@ -682,6 +1207,128 @@ class ggml_webgpu_shader_lib { return scale_pipelines[key]; } + webgpu_pipeline get_solve_tri_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_solve_tri_pipeline_key key = { + .type = context.dst->type, + .n = (int) context.src0->ne[0], + .k = (int) context.src1->ne[0], + }; + + auto it = solve_tri_pipelines.find(key); + if (it != solve_tri_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "solve_tri"; + + switch (key.type) { + case GGML_TYPE_F32: + variant += "_f32"; + break; + default: + GGML_ABORT("Unsupported type for solve_tri shader"); + } + + const uint32_t wg_size = std::min((uint32_t) key.n, context.max_wg_size); + const uint32_t k_tile = wg_size; + const uint32_t bytes_per_row = ((uint32_t) key.n + wg_size) * GGML_WEBGPU_F32_SIZE_BYTES; + const uint32_t batch_n = (uint32_t) (context.wg_mem_limit_bytes / bytes_per_row); + + defines.push_back(std::string("N=") + std::to_string(key.n)); + defines.push_back(std::string("WG_SIZE=") + std::to_string(wg_size)); + defines.push_back(std::string("K_TILE=") + std::to_string(k_tile)); + defines.push_back(std::string("BATCH_N=") + std::to_string(batch_n)); + + auto processed = preprocessor.preprocess(wgsl_solve_tri, defines); + auto decisions = std::make_shared(); + decisions->wg_size = wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + solve_tri_pipelines[key] = pipeline; + return solve_tri_pipelines[key]; + } + + webgpu_pipeline get_ssm_conv_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_ssm_conv_pipeline_key key = { + .type = context.dst->type, + .vectorized = context.src1->ne[0] == 4, + }; + + auto it = ssm_conv_pipelines.find(key); + if (it != ssm_conv_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "ssm_conv"; + + switch (key.type) { + case GGML_TYPE_F32: + variant += "_f32"; + break; + default: + GGML_ABORT("Unsupported type for ssm_conv shader"); + } + + if (key.vectorized) { + defines.push_back("VECTORIZED"); + variant += "_vec4"; + } + + constexpr uint32_t block_size = 32u; + constexpr uint32_t tokens_per_wg = 8u; + + defines.push_back("BLOCK_SIZE=" + std::to_string(block_size) + "u"); + defines.push_back("TOKENS_PER_WG=" + std::to_string(tokens_per_wg) + "u"); + + auto processed = preprocessor.preprocess(wgsl_ssm_conv, defines); + auto decisions = std::make_shared(); + decisions->block_size = block_size; + decisions->tokens_per_wg = tokens_per_wg; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + ssm_conv_pipelines[key] = pipeline; + return ssm_conv_pipelines[key]; + } + + webgpu_pipeline get_gated_delta_net_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_gated_delta_net_pipeline_key key = { + .type = context.dst->type, + .s_v = (int) context.src2->ne[0], + .kda = context.src3->ne[0] == context.src2->ne[0], + }; + + auto it = gated_delta_net_pipelines.find(key); + if (it != gated_delta_net_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "gated_delta_net"; + + switch (key.type) { + case GGML_TYPE_F32: + variant += "_f32"; + break; + default: + GGML_ABORT("Unsupported type for gated_delta_net shader"); + } + + if (key.kda) { + defines.push_back("KDA"); + variant += "_kda"; + } + + defines.push_back("S_V=" + std::to_string(key.s_v) + "u"); + defines.push_back("WG_SIZE=" + std::to_string(key.s_v) + "u"); + + auto processed = preprocessor.preprocess(wgsl_gated_delta_net, defines); + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + gated_delta_net_pipelines[key] = pipeline; + return gated_delta_net_pipelines[key]; + } + webgpu_pipeline get_pad_pipeline(const ggml_webgpu_shader_lib_context & context) { ggml_webgpu_pad_pipeline_key key = { .circular = ggml_get_op_params_i32(context.dst, 8) != 0 }; @@ -728,6 +1375,35 @@ class ggml_webgpu_shader_lib { std::vector defines; std::string variant = "mul_mat_vec"; + // src0 type (matrix row) + switch (context.src0->type) { + case GGML_TYPE_F32: + defines.push_back("SRC0_INNER_TYPE=f32"); + defines.push_back("MUL_ACC_FLOAT"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("SRC0_INNER_TYPE=f16"); + defines.push_back("MUL_ACC_FLOAT"); + variant += "_f16"; + break; + default: + { + // Quantized types: use helpers but accumulate in f16 + const struct ggml_type_traits * src0_traits = ggml_get_type_traits(context.src0->type); + std::string src0_name = src0_traits->type_name; + std::string type_upper = src0_name; + variant += "_" + src0_name; + std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper); + + defines.push_back("BYTE_HELPERS"); + defines.push_back("MUL_ACC_" + type_upper); + defines.push_back("U32_DEQUANT_HELPERS"); + defines.push_back("SRC0_INNER_TYPE=u32"); + break; + } + } + // src1 type (vector) switch (context.src1->type) { case GGML_TYPE_F32: @@ -742,39 +1418,21 @@ class ggml_webgpu_shader_lib { GGML_ABORT("Unsupported src1 type for mul_mat_vec shader"); } - // src0 type (matrix row) - switch (context.src0->type) { - case GGML_TYPE_F32: - defines.push_back("SRC0_INNER_TYPE=f32"); - defines.push_back("MUL_ACC_FLOAT"); - break; - case GGML_TYPE_F16: - defines.push_back("SRC0_INNER_TYPE=f16"); - defines.push_back("MUL_ACC_FLOAT"); - break; - default: - { - // Quantized types: use helpers but accumulate in f16 - const struct ggml_type_traits * src0_traits = ggml_get_type_traits(context.src0->type); - std::string src0_name = src0_traits->type_name; - std::string type_upper = src0_name; - std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper); - - defines.push_back("BYTE_HELPERS"); - defines.push_back("MUL_ACC_" + type_upper); - - // For fast path we always dequantize from f16 inside the shader - defines.push_back("SRC0_INNER_TYPE=f16"); - break; - } - } - // VEC/SCALAR controls defines.push_back(key.vectorized ? "VEC" : "SCALAR"); uint32_t wg_size = WEBGPU_MUL_MAT_VEC_WG_SIZE; - uint32_t tile_k = WEBGPU_MUL_MAT_VEC_TILE_K; - uint32_t outputs_per_wg = WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG; + uint32_t tile_k = WEBGPU_MUL_MAT_VEC_FLOAT_TILE_K; + uint32_t outputs_per_wg = WEBGPU_MUL_MAT_VEC_FLOAT_OUTPUTS_PER_WG; + + if (key.src0_type >= GGML_TYPE_Q2_K) { + tile_k = WEBGPU_MUL_MAT_VEC_K_Q_TILE_K; + outputs_per_wg = WEBGPU_MUL_MAT_VEC_K_Q_OUTPUTS_PER_WG; + } else if (key.src0_type >= GGML_TYPE_Q4_0) { + tile_k = WEBGPU_MUL_MAT_VEC_LEGACY_Q_TILE_K; + outputs_per_wg = WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG; + } + defines.push_back(std::string("WG_SIZE=") + std::to_string(wg_size)); defines.push_back(std::string("TILE_K=") + std::to_string(tile_k)); defines.push_back(std::string("OUTPUTS_PER_WG=") + std::to_string(outputs_per_wg)); @@ -854,9 +1512,8 @@ class ggml_webgpu_shader_lib { defines.push_back("MUL_ACC_" + type_upper); defines.push_back("INIT_SRC0_SHMEM_" + type_upper); defines.push_back("INIT_SRC1_SHMEM_FLOAT"); - - // Use f16 inside the shader for quantized types - defines.push_back("SRC0_INNER_TYPE=f16"); + defines.push_back("U32_DEQUANT_HELPERS"); + defines.push_back("SRC0_INNER_TYPE=u32"); variant += std::string("_") + src0_name; break; @@ -961,11 +1618,35 @@ class ggml_webgpu_shader_lib { break; default: { - // quantized types std::string type_upper = src0_name; std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper); - defines.push_back(std::string("SRC0_TYPE=") + src0_name); + switch (context.src0->type) + { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ2_XXS: + case GGML_TYPE_IQ2_XS: + case GGML_TYPE_IQ2_S: + case GGML_TYPE_IQ3_XXS: + case GGML_TYPE_IQ3_S: + case GGML_TYPE_IQ1_S: + case GGML_TYPE_IQ4_NL: + { + // Quantized types using u32 buffers for portability. + defines.push_back("SRC0_TYPE=u32"); + defines.push_back("U32_DEQUANT_HELPERS"); + break; + } + default: + { + defines.push_back(std::string("SRC0_TYPE=") + src0_name); + } + } + defines.push_back("BYTE_HELPERS"); defines.push_back(type_upper + "_T"); defines.push_back(type_upper); @@ -989,6 +1670,115 @@ class ggml_webgpu_shader_lib { return mul_mat_legacy_pipelines[key]; } + webgpu_pipeline get_mul_mat_id_gather_pipeline(const ggml_webgpu_shader_lib_context & context) { + auto it = mul_mat_id_gather_pipelines.find(1); + if (it != mul_mat_id_gather_pipelines.end()) { + return it->second; + } + std::vector defines; + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_mul_mat_id_gather, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, "mul_mat_id_gather"); + pipeline.context = decisions; + mul_mat_id_gather_pipelines[1] = pipeline; + return pipeline; + } + + webgpu_pipeline get_mul_mat_id_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_mul_mat_id_pipeline_key key = { + .src0_type = context.src0->type, + .src1_type = context.src1->type, + }; + + auto it = mul_mat_id_pipelines.find(key); + if (it != mul_mat_id_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "mul_mat_id"; + defines.push_back("MUL_MAT_ID"); + + // src1 type + switch (context.src1->type) { + case GGML_TYPE_F32: + defines.push_back("SRC1_INNER_TYPE=f32"); + break; + case GGML_TYPE_F16: + defines.push_back("SRC1_INNER_TYPE=f16"); + break; + default: + GGML_ABORT("Unsupported src1 type for mul_mat fast shader"); + } + + // src0 type + const struct ggml_type_traits * src0_traits = ggml_get_type_traits(context.src0->type); + const char * src0_name = src0_traits->type_name; + + switch (context.src0->type) { + case GGML_TYPE_F32: + defines.push_back("SRC0_INNER_TYPE=f32"); + defines.push_back("FLOAT"); + defines.push_back("INIT_SRC0_SHMEM_FLOAT"); + defines.push_back("INIT_SRC1_SHMEM_FLOAT"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("SRC0_INNER_TYPE=f16"); + defines.push_back("FLOAT"); + defines.push_back("INIT_SRC0_SHMEM_FLOAT"); + defines.push_back("INIT_SRC1_SHMEM_FLOAT"); + variant += "_f16"; + break; + default: + { + std::string type_upper = src0_name; + std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper); + + defines.push_back("BYTE_HELPERS"); + defines.push_back("INIT_SRC0_SHMEM_" + type_upper); + defines.push_back("INIT_SRC1_SHMEM_FLOAT"); + defines.push_back("U32_DEQUANT_HELPERS"); + defines.push_back("SRC0_INNER_TYPE=u32"); + + variant += std::string("_") + src0_name; + break; + } + } + + defines.push_back("SCALAR"); + + // Tiles + defines.push_back("TILE_M=" + std::to_string(WEBGPU_MUL_MAT_TILE_M) + "u"); + defines.push_back("TILE_N=" + std::to_string(WEBGPU_MUL_MAT_TILE_N) + "u"); + defines.push_back("TILE_K=" + std::to_string(WEBGPU_MUL_MAT_TILE_K) + "u"); + + defines.push_back("WORKGROUP_SIZE_M=" + std::to_string(WEBGPU_MUL_MAT_WG_SIZE_M) + "u"); + defines.push_back("WORKGROUP_SIZE_N=" + std::to_string(WEBGPU_MUL_MAT_WG_SIZE_N) + "u"); + + // variant suffix for src1 type + variant += std::string("_") + (context.src1->type == GGML_TYPE_F32 ? "f32" : "f16"); + + auto processed = preprocessor.preprocess(wgsl_mul_mat_id, defines); + + auto decisions = std::make_shared(); + decisions->tile_k = WEBGPU_MUL_MAT_TILE_K; + decisions->tile_m = WEBGPU_MUL_MAT_TILE_M; + decisions->tile_n = WEBGPU_MUL_MAT_TILE_N; + decisions->wg_size_m = WEBGPU_MUL_MAT_WG_SIZE_M; + decisions->wg_size_n = WEBGPU_MUL_MAT_WG_SIZE_N; + decisions->wg_size = WEBGPU_MUL_MAT_WG_SIZE_M * WEBGPU_MUL_MAT_WG_SIZE_N; + + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + mul_mat_id_pipelines[key] = pipeline; + return mul_mat_id_pipelines[key]; + } + webgpu_pipeline get_unary_pipeline(const ggml_webgpu_shader_lib_context & context) { const bool is_unary = context.dst->op == GGML_OP_UNARY; const int op = is_unary ? (int) ggml_get_unary_op(context.dst) : context.dst->op; @@ -997,6 +1787,7 @@ class ggml_webgpu_shader_lib { .op = op, .is_unary = is_unary, .inplace = context.inplace, + .ttype = (ggml_tri_type) ggml_get_op_params_i32(context.dst, 0), }; auto it = unary_pipelines.find(key); @@ -1027,6 +1818,29 @@ class ggml_webgpu_shader_lib { variant += "_inplace"; } + if (op == GGML_OP_TRI) { + switch (key.ttype) { + case GGML_TRI_TYPE_LOWER: + defines.push_back("TRI_TYPE_LOWER"); + variant += "_tri_type_lower"; + break; + case GGML_TRI_TYPE_LOWER_DIAG: + defines.push_back("TRI_TYPE_LOWER_DIAG"); + variant += "_tri_type_lower_diag"; + break; + case GGML_TRI_TYPE_UPPER: + defines.push_back("TRI_TYPE_UPPER"); + variant += "_tri_type_upper"; + break; + case GGML_TRI_TYPE_UPPER_DIAG: + defines.push_back("TRI_TYPE_UPPER_DIAG"); + variant += "_tri_upper_diag"; + break; + default: + GGML_ABORT("Unsupported ggml_tri_type for unary shader"); + } + } + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); auto processed = preprocessor.preprocess(wgsl_unary, defines); @@ -1040,10 +1854,11 @@ class ggml_webgpu_shader_lib { webgpu_pipeline get_binary_pipeline(const ggml_webgpu_shader_lib_context & context) { ggml_webgpu_binary_pipeline_key key = { - .type = context.dst->type, - .op = context.dst->op, - .inplace = context.inplace, - .overlap = context.overlap, + .type = context.dst->type, + .op = context.dst->op, + .inplace = context.inplace, + .overlap = context.overlap, + .src_overlap = context.src_overlap, }; auto it = binary_pipelines.find(key); @@ -1076,6 +1891,9 @@ class ggml_webgpu_shader_lib { } else if (key.overlap) { defines.push_back("OVERLAP"); variant += "_overlap"; + } else if (key.src_overlap) { + defines.push_back("SRC_OVERLAP"); + variant += "_src_overlap"; } defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); @@ -1089,24 +1907,86 @@ class ggml_webgpu_shader_lib { return binary_pipelines[key]; } - webgpu_pipeline get_flash_attn_pipeline(const ggml_webgpu_shader_lib_context & context) { - const bool has_mask = context.src3 != nullptr; - const bool has_sinks = context.src4 != nullptr; - - bool kv_direct = (context.src1->type == GGML_TYPE_F16) && (context.src0->ne[0] % context.sg_mat_k == 0) && - (context.src1->ne[1] % context.sg_mat_n == 0); - - ggml_webgpu_flash_attn_pipeline_key key = { - .kv_type = context.src1->type, - .head_dim_qk = (uint32_t) context.src0->ne[0], - .head_dim_v = (uint32_t) context.src2->ne[0], - .kv_direct = kv_direct, - .has_mask = has_mask, - .has_sinks = has_sinks, - .uses_logit_softcap = (*(float *) &context.dst->op_params[2]) != 0.0f, + webgpu_pipeline get_concat_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_concat_pipeline_key key = { + .type = context.dst->type, }; - auto it = flash_attn_pipelines.find(key); + auto it = concat_pipelines.find(key); + if (it != concat_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "concat"; + + switch (key.type) { + case GGML_TYPE_F32: + defines.push_back("TYPE_F32"); + variant += "_f32"; + break; + case GGML_TYPE_I32: + defines.push_back("TYPE_I32"); + variant += "_i32"; + break; + default: + GGML_ABORT("Unsupported type for concat shader"); + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_concat, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + concat_pipelines[key] = pipeline; + return concat_pipelines[key]; + } + + webgpu_pipeline get_repeat_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_repeat_pipeline_key key = { + .type = context.dst->type, + }; + + auto it = repeat_pipelines.find(key); + if (it != repeat_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "repeat"; + + switch (key.type) { + case GGML_TYPE_F32: + defines.push_back("TYPE_F32"); + variant += "_f32"; + break; + case GGML_TYPE_I32: + defines.push_back("TYPE_I32"); + variant += "_i32"; + break; + case GGML_TYPE_I16: + defines.push_back("TYPE_I16"); + variant += "_i16"; + break; + default: + GGML_ABORT("Unsupported type for repeat shader"); + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_repeat, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + repeat_pipelines[key] = pipeline; + return repeat_pipelines[key]; + } + + webgpu_pipeline get_flash_attn_pipeline(const ggml_webgpu_flash_attn_shader_lib_context & context) { + auto it = flash_attn_pipelines.find(context.key); if (it != flash_attn_pipelines.end()) { return it->second; } @@ -1114,7 +1994,7 @@ class ggml_webgpu_shader_lib { std::vector defines; std::string variant = "flash_attn"; - switch (key.kv_type) { + switch (context.key.kv_type) { case GGML_TYPE_F32: defines.push_back("KV_F32"); break; @@ -1130,41 +2010,51 @@ class ggml_webgpu_shader_lib { default: GGML_ABORT("Unsupported KV type for flash attention shader"); } - variant += std::string("_") + ggml_type_name(key.kv_type); + variant += std::string("_") + ggml_type_name(context.key.kv_type); - if (key.has_mask) { + if (context.key.has_mask) { defines.push_back("MASK"); variant += "_mask"; } - if (key.has_sinks) { + if (context.key.has_sinks) { defines.push_back("SINKS"); variant += "_sinks"; } - if (key.uses_logit_softcap) { + if (context.key.uses_logit_softcap) { defines.push_back("LOGIT_SOFTCAP"); variant += "_lgsc"; } - if (key.kv_direct) { + if (context.key.kv_direct) { defines.push_back("KV_DIRECT"); variant += "_kvdirect"; } + if (context.key.has_mask && context.key.use_vec) { + defines.push_back("BLK"); + variant += "_blk"; + } - defines.push_back(std::string("HEAD_DIM_QK=") + std::to_string(key.head_dim_qk)); - variant += std::string("_hsqk") + std::to_string(key.head_dim_qk); + defines.push_back(std::string("HEAD_DIM_QK=") + std::to_string(context.key.head_dim_qk)); + variant += std::string("_hsqk") + std::to_string(context.key.head_dim_qk); - defines.push_back(std::string("HEAD_DIM_V=") + std::to_string(key.head_dim_v)); - variant += std::string("_hsv") + std::to_string(key.head_dim_v); + defines.push_back(std::string("HEAD_DIM_V=") + std::to_string(context.key.head_dim_v)); + variant += std::string("_hsv") + std::to_string(context.key.head_dim_v); defines.push_back(std::string("SG_MAT_M=") + std::to_string(context.sg_mat_m)); defines.push_back(std::string("SG_MAT_N=") + std::to_string(context.sg_mat_n)); defines.push_back(std::string("SG_MAT_K=") + std::to_string(context.sg_mat_k)); - uint32_t q_tile = context.sg_mat_m; - uint32_t kv_tile = - std::min(ggml_webgpu_flash_attn_max_kv_tile({ key, context.sg_mat_m, context.sg_mat_n, context.sg_mat_k, - context.wg_mem_limit_bytes, context.max_subgroup_size }), - context.sg_mat_n * GGML_WEBGPU_FLASH_ATTN_PREFERRED_KV_SG_TILES); - if (key.kv_direct) { + uint32_t q_tile = context.sg_mat_m; + uint32_t kv_tile = std::min(ggml_webgpu_flash_attn_max_kv_tile(context), + context.sg_mat_n * GGML_WEBGPU_FLASH_ATTN_PREFERRED_KV_SG_TILES); + if (context.key.use_vec) { + q_tile = 1; + kv_tile = std::max(context.sg_mat_n, std::min(32u, ggml_webgpu_flash_attn_max_kv_tile(context))); + kv_tile = (kv_tile / context.sg_mat_n) * context.sg_mat_n; + const uint32_t vec_ne = ggml_webgpu_flash_attn_pick_vec_ne(context.key); + defines.push_back(std::string("VEC_NE=") + std::to_string(vec_ne) + "u"); + } + if (context.key.kv_direct) { + GGML_ASSERT(kv_tile <= GGML_WEBGPU_KV_SEQ_PAD); while (GGML_WEBGPU_KV_SEQ_PAD % kv_tile != 0) { kv_tile -= context.sg_mat_n; } @@ -1173,19 +2063,281 @@ class ggml_webgpu_shader_lib { defines.push_back(std::string("Q_TILE=") + std::to_string(q_tile)); defines.push_back(std::string("KV_TILE=") + std::to_string(kv_tile)); - uint32_t wg_size = std::max(context.max_subgroup_size, GGML_WEBGPU_FLASH_ATTN_PREFERRED_WG_SIZE); + uint32_t wg_size = 0; + if (context.key.use_vec) { + wg_size = std::max(1u, std::min(32u, context.max_subgroup_size)); + } else { + wg_size = std::max(context.max_subgroup_size, GGML_WEBGPU_FLASH_ATTN_PREFERRED_WG_SIZE); + } defines.push_back(std::string("WG_SIZE=") + std::to_string(wg_size)); - auto processed = preprocessor.preprocess(wgsl_flash_attn, defines); - auto decisions = std::make_shared(); - decisions->q_tile = q_tile; - decisions->kv_tile = kv_tile; - decisions->wg_size = wg_size; + const char * shader_src = context.key.use_vec ? wgsl_flash_attn_vec_split : wgsl_flash_attn; + webgpu_pipeline pipeline = + ggml_webgpu_create_pipeline(device, preprocessor.preprocess(shader_src, defines), variant); + auto decisions = std::make_shared(); + decisions->q_tile = q_tile; + decisions->kv_tile = kv_tile; + decisions->wg_size = wg_size; + pipeline.context = decisions; + flash_attn_pipelines[context.key] = pipeline; + return flash_attn_pipelines[context.key]; + } - webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); - pipeline.context = decisions; - flash_attn_pipelines[key] = pipeline; - return flash_attn_pipelines[key]; + webgpu_pipeline get_flash_attn_blk_pipeline(const ggml_webgpu_flash_attn_blk_shader_lib_context & context) { + auto it = flash_attn_blk_pipelines.find(context.key); + if (it != flash_attn_blk_pipelines.end()) { + return it->second; + } + + ggml_webgpu_processed_shader processed = + ggml_webgpu_preprocess_flash_attn_blk_shader(preprocessor, wgsl_flash_attn_vec_blk, context); + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed.wgsl, processed.variant); + flash_attn_blk_pipelines[context.key] = pipeline; + return flash_attn_blk_pipelines[context.key]; + } + + webgpu_pipeline get_flash_attn_vec_reduce_pipeline( + const ggml_webgpu_flash_attn_vec_reduce_shader_lib_context & context) { + auto it = flash_attn_vec_reduce_pipelines.find(context.key); + if (it != flash_attn_vec_reduce_pipelines.end()) { + return it->second; + } + + ggml_webgpu_processed_shader processed = + ggml_webgpu_preprocess_flash_attn_vec_reduce_shader(preprocessor, wgsl_flash_attn_vec_reduce, context); + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed.wgsl, processed.variant); + flash_attn_vec_reduce_pipelines[context.key] = pipeline; + return flash_attn_vec_reduce_pipelines[context.key]; + } + + webgpu_pipeline get_cpy_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_cpy_pipeline_key key = { + .src_type = context.src0->type, + .dst_type = context.dst->type, + }; + + auto it = cpy_pipelines.find(key); + if (it != cpy_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "cpy"; + + switch (key.src_type) { + case GGML_TYPE_F32: + defines.push_back("SRC_F32"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("SRC_F16"); + variant += "_f16"; + break; + default: + GGML_ABORT("Unsupported src type for cpy shader"); + } + + switch (key.dst_type) { + case GGML_TYPE_F32: + defines.push_back("DST_F32"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("DST_F16"); + variant += "_f16"; + break; + case GGML_TYPE_I32: + defines.push_back("DST_I32"); + variant += "_i32"; + break; + default: + GGML_ABORT("Unsupported dst type for cpy shader"); + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_cpy, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + cpy_pipelines[key] = pipeline; + return cpy_pipelines[key]; + } + + webgpu_pipeline get_glu_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_glu_pipeline_key key = { + .glu_op = ggml_get_glu_op(context.dst), + .type = context.dst->type, + .split = (context.src1 != nullptr), + }; + + auto it = glu_pipelines.find(key); + if (it != glu_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "glu"; + + switch (key.glu_op) { + case GGML_GLU_OP_REGLU: + defines.push_back("OP_REGLU"); + variant += "_reglu"; + break; + case GGML_GLU_OP_GEGLU: + defines.push_back("OP_GEGLU"); + variant += "_geglu"; + break; + case GGML_GLU_OP_SWIGLU: + defines.push_back("OP_SWIGLU"); + variant += "_swiglu"; + break; + case GGML_GLU_OP_SWIGLU_OAI: + defines.push_back("OP_SWIGLU_OAI"); + variant += "_swiglu_oai"; + break; + case GGML_GLU_OP_GEGLU_ERF: + defines.push_back("OP_GEGLU_ERF"); + variant += "_geglu_erf"; + break; + case GGML_GLU_OP_GEGLU_QUICK: + defines.push_back("OP_GEGLU_QUICK"); + variant += "_geglu_quick"; + break; + default: + GGML_ABORT("Unsupported GLU op"); + } + switch (key.type) { + case GGML_TYPE_F32: + defines.push_back("TYPE_F32"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("TYPE_F16"); + variant += "_f16"; + break; + default: + GGML_ABORT("Unsupported type for GLU shader"); + } + + if (key.split) { + variant += "_split"; + } else { + defines.push_back("NO_SPLIT"); + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_glu, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + glu_pipelines[key] = pipeline; + return glu_pipelines[key]; + } + + webgpu_pipeline get_rope_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_rope_pipeline_key key = { + .type = context.dst->type, + .inplace = context.inplace, + .has_ff = (context.src2 != nullptr), + }; + + auto it = rope_pipelines.find(key); + if (it != rope_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "rope"; + + switch (key.type) { + case GGML_TYPE_F32: + defines.push_back("TYPE_F32"); + variant += "_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("TYPE_F16"); + variant += "_f16"; + break; + default: + GGML_ABORT("Unsupported type for ROPE shader"); + } + + if (key.inplace) { + defines.push_back("INPLACE"); + variant += "_inplace"; + } + + if (key.has_ff) { + defines.push_back("FF_FUNC"); + variant += "_ff"; + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_rope, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + rope_pipelines[key] = pipeline; + return rope_pipelines[key]; + } + + webgpu_pipeline get_soft_max_pipeline(const ggml_webgpu_shader_lib_context & context) { + ggml_webgpu_soft_max_pipeline_key key = { + .mask_type = context.src1 ? context.src1->type : GGML_TYPE_F32, + .has_mask = (context.src1 != nullptr), + .has_sink = (context.src2 != nullptr), + .inplace = context.inplace, + }; + + auto it = soft_max_pipelines.find(key); + if (it != soft_max_pipelines.end()) { + return it->second; + } + + std::vector defines; + std::string variant = "soft_max"; + + if (key.has_mask) { + defines.push_back("HAS_MASK"); + switch (key.mask_type) { + case GGML_TYPE_F32: + defines.push_back("MASK_F32"); + variant += "_mask_f32"; + break; + case GGML_TYPE_F16: + defines.push_back("MASK_F16"); + variant += "_mask_f16"; + break; + default: + GGML_ABORT("Unsupported type for SOFT_MAX shader"); + } + } + + if (key.has_sink) { + defines.push_back("HAS_SINK"); + variant += "_sink"; + } + + if (key.inplace) { + defines.push_back("INPLACE"); + variant += "_inplace"; + } + + defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size)); + + auto processed = preprocessor.preprocess(wgsl_soft_max, defines); + auto decisions = std::make_shared(); + decisions->wg_size = context.max_wg_size; + webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant); + pipeline.context = decisions; + soft_max_pipelines[key] = pipeline; + return soft_max_pipelines[key]; } private: diff --git a/ggml/src/ggml-webgpu/ggml-webgpu.cpp b/ggml/src/ggml-webgpu/ggml-webgpu.cpp index 1c00d3cb2b..e979783f02 100644 --- a/ggml/src/ggml-webgpu/ggml-webgpu.cpp +++ b/ggml/src/ggml-webgpu/ggml-webgpu.cpp @@ -8,7 +8,6 @@ #include "ggml-backend-impl.h" #include "ggml-impl.h" #include "ggml-webgpu-shader-lib.hpp" -#include "pre_wgsl.hpp" #ifdef __EMSCRIPTEN__ # include @@ -17,20 +16,31 @@ #include #include -#include #include #include -#include -#include +#ifdef GGML_WEBGPU_GPU_PROFILE +# include +#endif +#if defined(GGML_WEBGPU_DEBUG) || defined(GGML_WEBGPU_CPU_PROFILE) || defined(GGML_WEBGPU_GPU_PROFILE) +# include +#endif #include #include #include #include +#include #include #define ROUNDUP_POW2(x, pow2) (((x) + ((pow2) - 1)) & ~((pow2) - 1)) #define CEIL_DIV(M, N) (((M) + (N) - 1) / (N)) +// Return a rectangular grid of workgroups with minimal over-provisioned workgroups. +// Assumes that the total number of workgroups does not exceed max_per_dim^2. +static inline void compute_2d_workgroups(uint32_t total_wg, uint32_t max_per_dim, uint32_t & wg_x, uint32_t & wg_y) { + wg_y = std::max(1u, CEIL_DIV(total_wg, max_per_dim)); + wg_x = CEIL_DIV(total_wg, wg_y); +} + #ifdef GGML_WEBGPU_DEBUG # define WEBGPU_LOG_DEBUG(msg) std::cout << msg << std::endl # define WEBGPU_DEBUG_BUF_ELEMS 512 @@ -63,22 +73,19 @@ #endif // GGML_WEBGPU_CPU_PROFILE #ifdef GGML_WEBGPU_GPU_PROFILE -# define WEBGPU_NUM_TIMESTAMP_QUERY_BUFS 24 +# define WEBGPU_NUM_TIMESTAMP_QUERY_BUFS 32 # define WEBGPU_TIMESTAMP_QUERY_BUF_SIZE_BYTES 16 // e.g. enough for two timestamps #endif /* Constants */ -#define WEBGPU_NUM_PARAM_BUFS 16u -#define WEBGPU_COMMAND_SUBMIT_BATCH_SIZE 8u -#define WEBGPU_WAIT_ANY_TIMEOUT_MS 0 -// Maximum number of in-flight submissions per-thread, to avoid exhausting the -// parameter buffer pool -#define WEBGPU_MAX_INFLIGHT_SUBS_PER_THREAD WEBGPU_NUM_PARAM_BUFS / WEBGPU_COMMAND_SUBMIT_BATCH_SIZE -#define WEBGPU_PARAMS_BUF_SIZE_BYTES 128 // enough for 32 parameters -#define WEBGPU_NUM_SET_ROWS_ERROR_BUFS 16 -#define WEBGPU_SET_ROWS_ERROR_BUF_SIZE_BYTES 4 -#define WEBGPU_STORAGE_BUF_BINDING_MULT 4 // a storage buffer binding size must be a multiple of 4 +#define WEBGPU_DEFAULT_COMMAND_SUBMIT_BATCH_SIZE 32u +#define WEBGPU_NUM_PARAM_SLOT_SAFETY_MARGIN 10u +#define WEBGPU_RUNTIME_WAIT_TIMEOUT_MS 30000u +#define WEBGPU_RUNTIME_WAIT_TIMEOUT_NS (WEBGPU_RUNTIME_WAIT_TIMEOUT_MS * 1e6) +#define WEBGPU_PARAMS_BUF_SIZE_BYTES 128 // enough for 32 parameters +#define WEBGPU_SET_ROWS_ERROR_BUF_SIZE_BYTES 4 +#define WEBGPU_STORAGE_BUF_BINDING_MULT 4 // a storage buffer binding size must be a multiple of 4 // For operations which process a row in parallel, this seems like a reasonable // default @@ -90,6 +97,14 @@ /* End Constants */ +static inline wgpu::CallbackMode ggml_webgpu_callback_mode() { +#ifdef __EMSCRIPTEN__ + return wgpu::CallbackMode::AllowProcessEvents; +#else + return wgpu::CallbackMode::AllowSpontaneous; +#endif +} + // This is a "fake" base pointer, since WebGPU buffers do not have pointers to // their locations. static void * const webgpu_ptr_base = (void *) (uintptr_t) 0x1000; // NOLINT @@ -111,71 +126,45 @@ static void ggml_webgpu_create_buffer(wgpu::Device & device, wgpu::BufferUsage usage, const char * label); -struct webgpu_pool_bufs { - wgpu::Buffer host_buf; - wgpu::Buffer dev_buf; -}; +// Slot-based parameter arena for compute graph encoding. Each encoded kernel +// gets a unique uniform-buffer slice within the current batch, and the slot +// cursor is reset immediately after that batch is submitted. +struct webgpu_param_arena { + wgpu::Buffer buffer; + size_t slot_stride = 0; + size_t slot_size = 0; + uint32_t slot_count = 0; + uint32_t next_slot = 0; -// The futures to wait on for a single queue submission -struct webgpu_submission_futures { - std::vector futures; -}; + void init(wgpu::Device device, size_t slot_size, uint32_t slot_count, size_t alignment) { + this->slot_stride = ROUNDUP_POW2(slot_size, alignment); + this->slot_size = slot_size; + this->slot_count = slot_count; + this->next_slot = 0; -// Holds a pool of parameter buffers for WebGPU operations -struct webgpu_buf_pool { - std::vector free; + ggml_webgpu_create_buffer(device, buffer, this->slot_stride * slot_count, + wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::Uniform, "ggml_webgpu_param_arena"); + } - // The pool must be synchronized because - // 1. The memset pool is shared globally by every ggml buffer, - // since allocating a pool per ggml buffer would consume too much memory. - // 2. For the per-thread buffer pools in webgpu_context, - // buffers are allocated and freed in Dawn callbacks, - // which can run on a different thread than the calling thread. - std::mutex mutex; - std::condition_variable cv; - - void init(wgpu::Device device, - int num_bufs, - size_t buf_size, - wgpu::BufferUsage dev_buf_usage, - wgpu::BufferUsage host_buf_usage) { - for (int i = 0; i < num_bufs; i++) { - wgpu::Buffer host_buf; - wgpu::Buffer dev_buf; - ggml_webgpu_create_buffer(device, host_buf, buf_size, host_buf_usage, "ggml_webgpu_host_pool_buf"); - ggml_webgpu_create_buffer(device, dev_buf, buf_size, dev_buf_usage, "ggml_webgpu_dev_pool_buf"); - free.push_back({ host_buf, dev_buf }); + size_t alloc_slot(size_t size) { + GGML_ASSERT(size <= slot_size); + if (next_slot >= slot_count) { + GGML_ABORT("ggml_webgpu: parameter arena exhausted while encoding a batch"); } + + return slot_stride * next_slot++; } - webgpu_pool_bufs alloc_bufs() { - std::unique_lock lock(mutex); - cv.wait(lock, [this] { return !free.empty(); }); - webgpu_pool_bufs bufs = free.back(); - free.pop_back(); - return bufs; - } - - void free_bufs(std::vector bufs) { - std::lock_guard lock(mutex); - free.insert(free.end(), bufs.begin(), bufs.end()); - cv.notify_all(); - } + void reset() { next_slot = 0; } void cleanup() { - std::lock_guard lock(mutex); - for (auto & bufs : free) { - if (bufs.host_buf) { - bufs.host_buf.Destroy(); - } - if (bufs.dev_buf) { - bufs.dev_buf.Destroy(); - } + if (buffer) { + buffer.Destroy(); + buffer = nullptr; } - free.clear(); } - ~webgpu_buf_pool() { this->cleanup(); } + ~webgpu_param_arena() { this->cleanup(); } }; #ifdef GGML_WEBGPU_GPU_PROFILE @@ -242,10 +231,8 @@ struct webgpu_gpu_profile_buf_pool { }; #endif -struct webgpu_command { - wgpu::CommandBuffer commands; - std::vector params_bufs; - std::optional set_rows_error_bufs; +struct webgpu_encoded_op { + uint32_t num_kernels = 0; #ifdef GGML_WEBGPU_GPU_PROFILE webgpu_gpu_profile_bufs timestamp_query_bufs; std::string pipeline_name; @@ -271,6 +258,8 @@ struct webgpu_global_context_struct { wgpu::Adapter adapter; wgpu::Device device; wgpu::Queue queue; + uint32_t command_submit_batch_size = WEBGPU_DEFAULT_COMMAND_SUBMIT_BATCH_SIZE; + uint32_t max_inflight_batches = UINT32_MAX; webgpu_capabilities capabilities; // Shared buffer to move data from device to host @@ -278,9 +267,8 @@ struct webgpu_global_context_struct { // Global mutex for pipeline and staging buffer, will be refactored to exclude pipeline caches. std::recursive_mutex mutex; - webgpu_buf_pool memset_buf_pool; - std::map memset_pipelines; // variant or type index - std::atomic_uint inflight_threads = 0; + wgpu::Buffer memset_params_buf; + webgpu_pipeline memset_pipeline; #ifdef GGML_WEBGPU_CPU_PROFILE // Profiling: labeled CPU time in ms (total) @@ -306,6 +294,10 @@ struct webgpu_global_context_struct { this->get_tensor_staging_buf.Destroy(); this->get_tensor_staging_buf = nullptr; } + if (this->memset_params_buf) { + this->memset_params_buf.Destroy(); + this->memset_params_buf = nullptr; + } #ifdef GGML_WEBGPU_DEBUG if (this->debug_host_buf) { this->debug_host_buf.Destroy(); @@ -328,16 +320,9 @@ struct webgpu_context_struct { std::unique_ptr shader_lib; - webgpu_buf_pool param_buf_pool; - webgpu_buf_pool set_rows_error_buf_pool; - - std::map> cpy_pipelines; // src_type, dst_type - - std::map rms_norm_pipelines; // inplace - std::map>> rope_pipelines; // type, ff, inplace - std::map>> glu_pipelines; // glu_op, type, split - - std::map>> soft_max_pipelines; // mask_type, has_sink, inplace + webgpu_param_arena param_arena; + wgpu::Buffer set_rows_dev_error_buf; + wgpu::Buffer set_rows_host_error_buf; size_t memset_bytes_per_thread; }; @@ -422,53 +407,122 @@ static void ggml_webgpu_create_buffer(wgpu::Device & device, /** WebGPU Actions */ -// Wait for the queue to finish processing all submitted work -static void ggml_backend_webgpu_wait(webgpu_global_context & ctx, - std::vector & futures, - bool block = true) { - // If we have too many in-flight submissions, wait on the oldest one first. If - // there are many threads, inflight_max may be 0, meaning that we must wait on - // all futures. - uint64_t timeout_ms = block ? UINT64_MAX : 0; - uint32_t inflight_threads = ctx->inflight_threads; - uint32_t inflight_max = WEBGPU_MAX_INFLIGHT_SUBS_PER_THREAD / std::max(inflight_threads, 1u); - while (futures.size() >= inflight_max && futures.size() > 0) { - ctx->instance.WaitAny(futures[0].futures.size(), futures[0].futures.data(), UINT64_MAX); - futures.erase(futures.begin()); +#ifdef GGML_WEBGPU_GPU_PROFILE +static void ggml_backend_webgpu_wait_profile_futures(webgpu_global_context & ctx, + std::vector & futures) { + if (futures.empty()) { + return; } - size_t i = 0; - while (i < futures.size()) { - auto waitStatus = ctx->instance.WaitAny(futures[i].futures.size(), futures[i].futures.data(), timeout_ms); - switch (waitStatus) { - case wgpu::WaitStatus::Success: - futures.erase(futures.begin() + i); - break; - case wgpu::WaitStatus::TimedOut: - i++; - break; - case wgpu::WaitStatus::Error: - GGML_LOG_ERROR("ggml_webgpu: WaitAny returned an error\n"); - break; - default: - GGML_LOG_ERROR("ggml_webgpu: WaitAny returned an unknown status\n"); - break; - } + + constexpr size_t max_futures_per_wait = 64; + + while (!futures.empty()) { + ctx->instance.WaitAny(std::min(max_futures_per_wait, futures.size()), futures.data(), UINT64_MAX); + futures.erase(std::remove_if(futures.begin(), futures.end(), + [](const wgpu::FutureWaitInfo & info) { return info.completed; }), + futures.end()); } } +#endif + +template +static void ggml_backend_webgpu_check_wait_status(wgpu::WaitStatus wait_status, + T callback_status, + T success_status, + const char * wait_name, + const char * failure_name, + const char * callback_message) { + if (wait_status == wgpu::WaitStatus::TimedOut) { + GGML_ABORT("ggml_webgpu: %s timed out after %u ms\n", wait_name, WEBGPU_RUNTIME_WAIT_TIMEOUT_MS); + } + if (wait_status == wgpu::WaitStatus::Error) { + GGML_ABORT("ggml_webgpu: %s failed\n", wait_name); + } + if (callback_status != success_status) { + GGML_ABORT("ggml_webgpu: %s failed with status %d: %s\n", failure_name, static_cast(callback_status), + callback_message); + } +} + +#ifdef __EMSCRIPTEN__ +// iOS browsers seem to have very strict limits on the number of in-flight GPU commands, so we need to throttle to avoid failures. +EM_JS(int, ggml_webgpu_is_ios_browser, (), { + const ua = navigator.userAgent; + return (ua.includes('iPhone') || ua.includes('iPad')) ? 1 : 0; +}); +#endif + +static uint32_t ggml_backend_webgpu_get_max_inflight_batches(const wgpu::AdapterInfo & info) { +#ifdef __EMSCRIPTEN__ + if (ggml_webgpu_is_ios_browser()) { + return 1; + } +#else + GGML_UNUSED(info); +#endif + + return UINT32_MAX; +} + +static uint32_t ggml_backend_webgpu_get_command_submit_batch_size(const wgpu::AdapterInfo & info) { +#ifdef __EMSCRIPTEN__ + if (ggml_webgpu_is_ios_browser()) { + return 16; + } +#else + GGML_UNUSED(info); +#endif + + return WEBGPU_DEFAULT_COMMAND_SUBMIT_BATCH_SIZE; +} + +static void ggml_backend_webgpu_wait_queue(webgpu_global_context & ctx) { + wgpu::QueueWorkDoneStatus callback_status = wgpu::QueueWorkDoneStatus::Error; + std::string callback_message; + + const wgpu::WaitStatus wait_status = ctx->instance.WaitAny( + ctx->queue.OnSubmittedWorkDone( + ggml_webgpu_callback_mode(), + [&callback_status, &callback_message](wgpu::QueueWorkDoneStatus status, wgpu::StringView message) { + callback_status = status; + callback_message = std::string(message); + }), + WEBGPU_RUNTIME_WAIT_TIMEOUT_NS); + + ggml_backend_webgpu_check_wait_status(wait_status, callback_status, wgpu::QueueWorkDoneStatus::Success, + "Queue wait", "Queue work", callback_message.c_str()); +} static void ggml_backend_webgpu_map_buffer(webgpu_global_context & ctx, wgpu::Buffer & buffer, wgpu::MapMode mode, size_t offset, size_t size) { - ctx->instance.WaitAny(buffer.MapAsync(mode, offset, size, wgpu::CallbackMode::AllowSpontaneous, - [](wgpu::MapAsyncStatus status, wgpu::StringView message) { - if (status != wgpu::MapAsyncStatus::Success) { - GGML_LOG_ERROR("ggml_webgpu: Failed to map buffer: %s\n", - message.data); - } - }), - UINT64_MAX); + wgpu::MapAsyncStatus callback_status = wgpu::MapAsyncStatus::Error; + std::string callback_message; + + const wgpu::WaitStatus wait_status = ctx->instance.WaitAny( + buffer.MapAsync(mode, offset, size, ggml_webgpu_callback_mode(), + [&callback_status, &callback_message](wgpu::MapAsyncStatus status, wgpu::StringView message) { + callback_status = status; + callback_message = std::string(message); + }), + WEBGPU_RUNTIME_WAIT_TIMEOUT_NS); + + ggml_backend_webgpu_check_wait_status(wait_status, callback_status, wgpu::MapAsyncStatus::Success, + "Buffer map wait", "Buffer map", callback_message.c_str()); +} + +static void ggml_backend_webgpu_submit_commands(webgpu_context & ctx, + const wgpu::CommandBuffer commands, + uint32_t & num_inflight_batches) { + if (num_inflight_batches >= ctx->global_ctx->max_inflight_batches) { + ggml_backend_webgpu_wait_queue(ctx->global_ctx); + num_inflight_batches = 0; + } + + ctx->global_ctx->queue.Submit(1, &commands); + num_inflight_batches++; } #ifdef GGML_WEBGPU_DEBUG @@ -480,73 +534,27 @@ static void ggml_backend_webgpu_debug(webgpu_global_context & ctx) { encoder.CopyBufferToBuffer(ctx->debug_dev_buf, 0, ctx->debug_host_buf, 0, ctx->debug_host_buf.GetSize()); wgpu::CommandBuffer commands = encoder.Finish(); ctx->queue.Submit(1, &commands); - ggml_backend_webgpu_map_buffer(ctx, ctx->debug_host_buf, wgpu::MapMode::Read, 0, ctx->debug_host_buf.GetSize()); + if (!ggml_backend_webgpu_map_buffer(ctx, ctx->debug_host_buf, wgpu::MapMode::Read, 0, + ctx->debug_host_buf.GetSize())) { + GGML_LOG_ERROR("ggml_webgpu: Debug buffer map failed\n"); + return; + } const float * debug_data = (const float *) ctx->debug_host_buf.GetConstMappedRange(); std::cout << "debug[0]: " << debug_data[0] << "\n"; ctx->debug_host_buf.Unmap(); } #endif -static webgpu_submission_futures ggml_backend_webgpu_submit(webgpu_global_context ctx, - std::vector commands, - webgpu_buf_pool & param_buf_pool, - webgpu_buf_pool * set_rows_error_buf_pool = nullptr) { - std::vector command_buffers; - std::vector params_bufs; - std::vector set_rows_error_bufs; -#ifdef GGML_WEBGPU_GPU_PROFILE - std::vector> pipeline_name_and_ts_bufs; -#endif - - for (const auto & command : commands) { - command_buffers.push_back(command.commands); - params_bufs.insert(params_bufs.end(), command.params_bufs.begin(), command.params_bufs.end()); - if (command.set_rows_error_bufs) { - set_rows_error_bufs.push_back(command.set_rows_error_bufs.value()); - } - } - ctx->queue.Submit(command_buffers.size(), command_buffers.data()); - - std::vector futures; - - wgpu::Future p_f = ctx->queue.OnSubmittedWorkDone( - wgpu::CallbackMode::AllowSpontaneous, - [¶m_buf_pool, params_bufs](wgpu::QueueWorkDoneStatus status, wgpu::StringView message) { - if (status != wgpu::QueueWorkDoneStatus::Success) { - GGML_LOG_ERROR("ggml_webgpu: Failed to submit commands: %s\n", std::string(message).c_str()); - } - // Free the staged buffers - param_buf_pool.free_bufs(params_bufs); - }); - futures.push_back({ p_f }); - - for (const auto & bufs : set_rows_error_bufs) { - wgpu::Future f = bufs.host_buf.MapAsync( - wgpu::MapMode::Read, 0, bufs.host_buf.GetSize(), wgpu::CallbackMode::AllowSpontaneous, - [set_rows_error_buf_pool, bufs](wgpu::MapAsyncStatus status, wgpu::StringView message) { - if (status != wgpu::MapAsyncStatus::Success) { - GGML_LOG_ERROR("ggml_webgpu: Failed to map error buffer: %s\n", std::string(message).c_str()); - } else { - const uint32_t * error_data = (const uint32_t *) bufs.host_buf.GetConstMappedRange(); - if (*error_data) { - GGML_ABORT("ggml_webgpu: SET_ROWS index > 2^32, unsupported."); - } - // We can't unmap in here due to WebGPU reentrancy limitations. - if (set_rows_error_buf_pool) { - set_rows_error_buf_pool->free_bufs({ bufs }); - } - } - }); - futures.push_back({ f }); - } - #ifdef GGML_WEBGPU_GPU_PROFILE +static void ggml_backend_webgpu_collect_profile_futures(webgpu_global_context & ctx, + const std::vector & commands, + std::vector & futures) { for (const auto & command : commands) { auto label = command.pipeline_name; auto ts_bufs = command.timestamp_query_bufs; wgpu::Future f = ts_bufs.host_buf.MapAsync( - wgpu::MapMode::Read, 0, ts_bufs.host_buf.GetSize(), wgpu::CallbackMode::AllowSpontaneous, + wgpu::MapMode::Read, 0, ts_bufs.host_buf.GetSize(), ggml_webgpu_callback_mode(), [ctx, ts_bufs, label](wgpu::MapAsyncStatus status, wgpu::StringView message) { if (status != wgpu::MapAsyncStatus::Success) { GGML_LOG_ERROR("ggml_webgpu: Failed to map timestamp buffer: %s\n", std::string(message).c_str()); @@ -555,48 +563,42 @@ static webgpu_submission_futures ggml_backend_webgpu_submit(webgpu_global_contex // WebGPU timestamps are in ns; convert to ms double elapsed_ms = double(ts_data[1] - ts_data[0]) * 1e-6; ctx->shader_gpu_time_ms[label] += elapsed_ms; - // We can't unmap in here due to WebGPU reentrancy limitations. - ctx->timestamp_query_buf_pool.free_bufs({ ts_bufs }); } + // We can't unmap in here due to WebGPU reentrancy limitations. + ctx->timestamp_query_buf_pool.free_bufs({ ts_bufs }); }); futures.push_back({ f }); } -#endif - return { futures }; } +#endif -static webgpu_command ggml_backend_webgpu_build_multi( +static webgpu_encoded_op ggml_backend_webgpu_build_multi( webgpu_global_context & ctx, - webgpu_buf_pool & param_buf_pool, + webgpu_param_arena & param_arena, + wgpu::CommandEncoder & encoder, const std::vector & pipelines, const std::vector> & params_list, const std::vector> & bind_group_entries_list, - const std::vector> & workgroups_list, - const std::optional & set_rows_error_bufs = std::nullopt) { + const std::vector> & workgroups_list) { GGML_ASSERT(pipelines.size() == params_list.size()); GGML_ASSERT(pipelines.size() == bind_group_entries_list.size()); GGML_ASSERT(pipelines.size() == workgroups_list.size()); - std::vector params_bufs_list; - std::vector bind_groups; + webgpu_encoded_op result = {}; + std::vector bind_groups; + std::vector param_offsets; + result.num_kernels = pipelines.size(); for (size_t i = 0; i < pipelines.size(); i++) { - webgpu_pool_bufs params_bufs = param_buf_pool.alloc_bufs(); - - ggml_backend_webgpu_map_buffer(ctx, params_bufs.host_buf, wgpu::MapMode::Write, 0, - params_bufs.host_buf.GetSize()); - uint32_t * _params = (uint32_t *) params_bufs.host_buf.GetMappedRange(); - for (size_t j = 0; j < params_list[i].size(); j++) { - _params[j] = params_list[i][j]; - } - params_bufs.host_buf.Unmap(); + const size_t param_size = params_list[i].size() * sizeof(uint32_t); + const size_t param_offset = param_arena.alloc_slot(param_size); std::vector entries = bind_group_entries_list[i]; uint32_t params_binding_num = entries.size(); entries.push_back({ .binding = params_binding_num, - .buffer = params_bufs.dev_buf, - .offset = 0, - .size = params_bufs.dev_buf.GetSize() }); + .buffer = param_arena.buffer, + .offset = param_offset, + .size = param_arena.slot_size }); wgpu::BindGroupDescriptor bind_group_desc; bind_group_desc.layout = pipelines[i].pipeline.GetBindGroupLayout(0); @@ -604,22 +606,13 @@ static webgpu_command ggml_backend_webgpu_build_multi( bind_group_desc.entries = entries.data(); bind_group_desc.label = pipelines[i].name.c_str(); bind_groups.push_back(ctx->device.CreateBindGroup(&bind_group_desc)); - - params_bufs_list.push_back(params_bufs); + param_offsets.push_back(param_offset); } - wgpu::CommandEncoder encoder = ctx->device.CreateCommandEncoder(); - for (const auto & params_bufs : params_bufs_list) { - encoder.CopyBufferToBuffer(params_bufs.host_buf, 0, params_bufs.dev_buf, 0, params_bufs.dev_buf.GetSize()); + for (size_t i = 0; i < param_offsets.size(); i++) { + ctx->queue.WriteBuffer(param_arena.buffer, param_offsets[i], params_list[i].data(), + params_list[i].size() * sizeof(uint32_t)); } - - // If there are SET_ROWS operations in this submission, copy their error - // buffers to the host. - if (set_rows_error_bufs) { - encoder.CopyBufferToBuffer(set_rows_error_bufs->dev_buf, 0, set_rows_error_bufs->host_buf, 0, - set_rows_error_bufs->host_buf.GetSize()); - } - #ifdef GGML_WEBGPU_GPU_PROFILE webgpu_gpu_profile_bufs ts_bufs = ctx->timestamp_query_buf_pool.alloc_bufs(); if (ts_bufs.host_buf.GetMapState() == wgpu::BufferMapState::Mapped) { @@ -644,34 +637,26 @@ static webgpu_command ggml_backend_webgpu_build_multi( #ifdef GGML_WEBGPU_GPU_PROFILE encoder.ResolveQuerySet(ts_bufs.query_set, 0, 2, ts_bufs.dev_buf, 0); encoder.CopyBufferToBuffer(ts_bufs.dev_buf, 0, ts_bufs.host_buf, 0, ts_bufs.host_buf.GetSize()); -#endif - - wgpu::CommandBuffer commands = encoder.Finish(); - webgpu_command result = {}; - result.commands = commands; - result.params_bufs = params_bufs_list; - result.set_rows_error_bufs = set_rows_error_bufs; -#ifdef GGML_WEBGPU_GPU_PROFILE result.timestamp_query_bufs = ts_bufs; - // TODO: handle multiple pipeline names result.pipeline_name = pipelines.front().name; #endif return result; } -static webgpu_command ggml_backend_webgpu_build(webgpu_global_context & ctx, - webgpu_buf_pool & param_buf_pool, - webgpu_pipeline & pipeline, - std::vector params, - std::vector bind_group_entries, - uint32_t wg_x, - uint32_t wg_y = 1, - std::optional set_rows_error_bufs = std::nullopt) { - return ggml_backend_webgpu_build_multi(ctx, param_buf_pool, +static webgpu_encoded_op ggml_backend_webgpu_build(webgpu_global_context & ctx, + webgpu_param_arena & param_arena, + wgpu::CommandEncoder & encoder, + webgpu_pipeline & pipeline, + std::vector params, + std::vector bind_group_entries, + uint32_t wg_x, + uint32_t wg_y = 1) { + return ggml_backend_webgpu_build_multi(ctx, param_arena, encoder, { pipeline }, - { params }, { bind_group_entries }, { { wg_x, wg_y } }, set_rows_error_bufs); + { std::move(params) }, { std::move(bind_group_entries) }, + { { wg_x, wg_y } }); } static void ggml_backend_webgpu_buffer_memset(webgpu_global_context & ctx, @@ -686,11 +671,28 @@ static void ggml_backend_webgpu_buffer_memset(webgpu_global_context & ctx, size_t bytes_per_wg = WEBGPU_MAX_WG_SIZE * ctx->capabilities.memset_bytes_per_thread; uint32_t wg_x = CEIL_DIV(size + 3, bytes_per_wg); - webgpu_command command = - ggml_backend_webgpu_build(ctx, ctx->memset_buf_pool, ctx->memset_pipelines[0], params, entries, wg_x); - std::vector futures = { ggml_backend_webgpu_submit(ctx, { command }, - ctx->memset_buf_pool) }; - ggml_backend_webgpu_wait(ctx, futures); + ctx->queue.WriteBuffer(ctx->memset_params_buf, 0, params.data(), params.size() * sizeof(uint32_t)); + + entries.push_back( + { .binding = 1, .buffer = ctx->memset_params_buf, .offset = 0, .size = WEBGPU_PARAMS_BUF_SIZE_BYTES }); + + wgpu::BindGroupDescriptor bind_group_desc; + bind_group_desc.layout = ctx->memset_pipeline.pipeline.GetBindGroupLayout(0); + bind_group_desc.entryCount = entries.size(); + bind_group_desc.entries = entries.data(); + bind_group_desc.label = ctx->memset_pipeline.name.c_str(); + wgpu::BindGroup bind_group = ctx->device.CreateBindGroup(&bind_group_desc); + + wgpu::CommandEncoder encoder = ctx->device.CreateCommandEncoder(); + wgpu::ComputePassEncoder pass = encoder.BeginComputePass(); + pass.SetPipeline(ctx->memset_pipeline.pipeline); + pass.SetBindGroup(0, bind_group); + pass.DispatchWorkgroups(wg_x, 1, 1); + pass.End(); + + wgpu::CommandBuffer command = encoder.Finish(); + std::vector commands = { command }; + ctx->queue.Submit(commands.size(), commands.data()); } /** End WebGPU Actions */ @@ -737,7 +739,8 @@ static void ggml_backend_webgpu_free(ggml_backend_t backend) { std::cout << "\nggml_webgpu: gpu breakdown:\n"; for (const auto & kv : ctx->webgpu_ctx->global_ctx->shader_gpu_time_ms) { double pct = (total_gpu > 0.0) ? (kv.second / total_gpu * 100.0) : 0.0; - std::cout << "ggml_webgpu: " << kv.first << ": " << kv.second << " ms (" << pct << "%)\n"; + std::cout << "ggml_webgpu: " << kv.first << ": " << kv.second << " ms (" << std::fixed << std::setprecision(2) + << pct << "%)\n"; } #endif @@ -788,6 +791,7 @@ static bool ggml_webgpu_tensor_overlap(ggml_tensor * a, ggml_tensor * b) { struct binary_overlap_flags { bool inplace; // src0 == dst bool overlap; // src1 == dst + bool src_overlap; }; static binary_overlap_flags ggml_webgpu_detect_binary_overlap(ggml_tensor * src0, @@ -796,11 +800,25 @@ static binary_overlap_flags ggml_webgpu_detect_binary_overlap(ggml_tensor * src0 binary_overlap_flags flags = {}; flags.inplace = ggml_webgpu_tensor_equal(src0, dst); flags.overlap = ggml_webgpu_tensor_overlap(src1, dst); + flags.src_overlap = ggml_webgpu_tensor_overlap(src0, src1); return flags; } -static webgpu_command ggml_webgpu_cpy(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_cpy(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_cpy_pipeline(shader_lib_ctx); + + auto * decisions = static_cast(pipeline.context.get()); + uint32_t ne = (uint32_t) ggml_nelements(dst); std::vector params = { @@ -827,12 +845,80 @@ static webgpu_command ggml_webgpu_cpy(webgpu_context & ctx, ggml_tensor * src, g .size = ggml_webgpu_tensor_binding_size(ctx, dst) } }; - uint32_t wg_x = CEIL_DIV(ne, WEBGPU_MAX_WG_SIZE); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, ctx->cpy_pipelines[src->type][dst->type], - params, entries, wg_x); + uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_pad(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_set(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { + const bool inplace = ggml_webgpu_tensor_equal(src0, dst); + + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + .inplace = inplace, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_set_pipeline(shader_lib_ctx); + + auto * decisions = static_cast(pipeline.context.get()); + + const uint32_t ne = inplace ? (uint32_t) ggml_nelements(src1) : (uint32_t) ggml_nelements(dst); + const uint32_t dst_type_size = (uint32_t) ggml_type_size(dst->type); + + std::vector params = { + ne, + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), + (uint32_t) (((const int32_t *) dst->op_params)[3] / dst_type_size), + + (uint32_t) (src1->nb[0] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[3] / ggml_type_size(src1->type)), + + 1u, + (uint32_t) (((const int32_t *) dst->op_params)[0] / dst_type_size), + (uint32_t) (((const int32_t *) dst->op_params)[1] / dst_type_size), + (uint32_t) (((const int32_t *) dst->op_params)[2] / dst_type_size), + + (uint32_t) src1->ne[0], + (uint32_t) src1->ne[1], + (uint32_t) src1->ne[2], + (uint32_t) src1->ne[3], + }; + + std::vector entries; + uint32_t binding_index = 0; + if (!inplace) { + entries.push_back({ .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }); + binding_index++; + } + entries.push_back({ .binding = binding_index, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }); + entries.push_back({ .binding = binding_index + 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); + + uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); +} + +static webgpu_encoded_op ggml_webgpu_pad(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { ggml_webgpu_shader_lib_context shader_lib_ctx = { .src0 = src, .dst = dst, .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup }; @@ -884,13 +970,219 @@ static webgpu_command ggml_webgpu_pad(webgpu_context & ctx, ggml_tensor * src, g }; uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, - ggml_tensor * src, - ggml_tensor * idx, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_solve_tri(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + .wg_mem_limit_bytes = ctx->global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_solve_tri_pipeline(shader_lib_ctx); + + auto * decisions = static_cast(pipeline.context.get()); + + std::vector params = { + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + + (uint32_t) (src0->nb[0] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), + + (uint32_t) (src1->nb[0] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[3] / ggml_type_size(src1->type)), + + (uint32_t) (dst->nb[0] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[3] / ggml_type_size(dst->type)), + + (uint32_t) src1->ne[0], + (uint32_t) dst->ne[2], + (uint32_t) dst->ne[3], + }; + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) } + }; + + const uint32_t wg_x = CEIL_DIV((uint32_t) src1->ne[0], decisions->wg_size); + const uint32_t wg_y = (uint32_t) (dst->ne[2] * dst->ne[3]); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x, wg_y); +} + +static webgpu_encoded_op ggml_webgpu_ssm_conv(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_ssm_conv_pipeline(shader_lib_ctx); + auto * decisions = static_cast(pipeline.context.get()); + + const uint32_t token_tiles = CEIL_DIV((uint32_t) dst->ne[1], decisions->tokens_per_wg); + + std::vector params = { + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), + + (uint32_t) (dst->nb[0] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)), + + (uint32_t) src1->ne[0], + (uint32_t) src0->ne[1], + (uint32_t) dst->ne[1], + (uint32_t) dst->ne[2], + token_tiles, + }; + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) } + }; + + const uint32_t wg_x = CEIL_DIV((uint32_t) src0->ne[1], decisions->block_size); + const uint32_t wg_y = token_tiles * (uint32_t) dst->ne[2]; + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x, wg_y); +} + +static webgpu_encoded_op ggml_webgpu_gated_delta_net(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * src2, + ggml_tensor * src3, + ggml_tensor * src4, + ggml_tensor * src5, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .src2 = src2, + .src3 = src3, + .src4 = src4, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_gated_delta_net_pipeline(shader_lib_ctx); + + const uint32_t s_v = (uint32_t) src2->ne[0]; + const uint32_t h = (uint32_t) src2->ne[1]; + const uint32_t n_tokens = (uint32_t) src2->ne[2]; + const uint32_t n_seqs = (uint32_t) src2->ne[3]; + const float scale = 1.0f / sqrtf((float) s_v); + uint32_t scale_u32; + memcpy(&scale_u32, &scale, sizeof(scale_u32)); + + std::vector params = { + h, + n_tokens, + n_seqs, + s_v * h * n_tokens * n_seqs, + + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), + + (uint32_t) (src2->nb[1] / ggml_type_size(src2->type)), + (uint32_t) (src2->nb[2] / ggml_type_size(src2->type)), + (uint32_t) (src2->nb[3] / ggml_type_size(src2->type)), + + (uint32_t) (src4->nb[1] / ggml_type_size(src4->type)), + (uint32_t) (src4->nb[2] / ggml_type_size(src4->type)), + (uint32_t) (src4->nb[3] / ggml_type_size(src4->type)), + + (uint32_t) src0->ne[1], + (uint32_t) (src2->ne[3] / src0->ne[3]), + scale_u32, + }; + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(src2), + .offset = ggml_webgpu_tensor_align_offset(ctx, src2), + .size = ggml_webgpu_tensor_binding_size(ctx, src2) }, + { .binding = 3, + .buffer = ggml_webgpu_tensor_buf(src3), + .offset = ggml_webgpu_tensor_align_offset(ctx, src3), + .size = ggml_webgpu_tensor_binding_size(ctx, src3) }, + { .binding = 4, + .buffer = ggml_webgpu_tensor_buf(src4), + .offset = ggml_webgpu_tensor_align_offset(ctx, src4), + .size = ggml_webgpu_tensor_binding_size(ctx, src4) }, + { .binding = 5, + .buffer = ggml_webgpu_tensor_buf(src5), + .offset = ggml_webgpu_tensor_align_offset(ctx, src5), + .size = ggml_webgpu_tensor_binding_size(ctx, src5) }, + { .binding = 6, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) } + }; + + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, h, n_seqs); +} + +static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * idx, + ggml_tensor * dst) { // For set rows specifically, we need to check if src and idx are empty // tensors. if (ggml_is_empty(src) || ggml_is_empty(idx)) { @@ -908,14 +1200,6 @@ static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, auto * decisions = static_cast(pipeline.context.get()); - std::optional error_bufs = std::nullopt; - if (decisions->i64_idx) { - error_bufs = ctx->set_rows_error_buf_pool.alloc_bufs(); - if (error_bufs->host_buf.GetMapState() == wgpu::BufferMapState::Mapped) { - error_bufs->host_buf.Unmap(); - } - } - std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, idx) / ggml_type_size(idx->type)), @@ -948,8 +1232,10 @@ static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, }; if (decisions->i64_idx) { - entries.push_back( - { .binding = 3, .buffer = error_bufs->dev_buf, .offset = 0, .size = error_bufs->dev_buf.GetSize() }); + entries.push_back({ .binding = 3, + .buffer = ctx->set_rows_dev_error_buf, + .offset = 0, + .size = ctx->set_rows_dev_error_buf.GetSize() }); } uint32_t threads; @@ -959,8 +1245,7 @@ static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, threads = src->ne[0] * src->ne[1] * src->ne[2] * src->ne[3]; } uint32_t wg_x = CEIL_DIV(threads, decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x, 1, - error_bufs); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x, 1); } // Workgroup size is a common constant @@ -971,10 +1256,13 @@ static std::vector ggml_webgpu_wg_size_entry(uint32_t wg_si return constants; } -static webgpu_command ggml_webgpu_get_rows(webgpu_context & ctx, - ggml_tensor * src, - ggml_tensor * idx, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_get_rows(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * idx, + ggml_tensor * dst) { + const bool float_parallel = src->type == GGML_TYPE_F32 || src->type == GGML_TYPE_F16 || src->type == GGML_TYPE_I32; + ggml_webgpu_shader_lib_context shader_lib_ctx = { .src0 = src, .src1 = nullptr, @@ -1019,15 +1307,19 @@ static webgpu_command ggml_webgpu_get_rows(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) } }; - uint32_t wg_x = CEIL_DIV(dst->ne[1] * dst->ne[2] * dst->ne[3], decisions->wg_size); + uint32_t blocks_per_row = (uint32_t) (dst->ne[0] / (src->type == GGML_TYPE_F32 && dst->ne[0] % 4 == 0 ? 4 : 1)); + uint32_t total_rows = (uint32_t) (dst->ne[1] * dst->ne[2] * dst->ne[3]); + uint32_t total_threads = float_parallel ? blocks_per_row * total_rows : total_rows; + uint32_t wg_x = CEIL_DIV(total_threads, decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, - ggml_tensor * src0, - ggml_tensor * src1, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_mul_mat(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { // Determine if this is a mat-vec operation bool is_vec = (dst->ne[1] == 1); @@ -1038,12 +1330,26 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, use_fast = (src0->type == GGML_TYPE_F16); break; case GGML_TYPE_F32: + // TODO: implement better mat-mat for k-quants, mat-vec for all k-quants except q6_K switch (src0->type) { case GGML_TYPE_F32: case GGML_TYPE_F16: case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q8_1: + case GGML_TYPE_Q6_K: use_fast = true; break; + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + // we don't have fast mat-vec for these types, but we do have (semi) fast mat-mat + use_fast = !is_vec; + break; default: break; } @@ -1112,23 +1418,23 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, }; // Calculate workgroup dimensions - uint32_t wg_x = 1; - uint32_t wg_y = 1; + uint32_t wg_x = 1; + uint32_t wg_y = 1; + const uint32_t max_wg_per_dim = ctx->global_ctx->capabilities.limits.maxComputeWorkgroupsPerDimension; if (use_fast && is_vec) { - auto decisions = static_cast(pipeline.context.get()); + auto * decisions = static_cast(pipeline.context.get()); uint32_t batches = dst->ne[2] * dst->ne[3]; uint32_t output_groups = CEIL_DIV(dst->ne[0], decisions->outputs_per_wg); uint32_t total_wg = output_groups * batches; - // TODO: split large sizes into multiple batches to avoid way over-provisioning workgroups - wg_x = std::min(total_wg, ctx->global_ctx->capabilities.limits.maxComputeWorkgroupsPerDimension); - wg_y = CEIL_DIV(total_wg, ctx->global_ctx->capabilities.limits.maxComputeWorkgroupsPerDimension); + compute_2d_workgroups(total_wg, max_wg_per_dim, wg_x, wg_y); } else if (use_fast) { - auto decisions = static_cast(pipeline.context.get()); + auto * decisions = static_cast(pipeline.context.get()); // Fast-path tiled/subgroup calculations - uint32_t wg_m, wg_n; + uint32_t wg_m; + uint32_t wg_n; if (decisions->use_subgroup_matrix) { uint32_t wg_m_sg_tile = decisions->subgroup_m * decisions->subgroup_matrix_m * ctx->global_ctx->capabilities.sg_mat_m; @@ -1142,25 +1448,185 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, wg_m = CEIL_DIV(dst->ne[0], tile_m_s); wg_n = CEIL_DIV(dst->ne[1], tile_n_s); } - wg_x = wg_m * wg_n * dst->ne[2] * dst->ne[3]; + uint32_t total_wg = wg_m * wg_n * dst->ne[2] * dst->ne[3]; + compute_2d_workgroups(total_wg, max_wg_per_dim, wg_x, wg_y); + } else { // legacy - auto decisions = static_cast(pipeline.context.get()); + auto * decisions = static_cast(pipeline.context.get()); uint32_t wg_size = decisions->wg_size; - wg_x = CEIL_DIV(dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3], wg_size); - wg_y = 1; + uint32_t total_wg = CEIL_DIV(dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3], wg_size); + compute_2d_workgroups(total_wg, max_wg_per_dim, wg_x, wg_y); } - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x, wg_y); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x, wg_y); +} + +static webgpu_encoded_op ggml_webgpu_mul_mat_id(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * src2, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .src2 = src2, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + // Get or create pipeline + webgpu_pipeline gather_pipeline, main_pipeline; + + std::vector pipelines; + std::vector> params_list; + std::vector> entries_list; + std::vector> workgroups_list; + + gather_pipeline = ctx->shader_lib->get_mul_mat_id_gather_pipeline(shader_lib_ctx); + main_pipeline = ctx->shader_lib->get_mul_mat_id_pipeline(shader_lib_ctx); + + const uint32_t param_n_expert = (uint32_t) src0->ne[2]; + const uint32_t param_n_expert_used = (uint32_t) dst->ne[1]; + const uint32_t param_n_tokens = (uint32_t) dst->ne[2]; + + // params for mul_mat_id_gather.wgsl + std::vector gather_params = { + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src2) / ggml_type_size(src2->type)), + param_n_expert, + param_n_expert_used, + param_n_tokens, + (uint32_t) (src2->nb[1] / ggml_type_size(src2->type)), + }; + + const size_t dst_offset = ggml_webgpu_tensor_offset(dst); + const size_t gathered_buf_nbytes = src0->ne[2] * src1->ne[2] * sizeof(uint32_t); + + const size_t gathered_expert_used_align_offset = ROUNDUP_POW2( + dst_offset + ggml_nbytes(dst), ctx->global_ctx->capabilities.limits.minStorageBufferOffsetAlignment); + const size_t gathered_tokens_align_offset = + ROUNDUP_POW2(gathered_expert_used_align_offset + gathered_buf_nbytes, + ctx->global_ctx->capabilities.limits.minStorageBufferOffsetAlignment); + const size_t gathered_count_ids_align_offset = + ROUNDUP_POW2(gathered_tokens_align_offset + gathered_buf_nbytes, + ctx->global_ctx->capabilities.limits.minStorageBufferOffsetAlignment); + + const size_t gathered_binding_size = ROUNDUP_POW2(gathered_buf_nbytes, WEBGPU_STORAGE_BUF_BINDING_MULT); + const size_t gathered_count_ids_binding_size = + ROUNDUP_POW2(src0->ne[2] * sizeof(uint32_t), WEBGPU_STORAGE_BUF_BINDING_MULT); + + // bind group entries for mul_mat_id_gather.wgsl + std::vector gather_entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src2), + .offset = ggml_webgpu_tensor_align_offset(ctx, src2), + .size = ggml_webgpu_tensor_binding_size(ctx, src2) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_expert_used_align_offset, + .size = gathered_binding_size }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_tokens_align_offset, + .size = gathered_binding_size }, + { .binding = 3, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_count_ids_align_offset, + .size = gathered_count_ids_binding_size }, + }; + + const uint32_t max_wg_per_dim = ctx->global_ctx->capabilities.limits.maxComputeWorkgroupsPerDimension; + + const uint32_t gather_total_wg = param_n_expert; + const uint32_t gather_wg_x = std::min(gather_total_wg, max_wg_per_dim); + const uint32_t gather_wg_y = CEIL_DIV(gather_total_wg, gather_wg_x); + + pipelines.push_back(gather_pipeline); + params_list.push_back(std::move(gather_params)); + entries_list.push_back(std::move(gather_entries)); + workgroups_list.push_back({ gather_wg_x, gather_wg_y }); + + // params for mul_mat_id.wgsl + std::vector main_params = { + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + (uint32_t) src0->ne[0], + (uint32_t) src0->ne[1], + param_n_expert, + param_n_expert_used, + param_n_tokens, + (uint32_t) src1->ne[1], + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)), + }; + + // bind group entries for mul_mat_id.wgsl + std::vector main_entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) }, + { .binding = 3, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_expert_used_align_offset, + .size = gathered_binding_size }, + { .binding = 4, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_tokens_align_offset, + .size = gathered_binding_size }, + { .binding = 5, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = gathered_count_ids_align_offset, + .size = gathered_count_ids_binding_size }, + }; + + // Calculate workgroup dimensions + uint32_t wg_x = 1; + uint32_t wg_y = 1; + + auto * main_decisions = static_cast(main_pipeline.context.get()); + + uint32_t wg_m; + + uint32_t tile_m_s = main_decisions->tile_m * main_decisions->wg_size_m; + uint32_t tile_n_s = main_decisions->tile_n * main_decisions->wg_size_n; + wg_m = CEIL_DIV(dst->ne[0], tile_m_s); + uint32_t total_gathered = dst->ne[1] * dst->ne[2]; + uint32_t max_active_experts = std::min((uint32_t) src0->ne[2], total_gathered); + uint32_t max_wg_n = CEIL_DIV(total_gathered, tile_n_s) + max_active_experts; + uint32_t total_wg = wg_m * max_wg_n; + + compute_2d_workgroups(total_wg, max_wg_per_dim, wg_x, wg_y); + + pipelines.push_back(main_pipeline); + params_list.push_back(std::move(main_params)); + entries_list.push_back(std::move(main_entries)); + workgroups_list.push_back({ wg_x, wg_y }); + + return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_arena, encoder, pipelines, params_list, + entries_list, workgroups_list); } #ifndef __EMSCRIPTEN__ -static webgpu_command ggml_webgpu_flash_attn(webgpu_context & ctx, - ggml_tensor * Q, - ggml_tensor * K, - ggml_tensor * V, - ggml_tensor * mask, - ggml_tensor * sinks, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_flash_attn(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * Q, + ggml_tensor * K, + ggml_tensor * V, + ggml_tensor * mask, + ggml_tensor * sinks, + ggml_tensor * dst) { float scale = *(float *) dst->op_params; float max_bias; memcpy(&max_bias, (float *) dst->op_params + 1, sizeof(float)); @@ -1237,32 +1703,255 @@ static webgpu_command ggml_webgpu_flash_attn(webgpu_context & ctx, .offset = ggml_webgpu_tensor_align_offset(ctx, dst), .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); - ggml_webgpu_shader_lib_context shader_lib_ctx = { - .src0 = Q, - .src1 = K, - .src2 = V, - .src3 = mask, - .src4 = sinks, - .dst = dst, - .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, - .wg_mem_limit_bytes = ctx->global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize, + const uint32_t k_offset_elems = (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, K) / ggml_type_size(K->type)); + const uint32_t v_offset_elems = (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, V) / ggml_type_size(V->type)); + const bool f16_vec4_aligned = (k_offset_elems % 4u == 0u) && (v_offset_elems % 4u == 0u); + + const bool kv_direct = (K->type == GGML_TYPE_F16) && f16_vec4_aligned && + (Q->ne[0] % ctx->global_ctx->capabilities.sg_mat_k == 0) && + (K->ne[1] % GGML_WEBGPU_KV_SEQ_PAD == 0); + + const bool kv_vec_type_supported = + K->type == GGML_TYPE_F16 || K->type == GGML_TYPE_Q4_0 || K->type == GGML_TYPE_Q8_0; + const bool use_vec = (Q->ne[1] < 20) && (Q->ne[0] % 32 == 0) && (V->ne[0] % 4 == 0) && kv_vec_type_supported && + (K->type != GGML_TYPE_F16 || f16_vec4_aligned) && (V->type == K->type); + const uint32_t vec_nwg_cap = std::max(1u, std::min(32u, ctx->global_ctx->capabilities.max_subgroup_size)); + const bool use_blk = use_vec && has_mask; + + ggml_webgpu_flash_attn_pipeline_key key = { + .kv_type = K->type, + .head_dim_qk = (uint32_t) Q->ne[0], + .head_dim_v = (uint32_t) V->ne[0], + .kv_direct = kv_direct, + .has_mask = static_cast(has_mask), + .has_sinks = static_cast(has_sinks), + .uses_logit_softcap = logit_softcap != 0.0f, + .use_vec = use_vec, + }; + + ggml_webgpu_flash_attn_shader_lib_context shader_lib_ctx = { + .key = key, .sg_mat_m = ctx->global_ctx->capabilities.sg_mat_m, .sg_mat_n = ctx->global_ctx->capabilities.sg_mat_n, .sg_mat_k = ctx->global_ctx->capabilities.sg_mat_k, + .wg_mem_limit_bytes = ctx->global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize, .max_subgroup_size = ctx->global_ctx->capabilities.max_subgroup_size, }; - webgpu_pipeline pipeline = ctx->shader_lib->get_flash_attn_pipeline(shader_lib_ctx); auto * decisions = static_cast(pipeline.context.get()); uint32_t wg_per_head = CEIL_DIV(Q->ne[1], decisions->q_tile); uint32_t wg_x = wg_per_head * Q->ne[2] * Q->ne[3]; // wg per head * number of heads * number of batches - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); -} -#endif -static webgpu_command ggml_webgpu_unary_op(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { + wgpu::Buffer blk_buf = {}; + uint64_t blk_size_bytes = 0; + uint32_t blk_nblk0 = 0; + uint32_t blk_nblk1 = 0; + uint32_t blk_batch_count = 0; + + if (use_vec) { + uint32_t nwg = 1u; + const uint64_t kv_span = (uint64_t) std::max(1u, decisions->kv_tile); + while ((2u * nwg * kv_span) < (uint64_t) K->ne[1] && nwg < vec_nwg_cap) { + nwg <<= 1; + } + nwg = std::min(nwg, vec_nwg_cap); + GGML_ASSERT(nwg <= ctx->global_ctx->capabilities.max_subgroup_size); + const uint64_t nrows = (uint64_t) Q->ne[1] * Q->ne[2] * Q->ne[3]; + const bool use_vec_reduce = nwg > 1u; + GGML_ASSERT(nrows <= UINT32_MAX); + + uint64_t tmp_stats_base = 0; + uint64_t tmp_size_bytes = 0; + wgpu::Buffer tmp_buf = {}; + uint64_t tmp_bind_offset = 0; + uint64_t tmp_bind_size = 0; + const size_t align_bytes = ctx->global_ctx->capabilities.limits.minStorageBufferOffsetAlignment; + const size_t dst_offset = ggml_webgpu_tensor_offset(dst); + size_t scratch_offset = ROUNDUP_POW2(dst_offset + ggml_nbytes(dst), align_bytes); + + if (use_vec_reduce) { + const uint64_t tmp_data_elems = nrows * (uint64_t) V->ne[0] * nwg; + const uint64_t tmp_stats_elems = nrows * 2u * nwg; + tmp_stats_base = tmp_data_elems; + tmp_size_bytes = + ROUNDUP_POW2((tmp_data_elems + tmp_stats_elems) * sizeof(float), WEBGPU_STORAGE_BUF_BINDING_MULT); + GGML_ASSERT(tmp_stats_base <= UINT32_MAX); + tmp_buf = ggml_webgpu_tensor_buf(dst); + tmp_bind_offset = scratch_offset; + tmp_bind_size = tmp_size_bytes; + scratch_offset = ROUNDUP_POW2(scratch_offset + tmp_size_bytes, align_bytes); + } else { + // nwg==1 writes final dst directly in vec-split; keep tmp binding valid without extra allocation. + tmp_buf = ggml_webgpu_tensor_buf(dst); + tmp_bind_offset = ggml_webgpu_tensor_align_offset(ctx, dst); + tmp_bind_size = ggml_webgpu_tensor_binding_size(ctx, dst); + } + + webgpu_pipeline blk_pipeline; + std::vector blk_params; + std::vector blk_entries; + if (use_blk) { + GGML_ASSERT(has_mask); + + blk_nblk0 = CEIL_DIV((uint32_t) K->ne[1], decisions->kv_tile); + blk_nblk1 = CEIL_DIV((uint32_t) Q->ne[1], decisions->q_tile); + blk_buf = ggml_webgpu_tensor_buf(dst); + const uint32_t stride_mask3 = (uint32_t) (mask->nb[3] / ggml_type_size(mask->type)); + blk_batch_count = stride_mask3 > 0 ? (uint32_t) Q->ne[3] : 1u; + const uint64_t blk_elems = (uint64_t) blk_nblk0 * blk_nblk1 * blk_batch_count; + blk_size_bytes = ROUNDUP_POW2(blk_elems * sizeof(uint32_t), WEBGPU_STORAGE_BUF_BINDING_MULT); + ggml_webgpu_flash_attn_blk_shader_lib_context blk_shader_ctx = { + .key = + { + .q_tile = decisions->q_tile, + .kv_tile = decisions->kv_tile, + }, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + blk_pipeline = ctx->shader_lib->get_flash_attn_blk_pipeline(blk_shader_ctx); + + blk_params = { + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, mask) / ggml_type_size(mask->type)), // offset_mask + (uint32_t) Q->ne[1], // seq_len_q + (uint32_t) K->ne[1], // seq_len_kv + stride_mask3, // stride_mask3 + blk_nblk0, // nblk0 + blk_nblk1, // nblk1 + }; + blk_entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(mask), + .offset = ggml_webgpu_tensor_align_offset(ctx, mask), + .size = ggml_webgpu_tensor_binding_size(ctx, mask) }, + { .binding = 1, .buffer = blk_buf, .offset = scratch_offset, .size = blk_size_bytes }, + }; + scratch_offset = ROUNDUP_POW2(scratch_offset + blk_size_bytes, align_bytes); + } + + std::vector split_params = params; + if (use_blk) { + split_params.push_back(0u); // blk_base + split_params.push_back(blk_nblk0); // blk_nblk0 + split_params.push_back(blk_nblk1); // blk_nblk1 + } + split_params.push_back(0u); // tmp_data_base + split_params.push_back((uint32_t) tmp_stats_base); // tmp_stats_base + split_params.push_back(nwg); // nwg + + std::vector split_entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(Q), + .offset = ggml_webgpu_tensor_align_offset(ctx, Q), + .size = ggml_webgpu_tensor_binding_size(ctx, Q) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(K), + .offset = ggml_webgpu_tensor_align_offset(ctx, K), + .size = ggml_webgpu_tensor_binding_size(ctx, K) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(V), + .offset = ggml_webgpu_tensor_align_offset(ctx, V), + .size = ggml_webgpu_tensor_binding_size(ctx, V) }, + }; + uint32_t split_binding_index = 3; + if (has_mask) { + split_entries.push_back({ .binding = split_binding_index++, + .buffer = ggml_webgpu_tensor_buf(mask), + .offset = ggml_webgpu_tensor_align_offset(ctx, mask), + .size = ggml_webgpu_tensor_binding_size(ctx, mask) }); + } + if (has_sinks) { + split_entries.push_back({ .binding = split_binding_index++, + .buffer = ggml_webgpu_tensor_buf(sinks), + .offset = ggml_webgpu_tensor_align_offset(ctx, sinks), + .size = ggml_webgpu_tensor_binding_size(ctx, sinks) }); + } + if (use_blk) { + split_entries.push_back({ .binding = split_binding_index++, + .buffer = blk_buf, + .offset = blk_entries[1].offset, + .size = blk_size_bytes }); + } + split_entries.push_back( + { .binding = split_binding_index++, .buffer = tmp_buf, .offset = tmp_bind_offset, .size = tmp_bind_size }); + split_entries.push_back({ .binding = split_binding_index++, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); + + webgpu_pipeline reduce_pipeline; + std::vector reduce_params; + std::vector reduce_entries; + if (use_vec_reduce) { + const uint32_t reduce_wg_size = std::max( + 32u, + std::min(nwg * 32u, ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup)); + ggml_webgpu_flash_attn_vec_reduce_shader_lib_context reduce_shader_ctx = { + .key = + { + .head_dim_v = (uint32_t) V->ne[0], + .wg_size = reduce_wg_size, + }, + .max_wg_size = reduce_wg_size, + }; + reduce_pipeline = ctx->shader_lib->get_flash_attn_vec_reduce_pipeline(reduce_shader_ctx); + + reduce_params = { + (uint32_t) nrows, // nrows + (uint32_t) Q->ne[1], // seq_len_q + (uint32_t) Q->ne[2], // n_heads + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), // offset_dst + nwg, // nwg + 0u, // tmp_data_base + (uint32_t) tmp_stats_base, // tmp_stats_base + }; + + reduce_entries = { + { .binding = 0, .buffer = tmp_buf, .offset = tmp_bind_offset, .size = tmp_size_bytes }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) }, + }; + } + + const uint64_t split_wg_total = (uint64_t) wg_x * nwg; + GGML_ASSERT(split_wg_total <= UINT32_MAX); + std::vector pipelines; + std::vector> params_list; + std::vector> entries_list; + std::vector> workgroups_list; + + if (use_blk) { + pipelines.push_back(blk_pipeline); + params_list.push_back(std::move(blk_params)); + entries_list.push_back(std::move(blk_entries)); + workgroups_list.push_back({ blk_nblk0, blk_nblk1 * blk_batch_count }); + } + pipelines.push_back(pipeline); + params_list.push_back(std::move(split_params)); + entries_list.push_back(std::move(split_entries)); + workgroups_list.push_back({ (uint32_t) split_wg_total, 1u }); + if (use_vec_reduce) { + pipelines.push_back(reduce_pipeline); + params_list.push_back(std::move(reduce_params)); + entries_list.push_back(std::move(reduce_entries)); + workgroups_list.push_back({ (uint32_t) nrows, 1u }); + } + + return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_arena, encoder, pipelines, params_list, + entries_list, workgroups_list); + } + + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); +} +#endif // __EMSCRIPTEN__ + +static webgpu_encoded_op ggml_webgpu_unary_op(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { bool is_unary = dst->op == GGML_OP_UNARY; bool inplace = ggml_webgpu_tensor_equal(src, dst) || (dst->op == GGML_OP_FILL); @@ -1337,13 +2026,14 @@ static webgpu_command ggml_webgpu_unary_op(webgpu_context & ctx, ggml_tensor * s } uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, - ggml_tensor * src0, - ggml_tensor * src1, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_binary_op(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { binary_overlap_flags flags = ggml_webgpu_detect_binary_overlap(src0, src1, dst); ggml_webgpu_shader_lib_context shader_lib_ctx = { @@ -1353,6 +2043,7 @@ static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, .inplace = flags.inplace, .overlap = flags.overlap, + .src_overlap = flags.src_overlap, }; webgpu_pipeline pipeline = ctx->shader_lib->get_binary_pipeline(shader_lib_ctx); @@ -1361,11 +2052,28 @@ static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, uint32_t ne = (uint32_t) ggml_nelements(dst); + size_t src0_webgpu_tensor_align_offset = ggml_webgpu_tensor_align_offset(ctx, src0); + size_t src1_webgpu_tensor_align_offset = ggml_webgpu_tensor_align_offset(ctx, src1); + + uint32_t offset_merged_src0 = 0; + uint32_t offset_merged_src1 = 0; + if (flags.src_overlap) { + size_t min_off = std::min(src0_webgpu_tensor_align_offset, src1_webgpu_tensor_align_offset); + offset_merged_src0 = (uint32_t) ((src0_webgpu_tensor_align_offset - min_off) / ggml_type_size(src0->type)); + offset_merged_src1 = (uint32_t) ((src1_webgpu_tensor_align_offset - min_off) / ggml_type_size(src0->type)); + } + std::vector params = { ne, (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + offset_merged_src0, + offset_merged_src1, + (uint32_t) (src0->nb[0] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), (uint32_t) (src1->nb[0] / ggml_type_size(src1->type)), (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)), @@ -1381,33 +2089,156 @@ static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, std::vector entries; - entries.push_back({ - .binding = 0, - .buffer = ggml_webgpu_tensor_buf(src0), - .offset = ggml_webgpu_tensor_align_offset(ctx, src0), - .size = ggml_webgpu_tensor_binding_size(ctx, src0), - }); - - entries.push_back({ - .binding = 1, - .buffer = ggml_webgpu_tensor_buf(src1), - .offset = ggml_webgpu_tensor_align_offset(ctx, src1), - .size = ggml_webgpu_tensor_binding_size(ctx, src1), - }); - - if (!flags.inplace && !flags.overlap) { - entries.push_back({ .binding = 2, - .buffer = ggml_webgpu_tensor_buf(dst), - .offset = ggml_webgpu_tensor_align_offset(ctx, dst), - .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); + if (flags.src_overlap) { + size_t merged_offset = std::min(src0_webgpu_tensor_align_offset, src1_webgpu_tensor_align_offset); + size_t merged_end = std::max(src0_webgpu_tensor_align_offset + ggml_webgpu_tensor_binding_size(ctx, src0), + src1_webgpu_tensor_align_offset + ggml_webgpu_tensor_binding_size(ctx, src1)); + entries.push_back({ + .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = merged_offset, + .size = merged_end - merged_offset, + }); + entries.push_back({ + .binding = 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst), + }); + } else { + entries.push_back({ + .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = src0_webgpu_tensor_align_offset, + .size = ggml_webgpu_tensor_binding_size(ctx, src0), + }); + entries.push_back({ + .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = src1_webgpu_tensor_align_offset, + .size = ggml_webgpu_tensor_binding_size(ctx, src1), + }); + if (!flags.inplace && !flags.overlap) { + entries.push_back({ + .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst), + }); + } } uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_rms_norm(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { - int inplace = ggml_webgpu_tensor_equal(src, dst); +static webgpu_encoded_op ggml_webgpu_concat(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { + uint32_t ne = (uint32_t) ggml_nelements(dst); + uint32_t dim = (uint32_t) dst->op_params[0]; + + std::vector params = { + ne, + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + (uint32_t) (src0->nb[0] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), + (uint32_t) (src1->nb[0] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)), + (uint32_t) (src1->nb[3] / ggml_type_size(src1->type)), + (uint32_t) dst->ne[0], + (uint32_t) dst->ne[1], + (uint32_t) dst->ne[2], + (uint32_t) dst->ne[3], + dim, + (uint32_t) src0->ne[dim] + }; + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(src1), + .offset = ggml_webgpu_tensor_align_offset(ctx, src1), + .size = ggml_webgpu_tensor_binding_size(ctx, src1) }, + { .binding = 2, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) } + }; + + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_concat_pipeline(shader_lib_ctx); + auto * decisions = static_cast(pipeline.context.get()); + uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); +} + +static webgpu_encoded_op ggml_webgpu_repeat(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * dst) { + uint32_t ne = (uint32_t) ggml_nelements(dst); + + std::vector params = { ne, + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / + ggml_type_size(src0->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + (uint32_t) (src0->nb[0] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), + (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), + (uint32_t) (src0->ne[0]), + (uint32_t) (src0->ne[1]), + (uint32_t) (src0->ne[2]), + (uint32_t) (src0->ne[3]), + (uint32_t) (dst->ne[0]), + (uint32_t) (dst->ne[1]), + (uint32_t) (dst->ne[2]) }; + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src0), + .offset = ggml_webgpu_tensor_align_offset(ctx, src0), + .size = ggml_webgpu_tensor_binding_size(ctx, src0) }, + { .binding = 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) } + }; + + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_repeat_pipeline(shader_lib_ctx); + auto * decisions = static_cast(pipeline.context.get()); + uint32_t wg_x = CEIL_DIV(ne, decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); +} + +static webgpu_encoded_op ggml_webgpu_row_norm(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { + bool inplace = ggml_webgpu_tensor_equal(src, dst); std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), @@ -1438,15 +2269,37 @@ static webgpu_command ggml_webgpu_rms_norm(webgpu_context & ctx, ggml_tensor * s .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, ctx->rms_norm_pipelines[inplace], params, - entries, ggml_nrows(src)); + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + .inplace = inplace, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_row_norm_pipeline(shader_lib_ctx); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, + ggml_nrows(src)); } -static webgpu_command ggml_webgpu_rope(webgpu_context & ctx, - ggml_tensor * src0, - ggml_tensor * src1, - ggml_tensor * src2, - ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_rope(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * src2, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .src2 = src2, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + .inplace = ggml_webgpu_tensor_equal(src0, dst), + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_rope_pipeline(shader_lib_ctx); + + auto * decisions = static_cast(pipeline.context.get()); + const int inplace = ggml_webgpu_tensor_equal(src0, dst); const int has_freq_factor = (src2 != nullptr); @@ -1454,7 +2307,12 @@ static webgpu_command ggml_webgpu_rope(webgpu_context & ctx, const int mode = ((int32_t *) dst->op_params)[2]; const int n_ctx_orig = ((int32_t *) dst->op_params)[4]; - float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow; + float freq_base; + float freq_scale; + float ext_factor; + float attn_factor; + float beta_fast; + float beta_slow; memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); @@ -1524,12 +2382,26 @@ static webgpu_command ggml_webgpu_rope(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - webgpu_pipeline pipeline = ctx->rope_pipelines[dst->type][has_freq_factor][inplace]; - uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_glu(webgpu_context & ctx, ggml_tensor * src0, ggml_tensor * src1, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_glu(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_glu_pipeline(shader_lib_ctx); + + auto * decisions = static_cast(pipeline.context.get()); + const int split = (src1 != nullptr); std::vector params = { @@ -1576,12 +2448,14 @@ static webgpu_command ggml_webgpu_glu(webgpu_context & ctx, ggml_tensor * src0, .offset = ggml_webgpu_tensor_align_offset(ctx, dst), .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); - webgpu_pipeline pipeline = ctx->glu_pipelines[ggml_get_glu_op(dst)][dst->type][split]; - uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), decisions->wg_size); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_scale(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_scale(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { bool inplace = ggml_webgpu_tensor_equal(src, dst); ggml_webgpu_shader_lib_context shader_lib_ctx = { @@ -1629,17 +2503,29 @@ static webgpu_command ggml_webgpu_scale(webgpu_context & ctx, ggml_tensor * src, } uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), decisions->wg_size); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, - ggml_tensor * src0, - ggml_tensor * src1, - ggml_tensor * src2, - ggml_tensor * dst) { - const int inplace = ggml_webgpu_tensor_equal(src0, dst); - const int mask_type = (src1 != nullptr) ? src1->type : 2; // use 2 for no mask here - const int has_sink = (src2 != nullptr); +static webgpu_encoded_op ggml_webgpu_soft_max(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src0, + ggml_tensor * src1, + ggml_tensor * src2, + ggml_tensor * dst) { + ggml_webgpu_shader_lib_context shader_lib_ctx = { + .src0 = src0, + .src1 = src1, + .src2 = src2, + .dst = dst, + .max_wg_size = ctx->global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup, + .inplace = ggml_webgpu_tensor_equal(src0, dst), + }; + + webgpu_pipeline pipeline = ctx->shader_lib->get_soft_max_pipeline(shader_lib_ctx); + + const int inplace = ggml_webgpu_tensor_equal(src0, dst); + const int has_mask = (src1 != nullptr); + const int has_sink = (src2 != nullptr); float max_bias; memcpy(&max_bias, (float *) dst->op_params + 1, sizeof(float)); float n_head_log2 = float(1u << (uint32_t) floor(log2(src0->ne[2]))); @@ -1648,15 +2534,15 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src0) / ggml_type_size(src0->type)), - mask_type < 2 ? (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)) : 0, + has_mask ? (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src1) / ggml_type_size(src1->type)) : 0, has_sink ? (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src2) / ggml_type_size(src2->type)) : 0, (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), (uint32_t) (src0->nb[1] / ggml_type_size(src0->type)), (uint32_t) (src0->nb[2] / ggml_type_size(src0->type)), (uint32_t) (src0->nb[3] / ggml_type_size(src0->type)), - mask_type < 2 ? (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)) : 0, - mask_type < 2 ? (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)) : 0, - mask_type < 2 ? (uint32_t) (src1->nb[3] / ggml_type_size(src1->type)) : 0, + has_mask ? (uint32_t) (src1->nb[1] / ggml_type_size(src1->type)) : 0, + has_mask ? (uint32_t) (src1->nb[2] / ggml_type_size(src1->type)) : 0, + has_mask ? (uint32_t) (src1->nb[3] / ggml_type_size(src1->type)) : 0, (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[3] / ggml_type_size(dst->type)), @@ -1664,8 +2550,8 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, (uint32_t) src0->ne[0], (uint32_t) src0->ne[1], (uint32_t) src0->ne[2], - mask_type < 2 ? (uint32_t) src1->ne[2] : 0, - mask_type < 2 ? (uint32_t) src1->ne[3] : 0, + has_mask ? (uint32_t) src1->ne[2] : 0, + has_mask ? (uint32_t) src1->ne[3] : 0, *(uint32_t *) dst->op_params, // scale *(uint32_t *) &max_bias, *(uint32_t *) &n_head_log2, @@ -1680,7 +2566,7 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, src0) } }; uint32_t binding_num = 1; - if (mask_type < 2) { + if (has_mask) { entries.push_back({ .binding = binding_num, .buffer = ggml_webgpu_tensor_buf(src1), .offset = ggml_webgpu_tensor_align_offset(ctx, src1), @@ -1701,12 +2587,14 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, - ctx->soft_max_pipelines[mask_type][has_sink][inplace], params, entries, + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, ggml_nrows(dst)); } -static webgpu_command ggml_webgpu_argmax(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_argmax(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), (uint32_t) src->ne[0] }; @@ -1728,10 +2616,13 @@ static webgpu_command ggml_webgpu_argmax(webgpu_context & ctx, ggml_tensor * src webgpu_pipeline pipeline = ctx->shader_lib->get_argmax_pipeline(shader_lib_ctx); uint32_t wg_x = ggml_nelements(dst); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_argsort(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_argsort(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { bool is_top_k = dst->op == GGML_OP_TOP_K; ggml_webgpu_shader_lib_context shader_lib_ctx = { @@ -1822,7 +2713,7 @@ static webgpu_command ggml_webgpu_argsort(webgpu_context & ctx, ggml_tensor * sr workgroups_list.push_back({ wg_x_init, wg_y_init }); if (merge_passes == 0) { - return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_buf_pool, pipelines, params_list, + return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_arena, encoder, pipelines, params_list, entries_list, workgroups_list); } @@ -1884,11 +2775,14 @@ static webgpu_command ggml_webgpu_argsort(webgpu_context & ctx, ggml_tensor * sr in_is_tmp = !in_is_tmp; } - return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_buf_pool, pipelines, params_list, entries_list, - workgroups_list); + return ggml_backend_webgpu_build_multi(ctx->global_ctx, ctx->param_arena, encoder, pipelines, params_list, + entries_list, workgroups_list); } -static webgpu_command ggml_webgpu_cumsum(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_cumsum(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), (uint32_t) src->ne[0] }; @@ -1913,10 +2807,13 @@ static webgpu_command ggml_webgpu_cumsum(webgpu_context & ctx, ggml_tensor * src webgpu_pipeline pipeline = ctx->shader_lib->get_cumsum_pipeline(shader_lib_ctx); uint32_t wg_x = ggml_nrows(dst); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } -static webgpu_command ggml_webgpu_sum_rows(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { +static webgpu_encoded_op ggml_webgpu_sum_rows(webgpu_context & ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * src, + ggml_tensor * dst) { bool total_sum = dst->op == GGML_OP_SUM; std::vector params = { (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), @@ -1945,11 +2842,13 @@ static webgpu_command ggml_webgpu_sum_rows(webgpu_context & ctx, ggml_tensor * s webgpu_pipeline pipeline = ctx->shader_lib->get_sum_rows_pipeline(shader_lib_ctx); uint32_t wg_x = total_sum ? 1 : ggml_nrows(dst); - return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_buf_pool, pipeline, params, entries, wg_x); + return ggml_backend_webgpu_build(ctx->global_ctx, ctx->param_arena, encoder, pipeline, params, entries, wg_x); } // Returns the encoded command, or std::nullopt if the operation is a no-op -static std::optional ggml_webgpu_encode_node(webgpu_context ctx, ggml_tensor * node) { +static std::optional ggml_webgpu_encode_node(webgpu_context ctx, + wgpu::CommandEncoder & encoder, + ggml_tensor * node) { if (ggml_is_empty(node)) { return std::nullopt; } @@ -1972,16 +2871,20 @@ static std::optional ggml_webgpu_encode_node(webgpu_context ctx, return std::nullopt; case GGML_OP_CPY: case GGML_OP_CONT: - return ggml_webgpu_cpy(ctx, src0, node); + return ggml_webgpu_cpy(ctx, encoder, src0, node); + case GGML_OP_SET: + return ggml_webgpu_set(ctx, encoder, src0, src1, node); case GGML_OP_SET_ROWS: - return ggml_webgpu_set_rows(ctx, src0, src1, node); + return ggml_webgpu_set_rows(ctx, encoder, src0, src1, node); case GGML_OP_GET_ROWS: - return ggml_webgpu_get_rows(ctx, src0, src1, node); + return ggml_webgpu_get_rows(ctx, encoder, src0, src1, node); case GGML_OP_MUL_MAT: - return ggml_webgpu_mul_mat(ctx, src0, src1, node); + return ggml_webgpu_mul_mat(ctx, encoder, src0, src1, node); + case GGML_OP_MUL_MAT_ID: + return ggml_webgpu_mul_mat_id(ctx, encoder, src0, src1, src2, node); case GGML_OP_FLASH_ATTN_EXT: #ifndef __EMSCRIPTEN__ - return ggml_webgpu_flash_attn(ctx, src0, src1, src2, node->src[3], node->src[4], node); + return ggml_webgpu_flash_attn(ctx, encoder, src0, src1, src2, node->src[3], node->src[4], node); #else return std::nullopt; #endif @@ -1989,47 +2892,53 @@ static std::optional ggml_webgpu_encode_node(webgpu_context ctx, case GGML_OP_SUB: case GGML_OP_MUL: case GGML_OP_DIV: - return ggml_webgpu_binary_op(ctx, src0, src1, node); + return ggml_webgpu_binary_op(ctx, encoder, src0, src1, node); + case GGML_OP_CONCAT: + return ggml_webgpu_concat(ctx, encoder, src0, src1, node); + case GGML_OP_REPEAT: + return ggml_webgpu_repeat(ctx, encoder, src0, node); case GGML_OP_RMS_NORM: - return ggml_webgpu_rms_norm(ctx, src0, node); + case GGML_OP_L2_NORM: + return ggml_webgpu_row_norm(ctx, encoder, src0, node); case GGML_OP_ROPE: - return ggml_webgpu_rope(ctx, src0, src1, src2, node); + return ggml_webgpu_rope(ctx, encoder, src0, src1, src2, node); case GGML_OP_GLU: - return ggml_webgpu_glu(ctx, src0, src1, node); + return ggml_webgpu_glu(ctx, encoder, src0, src1, node); case GGML_OP_SCALE: - return ggml_webgpu_scale(ctx, src0, node); + return ggml_webgpu_scale(ctx, encoder, src0, node); case GGML_OP_SOFT_MAX: - return ggml_webgpu_soft_max(ctx, src0, src1, src2, node); + return ggml_webgpu_soft_max(ctx, encoder, src0, src1, src2, node); case GGML_OP_UNARY: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_CLAMP: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_FILL: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_LOG: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_SQR: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_SQRT: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_SIN: - return ggml_webgpu_unary_op(ctx, src0, node); case GGML_OP_COS: - return ggml_webgpu_unary_op(ctx, src0, node); + case GGML_OP_DIAG: + case GGML_OP_TRI: + return ggml_webgpu_unary_op(ctx, encoder, src0, node); + case GGML_OP_SOLVE_TRI: + return ggml_webgpu_solve_tri(ctx, encoder, src0, src1, node); + case GGML_OP_SSM_CONV: + return ggml_webgpu_ssm_conv(ctx, encoder, src0, src1, node); + case GGML_OP_GATED_DELTA_NET: + return ggml_webgpu_gated_delta_net(ctx, encoder, src0, src1, src2, node->src[3], node->src[4], node->src[5], + node); case GGML_OP_PAD: - return ggml_webgpu_pad(ctx, src0, node); + return ggml_webgpu_pad(ctx, encoder, src0, node); case GGML_OP_ARGMAX: - return ggml_webgpu_argmax(ctx, src0, node); + return ggml_webgpu_argmax(ctx, encoder, src0, node); case GGML_OP_ARGSORT: - return ggml_webgpu_argsort(ctx, src0, node); case GGML_OP_TOP_K: // we reuse the same argsort implementation for top_k - return ggml_webgpu_argsort(ctx, src0, node); + return ggml_webgpu_argsort(ctx, encoder, src0, node); case GGML_OP_CUMSUM: - return ggml_webgpu_cumsum(ctx, src0, node); + return ggml_webgpu_cumsum(ctx, encoder, src0, node); case GGML_OP_SUM: case GGML_OP_SUM_ROWS: - return ggml_webgpu_sum_rows(ctx, src0, node); + return ggml_webgpu_sum_rows(ctx, encoder, src0, node); default: return std::nullopt; } @@ -2043,35 +2952,70 @@ static ggml_status ggml_backend_webgpu_graph_compute(ggml_backend_t backend, str WEBGPU_CPU_PROFILE_TOTAL_START(graph_compute); - ctx->global_ctx->inflight_threads++; + std::vector commands; +#ifdef GGML_WEBGPU_GPU_PROFILE + std::vector profile_futures; +#endif + uint32_t num_batched_kernels = 0; + uint32_t num_inflight_batches = 0; + bool contains_set_rows = false; + wgpu::CommandEncoder batch_encoder = ctx->global_ctx->device.CreateCommandEncoder(); - std::vector commands; - std::vector futures; for (int i = 0; i < cgraph->n_nodes; i++) { - if (auto cmd = ggml_webgpu_encode_node(ctx, cgraph->nodes[i])) { - commands.push_back(*cmd); + if (cgraph->nodes[i]->op == GGML_OP_SET_ROWS) { + contains_set_rows = true; } - // compute the batch size based on the number of inflight threads - uint32_t inflight_threads = ctx->global_ctx->inflight_threads; - uint32_t batch_size = std::min(std::max(1u, WEBGPU_NUM_PARAM_BUFS / std::max(inflight_threads, 1u)), - WEBGPU_COMMAND_SUBMIT_BATCH_SIZE); - if (commands.size() >= batch_size) { - futures.push_back(ggml_backend_webgpu_submit(ctx->global_ctx, commands, ctx->param_buf_pool, - &ctx->set_rows_error_buf_pool)); - // Process events and check for completed submissions - ctx->global_ctx->instance.ProcessEvents(); - ggml_backend_webgpu_wait(ctx->global_ctx, futures, false); + if (auto cmd = ggml_webgpu_encode_node(ctx, batch_encoder, cgraph->nodes[i])) { + commands.push_back(*cmd); + num_batched_kernels += cmd.value().num_kernels; + } + + if (num_batched_kernels >= ctx->global_ctx->command_submit_batch_size) { + num_batched_kernels = 0; + wgpu::CommandBuffer batch_commands = batch_encoder.Finish(); + ggml_backend_webgpu_submit_commands(ctx, batch_commands, num_inflight_batches); +#ifdef GGML_WEBGPU_GPU_PROFILE + ggml_backend_webgpu_collect_profile_futures(ctx->global_ctx, commands, profile_futures); +#endif + ctx->param_arena.reset(); commands.clear(); + batch_encoder = ctx->global_ctx->device.CreateCommandEncoder(); } } if (!commands.empty()) { - webgpu_submission_futures new_futures = - ggml_backend_webgpu_submit(ctx->global_ctx, commands, ctx->param_buf_pool, &ctx->set_rows_error_buf_pool); - futures.push_back(new_futures); + wgpu::CommandBuffer batch_commands = batch_encoder.Finish(); + ggml_backend_webgpu_submit_commands(ctx, batch_commands, num_inflight_batches); +#ifdef GGML_WEBGPU_GPU_PROFILE + ggml_backend_webgpu_collect_profile_futures(ctx->global_ctx, commands, profile_futures); +#endif + ctx->param_arena.reset(); + commands.clear(); } - ggml_backend_webgpu_wait(ctx->global_ctx, futures); - ctx->global_ctx->inflight_threads--; + // If there are SET_ROWS operations in this graph, copy the error buffers to the host for checking. + if (contains_set_rows) { + wgpu::CommandEncoder encoder = ctx->global_ctx->device.CreateCommandEncoder(); + encoder.CopyBufferToBuffer(ctx->set_rows_dev_error_buf, 0, ctx->set_rows_host_error_buf, 0, + ctx->set_rows_host_error_buf.GetSize()); + wgpu::CommandBuffer set_rows_commands = encoder.Finish(); + ggml_backend_webgpu_submit_commands(ctx, set_rows_commands, num_inflight_batches); + } + + ggml_backend_webgpu_wait_queue(ctx->global_ctx); + + if (contains_set_rows) { + ggml_backend_webgpu_map_buffer(ctx->global_ctx, ctx->set_rows_host_error_buf, wgpu::MapMode::Read, 0, + ctx->set_rows_host_error_buf.GetSize()); + const uint32_t * error_data = (const uint32_t *) ctx->set_rows_host_error_buf.GetConstMappedRange(); + if (*error_data) { + GGML_ABORT("ggml_webgpu: SET_ROWS index > 2^32, unsupported."); + } + ctx->set_rows_host_error_buf.Unmap(); + } + +#ifdef GGML_WEBGPU_GPU_PROFILE + ggml_backend_webgpu_wait_profile_futures(ctx->global_ctx, profile_futures); +#endif WEBGPU_CPU_PROFILE_TOTAL_END(graph_compute, ctx->global_ctx); return GGML_STATUS_SUCCESS; } @@ -2081,6 +3025,8 @@ static ggml_backend_i ggml_backend_webgpu_i = { /* .free = */ ggml_backend_webgpu_free, /* .set_tensor_async = */ NULL, /* .get_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ NULL, /* .synchronize = */ NULL, /* .graph_plan_create = */ NULL, @@ -2166,17 +3112,6 @@ static void ggml_backend_webgpu_buffer_set_tensor(ggml_backend_buffer_t buffer, // memset the remaining bytes ggml_backend_webgpu_buffer_memset(buf_ctx->global_ctx, buf_ctx->buffer, val32, total_offset + (size - remaining_size), remaining_size); - } else { - // wait for WriteBuffer to complete - buf_ctx->global_ctx->instance.WaitAny(buf_ctx->global_ctx->queue.OnSubmittedWorkDone( - wgpu::CallbackMode::AllowSpontaneous, - [](wgpu::QueueWorkDoneStatus status, wgpu::StringView message) { - if (status != wgpu::QueueWorkDoneStatus::Success) { - GGML_LOG_ERROR("ggml_webgpu: Failed to submit commands: %s\n", - std::string(message).c_str()); - } - }), - UINT64_MAX); } WEBGPU_CPU_PROFILE_TOTAL_END(set_tensor, buf_ctx->global_ctx); } @@ -2249,6 +3184,8 @@ static ggml_backend_buffer_i ggml_backend_webgpu_buffer_interface = { /* .memset_tensor = */ ggml_backend_webgpu_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_webgpu_buffer_set_tensor, /* .get_tensor = */ ggml_backend_webgpu_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, // TODO: optional, implement this /* .clear = */ ggml_backend_webgpu_buffer_clear, /* .reset = */ NULL, // TODO: optional, think it coordinates with @@ -2317,6 +3254,97 @@ static size_t ggml_backend_webgpu_buffer_type_get_alloc_size(ggml_backend_buffer } } break; + case GGML_OP_FLASH_ATTN_EXT: + { + const ggml_tensor * Q = tensor->src[0]; + const ggml_tensor * K = tensor->src[1]; + const ggml_tensor * V = tensor->src[2]; + const ggml_tensor * mask = tensor->src[3]; + const ggml_tensor * sinks = tensor->src[4]; + if (Q && K && V) { + GGML_UNUSED(sinks); + const bool kv_direct = (K->type == GGML_TYPE_F16) && + (Q->ne[0] % ctx->webgpu_global_ctx->capabilities.sg_mat_k == 0) && + (K->ne[1] % GGML_WEBGPU_KV_SEQ_PAD == 0); + const bool kv_vec_type_supported = + K->type == GGML_TYPE_F16 || K->type == GGML_TYPE_Q4_0 || K->type == GGML_TYPE_Q8_0; + const bool use_vec = (Q->ne[1] < 20) && (Q->ne[0] % 32 == 0) && (V->ne[0] % 4 == 0) && + kv_vec_type_supported && (V->type == K->type); + if (use_vec) { + const uint32_t sg_mat_m = ctx->webgpu_global_ctx->capabilities.sg_mat_m; + const uint32_t sg_mat_n = ctx->webgpu_global_ctx->capabilities.sg_mat_n; + const size_t limit_bytes = + ctx->webgpu_global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize; + const size_t q_tile = sg_mat_m; + const size_t base_q_bytes = (Q->ne[0] + V->ne[0]) * q_tile * GGML_WEBGPU_F16_SIZE_BYTES + + 2 * q_tile * GGML_WEBGPU_F32_SIZE_BYTES; + size_t bytes_per_kv = 0; + if (!kv_direct) { + bytes_per_kv += std::max(Q->ne[0], V->ne[0]); + } + if (mask != nullptr) { + bytes_per_kv += q_tile; + } + bytes_per_kv += q_tile; + bytes_per_kv *= GGML_WEBGPU_F16_SIZE_BYTES; + uint32_t kv_tile = ((limit_bytes - base_q_bytes) / bytes_per_kv / sg_mat_n) * sg_mat_n; + kv_tile = std::max(sg_mat_n, std::min(32u, kv_tile)); + kv_tile = (kv_tile / sg_mat_n) * sg_mat_n; + if (kv_direct) { + GGML_ASSERT(kv_tile <= GGML_WEBGPU_KV_SEQ_PAD); + while (GGML_WEBGPU_KV_SEQ_PAD % kv_tile != 0) { + kv_tile -= sg_mat_n; + } + } + + const uint32_t vec_nwg_cap = std::max( + 1u, std::min(32u, ctx->webgpu_global_ctx->capabilities.max_subgroup_size)); + uint32_t nwg = 1u; + const uint64_t kv_span = (uint64_t) std::max(1u, kv_tile); + while ((2u * nwg * kv_span) < (uint64_t) K->ne[1] && nwg < vec_nwg_cap) { + nwg <<= 1; + } + nwg = std::min(nwg, vec_nwg_cap); + + const size_t align = + ctx->webgpu_global_ctx->capabilities.limits.minStorageBufferOffsetAlignment; + const uint64_t nrows = (uint64_t) Q->ne[1] * Q->ne[2] * Q->ne[3]; + if (nwg > 1u) { + const uint64_t tmp_data_elems = nrows * (uint64_t) V->ne[0] * nwg; + const uint64_t tmp_stats_elems = nrows * 2u * nwg; + const size_t tmp_size_bytes = ROUNDUP_POW2( + (tmp_data_elems + tmp_stats_elems) * sizeof(float), WEBGPU_STORAGE_BUF_BINDING_MULT); + res += tmp_size_bytes + align; + } + if (mask != nullptr) { + const uint32_t blk_nblk0 = CEIL_DIV((uint32_t) K->ne[1], kv_tile); + const uint32_t blk_nblk1 = CEIL_DIV((uint32_t) Q->ne[1], 1u); + const uint32_t stride_mask3 = (uint32_t) (mask->nb[3] / ggml_type_size(mask->type)); + const uint32_t blk_batch_count = stride_mask3 > 0 ? (uint32_t) Q->ne[3] : 1u; + const uint64_t blk_elems = (uint64_t) blk_nblk0 * blk_nblk1 * blk_batch_count; + const size_t blk_size_bytes = + ROUNDUP_POW2(blk_elems * sizeof(uint32_t), WEBGPU_STORAGE_BUF_BINDING_MULT); + res += blk_size_bytes + align; + } + res = ROUNDUP_POW2(res, WEBGPU_STORAGE_BUF_BINDING_MULT); + } + } + } + break; + case GGML_OP_MUL_MAT_ID: + { + const ggml_tensor * src0 = tensor->src[0]; + const ggml_tensor * src1 = tensor->src[1]; + if (src0 && src1) { + const size_t gathered_size = sizeof(uint32_t) * tensor->src[0]->ne[2] * tensor->src[1]->ne[2]; + const size_t gathered_count_ids_size = sizeof(uint32_t) * tensor->src[0]->ne[2]; + res = ROUNDUP_POW2( + res + gathered_size * 2 + gathered_count_ids_size + + ctx->webgpu_global_ctx->capabilities.limits.minStorageBufferOffsetAlignment * 3, + WEBGPU_STORAGE_BUF_BINDING_MULT); + } + } + break; default: break; } @@ -2383,153 +3411,11 @@ static void ggml_webgpu_init_memset_pipeline(webgpu_global_context & ctx) { ctx->capabilities.memset_bytes_per_thread = CEIL_DIV(ctx->capabilities.limits.maxStorageBufferBindingSize, max_threads); std::vector constants(2); - constants[0].key = "wg_size"; - constants[0].value = WEBGPU_MAX_WG_SIZE; - constants[1].key = "bytes_per_thread"; - constants[1].value = ctx->capabilities.memset_bytes_per_thread; - ctx->memset_pipelines[0] = ggml_webgpu_create_pipeline(ctx->device, wgsl_memset, "memset", constants); -} - -static void ggml_webgpu_init_cpy_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); - - webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F32] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_cpy_f32_f32, "cpy_f32_f32", constants); - webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_I32] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_cpy_f32_i32, "cpy_f32_i32", constants); - webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F16] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_cpy_f32_f16, "cpy_f32_f16", constants); - webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F32] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_cpy_f16_f32, "cpy_f16_f32", constants); - webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F16] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_cpy_f16_f16, "cpy_f16_f16", constants); -} - -static void ggml_webgpu_init_rms_norm_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE); - - webgpu_ctx->rms_norm_pipelines[0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_rms_norm, "rms_norm", constants); - webgpu_ctx->rms_norm_pipelines[1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_rms_norm_inplace, "rms_norm_inplace", constants); -} - -static void ggml_webgpu_init_rope_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); - - webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_rope_f32, "rope_f32", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_rope_f32_inplace, "rope_f32_inplace", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_rope_f32_ff, "rope_f32_ff", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_rope_f32_ff_inplace, "rope_f32_ff_inplace", constants); - - webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_rope_f16, "rope_f16", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_rope_f16_inplace, "rope_f16_inplace", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_rope_f16_ff, "rope_f16_ff", constants); - webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_rope_f16_ff_inplace, "rope_f16_ff_inplace", constants); -} - -static void ggml_webgpu_init_glu_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); - - // REGLU - webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_reglu_f32, "reglu_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_reglu_f16, "reglu_f16", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_reglu_f32_split, "reglu_f32_split", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_reglu_f16_split, "reglu_f16_split", constants); - - // GEGLU - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_f32, "geglu_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_f16, "geglu_f16", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_f32_split, "geglu_f32_split", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_f16_split, "geglu_f16_split", constants); - - // SWIGLU - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_swiglu_f32, "swiglu_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_swiglu_f16, "swiglu_f16", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_swiglu_f32_split, "swiglu_f32_split", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_swiglu_f16_split, "swiglu_f16_split", constants); - - // SWIGLU_OAI - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_swiglu_oai_f32, "swiglu_oai_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_swiglu_oai_f32_split, "swiglu_oai_f32_split", constants); - - // GEGLU_ERF - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_erf_f32, "geglu_erf_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_erf_f16, "geglu_erf_f16", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_geglu_erf_f32_split, "geglu_erf_f32_split", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_geglu_erf_f16_split, "geglu_erf_f16_split", constants); - - // GEGLU_QUICK - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_quick_f32, "geglu_quick_f32", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_geglu_quick_f16, "geglu_quick_f16", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_geglu_quick_f32_split, "geglu_quick_f32_split", constants); - webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_geglu_quick_f16_split, "geglu_quick_f16_split", constants); -} - -static void ggml_webgpu_init_soft_max_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE); - - // f32 (no mask) - webgpu_ctx->soft_max_pipelines[2][0][0] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_soft_max_f32, "soft_max_f32", constants); - webgpu_ctx->soft_max_pipelines[2][0][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_inplace, "soft_max_f32_inplace", constants); - webgpu_ctx->soft_max_pipelines[2][1][0] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_sink, "soft_max_f32_sink", constants); - webgpu_ctx->soft_max_pipelines[2][1][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_sink_inplace, "soft_max_f32_sink_inplace", constants); - - // f32 mask (mask_type = 0) - webgpu_ctx->soft_max_pipelines[0][0][0] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f32, "soft_max_f32_mask_f32", constants); - webgpu_ctx->soft_max_pipelines[0][0][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f32_inplace, "soft_max_f32_mask_f32_inplace", constants); - webgpu_ctx->soft_max_pipelines[0][1][0] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f32_sink, "soft_max_f32_mask_f32_sink", constants); - webgpu_ctx->soft_max_pipelines[0][1][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f32_sink_inplace, - "soft_max_f32_mask_f32_sink_inplace", constants); - - // f16 mask (mask_type = 1) - webgpu_ctx->soft_max_pipelines[1][0][0] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f16, "soft_max_f32_mask_f16", constants); - webgpu_ctx->soft_max_pipelines[1][0][1] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f16_inplace, "soft_max_f32_mask_f16_inplace", constants); - webgpu_ctx->soft_max_pipelines[1][1][0] = ggml_webgpu_create_pipeline( - webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f16_sink, "soft_max_f32_mask_f16_sink", constants); - webgpu_ctx->soft_max_pipelines[1][1][1] = - ggml_webgpu_create_pipeline(webgpu_ctx->global_ctx->device, wgsl_soft_max_f32_mask_f16_sink_inplace, - "soft_max_f32_mask_f16_sink_inplace", constants); + constants[0].key = "wg_size"; + constants[0].value = WEBGPU_MAX_WG_SIZE; + constants[1].key = "bytes_per_thread"; + constants[1].value = ctx->capabilities.memset_bytes_per_thread; + ctx->memset_pipeline = ggml_webgpu_create_pipeline(ctx->device, wgsl_memset, "memset", constants); } static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { @@ -2546,7 +3432,7 @@ static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { ctx->webgpu_global_ctx->instance.WaitAny( ctx->webgpu_global_ctx->instance.RequestAdapter( - &options, wgpu::CallbackMode::AllowSpontaneous, + &options, ggml_webgpu_callback_mode(), [&ctx](wgpu::RequestAdapterStatus status, wgpu::Adapter adapter, const char * message) { if (status != wgpu::RequestAdapterStatus::Success) { GGML_LOG_ERROR("ggml_webgpu: Failed to get an adapter: %s\n", message); @@ -2567,19 +3453,23 @@ static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { } #endif ctx->webgpu_global_ctx->adapter.GetInfo(&info); + ctx->webgpu_global_ctx->command_submit_batch_size = ggml_backend_webgpu_get_command_submit_batch_size(info); + ctx->webgpu_global_ctx->max_inflight_batches = ggml_backend_webgpu_get_max_inflight_batches(info); wgpu::SupportedFeatures features; ctx->webgpu_global_ctx->adapter.GetFeatures(&features); // we require f16 support GGML_ASSERT(ctx->webgpu_global_ctx->adapter.HasFeature(wgpu::FeatureName::ShaderF16)); #ifndef __EMSCRIPTEN__ - // Only support square f16 matrices of size 8 or 16 for now + // Accept f16 subgroup matrix configurations (square or non-square). + // NVIDIA GPUs typically report square configs (e.g. 16x16x16), + // while Intel Xe2 GPUs report non-square configs (e.g. 8x16x16). + // The shaders are already parameterized to handle any M/N/K dimensions. bool valid_subgroup_matrix_config = false; if (ctx->webgpu_global_ctx->adapter.HasFeature(wgpu::FeatureName::ChromiumExperimentalSubgroupMatrix)) { for (size_t i = 0; i < subgroup_matrix_configs.configCount; i++) { const wgpu::SubgroupMatrixConfig config = subgroup_matrix_configs.configs[i]; - if (config.M == config.N && config.N == config.K && (config.K == 8 || config.K == 16) && - config.componentType == wgpu::SubgroupMatrixComponentType::F16 && + if (config.componentType == wgpu::SubgroupMatrixComponentType::F16 && config.resultComponentType == wgpu::SubgroupMatrixComponentType::F16) { ctx->webgpu_global_ctx->capabilities.sg_mat_m = config.M; ctx->webgpu_global_ctx->capabilities.sg_mat_n = config.N; @@ -2615,8 +3505,8 @@ static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { dev_desc.requiredFeatures = required_features.data(); dev_desc.requiredFeatureCount = required_features.size(); dev_desc.SetDeviceLostCallback( - wgpu::CallbackMode::AllowSpontaneous, - [](const wgpu::Device & device, wgpu::DeviceLostReason reason, wgpu::StringView message) { + ggml_webgpu_callback_mode(), + [ctx](const wgpu::Device & device, wgpu::DeviceLostReason reason, wgpu::StringView message) { if (reason == wgpu::DeviceLostReason::Destroyed) { return; } @@ -2649,7 +3539,7 @@ static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { ctx->webgpu_global_ctx->instance.WaitAny( ctx->webgpu_global_ctx->adapter.RequestDevice( - &dev_desc, wgpu::CallbackMode::AllowSpontaneous, + &dev_desc, ggml_webgpu_callback_mode(), [ctx](wgpu::RequestDeviceStatus status, wgpu::Device device, wgpu::StringView message) { if (status != wgpu::RequestDeviceStatus::Success) { GGML_LOG_ERROR("ggml_webgpu: Failed to get a device: %s\n", std::string(message).c_str()); @@ -2661,9 +3551,9 @@ static bool create_webgpu_device(ggml_backend_webgpu_reg_context * ctx) { GGML_ASSERT(ctx->webgpu_global_ctx->device != nullptr); ggml_webgpu_init_memset_pipeline(ctx->webgpu_global_ctx); - ctx->webgpu_global_ctx->memset_buf_pool.init(ctx->webgpu_global_ctx->device, 1, WEBGPU_PARAMS_BUF_SIZE_BYTES, - wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::Uniform, - wgpu::BufferUsage::CopySrc | wgpu::BufferUsage::MapWrite); + ggml_webgpu_create_buffer(ctx->webgpu_global_ctx->device, ctx->webgpu_global_ctx->memset_params_buf, + WEBGPU_PARAMS_BUF_SIZE_BYTES, wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::Uniform, + "memset_params_buf"); ctx->webgpu_global_ctx->queue = ctx->webgpu_global_ctx->device.GetQueue(); #ifdef GGML_WEBGPU_GPU_PROFILE @@ -2687,19 +3577,17 @@ static webgpu_context initialize_webgpu_context(ggml_backend_dev_t dev) { webgpu_context webgpu_ctx = std::make_shared(); webgpu_ctx->global_ctx = dev_ctx->webgpu_global_ctx; webgpu_ctx->shader_lib = std::make_unique(dev_ctx->webgpu_global_ctx->device); - webgpu_ctx->param_buf_pool.init(webgpu_ctx->global_ctx->device, WEBGPU_NUM_PARAM_BUFS, WEBGPU_PARAMS_BUF_SIZE_BYTES, - wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::Uniform, - wgpu::BufferUsage::CopySrc | wgpu::BufferUsage::MapWrite); - webgpu_ctx->set_rows_error_buf_pool.init(webgpu_ctx->global_ctx->device, WEBGPU_NUM_SET_ROWS_ERROR_BUFS, - WEBGPU_SET_ROWS_ERROR_BUF_SIZE_BYTES, - wgpu::BufferUsage::CopySrc | wgpu::BufferUsage::Storage, - wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::MapRead); + webgpu_ctx->param_arena.init( + webgpu_ctx->global_ctx->device, WEBGPU_PARAMS_BUF_SIZE_BYTES, + webgpu_ctx->global_ctx->command_submit_batch_size + WEBGPU_NUM_PARAM_SLOT_SAFETY_MARGIN, + webgpu_ctx->global_ctx->capabilities.limits.minUniformBufferOffsetAlignment); + ggml_webgpu_create_buffer(webgpu_ctx->global_ctx->device, webgpu_ctx->set_rows_dev_error_buf, + WEBGPU_SET_ROWS_ERROR_BUF_SIZE_BYTES, + wgpu::BufferUsage::Storage | wgpu::BufferUsage::CopySrc, "set_rows_dev_error_buf"); + ggml_webgpu_create_buffer(webgpu_ctx->global_ctx->device, webgpu_ctx->set_rows_host_error_buf, + WEBGPU_SET_ROWS_ERROR_BUF_SIZE_BYTES, + wgpu::BufferUsage::CopyDst | wgpu::BufferUsage::MapRead, "set_rows_host_error_buf"); - ggml_webgpu_init_cpy_pipeline(webgpu_ctx); - ggml_webgpu_init_rms_norm_pipeline(webgpu_ctx); - ggml_webgpu_init_rope_pipeline(webgpu_ctx); - ggml_webgpu_init_glu_pipeline(webgpu_ctx); - ggml_webgpu_init_soft_max_pipeline(webgpu_ctx); #ifdef GGML_WEBGPU_DEBUG // Initialize debug buffers ggml_webgpu_create_buffer(webgpu_ctx->global_ctx->device, webgpu_ctx->global_ctx->debug_host_buf, @@ -2739,17 +3627,16 @@ static ggml_backend_buffer_type_t ggml_backend_webgpu_device_get_buffer_type(ggm static struct ggml_backend_buffer_type ggml_backend_webgpu_buffer_type = { /* .iface = */ { - /* .get_name = */ ggml_backend_webgpu_buffer_type_get_name, - /* .alloc_buffer = */ - ggml_backend_webgpu_buffer_type_alloc_buffer, /* .get_alignment = */ - ggml_backend_webgpu_buffer_type_get_alignment, /* .get_max_size = */ - ggml_backend_webgpu_buffer_type_get_max_size, /* .get_alloc_size = */ - ggml_backend_webgpu_buffer_type_get_alloc_size, /* .is_host = */ NULL, // defaults to false + /* .get_name = */ ggml_backend_webgpu_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_webgpu_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_webgpu_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_webgpu_buffer_type_get_max_size, + /* .get_alloc_size = */ ggml_backend_webgpu_buffer_type_get_alloc_size, + /* .is_host = */ NULL, // defaults to false }, /* .device = */ dev, - /* .context = */ - NULL + /* .context = */ NULL }; return &ggml_backend_webgpu_buffer_type; @@ -2816,10 +3703,14 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const case GGML_OP_SUB: case GGML_OP_MUL: case GGML_OP_DIV: - // TODO: support non-contiguous tensors, e.g. for MOE_EXPERT_REDUCE - // see https://github.com/ggml-org/llama.cpp/pull/16857 supports_op = (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (src0->type == op->type) && - (src1->type == op->type) && ggml_is_contiguous(src0) && ggml_is_contiguous(src1); + (src1->type == op->type); + break; + case GGML_OP_CONCAT: + supports_op = (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32); + break; + case GGML_OP_REPEAT: + supports_op = (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32 || src0->type == GGML_TYPE_I16); break; case GGML_OP_CPY: case GGML_OP_CONT: @@ -2827,6 +3718,10 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16)) || (op->type == GGML_TYPE_I32 && src0->type == GGML_TYPE_F32); break; + case GGML_OP_SET: + supports_op = src0->type == src1->type && src0->type == op->type && + (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_I32); + break; case GGML_OP_SET_ROWS: supports_op = ((op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_F32) && src0->type == GGML_TYPE_F32 && (src1->type == GGML_TYPE_I64 || src1->type == GGML_TYPE_I32)); @@ -2877,12 +3772,46 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const } break; } + case GGML_OP_MUL_MAT_ID: + switch (src1->type) { + case GGML_TYPE_F16: + supports_op |= (src0->type == GGML_TYPE_F16); + break; + case GGML_TYPE_F32: + switch (src0->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: + supports_op = true; + break; + default: + break; + } + break; + default: + break; + } + break; case GGML_OP_FLASH_ATTN_EXT: { #ifndef __EMSCRIPTEN__ if (!ctx->webgpu_global_ctx->capabilities.supports_subgroup_matrix) { break; } + // Head dimensions must be divisible by subgroup matrix dimensions + if (src0->ne[0] % ctx->webgpu_global_ctx->capabilities.sg_mat_k != 0 || + src2->ne[0] % ctx->webgpu_global_ctx->capabilities.sg_mat_n != 0) { + break; + } // Head dimensions must fit in workgroup memory with minimum tile sizes size_t limit_bytes = ctx->webgpu_global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize; const bool has_mask = op->src[3] != nullptr; @@ -2904,6 +3833,7 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const break; } case GGML_OP_RMS_NORM: + case GGML_OP_L2_NORM: supports_op = op->type == GGML_TYPE_F32 && src0->type == GGML_TYPE_F32; break; case GGML_OP_ROPE: @@ -2966,6 +3896,27 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const } } break; + case GGML_OP_TRI: + supports_op = op->type == GGML_TYPE_F32 && src0->type == GGML_TYPE_F32; + break; + case GGML_OP_DIAG: + supports_op = op->type == GGML_TYPE_F32 && src0->type == GGML_TYPE_F32; + break; + case GGML_OP_SOLVE_TRI: + supports_op = op->type == GGML_TYPE_F32 && src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32; + break; + case GGML_OP_SSM_CONV: + supports_op = op->type == GGML_TYPE_F32; + break; + case GGML_OP_GATED_DELTA_NET: + { + const uint32_t s_v = (uint32_t) src2->ne[0]; + supports_op = op->type == GGML_TYPE_F32 && src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && + src2->type == GGML_TYPE_F32 && op->src[3]->type == GGML_TYPE_F32 && + op->src[4]->type == GGML_TYPE_F32 && op->src[5]->type == GGML_TYPE_F32 && + s_v <= ctx->webgpu_global_ctx->capabilities.limits.maxComputeInvocationsPerWorkgroup; + } + break; case GGML_OP_CLAMP: supports_op = (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (src0->type == op->type); break; @@ -3105,8 +4056,21 @@ ggml_backend_reg_t ggml_backend_webgpu_reg() { WEBGPU_LOG_DEBUG("ggml_backend_webgpu_reg()"); static ggml_backend_webgpu_reg_context ctx; + static ggml_backend_reg reg = { + /* .api_version = */ GGML_BACKEND_API_VERSION, + /* .iface = */ ggml_backend_webgpu_reg_i, + /* .context = */ &ctx, + }; + ctx.name = GGML_WEBGPU_NAME; - ctx.device_count = 1; + ctx.device_count = 0; + + // Keep one Dawn/WebGPU instance alive for the lifetime of the static backend + // registry. Recreating it on repeated registry lookups can invalidate + // adapter/device references that are still held by the backend/device layer. + if (ctx.webgpu_global_ctx != nullptr && ctx.webgpu_global_ctx->instance != nullptr) { + return ® + } wgpu::InstanceDescriptor instance_descriptor{}; std::vector instance_features = { wgpu::InstanceFeatureName::TimedWaitAny }; @@ -3125,19 +4089,28 @@ ggml_backend_reg_t ggml_backend_webgpu_reg() { ctx.webgpu_global_ctx = webgpu_global_context(new webgpu_global_context_struct()); ctx.webgpu_global_ctx->instance = std::move(inst); -#ifdef __EMSCRIPTEN__ - if (ctx.webgpu_global_ctx->instance == nullptr) { - GGML_LOG_ERROR("ggml_webgpu: Failed to create WebGPU instance. Make sure either -sASYNCIFY or -sJSPI is set\n"); - return nullptr; - } -#endif - GGML_ASSERT(ctx.webgpu_global_ctx->instance != nullptr); + // Probe for adapter support + wgpu::Adapter adapter; + if (ctx.webgpu_global_ctx->instance != nullptr) { + wgpu::RequestAdapterOptions options = {}; + + ctx.webgpu_global_ctx->instance.WaitAny( + ctx.webgpu_global_ctx->instance.RequestAdapter( + &options, wgpu::CallbackMode::AllowSpontaneous, + [&adapter](wgpu::RequestAdapterStatus status, wgpu::Adapter _adapter, const char * message) { + if (status != wgpu::RequestAdapterStatus::Success) { + GGML_LOG_ERROR("ggml_webgpu: Failed to get an adapter: %s\n", message); + return; + } + adapter = std::move(_adapter); + }), + UINT64_MAX); + } + + if (adapter != nullptr) { + ctx.device_count = 1; + } - static ggml_backend_reg reg = { - /* .api_version = */ GGML_BACKEND_API_VERSION, - /* .iface = */ ggml_backend_webgpu_reg_i, - /* .context = */ &ctx, - }; return ® } diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/binary.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/binary.wgsl index 55dd66408a..a748dc1b86 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/binary.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/binary.wgsl @@ -7,6 +7,13 @@ struct Params { offset_src0: u32, offset_src1: u32, offset_dst: u32, + offset_merged_src0: u32, + offset_merged_src1: u32, + + stride_src0_0: u32, + stride_src0_1: u32, + stride_src0_2: u32, + stride_src0_3: u32, stride_src1_0: u32, stride_src1_1: u32, @@ -23,6 +30,21 @@ struct Params { b_ne3: u32, }; +fn src0_index(_i: u32) -> u32 { + var i = _i; + let a_i3 = i / (params.a_ne2 * params.a_ne1 * params.a_ne0); + i = i % (params.a_ne2 * params.a_ne1 * params.a_ne0); + let a_i2 = i / (params.a_ne1 * params.a_ne0); + i = i % (params.a_ne1 * params.a_ne0); + let a_i1 = i / params.a_ne0; + let a_i0 = i % params.a_ne0; + + return a_i0 * params.stride_src0_0 + + a_i1 * params.stride_src0_1 + + a_i2 * params.stride_src0_2 + + a_i3 * params.stride_src0_3; +} + fn src1_index(_i: u32) -> u32 { var i = _i; let a_i3 = i / (params.a_ne2 * params.a_ne1 * params.a_ne0); @@ -53,17 +75,22 @@ fn src1_index(_i: u32) -> u32 { #define DataType f16 #endif +#ifdef SRC_OVERLAP +@group(0) @binding(0) +var merged_src: array; + +@group(0) @binding(1) +var dst: array; + +@group(0) @binding(2) +var params: Params; +#else @group(0) @binding(0) var src0: array; @group(0) @binding(1) var src1 : array; - -#ifdef INPLACE -@group(0) @binding(2) -var params: Params; - -#elif defined(OVERLAP) +#if defined(INPLACE) || defined(OVERLAP) @group(0) @binding(2) var params: Params; @@ -74,6 +101,7 @@ var dst: array; @group(0) @binding(3) var params: Params; #endif +#endif fn op(a: DataType, b: DataType) -> DataType { #ifdef OP_ADD @@ -87,13 +115,17 @@ fn op(a: DataType, b: DataType) -> DataType { #endif } -fn update(dst_i: u32, src0_i: u32, src1_i: u32){ +fn update(dst_i: u32, src0_i: u32, src1_i: u32) { +#ifdef SRC_OVERLAP + let result = op(merged_src[src0_i], merged_src[src1_i]); +#else let result = op(src0[src0_i], src1[src1_i]); +#endif #ifdef INPLACE - src0[dst_i] = result; + src0[src0_i] = result; #elif defined(OVERLAP) - src1[dst_i] = result; + src1[src1_i] = result; #else dst[dst_i] = result; #endif @@ -102,6 +134,8 @@ fn update(dst_i: u32, src0_i: u32, src1_i: u32){ @compute @workgroup_size(WG_SIZE) fn main(@builtin(global_invocation_id) gid: vec3) { if (gid.x < params.ne) { - update(params.offset_dst + gid.x, params.offset_src0 + gid.x, params.offset_src1 + src1_index(gid.x)); + let src0_i = params.offset_src0 + params.offset_merged_src0 + src0_index(gid.x); + let src1_i = params.offset_src1 + params.offset_merged_src1 + src1_index(gid.x); + update(params.offset_dst + gid.x, src0_i, src1_i); } } diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl b/ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl index 9a5b18ebc0..0d3501c34a 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl @@ -8,13 +8,45 @@ fn get_byte_i32(value: u32, index: u32) -> i32 { } #endif -#ifdef Q4_0_T -struct q4_0 { - d: f16, - qs: array -}; +#ifdef U32_DEQUANT_HELPERS +fn load_u16_at( + buf: ptr, read_write>, + byte_offset: u32) -> u32 { + let word = buf[byte_offset / 4]; + let shift = (byte_offset & 0x2) * 8; + return (word >> shift) & 0xFFFF; +} + +fn load_u32_at( + buf: ptr, read_write>, + byte_offset: u32) -> u32 { + let word_idx = byte_offset / 4; + let shift = (byte_offset & 0x3) * 8; + let lo = buf[word_idx]; + let hi = buf[word_idx + 1]; + let shifted = (lo >> shift) | (hi << (32 - shift)); + return select(shifted, lo, shift == 0); +} + +fn load_f16_at( + buf: ptr, read_write>, + byte_offset: u32) -> f16 { + let packed = unpack2x16float(load_u16_at(buf, byte_offset)); + return f16(packed[0]); +} + +fn load_f16_as_f32_at( + buf: ptr, read_write>, + byte_offset: u32) -> f32 { + let word = buf[byte_offset / 4]; + let shift = (byte_offset & 0x2) * 8; + let d_bits = (word >> shift) & 0xFFFF; + return unpack2x16float(d_bits)[0]; +} #endif + + #ifdef Q4_1_T struct q4_1 { d: f16, @@ -23,13 +55,6 @@ struct q4_1 { }; #endif -#ifdef Q5_0_T -struct q5_0 { - d: f16, - qh: array, - qs: array -}; -#endif #ifdef Q5_1_T struct q5_1 { @@ -40,12 +65,6 @@ struct q5_1 { }; #endif -#ifdef Q8_0_T -struct q8_0 { - d: f16, - qs: array -}; -#endif #ifdef Q8_1_T struct q8_1 { @@ -64,14 +83,6 @@ struct q2_K { }; #endif -#ifdef Q3_K_T -struct q3_K { - hmask: array, - qs: array, - scales: array, - d: f16 -}; -#endif #if defined(Q4_K_SCALE_MIN) || defined(Q5_K_SCALE_MIN) fn get_scale_min(is: u32, scales: array) -> vec2 { @@ -108,64 +119,6 @@ struct q5_K { }; #endif -#ifdef Q6_K_T -struct q6_K { - ql: array, - qh: array, - scales: array, - d: f16 -}; -#endif - -#ifdef IQ2_XXS_T -struct iq2_xxs { - d: f16, - qs: array -}; -#endif - -#ifdef IQ2_XS_T -struct iq2_xs { - d: f16, - qs: array, - scales: array -}; -#endif - -#ifdef IQ2_S_T -struct iq2_s { - d: f16, - qs: array, - qh: array, - scales: array -}; -#endif - -#ifdef IQ3_XXS_T -struct iq3_xxs { - d: f16, - qs: array -}; -#endif - -#ifdef IQ3_S_T -struct iq3_s { - d: f16, - qs: array, - qh: array, - signs: array, - scales: array -}; -#endif - -#ifdef IQ1_S_T -struct iq1_s { - d: f16, - qs: array, - qh: array -}; -#endif - #ifdef IQ1_M_T struct iq1_m { qs: array, @@ -174,17 +127,9 @@ struct iq1_m { }; #endif -#ifdef IQ4_NL_T -struct iq4_nl { - d: f16, - qs: array, -}; -#endif - #ifdef IQ4_XS_T struct iq4_xs { - d: f16, - scales_h: f16, + d_scales_h: u32, scales_l: u32, qs: array }; diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl new file mode 100644 index 0000000000..a22d245d2c --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl @@ -0,0 +1,75 @@ +struct Params { + ne: u32, + + offset_src0: u32, + offset_src1: u32, + offset_dst: u32, + + stride_src0_0: u32, + stride_src0_1: u32, + stride_src0_2: u32, + stride_src0_3: u32, + + stride_src1_0: u32, + stride_src1_1: u32, + stride_src1_2: u32, + stride_src1_3: u32, + + ne0: u32, + ne1: u32, + ne2: u32, + ne3: u32, + + dim: u32, + src0_nedim: u32 +}; + +#ifdef TYPE_F32 +#define DataType f32 +#endif +#ifdef TYPE_I32 +#define DataType i32 +#endif + +@group(0) @binding(0) +var src0: array; + +@group(0) @binding(1) +var src1 : array; + +@group(0) @binding(2) +var dst: array; + +@group(0) @binding(3) +var params: Params; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(global_invocation_id) gid: vec3) { + + if (gid.x < params.ne) { + var i = gid.x; + let i3 = i / (params.ne2 * params.ne1 * params.ne0); + i = i % (params.ne2 * params.ne1 * params.ne0); + let i2 = i / (params.ne1 * params.ne0); + i = i % (params.ne1 * params.ne0); + let i1 = i / params.ne0; + let i0 = i % params.ne0; + + var ni = array(i0, i1, i2, i3); + + if (ni[params.dim] < params.src0_nedim) { + let src_i = ni[0] * params.stride_src0_0 + + ni[1] * params.stride_src0_1 + + ni[2] * params.stride_src0_2 + + ni[3] * params.stride_src0_3; + dst[params.offset_dst + gid.x] = src0[params.offset_src0 + src_i]; + } else { + ni[params.dim] -= params.src0_nedim; + let src_i = ni[0] * params.stride_src1_0 + + ni[1] * params.stride_src1_1 + + ni[2] * params.stride_src1_2 + + ni[3] * params.stride_src1_3; + dst[params.offset_dst + gid.x] = src1[params.offset_src1 + src_i]; + } + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/cpy.tmpl.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl similarity index 60% rename from ggml/src/ggml-webgpu/wgsl-shaders/cpy.tmpl.wgsl rename to ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl index b5e93b812f..fa3bdf4e39 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/cpy.tmpl.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl @@ -1,66 +1,41 @@ -#define(VARIANTS) - -[ - { - "REPLS": { - "SRC_TYPE": "f32", - "DST_TYPE": "f32" - } - }, - { - "REPLS": { - "SRC_TYPE": "f32", - "DST_TYPE": "i32" - } - }, - { - "REPLS": { - "SRC_TYPE": "f32", - "DST_TYPE": "f16" - } - }, - { - "REPLS": { - "SRC_TYPE": "f16", - "DST_TYPE": "f16" - } - }, - { - "REPLS": { - "SRC_TYPE": "f16", - "DST_TYPE": "f32" - } - } -] - -#end(VARIANTS) - -#define(SHADER) enable f16; +#ifdef SRC_F32 +#define SRC_TYPE f32 +#elif defined(SRC_F16) +#define SRC_TYPE f16 +#endif + +#ifdef DST_F32 +#define DST_TYPE f32 +#elif defined(DST_F16) +#define DST_TYPE f16 +#elif defined(DST_I32) +#define DST_TYPE i32 +#endif + @group(0) @binding(0) -var src: array<{{SRC_TYPE}}>; +var src: array; @group(0) @binding(1) -var dst: array<{{DST_TYPE}}>; +var dst: array; -struct Params { - ne: u32, // total number of elements - offset_src: u32, // in elements - offset_dst: u32, // in elements +struct Params{ + ne: u32, + offset_src: u32, + offset_dst: u32, - // Strides (in elements) — may be permuted stride_src0: u32, stride_src1: u32, stride_src2: u32, stride_src3: u32, + stride_dst0: u32, stride_dst1: u32, stride_dst2: u32, stride_dst3: u32, - // Logical shapes src_ne0: u32, src_ne1: u32, src_ne2: u32, @@ -73,8 +48,7 @@ struct Params { @group(0) @binding(2) var params: Params; -override wg_size: u32; -@compute @workgroup_size(wg_size) +@compute @workgroup_size(WG_SIZE) fn main(@builtin(global_invocation_id) gid: vec3) { if (gid.x >= params.ne) { return; @@ -102,6 +76,6 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let dst_idx = j0 * params.stride_dst0 + j1 * params.stride_dst1 + j2 * params.stride_dst2 + j3 * params.stride_dst3; - dst[params.offset_dst + dst_idx] = {{DST_TYPE}}((src[params.offset_src + src_idx])); + dst[params.offset_dst + dst_idx] = DST_TYPE((src[params.offset_src + src_idx])); } -#end(SHADER) + diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py index 8b5cfe715e..79a3a9597a 100755 --- a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py +++ b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py @@ -1,41 +1,8 @@ import os import re -import ast import argparse -def extract_block(text, name): - pattern = rf'#define\({name}\)\s*(.*?)#end\({name}\)' - match = re.search(pattern, text, re.DOTALL) - if not match: - raise ValueError(f"Missing block: {name}") - return match.group(1).strip() - - -def parse_decls(decls_text): - decls = {} - for name, code in re.findall(r'#decl\((.*?)\)\s*(.*?)#enddecl\(\1\)', decls_text, re.DOTALL): - decls[name.strip()] = code.strip() - return decls - - -def replace_repl_placeholders(variant, template_map): - for repl, code in variant["REPLS"].items(): - for key, val in template_map.items(): - # Match "key" and avoid matching subsequences using by using \b - code = re.sub(rf'\b{re.escape(str(key))}\b', str(val), code) - variant["REPLS"][repl] = code - return variant - - -def replace_placeholders(shader_text, replacements): - for key, val in replacements.items(): - # Match {{KEY}} literally, where KEY is escaped - pattern = r'{{\s*' + re.escape(key) + r'\s*}}' - shader_text = re.sub(pattern, str(val), shader_text) - return shader_text - - def expand_includes(shader, input_dir): """ Replace #include "file" lines in the text with the contents of that file. @@ -98,84 +65,24 @@ def write_shader(shader_name, shader_code, output_dir, outfile, input_dir): outfile.write(f'const char* wgsl_{shader_name} = wgsl_{shader_name}_str().c_str();\n\n') -def generate_variants(fname, input_dir, output_dir, outfile): - shader_path = os.path.join(input_dir, fname) - shader_base_name = fname.split(".")[0] - - with open(shader_path, "r", encoding="utf-8") as f: - text = f.read() - - try: - variants = ast.literal_eval(extract_block(text, "VARIANTS")) - except ValueError: - write_shader(shader_base_name, text, output_dir, outfile, input_dir) - else: - try: - decls_map = parse_decls(extract_block(text, "DECLS")) - except ValueError: - decls_map = {} - try: - templates_map = ast.literal_eval(extract_block(text, "REPL_TEMPLATES")) - except ValueError: - templates_map = {} - - for fname in sorted(os.listdir(input_dir)): - if fname.endswith(".tmpl"): - tmpl_path = os.path.join(input_dir, fname) - with open(tmpl_path, "r", encoding="utf-8") as f_tmpl: - decls = f_tmpl.read() - decls_map.update(parse_decls(decls)) - - shader_template = extract_block(text, "SHADER") - for variant in variants: - if "DECLS" in variant: - decls = variant["DECLS"] - else: - decls = [] - decls_code = "" - for key in decls: - if key not in decls_map: - raise ValueError(f"DECLS key '{key}' not found.") - decls_code += decls_map[key] + "\n\n" - final_shader = re.sub(r'\bDECLS\b', decls_code, shader_template) - if "REPLS" in variant: - variant = replace_repl_placeholders(variant, templates_map) - final_shader = replace_placeholders(final_shader, variant["REPLS"]) - # second run to expand placeholders in repl_template - final_shader = replace_placeholders(final_shader, variant["REPLS"]) - final_shader = expand_includes(final_shader, input_dir) - - if "SHADER_NAME" in variant: - output_name = variant["SHADER_NAME"] - elif "SHADER_SUFFIX" in variant: - output_name = f"{shader_base_name}_" + variant["SHADER_SUFFIX"] - elif "REPLS" in variant and "SRC0_TYPE" in variant["REPLS"] and "SRC1_TYPE" in variant["REPLS"]: - output_name = f"{shader_base_name}_" + "_".join([variant["REPLS"]["SRC0_TYPE"], variant["REPLS"]["SRC1_TYPE"]]) - elif "REPLS" in variant and "SRC_TYPE" in variant["REPLS"] and "DST_TYPE" in variant["REPLS"]: - output_name = f"{shader_base_name}_" + "_".join([variant["REPLS"]["SRC_TYPE"], variant["REPLS"]["DST_TYPE"]]) - elif "REPLS" in variant and "TYPE" in variant["REPLS"]: - output_name = f"{shader_base_name}_" + variant["REPLS"]["TYPE"] - else: - output_name = shader_base_name - write_shader(output_name, final_shader, output_dir, outfile, input_dir) - - def main(): parser = argparse.ArgumentParser() parser.add_argument("--input_dir", required=True) parser.add_argument("--output_file", required=True) - parser.add_argument("--output_dir") args = parser.parse_args() - if args.output_dir: - os.makedirs(args.output_dir, exist_ok=True) - with open(args.output_file, "w", encoding="utf-8") as out: out.write("// Auto-generated shader embedding\n") out.write("#include \n\n") for fname in sorted(os.listdir(args.input_dir)): if fname.endswith(".wgsl"): - generate_variants(fname, args.input_dir, args.output_dir, out) + shader_path = os.path.join(args.input_dir, fname) + shader_name = fname.replace(".wgsl", "") + + with open(shader_path, "r", encoding="utf-8") as f: + shader_code = f.read() + + write_shader(shader_name, shader_code, None, out, args.input_dir) if __name__ == "__main__": diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl index b682216146..aa2d2e54db 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl @@ -6,6 +6,8 @@ enable chromium_experimental_subgroup_matrix; #ifdef KV_F32 #define KV_TYPE f32 +#elif defined(KV_Q4_0) || defined(KV_Q8_0) +#define KV_TYPE u32 #else #define KV_TYPE f16 #endif @@ -37,11 +39,13 @@ enable chromium_experimental_subgroup_matrix; #define NQ 16 // Q4_0 has 32 elements, 1 f16 for scale, 8 f16 for 4-bit weights #define F16_PER_BLOCK 9 +#define BLOCK_SIZE_BYTES 18u #define WEIGHTS_PER_F16 4 #elif defined(KV_Q8_0) #define NQ 8 // Q8_0 has 32 elements, 1 f16 for scale, 16 f16 for 8-bit weights #define F16_PER_BLOCK 17 +#define BLOCK_SIZE_BYTES 34u #define WEIGHTS_PER_F16 2 #endif #define F16_PER_THREAD (NQ / WEIGHTS_PER_F16) @@ -55,6 +59,47 @@ fn get_byte_i32(value: u32, index: u32) -> i32 { return bitcast(((value >> (index * 8)) & 0xFF) << 24) >> 24; } +#if defined(KV_Q4_0) || defined(KV_Q8_0) +fn load_k_u16_at(byte_offset: u32) -> u32 { + let word = K[byte_offset / 4u]; + let shift = (byte_offset & 2u) * 8u; + return (word >> shift) & 0xFFFFu; +} + +fn load_k_u32_at(byte_offset: u32) -> u32 { + let word_idx = byte_offset / 4u; + let shift = (byte_offset & 3u) * 8u; + let lo = K[word_idx]; + if (shift == 0u) { + return lo; + } + let hi = K[word_idx + 1u]; + return (lo >> shift) | (hi << (32u - shift)); +} + +fn load_v_u16_at(byte_offset: u32) -> u32 { + let word = V[byte_offset / 4u]; + let shift = (byte_offset & 2u) * 8u; + return (word >> shift) & 0xFFFFu; +} + +fn load_v_u32_at(byte_offset: u32) -> u32 { + let word_idx = byte_offset / 4u; + let shift = (byte_offset & 3u) * 8u; + let lo = V[word_idx]; + if (shift == 0u) { + return lo; + } + let hi = V[word_idx + 1u]; + return (lo >> shift) | (hi << (32u - shift)); +} + +fn f16_from_u16(bits: u32) -> f16 { + let packed = unpack2x16float(bits); + return f16(packed[0]); +} +#endif + struct Params { offset_q: u32, offset_k: u32, @@ -254,12 +299,11 @@ fn main(@builtin(workgroup_id) wg_id: vec3, if (global_k_row < params.seq_len_kv) { let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k; - let base_idx = global_block_idx * F16_PER_BLOCK; - let d = K[base_idx]; // scale + let block_byte_base = global_block_idx * BLOCK_SIZE_BYTES; + let d = f16_from_u16(load_k_u16_at(block_byte_base)); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = K[base_idx + 1u + block_offset + j]; - let q_1 = K[base_idx + 1u + block_offset + j + 1]; - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_k_u32_at(q_byte_offset); for (var k = 0u; k < 4u; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; @@ -282,12 +326,11 @@ fn main(@builtin(workgroup_id) wg_id: vec3, if (global_k_row < params.seq_len_kv) { let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k; - let base_idx = global_block_idx * F16_PER_BLOCK; - let d = K[base_idx]; // scale + let block_byte_base = global_block_idx * BLOCK_SIZE_BYTES; + let d = f16_from_u16(load_k_u16_at(block_byte_base)); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = K[base_idx + 1u + block_offset + j]; - let q_1 = K[base_idx + 1u + block_offset + j + 1]; - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_k_u32_at(q_byte_offset); for (var k = 0u; k < 4u; k++) { let q_byte = get_byte_i32(q_packed, k); let q_val = f16(q_byte) * d; @@ -326,35 +369,35 @@ fn main(@builtin(workgroup_id) wg_id: vec3, #endif for (var kv_block = subgroup_id; kv_block < KV_BLOCKS; kv_block += num_subgroups) { let inter_offset = kv_block * SG_MAT_N; - var acc: subgroup_matrix_result = subgroupMatrixLoad>(&inter_shmem, inter_offset, false, KV_TILE); + var acc: subgroup_matrix_result = subgroupMatrixLoad>(&inter_shmem, inter_offset, false, KV_TILE); - var q_cur = subgroupMatrixLoad>(&q_shmem, 0u, false, HEAD_DIM_QK); + var q_cur = subgroupMatrixLoad>(&q_shmem, 0u, false, HEAD_DIM_QK); #ifdef KV_DIRECT - var k_cur = subgroupMatrixLoad>(&K, k_global_offset + 0u, true, params.stride_k1); + var k_cur = subgroupMatrixLoad>(&K, k_global_offset + 0u, true, params.stride_k1); #else - var k_cur = subgroupMatrixLoad>(&kv_shmem, k_block_offset + 0u, true, HEAD_DIM_QK); + var k_cur = subgroupMatrixLoad>(&kv_shmem, k_block_offset + 0u, true, HEAD_DIM_QK); #endif var t: u32 = 1u; for (; t + 1u < HEAD_DIM_QK / SG_MAT_K; t += 2u) { let h0 = t * SG_MAT_K; - var q0 = subgroupMatrixLoad>(&q_shmem, h0, false, HEAD_DIM_QK); + var q0 = subgroupMatrixLoad>(&q_shmem, h0, false, HEAD_DIM_QK); #ifdef KV_DIRECT - var k0 = subgroupMatrixLoad>(&K, k_global_offset + h0, true, params.stride_k1); + var k0 = subgroupMatrixLoad>(&K, k_global_offset + h0, true, params.stride_k1); #else - var k0 = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h0, true, HEAD_DIM_QK); + var k0 = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h0, true, HEAD_DIM_QK); #endif acc = subgroupMatrixMultiplyAccumulate(q_cur, k_cur, acc); q_cur = q0; k_cur = k0; let h1 = (t + 1u) * SG_MAT_K; - var q1g = subgroupMatrixLoad>(&q_shmem, h1, false, HEAD_DIM_QK); + var q1g = subgroupMatrixLoad>(&q_shmem, h1, false, HEAD_DIM_QK); #ifdef KV_DIRECT - var k1g = subgroupMatrixLoad>(&K, k_global_offset + h1, true, params.stride_k1); + var k1g = subgroupMatrixLoad>(&K, k_global_offset + h1, true, params.stride_k1); #else - var k1g = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h1, true, HEAD_DIM_QK); + var k1g = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h1, true, HEAD_DIM_QK); #endif acc = subgroupMatrixMultiplyAccumulate(q_cur, k_cur, acc); q_cur = q1g; @@ -364,11 +407,11 @@ fn main(@builtin(workgroup_id) wg_id: vec3, // handle odd tail if (t < HEAD_DIM_QK / SG_MAT_K) { let h = t * SG_MAT_K; - var qn = subgroupMatrixLoad>(&q_shmem, h, false, HEAD_DIM_QK); + var qn = subgroupMatrixLoad>(&q_shmem, h, false, HEAD_DIM_QK); #ifdef KV_DIRECT - var kn = subgroupMatrixLoad>(&K, k_global_offset + h, true, params.stride_k1); + var kn = subgroupMatrixLoad>(&K, k_global_offset + h, true, params.stride_k1); #else - var kn = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h, true, HEAD_DIM_QK); + var kn = subgroupMatrixLoad>(&kv_shmem, k_block_offset + h, true, HEAD_DIM_QK); #endif acc = subgroupMatrixMultiplyAccumulate(q_cur, k_cur, acc); q_cur = qn; @@ -459,12 +502,11 @@ fn main(@builtin(workgroup_id) wg_id: vec3, if (global_v_row < params.seq_len_kv) { let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k; - let base_idx = global_block_idx * F16_PER_BLOCK; - let d = V[base_idx]; // scale + let block_byte_base = global_block_idx * BLOCK_SIZE_BYTES; + let d = f16_from_u16(load_v_u16_at(block_byte_base)); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = V[base_idx + 1u + block_offset + j]; - let q_1 = V[base_idx + 1u + block_offset + j + 1]; - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_v_u32_at(q_byte_offset); for (var k = 0u; k < 4u; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; @@ -487,12 +529,11 @@ fn main(@builtin(workgroup_id) wg_id: vec3, if (global_v_row < params.seq_len_kv) { let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k; - let base_idx = global_block_idx * F16_PER_BLOCK; - let d = V[base_idx]; // scale + let block_byte_base = global_block_idx * BLOCK_SIZE_BYTES; + let d = f16_from_u16(load_v_u16_at(block_byte_base)); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = V[base_idx + 1u + block_offset + j]; - let q_1 = V[base_idx + 1u + block_offset + j + 1]; - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_v_u32_at(q_byte_offset); for (var k = 0u; k < 4u; k++) { let q_byte = get_byte_i32(q_packed, k); let q_val = f16(q_byte) * d; @@ -525,7 +566,7 @@ fn main(@builtin(workgroup_id) wg_id: vec3, head_dim_block < HEAD_DIM_V; head_dim_block += num_subgroups * SG_MAT_N) { // load O submatrix from shared memory - var o_sg_mat: subgroup_matrix_result = subgroupMatrixLoad>( + var o_sg_mat: subgroup_matrix_result = subgroupMatrixLoad>( &o_shmem, head_dim_block, false, @@ -533,7 +574,7 @@ fn main(@builtin(workgroup_id) wg_id: vec3, ); for (var kv_block = 0u; kv_block < KV_BLOCKS; kv_block++) { let p_offset = kv_block * SG_MAT_N; - var p_sg_mat: subgroup_matrix_left = subgroupMatrixLoad>( + var p_sg_mat: subgroup_matrix_left = subgroupMatrixLoad>( &inter_shmem, p_offset, false, @@ -544,7 +585,7 @@ fn main(@builtin(workgroup_id) wg_id: vec3, #ifdef KV_DIRECT let v_block_row = kv_tile + kv_block * SG_MAT_N; let v_global_offset = v_head_offset + v_block_row * params.stride_v1 + head_dim_block; - var v_sg_mat: subgroup_matrix_right = subgroupMatrixLoad>( + var v_sg_mat: subgroup_matrix_right = subgroupMatrixLoad>( &V, v_global_offset, false, @@ -552,7 +593,7 @@ fn main(@builtin(workgroup_id) wg_id: vec3, ); #else let v_block_offset = kv_block * SG_MAT_N * HEAD_DIM_V; - var v_sg_mat: subgroup_matrix_right = subgroupMatrixLoad>( + var v_sg_mat: subgroup_matrix_right = subgroupMatrixLoad>( &kv_shmem, v_block_offset + head_dim_block, false, diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_blk.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_blk.wgsl new file mode 100644 index 0000000000..82d072be73 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_blk.wgsl @@ -0,0 +1,105 @@ +diagnostic(off, subgroup_uniformity); +enable f16; + +#define Q_TILE 1 +#define KV_TILE 32 +#define WG_SIZE 32 + +struct Params { + offset_mask: u32, + seq_len_q: u32, + seq_len_kv: u32, + stride_mask3: u32, + // Number of KV blocks and Q blocks per batch. + // nblk0 = ceil(seq_len_kv / KV_TILE), nblk1 = ceil(seq_len_q / Q_TILE). + nblk0: u32, + nblk1: u32, +}; + +@group(0) @binding(0) var mask: array; +@group(0) @binding(1) var blk: array; +@group(0) @binding(2) var params: Params; + +const MASK_MIN: f32 = -65504.0; +const MASK_MAX: f32 = 65504.0; +var wg_min: array; +var wg_max: array; +var wg_any: array; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(workgroup_id) wg_id: vec3, + @builtin(local_invocation_id) local_id: vec3) { + // Dispatch mapping: + // - x indexes KV blocks + // - y flattens (batch_idx, q_blk) as y = batch_idx * nblk1 + q_blk + let kv_blk = wg_id.x; + let y = wg_id.y; + let q_blk = y % params.nblk1; + let batch_idx = y / params.nblk1; + if (kv_blk >= params.nblk0) { + return; + } + + let q_start = q_blk * Q_TILE; + let k_start = kv_blk * KV_TILE; + + let mask_batch = select(0u, batch_idx, params.stride_mask3 > 0u); + let mask_batch_base = params.offset_mask + mask_batch * params.stride_mask3; + + // We keep min/max to classify: + // - fully masked (max <= MASK_MIN) + // - all-zero mask (min == 0 && max == 0) + // - mixed/general mask + var local_min = MASK_MAX; + var local_max = -MASK_MAX; + var local_any = 0u; + + for (var q_rel = 0u; q_rel < Q_TILE; q_rel += 1u) { + let q_row = q_start + q_rel; + if (q_row >= params.seq_len_q) { + continue; + } + let row_base = mask_batch_base + q_row * params.seq_len_kv; + for (var k_rel = local_id.x; k_rel < KV_TILE; k_rel += WG_SIZE) { + let k_col = k_start + k_rel; + if (k_col >= params.seq_len_kv) { + continue; + } + let mv = f32(mask[row_base + k_col]); + local_min = min(local_min, mv); + local_max = max(local_max, mv); + local_any = 1u; + } + } + + wg_min[local_id.x] = local_min; + wg_max[local_id.x] = local_max; + wg_any[local_id.x] = local_any; + workgroupBarrier(); + + // Thread 0 writes one state per block. + if (local_id.x == 0u) { + var mmin = wg_min[0]; + var mmax = wg_max[0]; + var many = wg_any[0]; + for (var i = 1u; i < WG_SIZE; i += 1u) { + mmin = min(mmin, wg_min[i]); + mmax = max(mmax, wg_max[i]); + many = max(many, wg_any[i]); + } + + var state = 0u; + if (many != 0u) { + if (mmax <= MASK_MIN) { + state = 0u; + } else if (mmin == 0.0 && mmax == 0.0) { + state = 2u; + } else { + state = 1u; + } + } + + let blk_idx = (batch_idx * params.nblk1 + q_blk) * params.nblk0 + kv_blk; + blk[blk_idx] = state; + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_reduce.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_reduce.wgsl new file mode 100644 index 0000000000..9a0de82a56 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_reduce.wgsl @@ -0,0 +1,78 @@ +diagnostic(off, subgroup_uniformity); +enable f16; +enable subgroups; + +// Default values +#define HEAD_DIM_V 64 +#define WG_SIZE 128 + +struct Params { + nrows: u32, + seq_len_q: u32, + n_heads: u32, + offset_dst: u32, + nwg: u32, + tmp_data_base: u32, + tmp_stats_base: u32, +}; + +@group(0) @binding(0) var tmp: array; +@group(0) @binding(1) var dst: array>; +@group(0) @binding(2) var params: Params; + +const FLOAT_MIN: f32 = -1.0e9; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(workgroup_id) wg_id: vec3, + @builtin(subgroup_id) subgroup_id: u32, + @builtin(num_subgroups) num_subgroups: u32, + @builtin(subgroup_size) subgroup_size: u32, + @builtin(subgroup_invocation_id) sg_inv_id: u32) { + let rid = wg_id.x; + if (rid >= params.nrows) { + return; + } + + let rows_per_batch = params.n_heads * params.seq_len_q; + let batch_idx = rid / rows_per_batch; + let rem = rid % rows_per_batch; + let head_idx = rem / params.seq_len_q; + let q_row = rem % params.seq_len_q; + + let dst2_stride = HEAD_DIM_V * params.n_heads; + let dst3_stride = dst2_stride * params.seq_len_q; + let row_base = params.offset_dst + batch_idx * dst3_stride + q_row * dst2_stride + head_idx * HEAD_DIM_V; + + let thread = sg_inv_id; + if (params.nwg > subgroup_size) { + return; + } + + let stats_base = params.tmp_stats_base + rid * (2u * params.nwg); + let active_thread = thread < params.nwg; + let si = select(0.0, tmp[stats_base + 2u * thread + 0u], active_thread); + let mi = select(FLOAT_MIN, tmp[stats_base + 2u * thread + 1u], active_thread); + let m = subgroupMax(mi); + let ms = select(0.0, exp(mi - m), active_thread); + let s = subgroupAdd(si * ms); + let inv_s = select(0.0, 1.0 / s, s != 0.0); + + let row_tmp_base = params.tmp_data_base + rid * (HEAD_DIM_V * params.nwg); + for (var elem_base = subgroup_id * 4u; elem_base < HEAD_DIM_V; elem_base += num_subgroups * 4u) { + var weighted = vec4(0.0, 0.0, 0.0, 0.0); + if (active_thread) { + let src = row_tmp_base + thread * HEAD_DIM_V + elem_base; + weighted = vec4(tmp[src + 0u], tmp[src + 1u], tmp[src + 2u], tmp[src + 3u]) * ms; + } + + let sum_x = subgroupAdd(weighted.x); + let sum_y = subgroupAdd(weighted.y); + let sum_z = subgroupAdd(weighted.z); + let sum_w = subgroupAdd(weighted.w); + + if (thread == 0u) { + let dst_vec_index = (row_base + elem_base) >> 2u; + dst[dst_vec_index] = vec4(sum_x, sum_y, sum_z, sum_w) * inv_s; + } + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl new file mode 100644 index 0000000000..a52575871a --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl @@ -0,0 +1,729 @@ +diagnostic(off, chromium.subgroup_matrix_uniformity); +diagnostic(off, subgroup_uniformity); +enable f16; +enable subgroups; +enable chromium_experimental_subgroup_matrix; + +#ifdef KV_F32 +#define KV_TYPE f32 +#else +#define KV_TYPE f16 +#endif + +#define HEAD_DIM_QK 64 +#define HEAD_DIM_V 64 + + +#define SG_MAT_M 8 +#define SG_MAT_N 8 +#define SG_MAT_K 8 + +#define Q_TILE SG_MAT_M +#define KV_TILE 16 +#define WG_SIZE 64 +#ifndef VEC_NE +#define VEC_NE 4u +#endif + +#define KV_BLOCKS (KV_TILE / SG_MAT_N) + +#define BLOCK_SIZE 32 +#define BLOCKS_K ((HEAD_DIM_QK + BLOCK_SIZE - 1) / BLOCK_SIZE) +#define BLOCKS_V ((HEAD_DIM_V + BLOCK_SIZE - 1) / BLOCK_SIZE) +#if defined(KV_Q4_0) +#define NQ 16 +#define F16_PER_BLOCK 9 +#define WEIGHTS_PER_F16 4 +#elif defined(KV_Q8_0) +#define NQ 8 +#define F16_PER_BLOCK 17 +#define WEIGHTS_PER_F16 2 +#endif +#define F16_PER_THREAD (NQ / WEIGHTS_PER_F16) + +fn get_byte(value: u32, index: u32) -> u32 { + return (value >> (index * 8)) & 0xFF; +} + +fn get_byte_i32(value: u32, index: u32) -> i32 { + return bitcast(((value >> (index * 8)) & 0xFF) << 24) >> 24; +} + +struct Params { + offset_q: u32, + offset_k: u32, + offset_v: u32, + offset_mask: u32, + offset_sinks: u32, + offset_dst: u32, + + // shapes of Q/K/V + n_heads: u32, + seq_len_q: u32, + seq_len_kv: u32, + + // strides (in elements) + stride_q1: u32, + stride_q2: u32, + stride_q3: u32, + stride_k1: u32, + stride_k2: u32, + stride_k3: u32, + stride_v1: u32, + stride_v2: u32, + stride_v3: u32, + stride_mask3: u32, + + // repeat factors for K/V, e.g., MHA vs. MQA vs. GQA + q_per_kv: u32, + + // softmax params + scale: f32, + max_bias: f32, + logit_softcap: f32, + n_head_log2: f32, + m0: f32, + m1: f32, + +#ifdef BLK + blk_base: u32, + blk_nblk0: u32, + blk_nblk1: u32, +#endif + + tmp_data_base: u32, + tmp_stats_base: u32, + nwg: u32, +}; + +@group(0) @binding(0) var Q: array; +#if defined(KV_Q4_0) || defined(KV_Q8_0) +@group(0) @binding(1) var K: array; +#else +@group(0) @binding(1) var K: array>; +#endif +#if defined(KV_Q4_0) || defined(KV_Q8_0) +@group(0) @binding(2) var V: array; +#else +@group(0) @binding(2) var V: array>; +#endif +#if defined(MASK) && defined(SINKS) +@group(0) @binding(3) var mask: array; +@group(0) @binding(4) var sinks: array; +#ifdef BLK +#define BLK_BINDING 5 +#define TMP_BINDING 6 +#define DST_BINDING 7 +#define PARAMS_BINDING 8 +#else +#define TMP_BINDING 5 +#define DST_BINDING 6 +#define PARAMS_BINDING 7 +#endif +#elif defined(MASK) +@group(0) @binding(3) var mask: array; +#ifdef BLK +#define BLK_BINDING 4 +#define TMP_BINDING 5 +#define DST_BINDING 6 +#define PARAMS_BINDING 7 +#else +#define TMP_BINDING 4 +#define DST_BINDING 5 +#define PARAMS_BINDING 6 +#endif +#elif defined(SINKS) +@group(0) @binding(3) var sinks: array; +#define TMP_BINDING 4 +#define DST_BINDING 5 +#define PARAMS_BINDING 6 +#else +#define TMP_BINDING 3 +#define DST_BINDING 4 +#define PARAMS_BINDING 5 +#endif + +#ifdef BLK +@group(0) @binding(BLK_BINDING) var blk: array; +#endif +@group(0) @binding(TMP_BINDING) var tmp: array; +@group(0) @binding(DST_BINDING) var dst: array>; +@group(0) @binding(PARAMS_BINDING) var params: Params; + +// Just a very small float value. +const FLOAT_MIN: f32 = -1.0e9; + +var q_shmem: array; + +#ifndef KV_DIRECT +const kv_shmem_size = KV_TILE * max(HEAD_DIM_QK, HEAD_DIM_V); +// we can reuse the same shmem for K and V since we only need one at a time +var kv_shmem: array; +#endif + +var o_shmem: array; + +#ifdef MASK +// storage for mask values +var mask_shmem: array; +#endif + +// note that we reuse the same storage for both since we only need one at a time +var inter_shmem: array; + +// Storage for row max and exp sum during online softmax +var row_max_shmem: array; +var exp_sum_shmem: array; +var blk_state_wg: u32; + +fn calc_softmax_term(kv_idx: u32, q_tile_row: u32, slope: f32, has_bias: bool, apply_mask: bool) -> f32 { + var v = select(FLOAT_MIN, + f32(inter_shmem[kv_idx + q_tile_row * KV_TILE]) * params.scale, + kv_idx < KV_TILE); +#ifdef LOGIT_SOFTCAP + v = params.logit_softcap * tanh(v); +#endif +#ifdef MASK + if (apply_mask) { + var mask_val = select(0.0,f32(mask_shmem[q_tile_row * KV_TILE + kv_idx]), kv_idx < KV_TILE); + v += select(mask_val, slope * mask_val, has_bias); + } +#endif + return v; +} + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(workgroup_id) wg_id: vec3, + @builtin(local_invocation_id) local_id: vec3, + @builtin(subgroup_id) subgroup_id: u32, + @builtin(subgroup_size) subgroup_size: u32, + @builtin(num_subgroups) num_subgroups: u32, + @builtin(subgroup_invocation_id) sg_inv_id: u32) { + + // initialize row max for online softmax + for (var i = local_id.x; i < Q_TILE; i += WG_SIZE) { + row_max_shmem[i] = FLOAT_MIN; + exp_sum_shmem[i] = 0.0; + } + + for (var i = local_id.x; i < Q_TILE * HEAD_DIM_V; i += WG_SIZE) { + o_shmem[i] = 0.0; + } + + // workgroups per head/batch + let wg_per_head = (params.seq_len_q + Q_TILE - 1u) / Q_TILE; + let wg_per_batch = wg_per_head * params.n_heads; + + let dst2_stride = HEAD_DIM_V * params.n_heads; + let dst3_stride = dst2_stride * params.seq_len_q; + + let iwg = wg_id.x % params.nwg; + let base_wg_id = wg_id.x / params.nwg; + + // batch index + let batch_idx = base_wg_id / wg_per_batch; + let q_batch_offset = params.offset_q + batch_idx * params.stride_q3; + let k_batch_offset = params.offset_k + batch_idx * params.stride_k3; + let v_batch_offset = params.offset_v + batch_idx * params.stride_v3; + let wg_in_batch = base_wg_id % wg_per_batch; + + // head index + let head_idx = wg_in_batch / wg_per_head; + let q_head_offset = q_batch_offset + head_idx * params.stride_q2; + let k_head_idx = head_idx / params.q_per_kv; + let v_head_idx = k_head_idx; + let k_head_offset = k_batch_offset + k_head_idx * params.stride_k2; + let v_head_offset = v_batch_offset + v_head_idx * params.stride_v2; + + // starting Q row for this workgroup + let wg_in_head = wg_in_batch % wg_per_head; + let q_row_start = wg_in_head * Q_TILE; + +#ifdef MASK + // mask offset + let mask_global_offset = params.offset_mask + batch_idx * params.stride_mask3 + q_row_start * params.seq_len_kv; +#endif + + let head = f32(head_idx); + let has_bias = params.max_bias > 0.0; + let slope = select(1.0, select(pow(params.m1, 2.0 * (head - params.n_head_log2) + 1.0), pow(params.m0, head + 1.0), head < params.n_head_log2), has_bias); + + // load q tile into shared memory + for (var elem_idx = local_id.x; elem_idx < Q_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE) { + let q_row = elem_idx / HEAD_DIM_QK; + let q_col = elem_idx % HEAD_DIM_QK; + let head_q_row = q_row_start + q_row; + let global_q_row_offset = q_head_offset + head_q_row * params.stride_q1; + q_shmem[elem_idx] = f16(select( + 0.0, + Q[global_q_row_offset + q_col], + head_q_row < params.seq_len_q && q_col < HEAD_DIM_QK)); + } + + for (var kv_tile = iwg * KV_TILE; kv_tile < params.seq_len_kv; kv_tile += KV_TILE * params.nwg) { +#ifdef BLK + let q_blk = q_row_start / Q_TILE; + let kv_blk = kv_tile / KV_TILE; + let blk_batch = select(0u, batch_idx, params.stride_mask3 > 0u); + let blk_idx = params.blk_base + (blk_batch * params.blk_nblk1 + q_blk) * params.blk_nblk0 + kv_blk; + let blk_state_local = blk[blk_idx]; +#else + let blk_state_local = 1u; +#endif + if (local_id.x == 0u) { + blk_state_wg = blk_state_local; + } + workgroupBarrier(); + let blk_state = blk_state_wg; + let skip_tile = blk_state == 0u; + for (var elem_idx = local_id.x; elem_idx < Q_TILE * KV_TILE; elem_idx += WG_SIZE) { + inter_shmem[elem_idx] = f16(0.0); + } + + // load k tile into shared memory +#if defined(KV_Q4_0) + for (var elem_idx = local_id.x * NQ; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE * NQ) { + let blck_idx = elem_idx / BLOCK_SIZE; + let block_offset = (elem_idx % BLOCK_SIZE) / WEIGHTS_PER_F16; + let k_row = blck_idx / BLOCKS_K; + let global_k_row = kv_tile + k_row; + let block_k = blck_idx % BLOCKS_K; + let row_offset = k_row * HEAD_DIM_QK; + + if (global_k_row < params.seq_len_kv) { + let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k; + let base_idx = global_block_idx * F16_PER_BLOCK; + let d = K[base_idx]; + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_0 = K[base_idx + 1u + block_offset + j]; + let q_1 = K[base_idx + 1u + block_offset + j + 1]; + let q_packed = bitcast(vec2(q_0, q_1)); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; + let q_lo = (f16(q_byte & 0xF) - 8.0) * d; + let idx = block_k * BLOCK_SIZE + block_offset * 2u + j * 2u + k; + kv_shmem[row_offset + idx] = q_lo; + kv_shmem[row_offset + idx + 16u] = q_hi; + } + } + } + } +#elif defined(KV_Q8_0) + for (var elem_idx = local_id.x * NQ; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE * NQ) { + let blck_idx = elem_idx / BLOCK_SIZE; + let block_offset = (elem_idx % BLOCK_SIZE) / WEIGHTS_PER_F16; + let k_row = blck_idx / BLOCKS_K; + let global_k_row = kv_tile + k_row; + let block_k = blck_idx % BLOCKS_K; + let row_offset = k_row * HEAD_DIM_QK; + + if (global_k_row < params.seq_len_kv) { + let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k; + let base_idx = global_block_idx * F16_PER_BLOCK; + let d = K[base_idx]; + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_0 = K[base_idx + 1u + block_offset + j]; + let q_1 = K[base_idx + 1u + block_offset + j + 1]; + let q_packed = bitcast(vec2(q_0, q_1)); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte_i32(q_packed, k); + let q_val = f16(q_byte) * d; + let idx = block_k * BLOCK_SIZE + block_offset * 2u + j * 2u + k; + kv_shmem[row_offset + idx] = q_val; + } + } + } + } +#elif defined(KV_DIRECT) + // Direct global loads for KV +#else + for (var elem_idx = local_id.x * 4u; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE * 4u) { + let k_row = elem_idx / HEAD_DIM_QK; + let k_col = elem_idx % HEAD_DIM_QK; + let global_k_row = kv_tile + k_row; + let global_k_row_offset = k_head_offset + global_k_row * params.stride_k1; + let in_bounds = global_k_row < params.seq_len_kv && (k_col + 3u) < HEAD_DIM_QK; + let vec_idx = (global_k_row_offset + k_col) >> 2u; + let k4 = select(vec4(0.0), K[vec_idx], in_bounds); + kv_shmem[elem_idx + 0u] = f16(k4.x); + kv_shmem[elem_idx + 1u] = f16(k4.y); + kv_shmem[elem_idx + 2u] = f16(k4.z); + kv_shmem[elem_idx + 3u] = f16(k4.w); + } +#endif + + workgroupBarrier(); + + // accumulate q block * k block into registers across the entire KV tile + if (!skip_tile) { + let num_of_threads = subgroup_size / VEC_NE; + let tx = sg_inv_id % num_of_threads; + let ty = sg_inv_id / num_of_threads; + for (var q_tile_row = subgroup_id; q_tile_row < Q_TILE; q_tile_row += num_subgroups) { + let global_q_row = q_row_start + q_tile_row; + if (global_q_row >= params.seq_len_q) { + continue; + } + let local_q_row_offset = q_tile_row * HEAD_DIM_QK; + + for (var kv_base : u32 = 0u; kv_base < KV_TILE; kv_base += VEC_NE) { + let kv_idx = kv_base + ty; + var partial_sum: f32 = 0.0; + let kv_valid = kv_idx < KV_TILE && (kv_tile + kv_idx) < params.seq_len_kv; + if (kv_valid) { + for (var i = tx; i < (HEAD_DIM_QK / 4u); i += num_of_threads) { + let q_off = local_q_row_offset + i * 4u; + + let qv = vec4( + f32(q_shmem[q_off + 0u]), + f32(q_shmem[q_off + 1u]), + f32(q_shmem[q_off + 2u]), + f32(q_shmem[q_off + 3u])); +#ifdef KV_DIRECT + let idx = k_head_offset + (kv_tile + kv_idx) * params.stride_k1 + (i * 4u); + let kv = vec4(K[idx >> 2u]); +#else + let idx = kv_idx * HEAD_DIM_QK + (i * 4u); + let kv = vec4( + f32(kv_shmem[idx + 0u]), + f32(kv_shmem[idx + 1u]), + f32(kv_shmem[idx + 2u]), + f32(kv_shmem[idx + 3u])); +#endif + partial_sum += dot(qv, kv); + } + } + var sum = partial_sum; + // Reduce over tx threads (NL) for this ty stripe. + var tx_delta = num_of_threads >> 1u; + loop { + if (tx_delta == 0u) { + break; + } + let sh = subgroupShuffleDown(sum, tx_delta); + if (tx < tx_delta) { + sum += sh; + } + tx_delta >>= 1u; + } + + let sum_bcast = subgroupShuffle(sum, num_of_threads * ty); + if (tx == 0u && kv_valid) { + let dst_idx = q_tile_row * KV_TILE + kv_idx; + inter_shmem[dst_idx] = f16(sum_bcast); + } + } + } + } + + +#ifdef MASK + let apply_mask = !skip_tile && (blk_state != 2u); + if (apply_mask) { + // load mask tile into shared memory for this KV block + for (var elem_idx = local_id.x; elem_idx < Q_TILE * KV_TILE; elem_idx += WG_SIZE) { + let mask_row = elem_idx / KV_TILE; + let mask_col = elem_idx % KV_TILE; + let global_q_row = q_row_start + mask_row; + let global_k_col = kv_tile + mask_col; + let mask_in_bounds = global_q_row < params.seq_len_q && global_k_col < params.seq_len_kv; + let mask_idx = mask_global_offset + mask_row * params.seq_len_kv + global_k_col; + mask_shmem[elem_idx] = select(0.0, mask[mask_idx], mask_in_bounds); + } + } +#else + let apply_mask = false; +#endif + + workgroupBarrier(); + + // online softmax + if (!skip_tile) { + for (var q_tile_row = subgroup_id; q_tile_row < Q_TILE; q_tile_row += num_subgroups) { + let global_q_row = q_row_start + q_tile_row; + if (global_q_row >= params.seq_len_q) { + break; + } + + var prev_max = row_max_shmem[q_tile_row]; + var final_max = prev_max; + // pass 1: compute final max across the full KV tile in chunks + for (var kv_offset = 0u; kv_offset < KV_TILE; kv_offset += subgroup_size) { + let kv_idx = kv_offset + sg_inv_id; + let kv_valid = kv_tile + kv_idx < params.seq_len_kv && kv_idx < KV_TILE; + let softmax_term = select(FLOAT_MIN, + calc_softmax_term(kv_idx, q_tile_row, slope, has_bias, apply_mask), + kv_valid); + final_max = subgroupMax(max(final_max, softmax_term)); + } + + var total_exp_term: f32 = 0.0; + // pass 2: compute exp sum and write P using final_max + for (var kv_offset = 0u; kv_offset < KV_TILE; kv_offset += subgroup_size) { + let kv_idx = kv_offset + sg_inv_id; + let softmax_term = calc_softmax_term(kv_idx, q_tile_row, slope, has_bias, apply_mask); + let cur_p = select(0.0, + exp(softmax_term - final_max), + kv_tile + kv_idx < params.seq_len_kv && kv_idx < KV_TILE); + total_exp_term += subgroupAdd(cur_p); + if (kv_idx < KV_TILE) { + inter_shmem[kv_idx + q_tile_row * KV_TILE] = f16(cur_p); + } + } + + let cur_exp = exp(prev_max - final_max); + + if (sg_inv_id == 0) { + row_max_shmem[q_tile_row] = final_max; + exp_sum_shmem[q_tile_row] = exp_sum_shmem[q_tile_row] * cur_exp + total_exp_term; + } + + for (var elem_idx = sg_inv_id; elem_idx < HEAD_DIM_V; elem_idx += subgroup_size) { + let idx = q_tile_row * HEAD_DIM_V + elem_idx; + o_shmem[idx] = f16(f32(o_shmem[idx]) * cur_exp); + } + } + } + + // load v tile into shared memory +#if defined(KV_Q4_0) + for (var elem_idx = local_id.x * NQ; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE * NQ) { + let blck_idx = elem_idx / BLOCK_SIZE; + let block_offset = (elem_idx % BLOCK_SIZE) / WEIGHTS_PER_F16; + let v_row = blck_idx / BLOCKS_V; + let global_v_row = kv_tile + v_row; + let block_k = blck_idx % BLOCKS_V; + let row_offset = v_row * HEAD_DIM_V; + + if (global_v_row < params.seq_len_kv) { + let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k; + let base_idx = global_block_idx * F16_PER_BLOCK; + let d = V[base_idx]; + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_0 = V[base_idx + 1u + block_offset + j]; + let q_1 = V[base_idx + 1u + block_offset + j + 1]; + let q_packed = bitcast(vec2(q_0, q_1)); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; + let q_lo = (f16(q_byte & 0xF) - 8.0) * d; + let idx = block_k * BLOCK_SIZE + block_offset * 2u + j * 2u + k; + kv_shmem[row_offset + idx] = q_lo; + kv_shmem[row_offset + idx + 16u] = q_hi; + } + } + } + } +#elif defined(KV_Q8_0) + for (var elem_idx = local_id.x * NQ; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE * NQ) { + let blck_idx = elem_idx / BLOCK_SIZE; + let block_offset = (elem_idx % BLOCK_SIZE) / WEIGHTS_PER_F16; + let v_row = blck_idx / BLOCKS_V; + let global_v_row = kv_tile + v_row; + let block_k = blck_idx % BLOCKS_V; + let row_offset = v_row * HEAD_DIM_V; + + if (global_v_row < params.seq_len_kv) { + let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k; + let base_idx = global_block_idx * F16_PER_BLOCK; + let d = V[base_idx]; + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_0 = V[base_idx + 1u + block_offset + j]; + let q_1 = V[base_idx + 1u + block_offset + j + 1]; + let q_packed = bitcast(vec2(q_0, q_1)); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte_i32(q_packed, k); + let q_val = f16(q_byte) * d; + let idx = block_k * BLOCK_SIZE + block_offset * 2u + j * 2u + k; + kv_shmem[row_offset + idx] = q_val; + } + } + } + } +#elif defined(KV_DIRECT) + // Direct global loads for KV +#else + for (var elem_idx = local_id.x * 4u; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE * 4u) { + let v_row = elem_idx / HEAD_DIM_V; + let v_col = elem_idx % HEAD_DIM_V; + let global_v_row = kv_tile + v_row; + let global_v_row_offset = v_head_offset + global_v_row * params.stride_v1; + let in_bounds = global_v_row < params.seq_len_kv && (v_col + 3u) < HEAD_DIM_V; + let vec_idx = (global_v_row_offset + v_col) >> 2u; + let v4 = select(vec4(0.0), V[vec_idx], in_bounds); + kv_shmem[elem_idx + 0u] = f16(v4.x); + kv_shmem[elem_idx + 1u] = f16(v4.y); + kv_shmem[elem_idx + 2u] = f16(v4.z); + kv_shmem[elem_idx + 3u] = f16(v4.w); + } +#endif + + workgroupBarrier(); + + if (!skip_tile) { + // we have P (Q_TILE x KV_TILE) in inter_shmem and V (KV_TILE x head_dim_v) in kv_shmem + // we want to compute O += P * V across the full KV tile + let ne_threads : u32 = VEC_NE; + let nl_threads = max(1u, subgroup_size / ne_threads); + let tx_pv = sg_inv_id % nl_threads; + let ty_pv = sg_inv_id / nl_threads; + for (var q_tile_row = subgroup_id; + q_tile_row < Q_TILE; + q_tile_row += num_subgroups) { + for (var vec_col = tx_pv; vec_col < (HEAD_DIM_V / 4u); vec_col += nl_threads) { + var lo = vec4(0.0, 0.0, 0.0, 0.0); + for (var cc = 0u; cc < KV_TILE / ne_threads; cc += 1u) { + let kv_idx = cc * ne_threads + ty_pv; + let v_row = kv_tile + kv_idx; + if (v_row >= params.seq_len_kv) { + continue; + } + + let p = f32(inter_shmem[kv_idx + q_tile_row * KV_TILE]); +#ifdef KV_DIRECT + let v_idx = v_head_offset + v_row * params.stride_v1 + vec_col * 4u; + let v4 = vec4(V[v_idx >> 2u]); +#else + let v_idx = kv_idx * HEAD_DIM_V + vec_col * 4u; + let v4 = vec4( + f32(kv_shmem[v_idx + 0u]), + f32(kv_shmem[v_idx + 1u]), + f32(kv_shmem[v_idx + 2u]), + f32(kv_shmem[v_idx + 3u])); +#endif + lo += p * v4; + } + + var lo_x = lo.x; + var lo_y = lo.y; + var lo_z = lo.z; + var lo_w = lo.w; + // Reduce over ty threads (NE) for this tx thread. + var ty_delta = ne_threads >> 1u; + loop { + if (ty_delta == 0u) { + break; + } + let thread_delta = ty_delta * nl_threads; + let shx = subgroupShuffleDown(lo_x, thread_delta); + let shy = subgroupShuffleDown(lo_y, thread_delta); + let shz = subgroupShuffleDown(lo_z, thread_delta); + let shw = subgroupShuffleDown(lo_w, thread_delta); + if (ty_pv < ty_delta) { + lo_x += shx; + lo_y += shy; + lo_z += shz; + lo_w += shw; + } + ty_delta >>= 1u; + } + + if (ty_pv == 0u) { + let elem_base = vec_col * 4u; + let o_base_idx = q_tile_row * HEAD_DIM_V + elem_base; + o_shmem[o_base_idx + 0u] = f16(f32(o_shmem[o_base_idx + 0u]) + lo_x); + o_shmem[o_base_idx + 1u] = f16(f32(o_shmem[o_base_idx + 1u]) + lo_y); + o_shmem[o_base_idx + 2u] = f16(f32(o_shmem[o_base_idx + 2u]) + lo_z); + o_shmem[o_base_idx + 3u] = f16(f32(o_shmem[o_base_idx + 3u]) + lo_w); + } + } + } + } + + workgroupBarrier(); + } + + +#ifdef SINKS + // Sinks are global terms and must be applied exactly once across split workgroups. + if (iwg == 0u) { + for (var q_tile_row = subgroup_id; + q_tile_row < Q_TILE; + q_tile_row += num_subgroups) { + let global_q_row = q_row_start + q_tile_row; + if (global_q_row >= params.seq_len_q) { + break; + } + + var prev_max = row_max_shmem[q_tile_row]; + + // for non-sink threads, exp(FLOAT_MIN) effectively zeroes out their contribution to the sum + let sink_val = select(FLOAT_MIN, sinks[params.offset_sinks + head_idx], sg_inv_id == 0); + let new_max = subgroupMax(max(prev_max, sink_val)); + let max_exp = exp(prev_max - new_max); + let sink_exp = exp(sink_val - new_max); + + let sink_exp_sum = subgroupAdd(sink_exp); + + if (sg_inv_id == 0) { + row_max_shmem[q_tile_row] = new_max; + exp_sum_shmem[q_tile_row] = exp_sum_shmem[q_tile_row] * max_exp + sink_exp_sum; + } + + for (var elem_idx = sg_inv_id; elem_idx < HEAD_DIM_V; elem_idx += subgroup_size) { + let idx = q_tile_row * HEAD_DIM_V + elem_idx; + o_shmem[idx] = f16(f32(o_shmem[idx]) * max_exp); + } + } + workgroupBarrier(); + } +#endif + let rows_per_batch = params.n_heads * params.seq_len_q; + for (var q_tile_row = subgroup_id; + q_tile_row < Q_TILE; + q_tile_row += num_subgroups) { + + let global_q_row = q_row_start + q_tile_row; + if (global_q_row >= params.seq_len_q) { break; } + + if (params.nwg == 1u) { + let exp_sum = exp_sum_shmem[q_tile_row]; + let scale = select(0.0, 1.0 / exp_sum, exp_sum != 0.0); + let row_base: u32 = + params.offset_dst + batch_idx * dst3_stride + global_q_row * dst2_stride + head_idx * HEAD_DIM_V; + + for (var elem_base = sg_inv_id * 4u; elem_base < HEAD_DIM_V; elem_base += subgroup_size * 4u) { + let i0 = q_tile_row * HEAD_DIM_V + (elem_base + 0u); + let i1 = q_tile_row * HEAD_DIM_V + (elem_base + 1u); + let i2 = q_tile_row * HEAD_DIM_V + (elem_base + 2u); + let i3 = q_tile_row * HEAD_DIM_V + (elem_base + 3u); + + let v = vec4( + f32(o_shmem[i0]) * scale, + f32(o_shmem[i1]) * scale, + f32(o_shmem[i2]) * scale, + f32(o_shmem[i3]) * scale + ); + + let dst_vec_index: u32 = (row_base + elem_base) >> 2u; + dst[dst_vec_index] = v; + } + } else { + let rid = batch_idx * rows_per_batch + head_idx * params.seq_len_q + global_q_row; + let tmp_row_data_base = params.tmp_data_base + rid * (HEAD_DIM_V * params.nwg) + iwg * HEAD_DIM_V; + let tmp_row_stats_base = params.tmp_stats_base + rid * (2u * params.nwg) + 2u * iwg; + + for (var elem_base = sg_inv_id * 4u; + elem_base < HEAD_DIM_V; + elem_base += subgroup_size * 4u) { + + let i0 = q_tile_row * HEAD_DIM_V + (elem_base + 0u); + let i1 = q_tile_row * HEAD_DIM_V + (elem_base + 1u); + let i2 = q_tile_row * HEAD_DIM_V + (elem_base + 2u); + let i3 = q_tile_row * HEAD_DIM_V + (elem_base + 3u); + + let tbase = tmp_row_data_base + elem_base; + tmp[tbase + 0u] = f32(o_shmem[i0]); + tmp[tbase + 1u] = f32(o_shmem[i1]); + tmp[tbase + 2u] = f32(o_shmem[i2]); + tmp[tbase + 3u] = f32(o_shmem[i3]); + } + + if (sg_inv_id == 0u) { + tmp[tmp_row_stats_base + 0u] = exp_sum_shmem[q_tile_row]; + tmp[tmp_row_stats_base + 1u] = row_max_shmem[q_tile_row]; + } + } + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/gated_delta_net.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/gated_delta_net.wgsl new file mode 100644 index 0000000000..f9d98fda40 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/gated_delta_net.wgsl @@ -0,0 +1,132 @@ +@group(0) @binding(0) +var src_q: array; + +@group(0) @binding(1) +var src_k: array; + +@group(0) @binding(2) +var src_v: array; + +@group(0) @binding(3) +var src_g: array; + +@group(0) @binding(4) +var src_beta: array; + +@group(0) @binding(5) +var src_state: array; + +@group(0) @binding(6) +var dst: array; + +struct Params { + h: u32, + n_tokens: u32, + n_seqs: u32, + s_off: u32, + + sq1: u32, + sq2: u32, + sq3: u32, + + sv1: u32, + sv2: u32, + sv3: u32, + + sb1: u32, + sb2: u32, + sb3: u32, + + neq1: u32, + rq3: u32, + scale: f32, +}; + +@group(0) @binding(7) +var params: Params; + +var sh_k: array; +var sh_q: array; +var sh_g: array; + +@compute @workgroup_size(WG_SIZE) +fn main( + @builtin(workgroup_id) workgroup_id: vec3, + @builtin(local_invocation_id) local_id: vec3 +) { + let head_id = workgroup_id.x; + let seq_id = workgroup_id.y; + let col = local_id.x; + + let iq1 = head_id % params.neq1; + let iq3 = seq_id / params.rq3; + + let state_size = S_V * S_V; + let state_base = (seq_id * params.h + head_id) * state_size; + + var state: array; + for (var i = 0u; i < S_V; i++) { + state[i] = src_state[state_base + col * S_V + i]; + } + + var attn_off = (seq_id * params.n_tokens * params.h + head_id) * S_V; + + for (var t = 0u; t < params.n_tokens; t++) { + let q_off = iq3 * params.sq3 + t * params.sq2 + iq1 * params.sq1; + let k_off = q_off; + let v_off = seq_id * params.sv3 + t * params.sv2 + head_id * params.sv1; + let gb_off = seq_id * params.sb3 + t * params.sb2 + head_id * params.sb1; + + sh_q[col] = src_q[q_off + col]; + sh_k[col] = src_k[k_off + col]; + +#ifdef KDA + let g_base = gb_off * S_V; + sh_g[col] = exp(src_g[g_base + col]); +#endif + + workgroupBarrier(); + + let v_val = src_v[v_off + col]; + let beta_val = src_beta[gb_off]; + + var kv_col = 0.0; + var delta_col = 0.0; + var attn_col = 0.0; + +#ifdef KDA + for (var i = 0u; i < S_V; i++) { + kv_col += (sh_g[i] * state[i]) * sh_k[i]; + } + + delta_col = (v_val - kv_col) * beta_val; + + for (var i = 0u; i < S_V; i++) { + state[i] = sh_g[i] * state[i] + sh_k[i] * delta_col; + attn_col += state[i] * sh_q[i]; + } +#else + let g_val = exp(src_g[gb_off]); + + for (var i = 0u; i < S_V; i++) { + kv_col += state[i] * sh_k[i]; + } + + delta_col = (v_val - g_val * kv_col) * beta_val; + + for (var i = 0u; i < S_V; i++) { + state[i] = g_val * state[i] + sh_k[i] * delta_col; + attn_col += state[i] * sh_q[i]; + } +#endif + + dst[attn_off + col] = attn_col * params.scale; + attn_off += S_V * params.h; + + workgroupBarrier(); + } + + for (var i = 0u; i < S_V; i++) { + dst[params.s_off + state_base + col * S_V + i] = state[i]; + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl index b10800e36d..3c8b84c9ac 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl @@ -27,17 +27,18 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef Q4_0 fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block_q4_0 = src[src_base + offset]; - let d = f32(block_q4_0.d); - for (var j: u32 = 0; j < 4; j++) { - let q_packed = bitcast(vec2(block_q4_0.qs[2 * j], block_q4_0.qs[2 * j + 1])); + let block_byte_base = (src_base + offset) * 18; // Block stride: 18 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); + for (var j: u32 = 0u; j < 4; j++) { + let q_byte_offset = block_byte_base + 2 + j * 4; + let q_packed = load_u32_at(&src, q_byte_offset); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); - let q_hi = (f32((q_byte >> 4) & 0xF) - 8.0f) * d; - let q_lo = (f32(q_byte & 0xF) - 8.0f) * d; + let q_hi = (f32((q_byte >> 4) & 0xF) - 8.0) * d; + let q_lo = (f32(q_byte & 0xFu) - 8.0) * d; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; - dst[dst_offset + 16] = q_hi; + dst[dst_offset + 16u] = q_hi; } } } @@ -64,17 +65,22 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef Q5_0 fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block_q5_0 = src[src_base + offset]; - let d = f32(block_q5_0.d); - let qh_packed = bitcast(vec2(block_q5_0.qh[0], block_q5_0.qh[1])); + let block_byte_base = (src_base + offset) * 22; // Block stride: 22 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); + let qh_packed = load_u32_at(&src, block_byte_base + 2); for (var j: u32 = 0; j < 4; j++) { - let q_packed = bitcast(vec2(block_q5_0.qs[2 * j], block_q5_0.qs[2 * j + 1])); + let q_byte_offset = block_byte_base + 6 + j * 4; + let q_packed = load_u32_at(&src, q_byte_offset); + for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); + let qh_hi = (qh_packed >> (j * 4 + k + 12)) & 0x10; let q_hi = (f32(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d; + let qh_lo = ((qh_packed >> (j * 4 + k)) << 4) & 0x10; let q_lo = (f32((q_byte & 0xF) | qh_lo) - 16.0) * d; + let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; dst[dst_offset + 16] = q_hi; @@ -106,14 +112,15 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef Q8_0 fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block_q8_0 = src[src_base + offset]; - let d = f32(block_q8_0.d); - for (var j: u32 = 0; j < 8; j++) { - let q_packed = bitcast(vec2(block_q8_0.qs[2 * j], block_q8_0.qs[2 * j + 1])); - for (var k: u32 = 0; k < 4; k++) { + let block_byte_base = (src_base + offset) * 34; // Block stride: 34 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); + for (var j: u32 = 0u; j < 8u; j++) { + let q_byte_offset = block_byte_base + 2u + j * 4u; + let q_packed = load_u32_at(&src, q_byte_offset); + for (var k: u32 = 0u; k < 4u; k++) { let q_byte = get_byte_i32(q_packed, k); let q_val = f32(q_byte) * d; - let dst_offset = dst_base + offset * 32 + j * 4 + k; + let dst_offset = dst_base + offset * 32u + j * 4u + k; dst[dst_offset] = q_val; } } @@ -152,36 +159,42 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef Q3_K fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 110; // Block stride: 110 bytes - // extract 6-bit scales, which consist of 4-bits from first 8 bytes of scale, - // and 2-bits from the last 4 bytes + // Bytes 108-109: f16 scale 'd' + let d = load_f16_as_f32_at(&src, block_byte_base + 108); + + // Bytes 96-107: 12 bytes of scales (3 u32s) let kmask1: u32 = 0x03030303; let kmask2: u32 = 0x0f0f0f0f; + var scale_vals: array; - for (var i: u32 = 0; i < 4; i++) { - scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); - } + scale_vals[0] = load_u32_at(&src, block_byte_base + 96); + scale_vals[1] = load_u32_at(&src, block_byte_base + 100); + scale_vals[2] = load_u32_at(&src, block_byte_base + 104); + var tmp: u32 = scale_vals[2]; scale_vals[2] = ((scale_vals[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4); scale_vals[3] = ((scale_vals[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4); scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4); scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2) & kmask1) << 4); - // convert arrays of f16 -> u32 + // Bytes 0-31: 32 bytes of hmask (8 u32s) var hmask_vals: array; for (var i: u32 = 0; i < 8; i++) { - hmask_vals[i] = bitcast(vec2(block.hmask[2 * i], block.hmask[2 * i + 1])); + hmask_vals[i] = load_u32_at(&src, block_byte_base + i * 4); } + + // Bytes 32-95: 64 bytes of qs (16 u32s) var qs_vals: array; - for (var i: u32 = 0; i < 16; i++) { - qs_vals[i] = bitcast(vec2(block.qs[2 * i], block.qs[2 * i + 1])); + for (var i: u32 = 0u; i < 16; i++) { + qs_vals[i] = load_u32_at(&src, block_byte_base + 32 + i * 4); } var dst_i = dst_base + offset * 256; var is: u32 = 0; var m: u32 = 1; + // 2 halves of the block (128 elements each) for (var q_b_idx: u32 = 0; q_b_idx < 64; q_b_idx += 32) { // 4 groups (each group has 2 blocks of 16 elements) @@ -191,11 +204,13 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let sc = get_byte(scale_vals[is / 4], is % 4); is++; let dl = d * (f32(sc) - 32.0); - for (var l: u32 = 0u; l < 16u; l++) { + + for (var l: u32 = 0; l < 16; l++) { let q_idx = q_b_idx + k + l; let hm_idx = k + l; let q_byte = get_byte(qs_vals[q_idx / 4], q_idx % 4); let hmask_byte = get_byte(hmask_vals[hm_idx / 4], hm_idx % 4); + let hm = select(4.0, 0.0, (hmask_byte & m) != 0); let qs_val = (q_byte >> shift) & 3; dst[dst_i] = (f32(qs_val) - hm) * dl; @@ -268,21 +283,27 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef Q6_K // 16 blocks of 16 elements each fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 210; // Block stride: 210 bytes - // convert arrays of f16 -> u32 + // Bytes 208-209: f16 scale 'd' + let d = load_f16_as_f32_at(&src, block_byte_base + 208); + + // Bytes 0-127: 128 bytes of ql (32 u32s) var ql_vals: array; for (var i: u32 = 0; i < 32; i++) { - ql_vals[i] = bitcast(vec2(block.ql[2 * i], block.ql[2 * i + 1])); + ql_vals[i] = load_u32_at(&src, block_byte_base + i * 4); } + + // Bytes 128-191: 64 bytes of qh (16 u32s) var qh_vals: array; - for (var i: u32 = 0; i < 16; i++) { - qh_vals[i] = bitcast(vec2(block.qh[2 * i], block.qh[2 * i + 1])); + for (var i: u32 = 0; i < 16u; i++) { + qh_vals[i] = load_u32_at(&src, block_byte_base + 128 + i * 4u); } + + // Bytes 192-207: 16 bytes of scales (4 u32s) var scale_vals: array; for (var i: u32 = 0; i < 4; i++) { - scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); + scale_vals[i] = load_u32_at(&src, block_byte_base + 192 + i * 4); } var dst_i = dst_base + offset * 256; @@ -323,12 +344,14 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ2_XXS fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 66; // Block stride: 66 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 32; ib += 4) { - let aux0 = bitcast(vec2(block.qs[ib], block.qs[ib + 1])); - let aux1 = bitcast(vec2(block.qs[ib + 2], block.qs[ib + 3])); + let aux0_offset = block_byte_base + 2 + ib * 2; + let aux1_offset = block_byte_base + 2 + (ib + 2) * 2; + let aux0 = load_u32_at(&src, aux0_offset); + let aux1 = load_u32_at(&src, aux1_offset); let db = d * (0.5 + f32(aux1 >> 28)) * 0.25; for (var l: u32 = 0; l < 4; l++) { let ig = get_byte(aux0, l) * 8; @@ -345,15 +368,19 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { } #endif + + #ifdef IQ2_XS fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 74; // Block stride: 74 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; + var scale_vals = array( - bitcast(vec2(block.scales[0], block.scales[1])), - bitcast(vec2(block.scales[2], block.scales[3])) + load_u32_at(&src, block_byte_base + 66), + load_u32_at(&src, block_byte_base + 70) ); + for (var ib: u32 = 0; ib < 32; ib += 4) { let s = get_byte(scale_vals[ib / 16], (ib % 16) / 4); let db = array( @@ -361,7 +388,8 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { d * (0.5 + f32(s >> 4)) * 0.25 ); for (var l: u32 = 0; l < 4; l++) { - let qs_val = bitcast(vec2(block.qs[ib + l], 0.0)); + let qs_offset = block_byte_base + 2 + (ib + l) * 2; + let qs_val = load_u32_at(&src, qs_offset) & 0xFFFF; let ig = (qs_val & 511) * 8; let is = qs_val >> 9; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); @@ -379,21 +407,23 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ2_S fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 82; // Block stride: 82 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; + var qs_vals : array; for (var i: u32 = 0; i < 16; i++) { - qs_vals[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); + qs_vals[i] = load_u32_at(&src, block_byte_base + 2 + i * 4); } - var qh_vals = array( - bitcast(vec2(block.qh[0], block.qh[1])), - bitcast(vec2(block.qh[2], block.qh[3])) - ); - var scale_vals = array( - bitcast(vec2(block.scales[0], block.scales[1])), - bitcast(vec2(block.scales[2], block.scales[3])) - ); + + var qh_vals: array; + qh_vals[0] = load_u32_at(&src, block_byte_base + 66); + qh_vals[1] = load_u32_at(&src, block_byte_base + 70); + + var scale_vals: array; + scale_vals[0] = load_u32_at(&src, block_byte_base + 74); + scale_vals[1] = load_u32_at(&src, block_byte_base + 78); + for (var ib: u32 = 0; ib < 8; ib ++) { let s = get_byte(scale_vals[ib / 4], ib % 4); let db = array( @@ -419,16 +449,17 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ3_XXS fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 98; // Block stride: 98 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 16; ib += 2) { - let sc_sign = bitcast(vec2(block.qs[ib + 32], block.qs[ib + 33])); + let sc_sign_offset = block_byte_base + 2 + (ib + 32) * 2; + let sc_sign = load_u32_at(&src, sc_sign_offset); let db = d * (0.5 + f32(sc_sign >> 28)) * 0.5; for (var l: u32 = 0; l < 4; l++) { let is = (sc_sign >> (7 * l)) & 127; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); - let ig_val = bitcast(vec2(block.qs[ib * 2 + l], 0.0)); + let ig_val = load_u32_at(&src, block_byte_base + 2 + (ib * 2 + l) * 2) & 0xFFFF; let ig1 = get_byte(ig_val, 0); let ig2 = get_byte(ig_val, 1); for (var j: u32 = 0; j < 4; j++) { @@ -448,18 +479,22 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ3_S fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 110; // Block stride: 110 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; + var qh_vals = array( - bitcast(vec2(block.qh[0], block.qh[1])), - bitcast(vec2(block.qh[2], block.qh[3])) + load_u32_at(&src, block_byte_base + 66), + load_u32_at(&src, block_byte_base + 70) ); + var sign_vals: array; for (var i: u32 = 0; i < 8; i++) { - sign_vals[i] = bitcast(vec2(block.signs[i * 2], block.signs[i * 2 + 1])); + sign_vals[i] = load_u32_at(&src, block_byte_base + 74 + i * 4); } - var scale_vals = bitcast(vec2(block.scales[0], block.scales[1])); + + var scale_vals = load_u32_at(&src, block_byte_base + 106); + for (var ib: u32 = 0; ib < 4; ib++) { let s = get_byte(scale_vals, ib); let db = array( @@ -472,7 +507,7 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let sign_w = sign_vals[ib * 2 + k]; for (var l: u32 = 0; l < 4; l++) { let signs = get_byte(sign_w, l); - let ig_val = bitcast(vec2(block.qs[ib * 8 + k * 4 + l], 0.0)); + let ig_val = load_u32_at(&src, block_byte_base + 2 + (ib * 8 + k * 4 + l) * 2) & 0xFFFF; let ig1 = get_byte(ig_val, 0) | ((qh_byte << ((8 - (2 * l)))) & 256); let ig2 = get_byte(ig_val, 1) | ((qh_byte << ((7 - (2 * l)))) & 256); for (var j: u32 = 0; j < 4; j++) { @@ -493,14 +528,14 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ1_S fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 50; // Block stride: 50 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 8; ib++) { - let qh = bitcast(vec2(block.qh[ib], 0.0)); - let dl = d * (2 * f32((qh >> 12) & 7) + 1); + let qh = load_u32_at(&src, block_byte_base + 34 + ib * 2) & 0xFFFF; + let dl = d * (2.0 * f32((qh >> 12) & 7) + 1.0); let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x8000) != 0); - let qs_w = bitcast(vec2(block.qs[ib * 2], block.qs[ib * 2 + 1])); + let qs_w = load_u32_at(&src, block_byte_base + 2 + ib * 4); for (var l: u32 = 0; l < 4; l++) { let ig = (get_byte(qs_w, l) | (((qh >> (3 * l)) & 7) << 8)) * 8; for (var j: u32 = 0; j < 8; j++) { @@ -560,12 +595,12 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ4_NL fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { - let block = src[src_base + offset]; - let d = f32(block.d); + let block_byte_base = (src_base + offset) * 18; // Block stride: 18 bytes + let d = load_f16_as_f32_at(&src, block_byte_base); var dst_i = dst_base + offset * 32; var qs: array; for (var i: u32 = 0; i < 4; i++) { - qs[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); + qs[i] = load_u32_at(&src, block_byte_base + 2 + i * 4); } for (var j: u32 = 0; j < 16; j++) { let qsb = get_byte(qs[j / 4], j % 4); @@ -579,8 +614,8 @@ fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { #ifdef IQ4_XS fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; - let d = f32(block.d); - let scales_h = bitcast(vec2(block.scales_h, 0.0)); + let d = unpack2x16float(block.d_scales_h)[0]; + let scales_h = block.d_scales_h >> 16; var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 8; ib++) { let ls = ((get_byte(block.scales_l, ib / 2) >> (4 * (ib % 2))) & 0xF) | (((scales_h >> (2 * ib)) & 3) << 4); @@ -640,6 +675,35 @@ var params: Params; @compute @workgroup_size(WG_SIZE) fn main(@builtin(global_invocation_id) gid: vec3) { +#ifdef FLOAT_PARALLEL + let blocks_per_row = params.ne0 / BLOCK_SIZE; + let row_count = params.n_rows * params.ne2 * params.ne3; + + if (gid.x >= blocks_per_row * row_count) { + return; + } + + let block_idx = gid.x % blocks_per_row; + var row_idx = gid.x / blocks_per_row; + let i_dst3 = row_idx / (params.ne2 * params.n_rows); + + row_idx = row_idx % (params.ne2 * params.n_rows); + let i_dst2 = row_idx / params.n_rows; + let i_dst1 = row_idx % params.n_rows; + + let i_idx2 = i_dst3 % params.idx2; + let i_idx1 = i_dst2 % params.idx1; + let i_idx0 = i_dst1; + + let i_idx = params.offset_idx + i_idx0 * params.stride_idx0 + i_idx1 * params.stride_idx1 + i_idx2 * params.stride_idx2; + + let idx_val = u32(idx[i_idx]); + + let i_src_row = params.offset_src + idx_val * params.stride_src1 + i_dst2 * params.stride_src2 + i_dst3 * params.stride_src3; + let i_dst_row = params.offset_dst + i_dst1 * params.stride_dst1 + i_dst2 * params.stride_dst2 + i_dst3 * params.stride_dst3; + + copy_elements(i_src_row, i_dst_row, block_idx); +#else if (gid.x >= params.n_rows * params.ne2 * params.ne3) { return; } @@ -664,5 +728,5 @@ fn main(@builtin(global_invocation_id) gid: vec3) { for (var i: u32 = 0; i < params.ne0/BLOCK_SIZE; i++) { copy_elements(i_src_row, i_dst_row, i); } +#endif } - diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/glu.tmpl.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/glu.tmpl.wgsl deleted file mode 100644 index 03fcd54868..0000000000 --- a/ggml/src/ggml-webgpu/wgsl-shaders/glu.tmpl.wgsl +++ /dev/null @@ -1,323 +0,0 @@ -#define(VARIANTS) - -[ - { - "SHADER_NAME": "reglu_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "REGLU"] - }, - { - "SHADER_NAME": "reglu_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "REGLU"] - }, - { - "SHADER_NAME": "reglu_f16", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_SPLIT", "REGLU"] - }, - { - "SHADER_NAME": "reglu_f16_split", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["SPLIT", "REGLU"] - }, - { - "SHADER_NAME": "geglu_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "GEGLU"] - }, - { - "SHADER_NAME": "geglu_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "GEGLU"] - }, - { - "SHADER_NAME": "geglu_f16", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_SPLIT", "GEGLU"] - }, - { - "SHADER_NAME": "geglu_f16_split", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["SPLIT", "GEGLU"] - }, - { - "SHADER_NAME": "swiglu_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "SWIGLU"] - }, - { - "SHADER_NAME": "swiglu_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "SWIGLU"] - }, - { - "SHADER_NAME": "swiglu_f16", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_SPLIT", "SWIGLU"] - }, - { - "SHADER_NAME": "swiglu_f16_split", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["SPLIT", "SWIGLU"] - }, - { - "SHADER_NAME": "swiglu_oai_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "SWIGLU_OAI"] - }, - { - "SHADER_NAME": "swiglu_oai_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "SWIGLU_OAI"] - }, - { - "SHADER_NAME": "geglu_erf_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "GEGLU_ERF"] - }, - { - "SHADER_NAME": "geglu_erf_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "GEGLU_ERF"] - }, - { - "SHADER_NAME": "geglu_erf_f16", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_SPLIT", "GEGLU_ERF"] - }, - { - "SHADER_NAME": "geglu_erf_f16_split", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["SPLIT", "GEGLU_ERF"] - }, - { - "SHADER_NAME": "geglu_quick_f32", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_SPLIT", "GEGLU_QUICK"] - }, - { - "SHADER_NAME": "geglu_quick_f32_split", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["SPLIT", "GEGLU_QUICK"] - }, - { - "SHADER_NAME": "geglu_quick_f16", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_SPLIT", "GEGLU_QUICK"] - }, - { - "SHADER_NAME": "geglu_quick_f16_split", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["SPLIT", "GEGLU_QUICK"] - }, -] - -#end(VARIANTS) - -#define(DECLS) - -#decl(REGLU) -fn op(a: {{TYPE}}, b: {{TYPE}}) -> {{TYPE}} { - return max(a, 0) * b; -} -#enddecl(REGLU) - -#decl(GEGLU) -const SQRT_2_OVER_PI: {{TYPE}} = 0.79788456080286535587989211986876; -const GELU_COEF_A: {{TYPE}} = 0.044715; - -fn op(a: {{TYPE}}, b: {{TYPE}}) -> {{TYPE}} { - let val = SQRT_2_OVER_PI * a * (1.0 + GELU_COEF_A * a * a); - return 0.5 * a * (2.0 - 2.0 / (exp(2 * val) + 1)) * b; -} -#enddecl(GEGLU) - -#decl(SWIGLU) -fn op(a: {{TYPE}}, b: {{TYPE}}) -> {{TYPE}} { - return a / (1.0 + exp(-a)) * b; -} -#enddecl(SWIGLU) - -#decl(SWIGLU_OAI) -fn op(a: f32, b: f32) -> f32 { - let xi = min(a, params.limit); - let gi = max(min(b, params.limit), -params.limit); - var out_glu = xi / (1.0 + exp(-xi * params.alpha)); - out_glu = out_glu * (1.0 + gi); - return out_glu; -} -#enddecl(SWIGLU_OAI) - -#decl(GEGLU_ERF) -const p_erf: {{TYPE}} = 0.3275911; -const a1_erf: {{TYPE}} = 0.254829592; -const a2_erf: {{TYPE}} = -0.284496736; -const a3_erf: {{TYPE}} = 1.421413741; -const a4_erf: {{TYPE}} = -1.453152027; -const a5_erf: {{TYPE}} = 1.061405429; -const SQRT_2_INV: {{TYPE}} = 0.7071067811865476; - -fn op(a: {{TYPE}}, b: {{TYPE}}) -> {{TYPE}} { - let a_div_sqr2 = a * SQRT_2_INV; - let sign_x = sign(a_div_sqr2); - let x = abs(a_div_sqr2); - let t = 1.0 / (1.0 + p_erf * x); - let y = 1.0 - (((((a5_erf * t + a4_erf) * t + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x)); - let erf_approx = sign_x * y; - return 0.5 * a * (1.0 + erf_approx) * b; -} -#enddecl(GEGLU_ERF) - -#decl(GEGLU_QUICK) -const GELU_QUICK_COEF: {{TYPE}} = -1.702; - -fn op(a: {{TYPE}}, b: {{TYPE}}) -> {{TYPE}} { - return a * (1.0 / (1.0 + exp(GELU_QUICK_COEF * a))) * b; -} -#enddecl(GEGLU_QUICK) - -#decl(NO_SPLIT) -@group(0) @binding(1) -var dst: array<{{TYPE}}>; - -@group(0) @binding(2) -var params: Params; - -fn a_value(base: u32) -> {{TYPE}} { - let offset: u32 = select(0, params.ne0, params.swapped != 0); - return src0[base + offset]; -} - -fn b_value(base: u32) -> {{TYPE}} { - let offset: u32 = select(params.ne0, 0, params.swapped != 0); - return src0[base + offset]; -} -#enddecl(NO_SPLIT) - -#decl(SPLIT) -@group(0) @binding(1) -var src1: array<{{TYPE}}>; - -@group(0) @binding(2) -var dst: array<{{TYPE}}>; - -@group(0) @binding(3) -var params: Params; - -fn a_value(base: u32) -> {{TYPE}} { - return src0[base]; -} - -fn b_value(base: u32) -> {{TYPE}} { - return src1[base]; -} -#enddecl(SPLIT) - -#end(DECLS) - -#define(SHADER) - -enable f16; - -struct Params { - offset_src0: u32, - offset_src1: u32, - offset_dst: u32, - - // Strides (in elements) - stride_src01: u32, - stride_src02: u32, - stride_src03: u32, - - stride_src11: u32, - stride_src12: u32, - stride_src13: u32, - - stride_dst1: u32, - stride_dst2: u32, - stride_dst3: u32, - - // shape of dst - ne: u32, - ne0: u32, - ne1: u32, - ne2: u32, - - swapped: u32, - alpha: f32, - limit: f32, -} - -@group(0) @binding(0) -var src0: array<{{TYPE}}>; - -DECLS - -override wg_size: u32; -@compute @workgroup_size(wg_size) -fn main(@builtin(global_invocation_id) gid: vec3) { - if (gid.x >= params.ne) { - return; - } - - var i = gid.x; - let i3 = i / (params.ne2 * params.ne1 * params.ne0); - i = i % (params.ne2 * params.ne1 * params.ne0); - let i2 = i / (params.ne1 * params.ne0); - i = i % (params.ne1 * params.ne0); - let i1 = i / params.ne0; - let i0 = i % params.ne0; - - let i_a = params.offset_src0 + i3 * params.stride_src03 + i2 * params.stride_src02 + i1 * params.stride_src01 + i0; - let i_b = params.offset_src1 + i3 * params.stride_src13 + i2 * params.stride_src12 + i1 * params.stride_src11 + i0; - let i_dst = params.offset_dst + i3 * params.stride_dst3 + i2 * params.stride_dst2 + i1 * params.stride_dst1 + i0; - - dst[i_dst] = op(a_value(i_a), b_value(i_b)); -} - -#end(SHADER) diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/glu.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/glu.wgsl new file mode 100644 index 0000000000..e6d7608cec --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/glu.wgsl @@ -0,0 +1,155 @@ +enable f16; + +#ifdef TYPE_F32 +#define DataType f32 +#endif +#ifdef TYPE_F16 +#define DataType f16 +#endif + +#ifdef OP_REGLU +fn op(a: DataType, b: DataType) -> DataType { + return max(a, 0) * b; +} +#endif + +#ifdef OP_GEGLU +const SQRT_2_OVER_PI: DataType = 0.79788456080286535587989211986876; +const GELU_COEF_A: DataType = 0.044715; + +fn op(a: DataType, b: DataType) -> DataType { + let val = SQRT_2_OVER_PI * a * (1.0 + GELU_COEF_A * a * a); + return 0.5 * a * (2.0 - 2.0/ (exp(2* val) + 1)) * b; +} +#endif + +#ifdef OP_SWIGLU +fn op(a: DataType, b: DataType) -> DataType { + return a / (1.0 + exp(-a)) * b; +} +#endif +#ifdef OP_SWIGLU_OAI +fn op(a: f32, b: f32) -> f32 { + let xi = min(a, params.limit); + let gi = max(min(b, params.limit), -params.limit); + var out_glu = xi / (1.0 + exp(-xi * params.alpha)); + out_glu = out_glu * (1.0 + gi); + return out_glu; +} +#endif +#ifdef OP_GEGLU_ERF +const p_erf: DataType = 0.3275911; +const a1_erf: DataType = 0.254829592; +const a2_erf: DataType = -0.284496736; +const a3_erf: DataType = 1.421413741; +const a4_erf: DataType = -1.453152027; +const a5_erf: DataType = 1.061405429; +const SQRT_2_INV: DataType = 0.7071067811865476; + +fn op(a: DataType, b: DataType) -> DataType { + let a_div_sqr2 = a * SQRT_2_INV; + let sign_x = sign(a_div_sqr2); + let x = abs(a_div_sqr2); + let t = 1.0 / (1.0 + p_erf * x); + let y = 1.0 - (((((a5_erf * t + a4_erf) * t + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x)); + let erf_approx = sign_x * y; + return 0.5 * a * (1.0 + erf_approx) * b; +} +#endif +#ifdef OP_GEGLU_QUICK +const GELU_QUICK_COEF: DataType = -1.702; + +fn op(a: DataType, b: DataType) -> DataType { + return a * (1.0 / (1.0 + exp(GELU_QUICK_COEF * a))) * b; +} +#endif + +struct Params { + offset_src0: u32, + offset_src1: u32, + offset_dst: u32, + + // Strides (in elements) + stride_src01: u32, + stride_src02: u32, + stride_src03: u32, + + stride_src11: u32, + stride_src12: u32, + stride_src13: u32, + + stride_dst1: u32, + stride_dst2: u32, + stride_dst3: u32, + + // shape of dst + ne: u32, + ne0: u32, + ne1: u32, + ne2: u32, + + swapped: u32, + alpha: f32, + limit: f32, +} + +@group(0) @binding(0) +var src0: array; + +#ifdef NO_SPLIT +@group(0) @binding(1) +var dst: array; + +@group(0) @binding(2) +var params: Params; + +fn a_value(base: u32) -> DataType { + let offset: u32 = select(0, params.ne0, params.swapped != 0); + return src0[base + offset]; +} + +fn b_value(base: u32) -> DataType { + let offset: u32 = select(params.ne0, 0, params.swapped != 0); + return src0[base + offset]; +} + +#else +@group(0) @binding(1) +var src1: array; + +@group(0) @binding(2) +var dst: array; + +@group(0) @binding(3) +var params: Params; + +fn a_value(base: u32) -> DataType { + return src0[base]; +} + +fn b_value(base: u32) -> DataType { + return src1[base]; +} + +#endif + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(global_invocation_id) gid: vec3) { + if (gid.x >= params.ne) { + return; + } + + var i = gid.x; + let i3 = i / (params.ne2 * params.ne1 * params.ne0); + i = i % (params.ne2 * params.ne1 * params.ne0); + let i2 = i / (params.ne1 * params.ne0); + i = i % (params.ne1 * params.ne0); + let i1 = i / params.ne0; + let i0 = i % params.ne0; + + let i_a = params.offset_src0 + i3 * params.stride_src03 + i2 * params.stride_src02 + i1 * params.stride_src01 + i0; + let i_b = params.offset_src1 + i3 * params.stride_src13 + i2 * params.stride_src12 + i1 * params.stride_src11 + i0; + let i_dst = params.offset_dst + i3 * params.stride_dst3 + i2 * params.stride_dst2 + i1 * params.stride_dst1 + i0; + + dst[i_dst] = op(a_value(i_a), b_value(i_b)); +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl index 6aba47317c..fdabaf09b2 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl @@ -20,11 +20,12 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef Q4_0 fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block_q4_0 = src0[src0_idx_base + offset]; - let d = f32(block_q4_0.d); + let block_byte_base = (src0_idx_base + offset) * 18; // Block stride: 18 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var sum: f32 = 0.0; for (var j: u32 = 0; j < 4; j++) { - let q_packed = bitcast(vec2(block_q4_0.qs[2 * j], block_q4_0.qs[2 * j + 1])); + let q_byte_offset = block_byte_base + 2 + j * 4; + let q_packed = load_u32_at(&src0, q_byte_offset); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f32((q_byte >> 4) & 0xF) - 8.0f) * d; @@ -61,12 +62,13 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef Q5_0 fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block_q5_0 = src0[src0_idx_base + offset]; - let d = f32(block_q5_0.d); + let block_byte_base = (src0_idx_base + offset) * 22; // Block stride: 22 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var sum: f32 = 0.0; - let qh_packed = bitcast(vec2(block_q5_0.qh[0], block_q5_0.qh[1])); + let qh_packed = load_u32_at(&src0, block_byte_base + 2); for (var j: u32 = 0; j < 4; j++) { - let q_packed = bitcast(vec2(block_q5_0.qs[2 * j], block_q5_0.qs[2 * j + 1])); + let q_byte_offset = block_byte_base + 6 + j * 4; + let q_packed = load_u32_at(&src0, q_byte_offset); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let qh_hi = (qh_packed >> (j * 4 + k + 12)) & 0x10; @@ -107,12 +109,13 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef Q8_0 fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block_q8_0 = src0[src0_idx_base + offset]; - let d = f32(block_q8_0.d); + let block_byte_base = (src0_idx_base + offset) * 34; // Block stride: 34 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var sum: f32 = 0.0; for (var j: u32 = 0; j < 8; j++) { - let q_packed = bitcast(vec2(block_q8_0.qs[2 * j], block_q8_0.qs[2 * j + 1])); - for (var k: u32 = 0; k < 4; k++) { + let q_byte_offset = block_byte_base + 2 + j * 4; + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k: u32 = 0u; k < 4u; k++) { let q_byte = get_byte_i32(q_packed, k); let q_val = f32(q_byte) * d; let src1_offset = src1_idx_base + offset * 32 + j * 4 + k; @@ -178,31 +181,37 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef Q3_K // 16 blocks of 16 elements each fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 110; // Block stride: 110 bytes + + // Bytes 108-109: f16 scale 'd' + let d = load_f16_as_f32_at(&src0, block_byte_base + 108); // extract 6-bit scales, which consist of 4-bits from first 8 bytes of scale, // and 2-bits from the last 4 bytes + // Bytes 96-107: 12 bytes of scales (3 u32s) let kmask1: u32 = 0x03030303; let kmask2: u32 = 0x0f0f0f0f; var scale_vals: array; - for (var i: u32 = 0; i < 4; i++) { - scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); - } + scale_vals[0] = load_u32_at(&src0, block_byte_base + 96); + scale_vals[1] = load_u32_at(&src0, block_byte_base + 100); + scale_vals[2] = load_u32_at(&src0, block_byte_base + 104); + var tmp: u32 = scale_vals[2]; scale_vals[2] = ((scale_vals[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4); scale_vals[3] = ((scale_vals[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4); scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4); scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2) & kmask1) << 4); - // convert arrays of f16 -> u32 + // Bytes 0-31: 32 bytes of hmask (8 u32s) var hmask_vals: array; for (var i: u32 = 0; i < 8; i++) { - hmask_vals[i] = bitcast(vec2(block.hmask[2 * i], block.hmask[2 * i + 1])); + hmask_vals[i] = load_u32_at(&src0, block_byte_base + i * 4); } + + // Bytes 32-95: 64 bytes of qs (16 u32s) var qs_vals: array; - for (var i: u32 = 0; i < 16; i++) { - qs_vals[i] = bitcast(vec2(block.qs[2 * i], block.qs[2 * i + 1])); + for (var i: u32 = 0u; i < 16; i++) { + qs_vals[i] = load_u32_at(&src0, block_byte_base + 32 + i * 4); } var sum = 0.0; @@ -301,21 +310,27 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef Q6_K // 16 blocks of 16 elements each fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 210; // Block stride: 210 bytes - // convert arrays of f16 -> u32 + // Bytes 208-209: f16 scale 'd' + let d = load_f16_as_f32_at(&src0, block_byte_base + 208); + + // Bytes 0-127: 128 bytes of ql (32 u32s) var ql_vals: array; for (var i: u32 = 0; i < 32; i++) { - ql_vals[i] = bitcast(vec2(block.ql[2 * i], block.ql[2 * i + 1])); + ql_vals[i] = load_u32_at(&src0, block_byte_base + i * 4); } + + // Bytes 128-191: 64 bytes of qh (16 u32s) var qh_vals: array; for (var i: u32 = 0; i < 16; i++) { - qh_vals[i] = bitcast(vec2(block.qh[2 * i], block.qh[2 * i + 1])); + qh_vals[i] = load_u32_at(&src0, block_byte_base + 128 + i * 4); } + + // Bytes 192-207: 16 bytes of scales (4 u32s) var scale_vals: array; for (var i: u32 = 0; i < 4; i++) { - scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); + scale_vals[i] = load_u32_at(&src0, block_byte_base + 192 + i * 4); } var sum = 0.0; @@ -358,13 +373,15 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ2_XXS fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 66; // Block stride: 66 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; var sum = 0.0; for (var ib: u32 = 0; ib < 32; ib += 4) { - let aux0 = bitcast(vec2(block.qs[ib], block.qs[ib + 1])); - let aux1 = bitcast(vec2(block.qs[ib + 2], block.qs[ib + 3])); + let aux0_offset = block_byte_base + 2 + ib * 2; + let aux1_offset = block_byte_base + 2 + (ib + 2) * 2; + let aux0 = load_u32_at(&src0, aux0_offset); + let aux1 = load_u32_at(&src0, aux1_offset); let db = d * (0.5 + f32(aux1 >> 28)) * 0.25; for (var l: u32 = 0; l < 4; l++) { let ig = get_byte(aux0, l) * 8; @@ -384,13 +401,15 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ2_XS fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 74; // Block stride: 74 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; + var scale_vals = array( - bitcast(vec2(block.scales[0], block.scales[1])), - bitcast(vec2(block.scales[2], block.scales[3])) + load_u32_at(&src0, block_byte_base + 66), + load_u32_at(&src0, block_byte_base + 70) ); + var sum = 0.0; for (var ib: u32 = 0; ib < 32; ib += 4) { let s = get_byte(scale_vals[ib / 16], (ib % 16) / 4); @@ -399,7 +418,8 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { d * (0.5 + f32(s >> 4)) * 0.25 ); for (var l: u32 = 0; l < 4; l++) { - let qs_val = bitcast(vec2(block.qs[ib + l], 0.0)); + let qs_offset = block_byte_base + 2 + (ib + l) * 2; + let qs_val = load_u32_at(&src0, qs_offset) & 0xFFFF; let ig = (qs_val & 511) * 8; let is = qs_val >> 9; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); @@ -418,21 +438,23 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ2_S fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 82; // Block stride: 82 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; + var qs_vals : array; for (var i: u32 = 0; i < 16; i++) { - qs_vals[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); + qs_vals[i] = load_u32_at(&src0, block_byte_base + 2 + i * 4); } - var qh_vals = array( - bitcast(vec2(block.qh[0], block.qh[1])), - bitcast(vec2(block.qh[2], block.qh[3])) - ); - var scale_vals = array( - bitcast(vec2(block.scales[0], block.scales[1])), - bitcast(vec2(block.scales[2], block.scales[3])) - ); + + var qh_vals: array; + qh_vals[0] = load_u32_at(&src0, block_byte_base + 66); + qh_vals[1] = load_u32_at(&src0, block_byte_base + 70); + + var scale_vals: array; + scale_vals[0] = load_u32_at(&src0, block_byte_base + 74); + scale_vals[1] = load_u32_at(&src0, block_byte_base + 78); + var sum = 0.0; for (var ib: u32 = 0; ib < 8; ib ++) { let s = get_byte(scale_vals[ib / 4], ib % 4); @@ -460,17 +482,18 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ3_XXS fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 98; // Block stride: 98 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; var sum = 0.0; for (var ib: u32 = 0; ib < 16; ib += 2) { - let sc_sign = bitcast(vec2(block.qs[ib + 32], block.qs[ib + 33])); + let sc_sign_offset = block_byte_base + 2 + (ib + 32) * 2; + let sc_sign = load_u32_at(&src0, sc_sign_offset); let db = d * (0.5 + f32(sc_sign >> 28)) * 0.5; for (var l: u32 = 0; l < 4; l++) { let is = (sc_sign >> (7 * l)) & 127; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); - let ig_val = bitcast(vec2(block.qs[ib * 2 + l], 0.0)); + let ig_val = load_u32_at(&src0, block_byte_base + 2 + (ib * 2 + l) * 2) & 0xFFFF; let ig1 = get_byte(ig_val, 0); let ig2 = get_byte(ig_val, 1); for (var j: u32 = 0; j < 4; j++) { @@ -491,18 +514,22 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ3_S fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 110; // Block stride: 110 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; + var qh_vals = array( - bitcast(vec2(block.qh[0], block.qh[1])), - bitcast(vec2(block.qh[2], block.qh[3])) + load_u32_at(&src0, block_byte_base + 66), + load_u32_at(&src0, block_byte_base + 70) ); + var sign_vals: array; for (var i: u32 = 0; i < 8; i++) { - sign_vals[i] = bitcast(vec2(block.signs[i * 2], block.signs[i * 2 + 1])); + sign_vals[i] = load_u32_at(&src0, block_byte_base + 74 + i * 4); } - var scale_vals = bitcast(vec2(block.scales[0], block.scales[1])); + + var scale_vals = load_u32_at(&src0, block_byte_base + 106); + var sum = 0.0; for (var ib: u32 = 0; ib < 4; ib++) { let s = get_byte(scale_vals, ib); @@ -516,7 +543,7 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { let sign_w = sign_vals[ib * 2 + k]; for (var l: u32 = 0; l < 4; l++) { let signs = get_byte(sign_w, l); - let ig_val = bitcast(vec2(block.qs[ib * 8 + k * 4 + l], 0.0)); + let ig_val = load_u32_at(&src0, block_byte_base + 2 + (ib * 8 + k * 4 + l) * 2) & 0xFFFF; let ig1 = get_byte(ig_val, 0) | ((qh_byte << ((8 - (2 * l)))) & 256); let ig2 = get_byte(ig_val, 1) | ((qh_byte << ((7 - (2 * l)))) & 256); for (var j: u32 = 0; j < 4; j++) { @@ -538,15 +565,15 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ1_S fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 50; // Block stride: 50 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 256; var sum = 0.0; for (var ib: u32 = 0; ib < 8; ib++) { - let qh = bitcast(vec2(block.qh[ib], 0.0)); - let dl = d * (2 * f32((qh >> 12) & 7) + 1); + let qh = load_u32_at(&src0, block_byte_base + 34 + ib * 2) & 0xFFFF; + let dl = d * (2.0 * f32((qh >> 12) & 7) + 1.0); let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x8000) != 0); - let qs_w = bitcast(vec2(block.qs[ib * 2], block.qs[ib * 2 + 1])); + let qs_w = load_u32_at(&src0, block_byte_base + 2 + ib * 4); for (var l: u32 = 0; l < 4; l++) { let ig = (get_byte(qs_w, l) | (((qh >> (3 * l)) & 7) << 8)) * 8; for (var j: u32 = 0; j < 8; j++) { @@ -610,13 +637,13 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ4_NL fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { - let block = src0[src0_idx_base + offset]; - let d = f32(block.d); + let block_byte_base = (src0_idx_base + offset) * 18; // Block stride: 18 bytes + let d = load_f16_as_f32_at(&src0, block_byte_base); var src1_i = src1_idx_base + offset * 32; var sum = 0.0; var qs: array; for (var i: u32 = 0; i < 4; i++) { - qs[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); + qs[i] = load_u32_at(&src0, block_byte_base + 2 + i * 4); } for (var j: u32 = 0; j < 16; j++) { let qsb = get_byte(qs[j / 4], j % 4); @@ -631,8 +658,8 @@ fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { #ifdef IQ4_XS fn multiply_add(src0_idx_base: u32, src1_idx_base: u32, offset: u32) -> f32 { let block = src0[src0_idx_base + offset]; - let d = f32(block.d); - let scales_h = bitcast(vec2(block.scales_h, 0.0)); + let d = unpack2x16float(block.d_scales_h)[0]; + let scales_h = block.d_scales_h >> 16; var src1_i = src1_idx_base + offset * 256; var sum = 0.0; for (var ib: u32 = 0; ib < 8; ib++) { @@ -679,19 +706,24 @@ struct MulMatParams { @group(0) @binding(3) var params: MulMatParams; @compute @workgroup_size(256) -fn main(@builtin(global_invocation_id) global_id: vec3) { +fn main(@builtin(local_invocation_id) local_id: vec3, + @builtin(workgroup_id) wg_id: vec3, + @builtin(num_workgroups) num_wg: vec3) { + let wg_linear = wg_id.y * num_wg.x + wg_id.x; + let global_idx = wg_linear * 256u + local_id.x; + let total = params.m * params.n * params.bs02 * params.broadcast2 * params.bs03 * params.broadcast3; - if (global_id.x >= total) { + if (global_idx >= total) { return; } let dst2_stride = params.m * params.n; let dst3_stride = dst2_stride * params.bs02 * params.broadcast2; - let dst3_idx = global_id.x / dst3_stride; + let dst3_idx = global_idx / dst3_stride; let src03_idx = dst3_idx / params.broadcast3; // src0 may be broadcast along the third dimension let src13_idx = dst3_idx; // src1 is not broadcast - let dst3_rem = global_id.x % dst3_stride; + let dst3_rem = global_idx % dst3_stride; let dst2_idx = dst3_rem / dst2_stride; let src02_idx = dst2_idx / params.broadcast2; // src0 may also be broadcast along the second dimension diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl index 5c1074ebc1..374137ff8e 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl @@ -11,7 +11,7 @@ fn store_shmem(val: vec4, idx: u32) { shmem[idx + 2] = val.z; shmem[idx + 3] = val.w; } -#endif +#endif // VEC #ifdef SCALAR #define VEC_SIZE 1 @@ -23,7 +23,7 @@ fn store_shmem(val: vec4, idx: u32) { fn store_shmem(val: f16, idx: u32) { shmem[idx] = val; } -#endif +#endif // SCALAR #ifdef INIT_SRC0_SHMEM_FLOAT fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { @@ -40,8 +40,9 @@ fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u3 store_shmem(SHMEM_TYPE(src0_val), elem_idx); } } -#endif +#endif // INIT_SRC0_SHMEM_FLOAT +#ifndef MUL_MAT_ID #ifdef INIT_SRC1_SHMEM_FLOAT fn init_shmem_src1(thread_id: u32, batch_offset: u32, offset_n: u32, k_outer: u32) { for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC1_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) { @@ -57,14 +58,15 @@ fn init_shmem_src1(thread_id: u32, batch_offset: u32, offset_n: u32, k_outer: u3 store_shmem(SHMEM_TYPE(src1_val), TILE_SRC0_SHMEM + elem_idx); } } +#endif // INIT_SRC1_SHMEM_FLOAT #endif #ifdef INIT_SRC0_SHMEM_Q4_0 const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 18u; // the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. override BLOCKS_K = TILE_K/BLOCK_SIZE; const NQ = 16u; -const F16_PER_BLOCK = 9u; // 1 scale + 8x4 packed weights const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; @@ -81,14 +83,12 @@ fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u3 if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { let src0_idx = batch_offset + global_m * params.stride_01 + global_k; - let scale_idx = src0_idx * F16_PER_BLOCK; - let d = src0[scale_idx]; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + let d = load_f16_at(&src0, block_byte_base); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = src0[scale_idx + 1u + block_offset + j]; - let q_1 = src0[scale_idx + 1u + block_offset + j + 1]; - - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); for (var k = 0u; k < 4u; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; @@ -100,4 +100,617 @@ fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u3 } } } -#endif +#endif // INIT_SRC0_SHMEM_Q4_0 + +#ifdef INIT_SRC0_SHMEM_Q4_1 +const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 20u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +override BLOCKS_K = TILE_K/BLOCK_SIZE; +const NQ = 16u; +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + let d = load_f16_at(&src0, block_byte_base); + let m = load_f16_at(&src0, block_byte_base + 2u); + + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + let q_lo = f16(q_byte & 0xF) * d + m; + let q_hi = f16((q_byte >> 4) & 0xF) * d + m; + shmem[shmem_idx + j * 2 + k] = q_lo; + shmem[shmem_idx + j * 2 + k + 16u] = q_hi; + } + } + } + } +} +#endif // INIT_SRC0_SHMEM_Q4_1 + +#ifdef INIT_SRC0_SHMEM_Q5_0 +// 32 weights per block, each at 4 bits each = 32 * 4 = 128 bits / 16 = 8 f16s per block +const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 22u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +// tile_k is defined as 32u, so blocks_k ends up being 1 always +override BLOCKS_K = TILE_K / BLOCK_SIZE; +const NQ = 16u; +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 16 / 4 = 4 f16s per thread, each thread should handle 4 f16s * 4 weights per = 16 weights + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base); + let qh_packed = load_u32_at(&src0, block_byte_base + 2u); + + for (var j = 0u; j < 2; j++) { + let q_byte_offset = block_byte_base + 6u + 2u * (block_offset + j * 2u); + let q_packed = load_u32_at(&src0, q_byte_offset); + + let j_adjusted = j + (block_offset / 2u); + + + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + + let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10; + let q_hi = (f16(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d; + let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10; + let q_lo = (f16((q_byte & 0xF) | qh_lo) - 16.0) * d; + + shmem[shmem_idx + j * 4u + k] = q_lo; // store first weight + shmem[shmem_idx + j * 4u + k + 16u] = q_hi; // store second weight + } + } + } + } +} +#endif // INIT_SRC0_SHMEM_Q5_0 + +#ifdef INIT_SRC0_SHMEM_Q5_1 +// 32 weights per block, each at 4 bits each = 32 * 4 = 128 bits / 16 = 8 f16s per block +const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 24u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +// tile_k is defined as 32u, so blocks_k ends up being 1 always +override BLOCKS_K = TILE_K / BLOCK_SIZE; +const NQ = 16u; +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 16 / 4 = 4 f16s per thread, each thread should handle 4 f16s * 4 weights per = 16 weights + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base); + let m = load_f16_at(&src0, block_byte_base + 2u); + let qh_packed = load_u32_at(&src0, block_byte_base + 4u); + + for (var j = 0u; j < 2; j++) { + + let q_byte_offset = block_byte_base + 8u + 2u * (block_offset + j * 2u); + let q_packed = load_u32_at(&src0, q_byte_offset); + + let j_adjusted = j + (block_offset / 2u); + + + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + + let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10; + let q_hi = (f16(((q_byte >> 4) & 0xF) | qh_hi)) * d + m; + let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10; + let q_lo = (f16((q_byte & 0xF) | qh_lo)) * d + m; + + shmem[shmem_idx + j * 4u + k] = q_lo; // store first weight + shmem[shmem_idx + j * 4u + k + 16u] = q_hi; // store second weight + } + } + } + } +} +#endif // INIT_SRC0_SHMEM_Q5_1 + +#ifdef INIT_SRC0_SHMEM_Q8_0 +const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 34u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +override BLOCKS_K = TILE_K/BLOCK_SIZE; +const NQ = 16u; +const WEIGHTS_PER_F16 = 2u; // 2 8-bit weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 8 f16s per thread + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + let d = load_f16_at(&src0, block_byte_base); + + for (var j = 0u; j < F16_PER_THREAD; j+=2) { + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte_i32(q_packed, k); + + let q_val = f16(q_byte) * d; + shmem[shmem_idx + j * 2 + k] = q_val; + } + } + } + } +} +#endif // INIT_SRC0_SHMEM_Q8_0 + +#ifdef INIT_SRC0_SHMEM_Q8_1 +const BLOCK_SIZE = 32u; +const BLOCK_SIZE_BYTES = 36u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +override BLOCKS_K = TILE_K/BLOCK_SIZE; +const NQ = 16u; +const WEIGHTS_PER_F16 = 2u; // 2 8-bit weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 8 f16s per thread, 2 threads per block + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + let d = load_f16_at(&src0, block_byte_base); + let m = load_f16_at(&src0, block_byte_base + 2u); + + for (var j = 0u; j < F16_PER_THREAD; j+=2) { + let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte_i32(q_packed, k); + + let q_val = f16(q_byte) * d + m; + shmem[shmem_idx + j * 2 + k] = q_val; + } + } + } + } +} +#endif // INIT_SRC0_SHMEM_Q8_1 + +#ifdef INIT_SRC0_SHMEM_Q2_K +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 84u; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + // Use standard thread layout instead of lane/row_group + for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + + if (global_m >= params.m || global_k >= params.k) { + shmem[elem_idx] = f16(0.0); + continue; + } + + let block_k = global_k / BLOCK_SIZE; + let k_in_block = global_k % BLOCK_SIZE; + + let src0_idx = batch_offset + global_m * params.stride_01 + block_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base + 80u); + let dmin = load_f16_at(&src0, block_byte_base + 82u); + + // Decode the element at position k_in_block + let block_of_32 = k_in_block / 32u; + let pos_in_32 = k_in_block % 32u; + + let q_b_idx = (block_of_32 / 4u) * 32u; + let shift = (block_of_32 % 4u) * 2u; + let k = (pos_in_32 / 16u) * 16u; + let l = pos_in_32 % 16u; + + let is = k_in_block / 16u; + + let sc_packed = load_u32_at(&src0, block_byte_base + 4u * (is / 4u)); + let sc = get_byte(sc_packed, is % 4u); + + let dl = d * f16(sc & 0xFu); + let ml = dmin * f16(sc >> 4u); + + let q_idx = q_b_idx + k + l; + let q_packed = load_u32_at(&src0, block_byte_base + 16u + 4u * (q_idx / 4u)); + let q_byte = get_byte(q_packed, q_idx % 4u); + let qs_val = (q_byte >> shift) & 3u; + + let q_val = f16(qs_val) * dl - ml; + shmem[elem_idx] = q_val; + } +} +#endif // INIT_SRC0_SHMEM_Q2_K + +#ifdef INIT_SRC0_SHMEM_Q3_K +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 110u; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + + if (global_m >= params.m || global_k >= params.k) { + shmem[elem_idx] = f16(0.0); + continue; + } + + let block_k = global_k / BLOCK_SIZE; + let k_in_block = global_k % BLOCK_SIZE; + + let src0_idx = batch_offset + global_m * params.stride_01 + block_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base + 108u); + + // Load and unpack scales + let kmask1: u32 = 0x03030303u; + let kmask2: u32 = 0x0f0f0f0fu; + + var scale_vals: array; + for (var i: u32 = 0u; i < 4u; i++) { + scale_vals[i] = load_u32_at(&src0, block_byte_base + 96u + 4u * i); + } + + var tmp: u32 = scale_vals[2]; + scale_vals[2] = ((scale_vals[0] >> 4u) & kmask2) | (((tmp >> 4u) & kmask1) << 4u); + scale_vals[3] = ((scale_vals[1] >> 4u) & kmask2) | (((tmp >> 6u) & kmask1) << 4u); + scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4u); + scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2u) & kmask1) << 4u); + + // Load hmask and qs arrays + var hmask_vals: array; + for (var i: u32 = 0u; i < 8u; i++) { + hmask_vals[i] = load_u32_at(&src0, block_byte_base + 4u * i); + } + + var qs_vals: array; + for (var i: u32 = 0u; i < 16u; i++) { + qs_vals[i] = load_u32_at(&src0, block_byte_base + 32u + 4u * i); + } + + let half = k_in_block / 128u; // 0 or 1 + let pos_in_half = k_in_block % 128u; // 0-127 + let shift_group = pos_in_half / 32u; // 0-3 + let pos_in_32 = pos_in_half % 32u; // 0-31 + let k_group = pos_in_32 / 16u; // 0 or 1 + let l = pos_in_32 % 16u; // 0-15 + + let q_b_idx = half * 32u; // 0 or 32 + let shift = shift_group * 2u; // 0, 2, 4, 6 + let k = k_group * 16u; // 0 or 16 + let is = k_in_block / 16u; // 0-15 + + // m increments every 32 elements across entire 256 element block + let m_shift = k_in_block / 32u; // 0-7 + let m: u32 = 1u << m_shift; // 1,2,4,8,16,32,64,128 + + let sc = get_byte(scale_vals[is / 4u], is % 4u); + let dl = d * (f16(sc) - 32.0); + + let q_idx = q_b_idx + k + l; + let hm_idx = k + l; + + let q_byte = get_byte(qs_vals[q_idx / 4u], q_idx % 4u); + let hmask_byte = get_byte(hmask_vals[hm_idx / 4u], hm_idx % 4u); + + let hm = select(4.0, 0.0, (hmask_byte & m) != 0); + let qs_val = (q_byte >> shift) & 3u; + + let q_val = (f16(qs_val) - f16(hm)) * dl; + shmem[elem_idx] = q_val; + } +} + +#endif // INIT_SRC0_SHMEM_Q3_K + +#ifdef INIT_SRC0_SHMEM_Q4_K +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 144u; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + + if (global_m >= params.m || global_k >= params.k) { + shmem[elem_idx] = f16(0.0); + continue; + } + + let block_k = global_k / BLOCK_SIZE; + let k_in_block = global_k % BLOCK_SIZE; + + let src0_idx = batch_offset + global_m * params.stride_01 + block_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base); + let dmin = load_f16_at(&src0, block_byte_base + 2u); + + // Load packed scales + var scale_vals: array; + for (var i: u32 = 0u; i < 3u; i++) { + scale_vals[i] = load_u32_at(&src0, block_byte_base + 4u + 4u * i); + } + + // Map k_in_block to loop structure: + // Outer loop over 64-element groups (alternating q_b_idx) + // Inner loop over 2 shifts per group + let group_of_64 = k_in_block / 64u; // 0-3 (maps to q_b_idx) + let pos_in_64 = k_in_block % 64u; // 0-63 + let shift_group = pos_in_64 / 32u; // 0 or 1 + let l = pos_in_64 % 32u; // 0-31 + + let q_b_idx = group_of_64 * 32u; // 0, 32, 64, 96 + let shift = shift_group * 4u; // 0 or 4 + let is = k_in_block / 32u; // 0-7 + + var sc: u32; + var mn: u32; + + if (is < 4u) { + let sc_byte = get_byte(scale_vals[is / 4u], is % 4u); + let min_byte = get_byte(scale_vals[(is + 4u) / 4u], is % 4u); + sc = sc_byte & 63u; + mn = min_byte & 63u; + } else { + let sc_min_lo = get_byte(scale_vals[(is + 4u) / 4u], (is + 4u) % 4u); + let sc_hi = get_byte(scale_vals[(is - 4u) / 4u], (is - 4u) % 4u); + let min_hi = get_byte(scale_vals[is / 4u], is % 4u); + + sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u); + mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u); + } + + let dl = d * f16(sc); + let ml = dmin * f16(mn); + + let q_idx = q_b_idx + l; + let q_packed = load_u32_at(&src0, block_byte_base + 16u + 4u * (q_idx / 4u)); + + let q_byte = get_byte(q_packed, q_idx % 4u); + let qs_val = (q_byte >> shift) & 0xFu; + + let q_val = f16(qs_val) * dl - ml; + shmem[elem_idx] = q_val; + } +} +#endif // INIT_SRC0_SHMEM_Q4_K + +#ifdef INIT_SRC0_SHMEM_Q5_K +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 176u; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + + if (global_m >= params.m || global_k >= params.k) { + shmem[elem_idx] = f16(0.0); + continue; + } + + let block_k = global_k / BLOCK_SIZE; + let k_in_block = global_k % BLOCK_SIZE; + + let src0_idx = batch_offset + global_m * params.stride_01 + block_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let d = load_f16_at(&src0, block_byte_base); + let dmin = load_f16_at(&src0, block_byte_base + 2u); + + // Load packed scales + var scale_vals: array; + for (var i: u32 = 0u; i < 3u; i++) { + scale_vals[i] = load_u32_at(&src0, block_byte_base + 4u + 4u * i); + } + + // The original loop processes elements in groups of 64 + // Each group of 64: q_b_idx cycles through [0,32,64,96], shift cycles [0,4] + // But u increments EVERY 32 elements (after each l loop) + let group_of_64 = k_in_block / 64u; // 0-3 + let pos_in_64 = k_in_block % 64u; // 0-63 + let shift_group = pos_in_64 / 32u; // 0 or 1 + let l = pos_in_64 % 32u; // 0-31 + + let q_b_idx = group_of_64 * 32u; // 0, 32, 64, 96 + let shift = shift_group * 4u; // 0 or 4 + let is = k_in_block / 32u; // 0-7 + + // u increments every 32 elements (0->1, 1->2, 2->4, 3->8, 4->16, 5->32, 6->64, 7->128) + let u_shift = k_in_block / 32u; // 0-7 + let u: u32 = 1u << u_shift; + + var sc: u32; + var mn: u32; + + if (is < 4u) { + let sc_byte = get_byte(scale_vals[is / 4u], is % 4u); + let min_byte = get_byte(scale_vals[(is + 4u) / 4u], is % 4u); + sc = sc_byte & 63u; + mn = min_byte & 63u; + } else { + let sc_min_lo = get_byte(scale_vals[(is + 4u) / 4u], (is + 4u) % 4u); + let sc_hi = get_byte(scale_vals[(is - 4u) / 4u], (is - 4u) % 4u); + let min_hi = get_byte(scale_vals[is / 4u], is % 4u); + + sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u); + mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u); + } + + let dl = d * f16(sc); + let ml = dmin * f16(mn); + + let q_idx = q_b_idx + l; + let q_packed = load_u32_at(&src0, block_byte_base + 48u + 4u * (q_idx / 4u)); + + let q_byte = get_byte(q_packed, q_idx % 4u); + + let qh_packed = load_u32_at(&src0, block_byte_base + 16u + 4u * (l / 4u)); + + let qh_byte = get_byte(qh_packed, l % 4u); + + let qs_val = (q_byte >> shift) & 0xFu; + let qh_val = select(0.0, 16.0, (qh_byte & u) != 0); + + let q_val = (f16(qs_val) + f16(qh_val)) * dl - ml; + shmem[elem_idx] = q_val; + } +} + +#endif // INIT_SRC0_SHMEM_Q5_K + +#ifdef INIT_SRC0_SHMEM_Q6_K +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 210u; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + + if (global_m >= params.m || global_k >= params.k) { + shmem[elem_idx] = f16(0.0); + continue; + } + + let block_k = global_k / BLOCK_SIZE; + let k_in_block = global_k % BLOCK_SIZE; + + let src0_idx = batch_offset + global_m * params.stride_01 + block_k; + let block_byte_base = src0_idx * BLOCK_SIZE_BYTES; + + let half = k_in_block / 128u; + let pos_in_half = k_in_block % 128u; + let quarter = pos_in_half / 32u; + let l = pos_in_half % 32u; + + let ql_b_idx = half * 64u; + let qh_b_idx = half * 32u; + let sc_b_idx = half * 8u; + + // Load only ql13 word needed + let ql13_flat = ql_b_idx + l; + let ql13 = load_u32_at(&src0, block_byte_base + ql13_flat); + let ql13_b = get_byte(ql13, 0u); + + // Load only ql24 word needed + let ql24_flat = ql_b_idx + l + 32u; + let ql24 = load_u32_at(&src0, block_byte_base + ql24_flat); + let ql24_b = get_byte(ql24, 0u); + + // Load only qh word needed + let qh_flat = qh_b_idx + l; + let qh = load_u32_at(&src0, block_byte_base + 128u + qh_flat); + let qh_b = get_byte(qh, 0u); + + let q1 = f16((ql13_b & 0xFu) | ((qh_b & 3u) << 4u)) - f16(32.0); + let q2 = f16((ql24_b & 0xFu) | (((qh_b >> 2u) & 3u) << 4u)) - f16(32.0); + let q3 = f16((ql13_b >> 4u) | (((qh_b >> 4u) & 3u) << 4u)) - f16(32.0); + let q4 = f16((ql24_b >> 4u) | (((qh_b >> 6u) & 3u) << 4u)) - f16(32.0); + + // Load only the scale word needed + let is = l / 16u; + let sc_idx = sc_b_idx + is + quarter * 2u; + let sc = load_u32_at(&src0, block_byte_base + 192u + sc_idx); + let sc_val = get_byte_i32(sc, 0u); + + let d = load_f16_at(&src0, block_byte_base + 208u); + + var q_val: f16; + if (quarter == 0u) { + q_val = q1; + } else if (quarter == 1u) { + q_val = q2; + } else if (quarter == 2u) { + q_val = q3; + } else { + q_val = q4; + } + + shmem[elem_idx] = d * f16(sc_val) * q_val; + } +} +#endif // INIT_SRC0_SHMEM_Q6_K diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id.wgsl new file mode 100644 index 0000000000..5f763a6400 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id.wgsl @@ -0,0 +1,193 @@ +enable f16; + +#include "common_decls.tmpl" +#include "mul_mat_decls.tmpl" + +#ifdef VEC +fn store_val(acc: array, TILE_N>, tn: u32, tm: u32) -> vec4 { + return vec4(f32(acc[tn][tm]), f32(acc[tn][tm + 1]), f32(acc[tn][tm + 2]), f32(acc[tn][tm + 3])); +} +#endif + +#ifdef SCALAR +fn store_val(acc: array, TILE_N>, tn: u32, tm: u32) -> f32 { + return f32(acc[tn][tm]); +} +#endif + +struct MulMatIdParams { + offset_src0: u32, + offset_src1: u32, + offset_dst: u32, + + k: u32, + m: u32, + n_expert: u32, + n_expert_used: u32, + n_tokens: u32, + b_ne1: u32, + + stride_01: u32, + stride_11: u32, + stride_02: u32, + stride_12: u32, +}; + +@group(0) @binding(0) var src0: array; // [cols, rows, n_expert] +@group(0) @binding(1) var src1: array; // [cols, b_ne1, n_tokens] +@group(0) @binding(2) var dst: array; // [rows, n_expert_used, n_tokens] +@group(0) @binding(3) var global_gathered_expert_used: array; // [n_expert][n_tokens] +@group(0) @binding(4) var global_gathered_tokens: array; // [n_expert][n_tokens] +@group(0) @binding(5) var gathered_count_ids: array; // [n_expert] + +@group(0) @binding(6) var params: MulMatIdParams; + +fn get_local_n(thread_id: u32) -> u32 { + return thread_id / WORKGROUP_SIZE_M; +} +fn get_local_m(thread_id: u32) -> u32 { + return thread_id % WORKGROUP_SIZE_M; +} + +const TOTAL_WORKGROUP_SIZE = WORKGROUP_SIZE_M * WORKGROUP_SIZE_N; +const TILE_SRC0_SHMEM = TILE_K * WORKGROUP_SIZE_M * TILE_M; +const TILE_SRC1_SHMEM = TILE_K * WORKGROUP_SIZE_N * TILE_N; + +var shmem: array; +var gathered_expert_used: array; +var gathered_tokens: array; + +#ifdef INIT_SRC1_SHMEM_FLOAT +fn init_shmem_id_src1(thread_id: u32, offset_src1: u32, rest_token_n: u32, k_outer: u32) { + for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC1_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) { + let tile_n = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + if (tile_n < rest_token_n) { + let global_src10 = k_outer + tile_k; + let expert_used_idx = gathered_expert_used[tile_n] % params.b_ne1; + let token_idx = gathered_tokens[tile_n]; + let src1_idx = offset_src1 + token_idx * params.stride_12 + expert_used_idx * params.stride_11 + global_src10; + let src1_val = select( + SRC1_TYPE(0.0), + src1[src1_idx/VEC_SIZE], + global_src10 < params.k); + store_shmem(SHMEM_TYPE(src1_val), TILE_SRC0_SHMEM + elem_idx); + } else { + store_shmem(SHMEM_TYPE(0.0), TILE_SRC0_SHMEM + elem_idx); + } + } +} +#endif // INIT_SRC1_SHMEM_FLOAT + +@compute @workgroup_size(TOTAL_WORKGROUP_SIZE) +fn main(@builtin(workgroup_id) wg_id: vec3, + @builtin(local_invocation_id) local_id: vec3, + @builtin(num_workgroups) num_wg: vec3) { + + let thread_id = local_id.x; + let local_m = get_local_m(thread_id); + let local_n = get_local_n(thread_id); + + var expert_idx:u32 = 0xFFFFFFFFu; + var wg_in_batch:u32 = 0; + var wg_sum:u32 = 0; + let wg_m_count = (params.m + WORKGROUP_SIZE_M * TILE_M - 1u) / (WORKGROUP_SIZE_M * TILE_M); + let wg_linear = wg_id.y * num_wg.x + wg_id.x; + + for (var i = 0u;i < params.n_expert;i += 1) { + let wg_n_count = (gathered_count_ids[i] + WORKGROUP_SIZE_N * TILE_N - 1u) / (WORKGROUP_SIZE_N * TILE_N); + let wg_per_matrix = wg_m_count * wg_n_count; + if (wg_sum <= wg_linear && wg_linear < wg_sum + wg_per_matrix) { + expert_idx = i; + wg_in_batch = wg_linear - wg_sum; + break; + } + wg_sum += wg_per_matrix; + } + + let is_valid = expert_idx != 0xFFFFFFFFu; + + var wg_m: u32 = 0; + var wg_n: u32 = 0; + var offset_wg_m: u32 = 0; + var offset_wg_n: u32 = 0; + var rest_token_n: u32 = 0; + var src0_batch_offset: u32 = 0; + + wg_m = wg_in_batch % wg_m_count; + wg_n = wg_in_batch / wg_m_count; + + offset_wg_m = wg_m * WORKGROUP_SIZE_M * TILE_M; + offset_wg_n = wg_n * WORKGROUP_SIZE_N * TILE_N; + + if (is_valid) { + rest_token_n = gathered_count_ids[expert_idx] - offset_wg_n; + let global_gathered_base = expert_idx * params.n_tokens + offset_wg_n; + for (var i = thread_id; i < TILE_N * WORKGROUP_SIZE_N && offset_wg_n + i < gathered_count_ids[expert_idx]; i += TOTAL_WORKGROUP_SIZE) { + gathered_expert_used[i] = global_gathered_expert_used[global_gathered_base + i]; + gathered_tokens[i] = global_gathered_tokens[global_gathered_base + i]; + } + src0_batch_offset = params.offset_src0 + expert_idx * params.stride_02; + } + + workgroupBarrier(); + + let output_row_base = offset_wg_m + local_m * TILE_M; + let output_col_base = offset_wg_n + local_n * TILE_N; + + let dst2_stride = params.m * params.n_expert_used; + let dst1_stride = params.m; + + var acc: array, TILE_N>; + + for (var k_outer = 0u; k_outer < params.k; k_outer += TILE_K) { + + if (is_valid) { + init_shmem_src0(thread_id, src0_batch_offset, offset_wg_m, k_outer); + init_shmem_id_src1(thread_id, params.offset_src1, rest_token_n, k_outer); + } + + workgroupBarrier(); + + if (is_valid) { + let k_end = min(TILE_K, params.k - k_outer); + + for (var k_inner = 0u; k_inner < k_end; k_inner++) { + var src0_tile: array; + for (var tm = 0u; tm < TILE_M; tm++) { + let src0_m = local_m * TILE_M + tm; + let src0_idx = k_inner + src0_m * TILE_K; + src0_tile[tm] = shmem[src0_idx]; + } + for (var tn = 0u; tn < TILE_N; tn++) { + let src1_n = local_n * TILE_N + tn; + let src1_idx = src1_n * TILE_K + k_inner; + let src1_val = shmem[TILE_SRC0_SHMEM + src1_idx]; + for (var tm = 0u; tm < TILE_M; tm++) { + acc[tn][tm] += src0_tile[tm] * src1_val; + } + } + } + } + + workgroupBarrier(); + } + + if (is_valid) { + for (var tn = 0u; tn < TILE_N; tn++) { + let n_idx = output_col_base + tn; + if (n_idx < gathered_count_ids[expert_idx]) { + let dst1_idx = gathered_expert_used[n_idx - offset_wg_n]; + let dst2_idx = gathered_tokens[n_idx - offset_wg_n]; + let dst12_offset = params.offset_dst + dst2_idx * dst2_stride + dst1_idx * dst1_stride; + for (var tm = 0u; tm < TILE_M; tm += VEC_SIZE) { + let global_row = output_row_base + tm; + if (global_row < params.m) { + let dst_idx = dst12_offset + global_row; + dst[dst_idx/VEC_SIZE] = store_val(acc, tn, tm); + } + } + } + } + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id_gather.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id_gather.wgsl new file mode 100644 index 0000000000..d79d5f3f28 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id_gather.wgsl @@ -0,0 +1,55 @@ +enable f16; + +struct MulMatIdGatherParams { + offset_ids: u32, + + n_expert: u32, + n_expert_used: u32, + n_tokens: u32, + + stride_ids_1: u32, +}; + +@group(0) @binding(0) var ids: array; // [n_expert_used, n_tokens] +@group(0) @binding(1) var global_gathered_expert_used: array; // [n_expert][n_tokens] +@group(0) @binding(2) var global_gathered_tokens: array; // [n_expert][n_tokens] +@group(0) @binding(3) var gathered_count_ids: array; // [n_expert] + +@group(0) @binding(4) var params: MulMatIdGatherParams; + +var count:atomic; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(workgroup_id) wg_id: vec3, + @builtin(local_invocation_id) local_id: vec3, + @builtin(num_workgroups) num_wg: vec3) { + + let thread_id = local_id.x; + let own_expert = wg_id.y * num_wg.x + wg_id.x; // the expert assigned to this workgroup + + if (own_expert < params.n_expert) { + if (thread_id == 0u) { + atomicStore(&count, 0); + } + + workgroupBarrier(); + + for (var i = thread_id;i < params.n_expert_used * params.n_tokens;i += WG_SIZE) { + let row = i / params.n_expert_used; + let col = i % params.n_expert_used; + let expert = u32(ids[params.offset_ids + row * params.stride_ids_1 + col]); + if (own_expert == expert) { + let pos = atomicAdd(&count, 1u); + let gathered_id = own_expert * params.n_tokens + pos; + global_gathered_expert_used[gathered_id] = col; + global_gathered_tokens[gathered_id] = row; + } + } + + workgroupBarrier(); + + if (thread_id == 0u) { + gathered_count_ids[own_expert] = atomicLoad(&count); + } + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl index 771e5cd1ee..b1da421a69 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl @@ -50,11 +50,13 @@ fn get_local_m(thread_id: u32) -> u32 { const TOTAL_WORKGROUP_SIZE = WORKGROUP_SIZE_M * WORKGROUP_SIZE_N; const TILE_SRC0_SHMEM = TILE_K * WORKGROUP_SIZE_M * TILE_M; const TILE_SRC1_SHMEM = TILE_K * WORKGROUP_SIZE_N * TILE_N; + var shmem: array; @compute @workgroup_size(TOTAL_WORKGROUP_SIZE) fn main(@builtin(workgroup_id) wg_id: vec3, - @builtin(local_invocation_id) local_id: vec3) { + @builtin(local_invocation_id) local_id: vec3, + @builtin(num_workgroups) num_wg: vec3) { let thread_id = local_id.x; let local_m = get_local_m(thread_id); @@ -64,9 +66,16 @@ fn main(@builtin(workgroup_id) wg_id: vec3, let wg_m_count = (params.m + WORKGROUP_SIZE_M * TILE_M - 1u) / (WORKGROUP_SIZE_M * TILE_M); let wg_per_matrix = wg_m_count * wg_n_count; - let batch_idx = wg_id.x / wg_per_matrix; + let wg_linear = wg_id.y * num_wg.x + wg_id.x; - let wg_in_batch = wg_id.x % wg_per_matrix; + let batch_idx = wg_linear / wg_per_matrix; + + let total_batches = params.bs02 * params.broadcast2 * params.bs03 * params.broadcast3; + if (batch_idx >= total_batches) { + return; + } + + let wg_in_batch = wg_linear % wg_per_matrix; let wg_m = wg_in_batch % wg_m_count; let wg_n = wg_in_batch / wg_m_count; diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl index 64529e03cd..9f9ef279f2 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl @@ -69,7 +69,8 @@ var shmem: array; @compute @workgroup_size(TOTAL_WORKGROUP_SIZE) fn main(@builtin(workgroup_id) wg_id: vec3, @builtin(local_invocation_id) local_id: vec3, - @builtin(subgroup_id) subgroup_id: u32) { + @builtin(subgroup_id) subgroup_id: u32, + @builtin(num_workgroups) num_wg: vec3) { let thread_id = local_id.x; let subgroup_m = subgroup_id % SUBGROUP_M; @@ -79,9 +80,16 @@ fn main(@builtin(workgroup_id) wg_id: vec3, let wg_n_count = (params.n + WG_N_SG_TILE_SIZE - 1) / WG_N_SG_TILE_SIZE; let wg_per_matrix = wg_m_count * wg_n_count; - let batch_idx = wg_id.x / wg_per_matrix; + let wg_linear = wg_id.y * num_wg.x + wg_id.x; - let wg_in_batch = wg_id.x % wg_per_matrix; + let batch_idx = wg_linear / wg_per_matrix; + + let total_batches = params.bs02 * params.broadcast2 * params.bs03 * params.broadcast3; + if (batch_idx >= total_batches) { + return; + } + + let wg_in_batch = wg_linear % wg_per_matrix; let wg_m = wg_in_batch % wg_m_count; let wg_n = wg_in_batch / wg_m_count; diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl index f9ea95e07b..6f6bcaf794 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl @@ -1,4 +1,3 @@ - enable f16; #include "common_decls.tmpl" @@ -53,8 +52,8 @@ fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { #ifdef MUL_ACC_Q4_0 const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 18u; const NQ = 16u; // number of weights per thread -const F16_PER_BLOCK = 9u; // 1 scale + 8x4 packed weights const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; @@ -63,14 +62,13 @@ fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { let blck_idx = i / BLOCK_SIZE; let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; - let scale_idx = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * F16_PER_BLOCK; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; - let d = f32(src0[scale_idx]); + let d = f32(load_f16_at(&src0, block_byte_base)); for (var j = 0u; j < F16_PER_THREAD; j += 2) { - let q_0 = src0[scale_idx + 1 + block_offset + j]; - let q_1 = src0[scale_idx + 1 + block_offset + j + 1]; - let q_packed = bitcast(vec2(q_0, q_1)); + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f32((q_byte >> 4) & 0xF) - 8.0) * d; @@ -84,6 +82,278 @@ fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { } #endif +#ifdef MUL_ACC_Q4_1 + +const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 20u; +const NQ = 16u; // number of weights per thread +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + var local_sum = 0.0; + for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; + // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + let d = f32(load_f16_at(&src0, block_byte_base)); + let m = f32(load_f16_at(&src0, block_byte_base + 2u)); + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k: u32 = 0; k < 4; k++) { + let q_byte = get_byte(q_packed, k); + let q_hi = f32((q_byte >> 4) & 0xF) * d + m; + let q_lo = f32(q_byte & 0xF) * d + m; + local_sum += q_lo * shared_vector[shmem_idx + j * 2 + k]; + local_sum += q_hi * shared_vector[shmem_idx + j * 2 + k + 16]; + } + } + } + return local_sum; +} +#endif + +#ifdef MUL_ACC_Q5_0 + +const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 22u; +const NQ = 16u; // number of weights per thread +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + var local_sum = 0.0; + for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; + // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + let d = f32(load_f16_at(&src0, block_byte_base)); + let qh_packed = load_u32_at(&src0, block_byte_base + 2u); + + for (var j = 0u; j < 2; j++) { + let q_byte_offset = block_byte_base + 6u + 2u * (block_offset + j * 2u); + let q_packed = load_u32_at(&src0, q_byte_offset); + + let j_adjusted = j + (block_offset / 2u); + + for (var k: u32 = 0; k < 4; k++) { + let q_byte = get_byte(q_packed, k); + + let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10; + let q_hi = (f32(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d; + let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10; + let q_lo = (f32((q_byte & 0xF) | qh_lo) - 16.0) * d; + + local_sum += q_lo * shared_vector[shmem_idx + j * 4 + k]; + local_sum += q_hi * shared_vector[shmem_idx + j * 4 + k + 16]; + } + + } + } + return local_sum; +} +#endif + + +#ifdef MUL_ACC_Q5_1 + +const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 24u; +const NQ = 16u; // number of weights per thread +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + var local_sum = 0.0; + for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; + // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + let d = f32(load_f16_at(&src0, block_byte_base)); + let m = load_f16_at(&src0, block_byte_base + 2u); + let qh_packed = load_u32_at(&src0, block_byte_base + 4u); + + for (var j = 0u; j < 2; j++) { + let q_byte_offset = block_byte_base + 8u + 2u * (block_offset + j * 2u); + let q_packed = load_u32_at(&src0, q_byte_offset); + + let j_adjusted = j + (block_offset / 2u); + + for (var k: u32 = 0; k < 4; k++) { + let q_byte = get_byte(q_packed, k); + + let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10; + let q_hi = f32(((q_byte >> 4) & 0xF) | qh_hi) * d + f32(m); + let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10; + let q_lo = f32((q_byte & 0xF) | qh_lo) * d + f32(m); + + local_sum += q_lo * shared_vector[shmem_idx + j * 4 + k]; + local_sum += q_hi * shared_vector[shmem_idx + j * 4 + k + 16]; + } + + } + } + return local_sum; +} +#endif + + +#ifdef MUL_ACC_Q8_0 + +const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 34u; +const NQ = 16u; // number of weights per thread +const WEIGHTS_PER_F16 = 2u; +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + var local_sum = 0.0; + for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; + // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + let d = f32(load_f16_at(&src0, block_byte_base)); + + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k: u32 = 0; k < 4; k++) { + let q_byte = get_byte_i32(q_packed, k); + let q_val = f32(q_byte) * d; + local_sum += q_val * shared_vector[shmem_idx + j * 2 + k]; + } + } + } + return local_sum; +} +#endif + + +#ifdef MUL_ACC_Q8_1 + +const BLOCK_SIZE = 32; +const BLOCK_SIZE_BYTES = 36u; +const NQ = 16u; // number of weights per thread +const WEIGHTS_PER_F16 = 2u; +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn mul_acc(tig:u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + var local_sum = 0.0; + for (var i = tig * NQ; i < tile_size; i += THREADS_PER_OUTPUT * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let block_byte_base = (idx_base + k_outer / BLOCK_SIZE + blck_idx) * BLOCK_SIZE_BYTES; + // each f16 contains offsets [block_offset, block_offset + 1] and [block_offset + 16, block_offset + 17] + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + let d = f32(load_f16_at(&src0, block_byte_base)); + let m = load_f16_at(&src0, block_byte_base + 2u); + + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j); + let q_packed = load_u32_at(&src0, q_byte_offset); + for (var k: u32 = 0; k < 4; k++) { + let q_byte = get_byte_i32(q_packed, k); + let q_val = f32(q_byte) * d + f32(m); + local_sum += q_val * shared_vector[shmem_idx + j * 2 + k]; + } + } + } + return local_sum; +} +#endif + +#ifdef MUL_ACC_Q6_K + +const BLOCK_SIZE = 256u; +const BLOCK_SIZE_BYTES = 210u; + +fn byte_of(v: u32, b: u32) -> u32 { + return (v >> (b * 8u)) & 0xFFu; +} + +fn sbyte_of(v: u32, b: u32) -> i32 { + let raw = i32((v >> (b * 8u)) & 0xFFu); + return select(raw, raw - 256, raw >= 128); +} + +fn mul_acc(tig: u32, tile_size: u32, idx_base: u32, k_outer: u32) -> f32 { + let tid = tig / 2u; + let ix = tig % 2u; + let ip = tid / 8u; + let il = tid % 8u; + let l0 = 4u * il; + let is = 8u * ip + l0 / 16u; + + let y_offset = 128u * ip + l0; + let q_offset_l = 64u * ip + l0; + let q_offset_h = 32u * ip + l0; + + let nb = tile_size / BLOCK_SIZE; + let k_block_start = k_outer / BLOCK_SIZE; + + // Aligned scale byte position (is can be odd) + let sc_base_byte = 192u + (is & ~3u); + let sc_byte_pos = is & 3u; + + var local_sum = 0.0; + + for (var i = ix; i < nb; i += 2u) { + let bbase = (idx_base + k_block_start + i) * BLOCK_SIZE_BYTES; + + let d = f32(load_f16_at(&src0, bbase + 208u)); + + let ql1_u32 = load_u32_at(&src0, bbase + q_offset_l); + let ql2_u32 = load_u32_at(&src0, bbase + q_offset_l + 32u); + let qh_u32 = load_u32_at(&src0, bbase + 128u + q_offset_h); + let sc_u32_0 = load_u32_at(&src0, bbase + sc_base_byte); + let sc_u32_1 = load_u32_at(&src0, bbase + sc_base_byte + 4u); + + let sc0 = sbyte_of(sc_u32_0, sc_byte_pos); + let sc2 = sbyte_of(sc_u32_0, sc_byte_pos + 2u); + let sc4 = sbyte_of(sc_u32_1, sc_byte_pos); + let sc6 = sbyte_of(sc_u32_1, sc_byte_pos + 2u); + + var sums = vec4(0.0, 0.0, 0.0, 0.0); + + for (var l = 0u; l < 4u; l++) { + let y_base = i * BLOCK_SIZE + y_offset + l; + let yl0 = f32(shared_vector[y_base]); + let yl1 = f32(shared_vector[y_base + 32u]); + let yl2 = f32(shared_vector[y_base + 64u]); + let yl3 = f32(shared_vector[y_base + 96u]); + + let q1b = byte_of(ql1_u32, l); + let q2b = byte_of(ql2_u32, l); + let qhb = byte_of(qh_u32, l); + + let dq0 = f32(i32((q1b & 0x0Fu) | ((qhb & 0x03u) << 4u)) - 32); + let dq1 = f32(i32((q2b & 0x0Fu) | ((qhb & 0x0Cu) << 2u)) - 32); + let dq2 = f32(i32((q1b >> 4u) | ((qhb & 0x30u) )) - 32); + let dq3 = f32(i32((q2b >> 4u) | ((qhb & 0xC0u) >> 2u)) - 32); + + sums[0] += yl0 * dq0; + sums[1] += yl1 * dq1; + sums[2] += yl2 * dq2; + sums[3] += yl3 * dq3; + } + + local_sum += d * (sums[0] * f32(sc0) + sums[1] * f32(sc2) + + sums[2] * f32(sc4) + sums[3] * f32(sc6)); + } + + return local_sum; +} +#endif + struct MulMatParams { offset_src0: u32, offset_src1: u32, @@ -191,4 +461,3 @@ fn main( dst[dst_idx / VEC_SIZE] = store_val(group_base); } } - diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/repeat.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/repeat.wgsl new file mode 100644 index 0000000000..6e2a1a8b61 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/repeat.wgsl @@ -0,0 +1,67 @@ +enable f16; + +struct Params { + ne: u32, + + offset_src0: u32, + offset_dst: u32, + + stride_src0_0: u32, + stride_src0_1: u32, + stride_src0_2: u32, + stride_src0_3: u32, + + a_ne0: u32, + a_ne1: u32, + a_ne2: u32, + a_ne3: u32, + + ne0: u32, + ne1: u32, + ne2: u32, +}; + +#ifdef TYPE_F32 +#define DataType f32 +#endif +#ifdef TYPE_I32 +#define DataType i32 +#endif +#ifdef TYPE_I16 +// same size (16-bit) is sufficient for repeat +#define DataType f16 +#endif + +@group(0) @binding(0) +var src0: array; + +@group(0) @binding(1) +var dst: array; + +@group(0) @binding(2) +var params: Params; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(global_invocation_id) gid: vec3) { + if (gid.x < params.ne) { + var i = gid.x; + let i3 = i / (params.ne2 * params.ne1 * params.ne0); + i = i % (params.ne2 * params.ne1 * params.ne0); + let i2 = i / (params.ne1 * params.ne0); + i = i % (params.ne1 * params.ne0); + let i1 = i / params.ne0; + let i0 = i % params.ne0; + + let a_i0 = i0 % params.a_ne0; + let a_i1 = i1 % params.a_ne1; + let a_i2 = i2 % params.a_ne2; + let a_i3 = i3 % params.a_ne3; + + let a_index = a_i0 * params.stride_src0_0 + + a_i1 * params.stride_src0_1 + + a_i2 * params.stride_src0_2 + + a_i3 * params.stride_src0_3; + + dst[params.offset_dst + gid.x] = src0[params.offset_src0 + a_index]; + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/rope.tmpl.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/rope.wgsl similarity index 73% rename from ggml/src/ggml-webgpu/wgsl-shaders/rope.tmpl.wgsl rename to ggml/src/ggml-webgpu/wgsl-shaders/rope.wgsl index 84dc8dbff6..1c874e1424 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/rope.tmpl.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/rope.wgsl @@ -1,138 +1,12 @@ -#define(VARIANTS) - -[ - { - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_FF_BINDINGS", "NO_FF_FUNC", "ROTATE"] - }, - { - "SHADER_SUFFIX": "f32_inplace", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["NO_FF_BINDINGS_INPLACE", "NO_FF_FUNC", "ROTATE_INPLACE"] - }, - { - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_FF_BINDINGS", "NO_FF_FUNC", "ROTATE"] - }, - { - "SHADER_SUFFIX": "f16_inplace", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["NO_FF_BINDINGS_INPLACE", "NO_FF_FUNC", "ROTATE_INPLACE"] - }, - { - "SHADER_SUFFIX": "f32_ff", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["FF_BINDINGS", "FF_FUNC", "ROTATE"] - }, - { - "SHADER_SUFFIX": "f32_ff_inplace", - "REPLS": { - "TYPE" : "f32", - }, - "DECLS": ["FF_BINDINGS_INPLACE", "FF_FUNC", "ROTATE_INPLACE"] - }, - { - "SHADER_SUFFIX": "f16_ff", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["FF_BINDINGS", "FF_FUNC", "ROTATE"] - }, - { - "SHADER_SUFFIX": "f16_ff_inplace", - "REPLS": { - "TYPE" : "f16", - }, - "DECLS": ["FF_BINDINGS_INPLACE", "FF_FUNC", "ROTATE_INPLACE"] - } -] - -#end(VARIANTS) - -#define(DECLS) - -#decl(ROTATE) -fn rotate(i_dst0: u32, i_dst1: u32, out0: f32, out1: f32) { - dst[i_dst0] = {{TYPE}}(out0); - dst[i_dst1] = {{TYPE}}(out1); -} -#enddecl(ROTATE) - -#decl(ROTATE_INPLACE) -fn rotate(i_dst0: u32, i_dst1: u32, out0: f32, out1: f32) { - src0[i_dst0] = {{TYPE}}(out0); - src0[i_dst1] = {{TYPE}}(out1); -} -#enddecl(ROTATE_INPLACE) - -#decl(NO_FF_FUNC) -fn freq_factor(i: u32) -> f32 { - return 1.0f; -} -#enddecl(NO_FF_FUNC) - -#decl(FF_FUNC) -fn freq_factor(i: u32) -> f32 { - return src2[params.offset_src2 + i/2]; -} -#enddecl(FF_FUNC) - -#decl(NO_FF_BINDINGS) - -@group(0) @binding(2) -var dst: array<{{TYPE}}>; - -@group(0) @binding(3) -var params: Params; - -#enddecl(NO_FF_BINDINGS) - -#decl(NO_FF_BINDINGS_INPLACE) - -@group(0) @binding(2) -var params: Params; - -#enddecl(NO_FF_BINDINGS_INPLACE) - -#decl(FF_BINDINGS) - -@group(0) @binding(2) -var src2: array; - -@group(0) @binding(3) -var dst: array<{{TYPE}}>; - -@group(0) @binding(4) -var params: Params; - -#enddecl(FF_BINDINGS) - -#decl(FF_BINDINGS_INPLACE) - -@group(0) @binding(2) -var src2: array; - -@group(0) @binding(3) -var params: Params; - -#enddecl(FF_BINDINGS_INPLACE) - -#end(DECLS) - -#define(SHADER) - enable f16; +#ifdef TYPE_F32 +#define DataType f32 +#endif +#ifdef TYPE_F16 +#define DataType f16 +#endif + struct Params { offset_src0: u32, offset_src1: u32, @@ -168,12 +42,69 @@ struct Params { }; @group(0) @binding(0) -var src0: array<{{TYPE}}>; - +var src0: array; @group(0) @binding(1) var src1: array; -DECLS +#ifdef INPLACE + +#ifdef FF_FUNC + +@group(0) @binding(2) +var src2: array; + +@group(0) @binding(3) +var params: Params; + +#else + +@group(0) @binding(2) +var params: Params; + +#endif + +#else + +#ifdef FF_FUNC +@group(0) @binding(2) +var src2: array; + +@group(0) @binding(3) +var dst: array; + +@group(0) @binding(4) +var params: Params; + +#else +@group(0) @binding(2) +var dst: array; + +@group(0) @binding(3) +var params: Params; +#endif +#endif + +#ifdef FF_FUNC +fn freq_factor(i: u32) -> f32 { + return src2[params.offset_src2 + i/2]; +} + +#else +fn freq_factor(i: u32) -> f32 { + return 1.0f; +} +#endif +#ifdef INPLACE +fn rotate(i_dst0: u32, i_dst1: u32, out0: f32, out1: f32) { + src0[i_dst0] = DataType(out0); + src0[i_dst1] = DataType(out1); +} +#else +fn rotate(i_dst0: u32, i_dst1: u32, out0: f32, out1: f32) { + dst[i_dst0] = DataType(out0); + dst[i_dst1] = DataType(out1); +} +#endif fn rope_yarn_ramp(low: f32, high: f32, i: u32) -> f32 { let y = (f32(i / 2) - low) / max(0.001f, high - low); @@ -184,7 +115,7 @@ fn rope_yarn_ramp(low: f32, high: f32, i: u32) -> f32 { // TODO: check performance of instantiating once on the CPU and passed as buffer, since it's repeated per-row fn rope_yarn(theta_extrap: f32, i: u32) -> vec2 { var mscale = params.attn_factor; - var theta = params.freq_scale * theta_extrap; + var theta = params.freq_scale * theta_extrap; if (params.ext_factor != 0.0f) { let ramp_mix = rope_yarn_ramp(params.corr_dim0, params.corr_dim1, i) * params.ext_factor; theta = theta * (1 - ramp_mix) + theta_extrap * ramp_mix; @@ -211,10 +142,9 @@ fn pair_offset(is_neox: bool, is_mrope: bool, is_vision: bool) -> u32 { } } -override wg_size: u32; -@compute @workgroup_size(wg_size) +@compute @workgroup_size(WG_SIZE) fn main(@builtin(global_invocation_id) gid: vec3) { - // two elements per thread + // two elements per n_threads if (gid.x >= params.n_threads) { return; } @@ -290,6 +220,5 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let x0 = f32(src0[i_src]); let x1 = f32(src0[i_src + pair_offset(is_neox, is_mrope, is_vision)]); rotate(i_dst, i_dst + pair_offset(is_neox, is_mrope, is_vision), x0 * thetas.x - x1 * thetas.y, x0 * thetas.y + x1 * thetas.x); -} -#end(SHADER) +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl similarity index 79% rename from ggml/src/ggml-webgpu/wgsl-shaders/rms_norm.wgsl rename to ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl index 712b921f1a..bd8d32bded 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl @@ -1,21 +1,11 @@ -#define(VARIANTS) - -[ - { - "DECLS": ["NOT_INPLACE"] - }, - { - "SHADER_SUFFIX": "inplace", - "DECLS": ["INPLACE"] - }, -] - -#end(VARIANTS) - -#define(DECLS) - -#decl(NOT_INPLACE) +#ifdef INPLACE +fn update(src_offset: u32, dst_offset: u32, scale: f32) { + src[dst_offset] = scale * src[src_offset]; +} +@group(0) @binding(1) +var params: Params; +#else fn update(src_offset: u32, dst_offset: u32, scale: f32) { dst[dst_offset] = scale * src[src_offset]; } @@ -25,23 +15,7 @@ var dst: array; @group(0) @binding(2) var params: Params; - -#enddecl(NOT_INPLACE) - -#decl(INPLACE) - -fn update(src_offset: u32, dst_offset: u32, scale: f32) { - src[dst_offset] = scale * src[src_offset]; -} - -@group(0) @binding(1) -var params: Params; - -#enddecl(INPLACE) - -#end(DECLS) - -#define(SHADER) +#endif struct Params { offset_src: u32, // in elements @@ -68,12 +42,9 @@ struct Params { @group(0) @binding(0) var src: array; -DECLS +var scratch: array; -override wg_size: u32; -var scratch: array; - -@compute @workgroup_size(wg_size) +@compute @workgroup_size(WG_SIZE) fn main(@builtin(workgroup_id) wid: vec3, @builtin(local_invocation_id) lid: vec3) { @@ -86,7 +57,7 @@ fn main(@builtin(workgroup_id) wid: vec3, let i_src_row = params.offset_src + i3 * params.stride_src3 + i2 * params.stride_src2 + i1 * params.stride_src1; let i_dst_row = params.offset_dst + i3 * params.stride_dst3 + i2 * params.stride_dst2 + i1 * params.stride_dst1; - let elems = (params.ne0 + wg_size - 1) / wg_size; + let elems = (params.ne0 + WG_SIZE - 1) / WG_SIZE; var sum = 0.0f; var col = lid.x; @@ -95,12 +66,12 @@ fn main(@builtin(workgroup_id) wid: vec3, break; } sum += pow(src[i_src_row + col], 2.0); - col += wg_size; + col += WG_SIZE; } scratch[lid.x] = sum; workgroupBarrier(); - var offset = wg_size / 2; + var offset: u32 = WG_SIZE / 2; while (offset > 0) { if (lid.x < offset) { scratch[lid.x] += scratch[lid.x + offset]; @@ -110,14 +81,18 @@ fn main(@builtin(workgroup_id) wid: vec3, } sum = scratch[0]; +#ifdef RMS_NORM let scale = 1.0/sqrt(sum/f32(params.ne0) + params.eps); +#elif defined(L2_NORM) + let scale = 1.0/max(sqrt(sum), params.eps); +#endif + col = lid.x; for (var j: u32 = 0; j < elems; j++) { if (col >= params.ne0) { break; } update(i_src_row + col, i_dst_row + col, scale); - col += wg_size; + col += WG_SIZE; } } -#end(SHADER) diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/set.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/set.wgsl new file mode 100644 index 0000000000..0a7ae9bdb2 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/set.wgsl @@ -0,0 +1,109 @@ +#ifdef TYPE_I32 +#define TYPE i32 +#else +#define TYPE f32 +#endif + +#ifndef INPLACE +@group(0) @binding(0) +var src0: array; +#define SRC1_BINDING 1 +#else +#define SRC1_BINDING 0 +#endif + +#define DST_BINDING SRC1_BINDING + 1 +#define PARAMS_BINDING SRC1_BINDING + 2 + +@group(0) @binding(SRC1_BINDING) +var src1: array; + +@group(0) @binding(DST_BINDING) +var dst: array; + +struct Params { + ne: u32, + offset_src0: u32, + offset_src1: u32, + offset_view: u32, + + stride_src10: u32, + stride_src11: u32, + stride_src12: u32, + stride_src13: u32, + + stride_dst10: u32, + stride_dst11: u32, + stride_dst12: u32, + stride_dst13: u32, + + src1_ne0: u32, + src1_ne1: u32, + src1_ne2: u32, + src1_ne3: u32, +}; + +@group(0) @binding(PARAMS_BINDING) +var params: Params; + +fn decode_src1_coords(idx: u32) -> vec4 { + var i = idx; + let plane = params.src1_ne2 * params.src1_ne1 * params.src1_ne0; + let i3 = i / plane; + i = i % plane; + let row = params.src1_ne1 * params.src1_ne0; + let i2 = i / row; + i = i % row; + let i1 = i / params.src1_ne0; + let i0 = i % params.src1_ne0; + return vec4(i0, i1, i2, i3); +} + +fn decode_view_coords(rel: u32) -> vec4 { + let i3 = rel / params.stride_dst13; + let rem3 = rel % params.stride_dst13; + let i2 = rem3 / params.stride_dst12; + let rem2 = rem3 % params.stride_dst12; + let i1 = rem2 / params.stride_dst11; + let i0 = rem2 % params.stride_dst11; + return vec4(i0, i1, i2, i3); +} + +fn view_rel_from_coords(coords: vec4) -> u32 { + return coords.x * params.stride_dst10 + coords.y * params.stride_dst11 + + coords.z * params.stride_dst12 + coords.w * params.stride_dst13; +} + +fn src1_idx_from_coords(coords: vec4) -> u32 { + return coords.x * params.stride_src10 + coords.y * params.stride_src11 + + coords.z * params.stride_src12 + coords.w * params.stride_src13; +} + +fn in_set_view(rel: u32, coords: vec4) -> bool { + return view_rel_from_coords(coords) == rel; +} + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(global_invocation_id) gid: vec3) { + if (gid.x >= params.ne) { + return; + } + +#ifdef INPLACE + let coords = decode_src1_coords(gid.x); + + let src1_idx = params.offset_src1 + src1_idx_from_coords(coords); + let dst_idx = params.offset_view + view_rel_from_coords(coords); + + dst[dst_idx] = src1[src1_idx]; +#else + let rel = select(params.ne, gid.x - params.offset_view, gid.x >= params.offset_view); + let coords = decode_view_coords(rel); + + if (rel < params.stride_dst13 * params.src1_ne3 && in_set_view(rel, coords)) { + dst[gid.x] = src1[params.offset_src1 + src1_idx_from_coords(coords)]; + } else { + dst[gid.x] = src0[params.offset_src0 + gid.x]; + } +#endif +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.tmpl.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl similarity index 59% rename from ggml/src/ggml-webgpu/wgsl-shaders/soft_max.tmpl.wgsl rename to ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl index c74dc4cc92..10edf13604 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.tmpl.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl @@ -1,215 +1,12 @@ -#define(VARIANTS) -[ - { - "SHADER_NAME": "soft_max_f32", - "DECLS": ["BASE_BINDINGS", "NOT_INPLACE", "NO_MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_inplace", - "DECLS": ["BASE_BINDINGS_INPLACE", "INPLACE", "NO_MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_sink", - "DECLS": ["SINK_BINDINGS", "NOT_INPLACE", "NO_MASK", "SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_sink_inplace", - "DECLS": ["SINK_BINDINGS_INPLACE", "INPLACE", "NO_MASK", "SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f32", - "REPLS": { - "MASK_TYPE" : "f32", - }, - "DECLS": ["MASK_BINDINGS", "NOT_INPLACE", "MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f32_inplace", - "REPLS": { - "MASK_TYPE" : "f32", - }, - "DECLS": ["MASK_BINDINGS_INPLACE", "INPLACE", "MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f16", - "REPLS": { - "MASK_TYPE" : "f16", - }, - "DECLS": ["MASK_BINDINGS", "NOT_INPLACE", "MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f16_inplace", - "REPLS": { - "MASK_TYPE" : "f16", - }, - "DECLS": ["MASK_BINDINGS_INPLACE", "INPLACE", "MASK", "NO_SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f32_sink", - "REPLS": { - "MASK_TYPE" : "f32", - }, - "DECLS": ["MASK_SINK_BINDINGS", "NOT_INPLACE", "MASK", "SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f32_sink_inplace", - "REPLS": { - "MASK_TYPE" : "f32", - }, - "DECLS": ["MASK_SINK_BINDINGS_INPLACE", "INPLACE", "MASK", "SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f16_sink", - "REPLS": { - "MASK_TYPE" : "f16", - }, - "DECLS": ["MASK_SINK_BINDINGS", "NOT_INPLACE", "MASK", "SINK"] - }, - { - "SHADER_NAME": "soft_max_f32_mask_f16_sink_inplace", - "REPLS": { - "MASK_TYPE" : "f16", - }, - "DECLS": ["MASK_SINK_BINDINGS_INPLACE", "INPLACE", "MASK", "SINK"] - } -] -#end(VARIANTS) - -#define(DECLS) - -#decl(BASE_BINDINGS) -@group(0) @binding(1) -var dst: array; - -@group(0) @binding(2) -var params: Params; -#enddecl(BASE_BINDINGS) - -#decl(BASE_BINDINGS_INPLACE) -@group(0) @binding(1) -var params: Params; -#enddecl(BASE_BINDINGS_INPLACE) - -#decl(SINK_BINDINGS) -@group(0) @binding(1) -var sinks: array; - -@group(0) @binding(2) -var dst: array; - -@group(0) @binding(3) -var params: Params; -#enddecl(SINK_BINDINGS) - -#decl(SINK_BINDINGS_INPLACE) -@group(0) @binding(1) -var sinks: array; - -@group(0) @binding(2) -var params: Params; -#enddecl(SINK_BINDINGS_INPLACE) - -#decl(MASK_BINDINGS) -@group(0) @binding(1) -var mask: array<{{MASK_TYPE}}>; - -@group(0) @binding(2) -var dst: array; - -@group(0) @binding(3) -var params: Params; -#enddecl(MASK_BINDINGS) - -#decl(MASK_BINDINGS_INPLACE) -@group(0) @binding(1) -var mask: array<{{MASK_TYPE}}>; - -@group(0) @binding(2) -var params: Params; -#enddecl(MASK_BINDINGS_INPLACE) - -#decl(MASK_SINK_BINDINGS) -@group(0) @binding(1) -var mask: array<{{MASK_TYPE}}>; - -@group(0) @binding(2) -var sinks: array; - -@group(0) @binding(3) -var dst: array; - -@group(0) @binding(4) -var params: Params; -#enddecl(MASK_SINK_BINDINGS) - -#decl(MASK_SINK_BINDINGS_INPLACE) -@group(0) @binding(1) -var mask: array<{{MASK_TYPE}}>; - -@group(0) @binding(2) -var sinks: array; - -@group(0) @binding(3) -var params: Params; -#enddecl(MASK_SINK_BINDINGS_INPLACE) - -#decl(NOT_INPLACE) -fn inter_value(i: u32) -> f32 { - return dst[i]; -} - -fn update(i: u32, val: f32) { - dst[i] = val; -} -#enddecl(NOT_INPLACE) - -#decl(INPLACE) -fn inter_value(i: u32) -> f32 { - return src[i]; -} - -fn update(i: u32, val: f32) { - src[i] = val; -} -#enddecl(INPLACE) - -#decl(NO_MASK) -fn mask_val(i: u32) -> f32 { - return 0.0; -} -#enddecl(NO_MASK) - -#decl(MASK) -fn mask_val(i: u32) -> f32 { - return f32(mask[i]); -} -#enddecl(MASK) - -#decl(NO_SINK) -fn lower_max_bound(i2: u32) -> f32 { - return -1e30; -} - -fn add_sinks(val: f32, i2: u32, max_val: f32) -> f32 { - return val; -} -#enddecl(NO_SINK) - -#decl(SINK) -fn lower_max_bound(i2: u32) -> f32 { - return sinks[params.offset_sinks + i2]; -} - -fn add_sinks(val: f32, i2: u32, max_val: f32) -> f32 { - return val + exp(sinks[params.offset_sinks + i2] - max_val); -} -#enddecl(SINK) - -#end(DECLS) - -#define(SHADER) enable f16; +#ifdef MASK_F32 +#define MaskType f32 +#endif +#ifdef MASK_F16 +#define MaskType f16 +#endif + struct Params { offset_src0: u32, offset_src1: u32, @@ -249,14 +46,117 @@ struct Params { @group(0) @binding(0) var src: array; -DECLS +#ifdef HAS_MASK +#ifdef HAS_SINK +@group(0) @binding(1) +var mask: array; +@group(0) @binding(2) +var sinks: array; + +#ifdef INPLACE +@group(0) @binding(3) +var params: Params; + +#else +@group(0) @binding(3) +var dst: array; +@group(0) @binding(4) +var params: Params; +#endif + +#else +@group(0) @binding(1) +var mask: array; + +#ifdef INPLACE +@group(0) @binding(2) +var params: Params; + +#else +@group(0) @binding(2) +var dst: array; +@group(0) @binding(3) +var params: Params; +#endif +#endif + +#else +#ifdef HAS_SINK +@group(0) @binding(1) +var sinks: array; + +#ifdef INPLACE +@group(0) @binding(2) +var params: Params; + +#else +@group(0) @binding(2) +var dst: array; +@group(0) @binding(3) +var params: Params; +#endif + +#else +#ifdef INPLACE +@group(0) @binding(1) +var params: Params; +#else +@group(0) @binding(1) +var dst: array; +@group(0) @binding(2) +var params: Params; +#endif +#endif +#endif + +#ifdef INPLACE +fn inter_value(i: u32) -> f32 { + return src[i]; +} +fn update(i: u32, val: f32) { + src[i] = val; +} + +#else +fn inter_value(i: u32) -> f32 { + return dst[i]; +} +fn update(i: u32, val: f32) { + dst[i] = val; +} +#endif + +#ifdef HAS_MASK +fn mask_val(i: u32) -> f32 { + return f32(mask[i]); +} + +#else +fn mask_val(i: u32) -> f32 { + return 0.0; +} +#endif + +#ifdef HAS_SINK +fn lower_max_bound(i2: u32) -> f32 { + return sinks[params.offset_sinks + i2]; +} +fn add_sinks(val: f32, i2: u32, max_val: f32) -> f32 { + return val + exp(sinks[params.offset_sinks + i2] - max_val); +} +#else +fn lower_max_bound(i2: u32) -> f32 { + return -1e30; +} +fn add_sinks(val: f32, i2: u32, max_val: f32) -> f32 { + return val; +} +#endif const CACHE_SIZE: u32 = 16; +var scratch: array; -override wg_size: u32; -var scratch: array; - -@compute @workgroup_size(wg_size) +@compute @workgroup_size(WG_SIZE) fn main(@builtin(workgroup_id) wid: vec3, @builtin(local_invocation_id) lid: vec3) { @@ -268,7 +168,7 @@ fn main(@builtin(workgroup_id) wid: vec3, let i_src0_row = params.offset_src0 + i3 * params.stride_src03 + i2 * params.stride_src02 + i1 * params.stride_src01; let i_src1_row = params.offset_src1 + (i3 % params.ne13) * params.stride_src13 + (i2 % params.ne12) * params.stride_src12 + i1 * params.stride_src11; let i_dst_row = params.offset_dst + i3 * params.stride_dst3 + i2 * params.stride_dst2 + i1 * params.stride_dst1; - let elems = (params.ne0 + wg_size - 1) / wg_size; + let elems = (params.ne0 + WG_SIZE - 1) / WG_SIZE; let head = f32(i2); let slope = select(1, select(pow(params.m1, 2 * (head - params.n_head_log2) + 1), pow(params.m0, head + 1), head < params.n_head_log2), params.max_bias > 0); @@ -286,12 +186,12 @@ fn main(@builtin(workgroup_id) wid: vec3, if (col < CACHE_SIZE) { cache[col] = val; } - col += wg_size; + col += WG_SIZE; } scratch[lid.x] = max_val; workgroupBarrier(); - var offset = wg_size / 2; + var offset: u32 = WG_SIZE / 2; while (offset > 0) { if (lid.x < offset) { scratch[lid.x] = max(scratch[lid.x], scratch[lid.x + offset]); @@ -317,12 +217,12 @@ fn main(@builtin(workgroup_id) wid: vec3, } else { update(i_dst_row + col, ex); } - col += wg_size; + col += WG_SIZE; } scratch[lid.x] = sum; workgroupBarrier(); - offset = wg_size / 2; + offset = WG_SIZE / 2; while (offset > 0) { if (lid.x < offset) { scratch[lid.x] += scratch[lid.x + offset]; @@ -339,7 +239,7 @@ fn main(@builtin(workgroup_id) wid: vec3, break; } update(i_dst_row + col, select(inter_value(i_dst_row + col), cache[col], col < CACHE_SIZE) * sum_recip); - col += wg_size; + col += WG_SIZE; } } -#end(SHADER) + diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl new file mode 100644 index 0000000000..9d5d902cb1 --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl @@ -0,0 +1,121 @@ +@group(0) @binding(0) +var src0: array; + +@group(0) @binding(1) +var src1: array; + +@group(0) @binding(2) +var dst: array; + +struct Params { + offset_src0: u32, + offset_src1: u32, + offset_dst: u32, + + stride_src00: u32, + stride_src01: u32, + stride_src02: u32, + stride_src03: u32, + + stride_src10: u32, + stride_src11: u32, + stride_src12: u32, + stride_src13: u32, + + stride_dst0: u32, + stride_dst1: u32, + stride_dst2: u32, + stride_dst3: u32, + + k: u32, + ne2: u32, + ne3: u32, +}; + +@group(0) @binding(3) +var params: Params; + +var shA: array; +var shB: array; + +fn src0_idx(row: u32, col: u32, i2: u32, i3: u32) -> u32 { + return params.offset_src0 + + col * params.stride_src00 + + row * params.stride_src01 + + i2 * params.stride_src02 + + i3 * params.stride_src03; +} + +fn src1_idx(row: u32, col: u32, i2: u32, i3: u32) -> u32 { + return params.offset_src1 + + col * params.stride_src10 + + row * params.stride_src11 + + i2 * params.stride_src12 + + i3 * params.stride_src13; +} + +fn dst_idx(row: u32, col: u32, i2: u32, i3: u32) -> u32 { + return params.offset_dst + + col * params.stride_dst0 + + row * params.stride_dst1 + + i2 * params.stride_dst2 + + i3 * params.stride_dst3; +} + +@compute @workgroup_size(WG_SIZE) +fn main( + @builtin(workgroup_id) workgroup_id: vec3, + @builtin(local_invocation_id) local_id: vec3 +) { + let batch = workgroup_id.y; + let col = workgroup_id.x * WG_SIZE + local_id.x; + let i3 = batch / params.ne2; + let i2 = batch % params.ne2; + let active_lane = local_id.x < K_TILE; + let active_col = active_lane && col < params.k; + + var X: array; + + for (var row_base = 0u; row_base < N; row_base += BATCH_N) { + let cur_n = min(BATCH_N, N - row_base); + + for (var i = local_id.x; i < cur_n * N; i += WG_SIZE) { + let tile_row = i / N; + let tile_col = i % N; + shA[i] = src0[src0_idx(row_base + tile_row, tile_col, i2, i3)]; + } + + for (var i = local_id.x; i < cur_n * K_TILE; i += WG_SIZE) { + let tile_row = i / K_TILE; + let tile_col = i % K_TILE; + let global_col = workgroup_id.x * WG_SIZE + tile_col; + let sh_idx = tile_row * K_TILE + tile_col; + + if (global_col < params.k) { + shB[sh_idx] = src1[src1_idx(row_base + tile_row, global_col, i2, i3)]; + } else { + shB[sh_idx] = 0.0; + } + } + + workgroupBarrier(); + + if (active_col) { + for (var row_offset = 0u; row_offset < cur_n; row_offset++) { + let r = row_base + row_offset; + var b = shB[row_offset * K_TILE + local_id.x]; + let a_row = row_offset * N; + + for (var t = 0u; t < r; t++) { + b -= shA[a_row + t] * X[t]; + } + + let x = b / shA[a_row + r]; + X[r] = x; + dst[dst_idx(r, col, i2, i3)] = x; + } + } + + workgroupBarrier(); + } +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/ssm_conv.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/ssm_conv.wgsl new file mode 100644 index 0000000000..11511305ed --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/ssm_conv.wgsl @@ -0,0 +1,65 @@ +@group(0) @binding(0) +var src0: array; + +@group(0) @binding(1) +var src1: array; + +@group(0) @binding(2) +var dst: array; + +struct Params { + offset_src0: u32, + offset_src1: u32, + offset_dst: u32, + + stride_src01: u32, + stride_src02: u32, + stride_src11: u32, + + stride_dst0: u32, + stride_dst1: u32, + stride_dst2: u32, + + nc: u32, + nr: u32, + n_t: u32, + n_s: u32, + token_tiles: u32, +}; + +@group(0) @binding(3) +var params: Params; + +@compute @workgroup_size(BLOCK_SIZE, TOKENS_PER_WG) +fn main(@builtin(global_invocation_id) gid: vec3) { + let i1 = gid.x; + let tile_y = gid.y / TOKENS_PER_WG; + let local_token = gid.y % TOKENS_PER_WG; + let i3 = tile_y / params.token_tiles; + let token_tile = tile_y % params.token_tiles; + let i2 = token_tile * TOKENS_PER_WG + local_token; + + if (i1 >= params.nr || i2 >= params.n_t || i3 >= params.n_s) { + return; + } + + let src0_base = params.offset_src0 + i3 * params.stride_src02 + i2 + i1 * params.stride_src01; + let src1_base = params.offset_src1 + i1 * params.stride_src11; + + var sum = 0.0; + +#ifdef VECTORIZED + sum = + src0[src0_base + 0u] * src1[src1_base + 0u] + + src0[src0_base + 1u] * src1[src1_base + 1u] + + src0[src0_base + 2u] * src1[src1_base + 2u] + + src0[src0_base + 3u] * src1[src1_base + 3u]; +#else + for (var i0 = 0u; i0 < params.nc; i0++) { + sum += src0[src0_base + i0] * src1[src1_base + i0]; + } +#endif + + let dst_idx = params.offset_dst + i3 * params.stride_dst2 + i2 * params.stride_dst1 + i1 * params.stride_dst0; + dst[dst_idx] = sum; +} diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl index feaf6d0ac2..8c334817cc 100644 --- a/ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl +++ b/ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl @@ -5,7 +5,6 @@ enable f16; #define TYPE f32 #endif - @group(0) @binding(0) var src: array; @@ -57,12 +56,20 @@ fn main(@builtin(global_invocation_id) gid: vec3) { return; } var i = gid.x; - let i3 = i / (params.ne2 * params.ne1 * params.ne0); - i = i % (params.ne2 * params.ne1 * params.ne0); - let i2 = i / (params.ne1 * params.ne0); - i = i % (params.ne1 * params.ne0); - let i1 = i / params.ne0; - let i0 = i % params.ne0; + let ne2 = params.ne2; +#ifdef DIAG + let ne1 = params.ne0; +#else + let ne1 = params.ne1; +#endif + let ne0 = params.ne0; + + let i3 = i / (ne2 * ne1 * ne0); + i = i % (ne2 * ne1 * ne0); + let i2 = i / (ne1 * ne0); + i = i % (ne1 * ne0); + let i1 = i / ne0; + let i0 = i % ne0; let src_idx = i0 * params.stride_src0 + i1 * params.stride_src1 + i2 * params.stride_src2 + i3 * params.stride_src3; @@ -100,7 +107,8 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let res = src[params.offset_src + src_idx] / (1.0 + exp(-src[params.offset_src + src_idx])); #endif #ifdef EXP - let res = exp(src[params.offset_src + src_idx]); + let src_f32 = f32(src[params.offset_src + src_idx]); + let res = TYPE(exp(src_f32)); #endif #ifdef LOG let res = TYPE(log(f32(src[params.offset_src + src_idx]))); @@ -154,7 +162,8 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let res = TYPE(select(log(1.0 + exp(src_f32)), src_f32, src_f32 > 20.0)); #endif #ifdef EXPM1 - let res = exp(src[params.offset_src + src_idx]) - 1.0; + let src_f32 = f32(src[params.offset_src + src_idx]); + let res = TYPE(exp(src_f32) - 1.0); #endif #ifdef FLOOR let res = floor(src[params.offset_src + src_idx]); @@ -174,7 +183,7 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let res = src[params.offset_src + src_idx] * src[params.offset_src + src_idx]; #endif #ifdef SQRT - let res = sqrt(src[params.offset_src + src_idx]); + let res = TYPE(sqrt(f32(src[params.offset_src + src_idx]))); #endif #ifdef SIN let res_f32 = sin(f32(src[params.offset_src + src_idx])); @@ -184,6 +193,20 @@ fn main(@builtin(global_invocation_id) gid: vec3) { let res_f32 = cos(f32(src[params.offset_src + src_idx])); let res = TYPE(res_f32); #endif +#ifdef DIAG + let res = select(0.0, src[params.offset_src + i0 + i2 * params.stride_src2 + i3 * params.stride_src3], i0 == i1); +#endif +#ifdef TRI +#ifdef TRI_TYPE_LOWER + let res = select(0.0, src[params.offset_src + src_idx], i0 < i1); +#elif TRI_TYPE_LOWER_DIAG + let res = select(0.0, src[params.offset_src + src_idx], i0 <= i1); +#elif TRI_TYPE_UPPER + let res = select(0.0, src[params.offset_src + src_idx], i0 > i1); +#elif TRI_TYPE_UPPER_DIAG + let res = select(0.0, src[params.offset_src + src_idx], i0 >= i1); +#endif +#endif #ifdef INPLACE src[params.offset_src + src_idx] = res; diff --git a/ggml/src/ggml-zdnn/ggml-zdnn.cpp b/ggml/src/ggml-zdnn/ggml-zdnn.cpp index 9b6938abf7..e6b6fc24fd 100644 --- a/ggml/src/ggml-zdnn/ggml-zdnn.cpp +++ b/ggml/src/ggml-zdnn/ggml-zdnn.cpp @@ -313,6 +313,8 @@ static ggml_backend_buffer_i ggml_backend_zdnn_buffer_i = { /* .memset_tensor = */ ggml_backend_zdnn_buffer_memset_tensor, /* .set_tensor = */ ggml_backend_zdnn_buffer_set_tensor, /* .get_tensor = */ ggml_backend_zdnn_buffer_get_tensor, + /* .set_tensor_2d = */ NULL, + /* .get_tensor_2d = */ NULL, /* .cpy_tensor = */ NULL, /* .clear = */ ggml_backend_zdnn_buffer_clear, /* .reset = */ NULL, @@ -417,20 +419,22 @@ static enum ggml_status ggml_backend_zdnn_graph_compute(ggml_backend_t backend, } static ggml_backend_i ggml_backend_zdnn_i = { - /* .get_name = */ ggml_backend_zdnn_name, - /* .free = */ ggml_backend_zdnn_free, - /* .set_tensor_async = */ NULL, - /* .get_tensor_async = */ NULL, - /* .cpy_tensor_async = */ NULL, - /* .synchronize = */ NULL, - /* .graph_plan_create = */ NULL, - /* .graph_plan_free = */ NULL, - /* .graph_plan_update = */ NULL, - /* .graph_plan_compute = */ NULL, - /* .graph_compute = */ ggml_backend_zdnn_graph_compute, - /* .event_record = */ NULL, - /* .event_wait = */ NULL, - /* .graph_optimize = */ NULL, + /* .get_name = */ ggml_backend_zdnn_name, + /* .free = */ ggml_backend_zdnn_free, + /* .set_tensor_async = */ NULL, + /* .get_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, + /* .cpy_tensor_async = */ NULL, + /* .synchronize = */ NULL, + /* .graph_plan_create = */ NULL, + /* .graph_plan_free = */ NULL, + /* .graph_plan_update = */ NULL, + /* .graph_plan_compute = */ NULL, + /* .graph_compute = */ ggml_backend_zdnn_graph_compute, + /* .event_record = */ NULL, + /* .event_wait = */ NULL, + /* .graph_optimize = */ NULL, }; static ggml_guid_t ggml_backend_zdnn_guid(void) { diff --git a/ggml/src/ggml-zendnn/CMakeLists.txt b/ggml/src/ggml-zendnn/CMakeLists.txt index 9bdb4e836d..4f321a2525 100644 --- a/ggml/src/ggml-zendnn/CMakeLists.txt +++ b/ggml/src/ggml-zendnn/CMakeLists.txt @@ -28,7 +28,7 @@ if (NOT ZENDNN_ROOT OR ZENDNN_ROOT STREQUAL "" OR ZENDNN_ROOT STREQUAL "OFF") ExternalProject_Add( zendnn GIT_REPOSITORY https://github.com/amd/ZenDNN.git - GIT_TAG a18adf8c605fb5f5e52cefd7eda08a7b18febbaf # ZenDNN-2026-WW08 + GIT_TAG f79f7321a1add65ced6397a6bfab7edba6e3e14e # ZenDNN-2026-WW13 PREFIX ${ZENDNN_PREFIX} SOURCE_DIR ${ZENDNN_SOURCE_DIR} BINARY_DIR ${ZENDNN_BUILD_DIR} diff --git a/ggml/src/ggml-zendnn/ggml-zendnn.cpp b/ggml/src/ggml-zendnn/ggml-zendnn.cpp index c876030400..fc1df4dbef 100644 --- a/ggml/src/ggml-zendnn/ggml-zendnn.cpp +++ b/ggml/src/ggml-zendnn/ggml-zendnn.cpp @@ -190,6 +190,170 @@ static void ggml_zendnn_compute_forward_mul_mat( } } +struct mmid_row_mapping { + int32_t i1; + int32_t i2; +}; + +static void ggml_zendnn_compute_forward_mul_mat_id( + ggml_backend_zendnn_context * ctx, + ggml_tensor * dst) { + + const ggml_tensor * src0 = dst->src[0]; // expert weights + const ggml_tensor * src1 = dst->src[1]; // inputs + const ggml_tensor * ids = dst->src[2]; // expert ids + + GGML_TENSOR_BINARY_OP_LOCALS + + // exit for no tokens to process + if (ne2 == 0 || ne11 == 0) { + return; + } + + ggml_type const vec_dot_type = src0->type; + ggml_from_float_t const from_float = ggml_get_type_traits(vec_dot_type)->from_float_ref; + + // we don't support permuted src0 or src1 + GGML_ASSERT(nb00 == ggml_type_size(src0->type)); + GGML_ASSERT(nb10 == ggml_type_size(src1->type)); + + // dst cannot be transposed or permuted + GGML_ASSERT(nb0 == sizeof(float)); + GGML_ASSERT(nb0 <= nb1); + GGML_ASSERT(nb1 <= nb2); + GGML_ASSERT(nb2 <= nb3); + + GGML_ASSERT(ne03 == 1); + GGML_ASSERT(ne13 == 1); + GGML_ASSERT(ne3 == 1); + + // row groups + const int n_ids = ids->ne[0]; // n_expert_used + const int n_as = ne02; // n_experts + + std::vector matrix_row_counts(n_as, 0); + std::vector> matrix_rows(n_as); + + int64_t max_rows = 0; + // group rows by expert (preprocessing step) + for (int64_t iid1 = 0; iid1 < ids->ne[1]; ++iid1) { + for (int id = 0; id < n_ids; ++id) { + const int32_t i02 = *(const int32_t *)((const char *)ids->data + iid1*ids->nb[1] + id*ids->nb[0]); + + GGML_ASSERT(i02 >= 0 && i02 < n_as); + + matrix_rows[i02].push_back({id, iid1}); + matrix_row_counts[i02]++; + if (matrix_row_counts[i02] > max_rows) { + max_rows = matrix_row_counts[i02]; + } + } + } + + if (max_rows == 0) { + return; // no rows to process + } + + const size_t row_size = ggml_row_size(vec_dot_type, ne10); + + // size for converting src1 rows to vec_dot_type if needed + const size_t nbw1 = row_size; + const size_t nbw2 = nbw1 * ne11; + const size_t nbw3 = nbw2 * ne12; + const size_t src1_conv_size = (src1->type != vec_dot_type) ? ne13 * nbw3 : 0; + + // size for MoE gather/scatter buffers + const size_t wdata_cur_size = max_rows * row_size; + const size_t dst_cur_size = max_rows * ggml_row_size(dst->type, ne01); + + // allocate single buffer for all needs + const size_t total_size = src1_conv_size + wdata_cur_size + dst_cur_size; + if (ctx->work_size < total_size) { + ctx->work_data.reset(new char[total_size]); + ctx->work_size = total_size; + } + + // partition the buffer + char * work_data = ctx->work_data.get(); + char * wdata_cur = work_data + src1_conv_size; + char * dst_cur = wdata_cur + wdata_cur_size; + + if (src1->type != vec_dot_type) { + GGML_ASSERT(src1->type == GGML_TYPE_F32); + + #pragma omp parallel for collapse(3) num_threads(ctx->n_threads) schedule(static) + for (int64_t i13 = 0; i13 < ne13; ++i13) { + for (int64_t i12 = 0; i12 < ne12; ++i12) { + for (int64_t i11 = 0; i11 < ne11; ++i11) { + const float * src1_f32 = (float *)((char *)src1->data + i11*nb11 + i12*nb12 + i13*nb13); + void * src1_conv = (char *)work_data + i11*nbw1 + i12*nbw2 + i13*nbw3; + from_float(src1_f32, src1_conv, ne10); + } + } + } + } + + const void * wdata = src1->type == vec_dot_type ? src1->data : work_data; + + // process each expert with gather -> gemm -> scatter pattern + for (int64_t cur_a = 0; cur_a < n_as; ++cur_a) { + const int64_t cne1 = matrix_row_counts[cur_a]; + + if (cne1 == 0) { + continue; + } + + const char * src0_cur = (const char *) src0->data + cur_a*nb02; + + // gather input rows for this expert + #pragma omp parallel for num_threads(ctx->n_threads) schedule(static) + for (int64_t ir1 = 0; ir1 < cne1; ++ir1) { + const mmid_row_mapping & row_mapping = matrix_rows[cur_a][ir1]; + const int64_t id = row_mapping.i1; + const int64_t i11 = id % ne11; + const int64_t i12 = row_mapping.i2; + + std::memcpy( + wdata_cur + ir1 * row_size, + (const char *) wdata + (i11 + i12*ne11) * row_size, + row_size + ); + } + + // batched gemm for all tokens in this expert + if (!ggml_zendnn_sgemm(ctx, + ne01, // m + cne1, // n + ne10, // k + src0_cur, + ne00, // lda + wdata_cur, + ne10, // ldb + dst_cur, + ne01, // ldc + src0->type, + vec_dot_type, + dst->type)) { + GGML_ABORT("%s: ZenDNN sgemm failed\n", __func__); + } + + // scatter output rows to destination + #pragma omp parallel for num_threads(ctx->n_threads) schedule(static) + for (int64_t ir1 = 0; ir1 < cne1; ++ir1) { + const mmid_row_mapping & row_mapping = matrix_rows[cur_a][ir1]; + const int64_t id = row_mapping.i1; + const int64_t i1 = id; + const int64_t i2 = row_mapping.i2; + + std::memcpy( + (char *) dst->data + i1*nb1 + i2*nb2, + dst_cur + ir1 * ggml_row_size(dst->type, ne01), + ggml_row_size(dst->type, ne01) + ); + } + } +} + // backend interface static const char * ggml_backend_zendnn_get_name(ggml_backend_t backend) { @@ -218,6 +382,9 @@ static ggml_status ggml_backend_zendnn_graph_compute(ggml_backend_t backend, ggm case GGML_OP_MUL_MAT: ggml_zendnn_compute_forward_mul_mat(ctx, node); break; + case GGML_OP_MUL_MAT_ID: + ggml_zendnn_compute_forward_mul_mat_id(ctx, node); + break; case GGML_OP_NONE: case GGML_OP_RESHAPE: case GGML_OP_VIEW: @@ -240,6 +407,8 @@ static struct ggml_backend_i ggml_backend_zendnn_i = { /* .free = */ ggml_backend_zendnn_free, /* .set_tensor_async = */ NULL, /* .get_tensor_async = */ NULL, + /* .get_tensor_2d_async = */ NULL, + /* .set_tensor_2d_async = */ NULL, /* .cpy_tensor_async = */ NULL, /* .synchronize = */ NULL, /* .graph_plan_create = */ NULL, @@ -361,6 +530,7 @@ static bool ggml_backend_zendnn_device_supports_op(ggml_backend_dev_t dev, const return true; case GGML_OP_MUL_MAT: + case GGML_OP_MUL_MAT_ID: { const ggml_tensor * weights = op->src[0]; const ggml_tensor * inputs = op->src[1]; @@ -374,6 +544,17 @@ static bool ggml_backend_zendnn_device_supports_op(ggml_backend_dev_t dev, const ne0 < min_batch || ne1 < min_batch || ne10 < min_batch) { return false; } + // MUL_MAT_ID performs best with a moderate number of experts due to its + // gather + batched matmul + scatter approach. Future versions will leverage + // ZenDNN's grouped_gemm for better scalability with larger expert counts: + // https://github.com/amd/ZenDNN/blob/main/docs/operator/lowoha_group_gemm_operator.md + if (op->op == GGML_OP_MUL_MAT_ID) { + const int64_t n_experts = weights->ne[2]; + const int64_t max_experts = 32; + if (n_experts > max_experts) { + return false; + } + } switch (weights->type) { case GGML_TYPE_F32: case GGML_TYPE_BF16: diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index e9529fbb66..0142498d96 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -651,6 +651,14 @@ static const struct ggml_type_traits type_traits[GGML_TYPE_COUNT] = { .to_float = (ggml_to_float_t) ggml_fp16_to_fp32_row, .from_float_ref = (ggml_from_float_t) ggml_fp32_to_fp16_row, }, + [GGML_TYPE_Q1_0] = { + .type_name = "q1_0", + .blck_size = QK1_0, + .type_size = sizeof(block_q1_0), + .is_quantized = true, + .to_float = (ggml_to_float_t) dequantize_row_q1_0, + .from_float_ref = (ggml_from_float_t) quantize_row_q1_0_ref, + }, [GGML_TYPE_Q4_0] = { .type_name = "q4_0", .blck_size = QK4_0, @@ -718,6 +726,14 @@ static const struct ggml_type_traits type_traits[GGML_TYPE_COUNT] = { .to_float = (ggml_to_float_t) dequantize_row_mxfp4, .from_float_ref = (ggml_from_float_t)quantize_row_mxfp4_ref, }, + [GGML_TYPE_NVFP4] = { + .type_name = "nvfp4", + .blck_size = QK_NVFP4, + .type_size = sizeof(block_nvfp4), + .is_quantized = true, + .to_float = (ggml_to_float_t) dequantize_row_nvfp4, + .from_float_ref = (ggml_from_float_t)quantize_row_nvfp4_ref, + }, [GGML_TYPE_Q2_K] = { .type_name = "q2_K", .blck_size = QK_K, @@ -1031,6 +1047,7 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "GATED_LINEAR_ATTN", "RWKV_WKV7", "SOLVE_TRI", + "GATED_DELTA_NET", "UNARY", @@ -1048,7 +1065,7 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "GLU", }; -static_assert(GGML_OP_COUNT == 95, "GGML_OP_COUNT != 95"); +static_assert(GGML_OP_COUNT == 96, "GGML_OP_COUNT != 96"); static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "none", @@ -1140,6 +1157,7 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "gated_linear_attn(k, v, q, gate, s)", "rwkv_wkv7(r, w, k, v, a, b, s)", "A X = B, A triangular, solve X", + "gated_delta_net(q, k, v, g, beta, s)", "unary(x)", @@ -1157,7 +1175,7 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "glu(x)", }; -static_assert(GGML_OP_COUNT == 95, "GGML_OP_COUNT != 95"); +static_assert(GGML_OP_COUNT == 96, "GGML_OP_COUNT != 96"); static_assert(GGML_OP_POOL_COUNT == 2, "GGML_OP_POOL_COUNT != 2"); @@ -1284,6 +1302,12 @@ size_t ggml_row_size(enum ggml_type type, int64_t ne) { return ggml_type_size(type)*ne/ggml_blck_size(type); } +double ggml_type_sizef(enum ggml_type type) { + assert(type >= 0); + assert(type < GGML_TYPE_COUNT); + return ((double)(type_traits[type].type_size))/type_traits[type].blck_size; +} + const char * ggml_type_name(enum ggml_type type) { assert(type >= 0); assert(type < GGML_TYPE_COUNT); @@ -1368,10 +1392,12 @@ enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) { case GGML_FTYPE_MOSTLY_BF16: wtype = GGML_TYPE_BF16; break; case GGML_FTYPE_MOSTLY_Q4_0: wtype = GGML_TYPE_Q4_0; break; case GGML_FTYPE_MOSTLY_Q4_1: wtype = GGML_TYPE_Q4_1; break; + case GGML_FTYPE_MOSTLY_Q1_0: wtype = GGML_TYPE_Q1_0; break; case GGML_FTYPE_MOSTLY_Q5_0: wtype = GGML_TYPE_Q5_0; break; case GGML_FTYPE_MOSTLY_Q5_1: wtype = GGML_TYPE_Q5_1; break; case GGML_FTYPE_MOSTLY_Q8_0: wtype = GGML_TYPE_Q8_0; break; case GGML_FTYPE_MOSTLY_MXFP4: wtype = GGML_TYPE_MXFP4; break; + case GGML_FTYPE_MOSTLY_NVFP4: wtype = GGML_TYPE_NVFP4; break; case GGML_FTYPE_MOSTLY_Q2_K: wtype = GGML_TYPE_Q2_K; break; case GGML_FTYPE_MOSTLY_Q3_K: wtype = GGML_TYPE_Q3_K; break; case GGML_FTYPE_MOSTLY_Q4_K: wtype = GGML_TYPE_Q4_K; break; @@ -1410,16 +1436,14 @@ static bool ggml_is_contiguous_n(const struct ggml_tensor * tensor, int n) { } next_nb *= tensor->ne[0]/ggml_blck_size(tensor->type); for (int i = 1; i < GGML_MAX_DIMS; i++) { - if (tensor->ne[i] != 1) { - if (i > n) { - if (tensor->nb[i] != next_nb) { - return false; - } - next_nb *= tensor->ne[i]; - } else { - // this dimension does not need to be contiguous - next_nb = tensor->ne[i]*tensor->nb[i]; + if (i > n) { + if (tensor->ne[i] != 1 && tensor->nb[i] != next_nb) { + return false; } + next_nb *= tensor->ne[i]; + } else { + // this dimension does not need to be contiguous + next_nb = tensor->ne[i]*tensor->nb[i]; } } return true; @@ -4947,6 +4971,7 @@ static struct ggml_tensor * ggml_interpolate_impl( GGML_ASSERT((mode & 0xFF) < GGML_SCALE_MODE_COUNT); // TODO: implement antialias for modes other than bilinear GGML_ASSERT(!(mode & GGML_SCALE_FLAG_ANTIALIAS) || (mode & 0xFF) == GGML_SCALE_MODE_BILINEAR); + GGML_ASSERT(a->type == GGML_TYPE_F32); struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type, ne0, ne1, ne2, ne3); @@ -5292,6 +5317,7 @@ struct ggml_tensor * ggml_flash_attn_ext( GGML_ASSERT(q->ne[3] == v->ne[3]); if (mask) { + GGML_ASSERT(mask->type == GGML_TYPE_F16); GGML_ASSERT(ggml_is_contiguous(mask)); //GGML_ASSERT(ggml_can_repeat_rows(mask, qk)); @@ -6126,6 +6152,57 @@ struct ggml_tensor * ggml_solve_tri( return result; } +// ggml_gated_delta_net + +struct ggml_tensor * ggml_gated_delta_net( + struct ggml_context * ctx, + struct ggml_tensor * q, + struct ggml_tensor * k, + struct ggml_tensor * v, + struct ggml_tensor * g, + struct ggml_tensor * beta, + struct ggml_tensor * state) { + GGML_ASSERT(ggml_is_contiguous_rows(q)); + GGML_ASSERT(ggml_is_contiguous_rows(k)); + GGML_ASSERT(ggml_is_contiguous_rows(v)); + GGML_ASSERT(ggml_is_contiguous(g)); + GGML_ASSERT(ggml_is_contiguous(beta)); + GGML_ASSERT(ggml_is_contiguous(state)); + + GGML_ASSERT(q->type == GGML_TYPE_F32); + GGML_ASSERT(k->type == GGML_TYPE_F32); + GGML_ASSERT(v->type == GGML_TYPE_F32); + GGML_ASSERT(g->type == GGML_TYPE_F32); + GGML_ASSERT(beta->type == GGML_TYPE_F32); + GGML_ASSERT(state->type == GGML_TYPE_F32); + + const int64_t S_v = v->ne[0]; + const int64_t H = v->ne[1]; + const int64_t n_tokens = v->ne[2]; + const int64_t n_seqs = v->ne[3]; + + // gate: scalar [1, H, T, B] or vector [S_v, H, T, B] (KDA) + GGML_ASSERT(g->ne[0] == 1 || g->ne[0] == S_v); + GGML_ASSERT(beta->ne[0] == 1); + + GGML_ASSERT(ggml_nelements(state) == S_v * S_v * H * n_seqs); + + // concat output and new_state into a single tensor + // output: S_v * H * n_tokens * n_seqs, state: S_v * S_v * H * n_seqs + const int64_t ne[4] = { S_v * H, n_tokens * n_seqs + S_v * n_seqs, 1, 1 }; + struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); + + result->op = GGML_OP_GATED_DELTA_NET; + result->src[0] = q; + result->src[1] = k; + result->src[2] = v; + result->src[3] = g; + result->src[4] = beta; + result->src[5] = state; + + return result; +} + //////////////////////////////////////////////////////////////////////////////// struct ggml_hash_set ggml_hash_set_new(size_t size) { @@ -7584,12 +7661,14 @@ size_t ggml_quantize_chunk( size_t result = 0; switch (type) { + case GGML_TYPE_Q1_0: result = quantize_q1_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q4_0: result = quantize_q4_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q4_1: result = quantize_q4_1(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q5_0: result = quantize_q5_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q5_1: result = quantize_q5_1(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q8_0: result = quantize_q8_0(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_MXFP4: result = quantize_mxfp4(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; + case GGML_TYPE_NVFP4: result = quantize_nvfp4(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q2_K: result = quantize_q2_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q3_K: result = quantize_q3_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_Q4_K: result = quantize_q4_K(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; diff --git a/ggml/src/gguf.cpp b/ggml/src/gguf.cpp index cbeedf6c4b..ab3cc97486 100644 --- a/ggml/src/gguf.cpp +++ b/ggml/src/gguf.cpp @@ -394,7 +394,11 @@ bool gguf_read_emplace_helper(const struct gguf_reader & gr, std::vector & bu gguf_write_out(ctx, gw, only_meta); } +bool gguf_write_to_file_ptr(const struct gguf_context * ctx, FILE * file, bool only_meta) { + GGML_ASSERT(file); + + try { + gguf_writer_file gw(file); + gguf_write_out(ctx, gw, only_meta); + } catch (const std::runtime_error& ex) { + GGML_LOG_ERROR("%s: failed to write GGUF data: %s\n", __func__, ex.what()); + return false; + } + return true; +} + bool gguf_write_to_file(const struct gguf_context * ctx, const char * fname, bool only_meta) { FILE * file = ggml_fopen(fname, "wb"); @@ -1516,17 +1533,13 @@ bool gguf_write_to_file(const struct gguf_context * ctx, const char * fname, boo return false; } - try { - gguf_writer_file gw(file); - gguf_write_out(ctx, gw, only_meta); - } catch (const std::runtime_error& ex) { - GGML_LOG_ERROR("%s: failed to write GGUF data into '%s': %s\n", __func__, fname, ex.what()); - fclose(file); - return false; + const bool success = gguf_write_to_file_ptr(ctx, file, only_meta); + if (!success) { + GGML_LOG_ERROR("%s: failed to write GGUF data into '%s'\n", __func__, fname); } fclose(file); - return true; + return success; } size_t gguf_get_meta_size(const struct gguf_context * ctx) { diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 839c6e787f..c5297a2f44 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -125,6 +125,7 @@ class Keys: EXPERT_GROUP_SCALE = "{arch}.expert_group_scale" EXPERTS_PER_GROUP = "{arch}.experts_per_group" MOE_EVERY_N_LAYERS = "{arch}.moe_every_n_layers" + MOE_LATENT_SIZE = "{arch}.moe_latent_size" NEXTN_PREDICT_LAYERS = "{arch}.nextn_predict_layers" NUM_DEEPSTACK_LAYERS = "{arch}.n_deepstack_layers" POOLING_TYPE = "{arch}.pooling_type" @@ -177,6 +178,8 @@ class Keys: TEMPERATURE_LENGTH = "{arch}.attention.temperature_length" KEY_LENGTH_MLA = "{arch}.attention.key_length_mla" VALUE_LENGTH_MLA = "{arch}.attention.value_length_mla" + KEY_LENGTH_SWA = "{arch}.attention.key_length_swa" + VALUE_LENGTH_SWA = "{arch}.attention.value_length_swa" SHARED_KV_LAYERS = "{arch}.attention.shared_kv_layers" SLIDING_WINDOW_PATTERN = "{arch}.attention.sliding_window_pattern" TEMPERATURE_SCALE = "{arch}.attention.temperature_scale" @@ -188,6 +191,7 @@ class Keys: class Rope: DIMENSION_COUNT = "{arch}.rope.dimension_count" + DIMENSION_COUNT_SWA = "{arch}.rope.dimension_count_swa" DIMENSION_SECTIONS = "{arch}.rope.dimension_sections" FREQ_BASE = "{arch}.rope.freq_base" FREQ_BASE_SWA = "{arch}.rope.freq_base_swa" @@ -297,6 +301,8 @@ class Keys: IMAGE_SIZE = "clip.vision.image_size" IMAGE_MIN_PIXELS = "clip.vision.image_min_pixels" IMAGE_MAX_PIXELS = "clip.vision.image_max_pixels" + PREPROC_MIN_TILES = "clip.vision.preproc_min_tiles" + PREPROC_MAX_TILES = "clip.vision.preproc_max_tiles" PREPROC_IMAGE_SIZE = "clip.vision.preproc_image_size" PATCH_SIZE = "clip.vision.patch_size" EMBEDDING_LENGTH = "clip.vision.embedding_length" @@ -320,6 +326,11 @@ class Keys: class Projector: SCALE_FACTOR = "clip.vision.projector.scale_factor" + class SAM: + BLOCK_COUNT = "clip.vision.sam.block_count" + EMBEDDING_LENGTH = "clip.vision.sam.embedding_length" + HEAD_COUNT = "clip.vision.sam.head_count" + class ClipAudio: PROJECTOR_TYPE = "clip.audio.projector_type" # for mixed modality models NUM_MEL_BINS = "clip.audio.num_mel_bins" @@ -408,6 +419,7 @@ class MODEL_ARCH(IntEnum): GEMMA2 = auto() GEMMA3 = auto() GEMMA3N = auto() + GEMMA4 = auto() GEMMA_EMBEDDING = auto() STARCODER2 = auto() RWKV6 = auto() @@ -428,6 +440,7 @@ class MODEL_ARCH(IntEnum): ARCTIC = auto() DEEPSEEK = auto() DEEPSEEK2 = auto() + DEEPSEEK2OCR = auto() CHATGLM = auto() GLM4 = auto() GLM4_MOE = auto() @@ -474,6 +487,7 @@ class MODEL_ARCH(IntEnum): RND1 = auto() PANGU_EMBED = auto() MISTRAL3 = auto() + MISTRAL4 = auto() PADDLEOCR = auto() MIMO2 = auto() STEP35 = auto() @@ -492,6 +506,7 @@ class VISION_PROJECTOR_TYPE(IntEnum): GEMMA3N = auto() GEMMA3 = auto() QWEN3VL = auto() + STEP3VL = auto() COGVLM = auto() @@ -522,8 +537,11 @@ class MODEL_TENSOR(IntEnum): FFN_GATE_INP = auto() FFN_GATE_INP_SHEXP = auto() FFN_NORM = auto() - FFN_PRE_NORM = auto() + FFN_PRE_NORM = auto() # alias of FFN_NORM + FFN_PRE_NORM_2 = auto() # gemma4 FFN_POST_NORM = auto() + FFN_POST_NORM_1 = auto() # gemma4 + FFN_POST_NORM_2 = auto() # gemma4 FFN_GATE = auto() FFN_DOWN = auto() FFN_UP = auto() @@ -540,9 +558,12 @@ class MODEL_TENSOR(IntEnum): FFN_DOWN_CHEXP = auto() FFN_UP_CHEXP = auto() FFN_EXP_PROBS_B = auto() + MOE_LATENT_DOWN = auto() # nemotron 3 super + MOE_LATENT_UP = auto() # nemotron 3 super ATTN_Q_NORM = auto() ATTN_K_NORM = auto() LAYER_OUT_NORM = auto() + LAYER_OUT_SCALE = auto() PER_LAYER_TOKEN_EMBD = auto() # gemma3n PER_LAYER_MODEL_PROJ = auto() # gemma3n PER_LAYER_INP_GATE = auto() # gemma3n @@ -707,10 +728,14 @@ class MODEL_TENSOR(IntEnum): V_ENC_FFN_UP = auto() V_ENC_FFN_GATE = auto() V_ENC_FFN_DOWN = auto() + V_ENC_ATTN_POST_NORM = auto() # gemma4 + V_ENC_FFN_POST_NORM = auto() V_LAYER_SCALE_1 = auto() V_LAYER_SCALE_2 = auto() + V_LAYER_OUT_SCALE = auto() V_PRE_NORM = auto() V_POST_NORM = auto() + V_MM_PRE_NORM = auto() # hunyuanocr V_MM_POST_NORM = auto() V_MM_INP_NORM = auto() V_MM_INP_PROJ = auto() # gemma3 @@ -746,22 +771,48 @@ class MODEL_TENSOR(IntEnum): V_MM_GATE = auto() # cogvlm V_TOK_BOI = auto() # cogvlm V_TOK_EOI = auto() # cogvlm + V_TOK_IMG_BEGIN = auto() # hunyuanocr + V_TOK_IMG_END = auto() # hunyuanocr + V_STD_BIAS = auto() # gemma4 + V_STD_SCALE = auto() # gemma4 + V_SAM_POS_EMBD = auto() # Deepseek-OCR + V_SAM_PATCH_EMBD = auto() # Deepseek-OCR + V_SAM_PRE_NORM = auto() # Deepseek-OCR + V_SAM_POST_NORM = auto() # Deepseek-OCR + V_SAM_ATTN_POS_H = auto() # Deepseek-OCR + V_SAM_ATTN_POS_W = auto() # Deepseek-OCR + V_SAM_ATTN_QKV = auto() # Deepseek-OCR + V_SAM_ATTN_OUT = auto() # Deepseek-OCR + V_SAM_MLP_LIN_1 = auto() # Deepseek-OCR + V_SAM_MLP_LIN_2 = auto() # Deepseek-OCR + V_SAM_NECK = auto() # Deepseek-OCR + V_SAM_NET_2 = auto() # Deepseek-OCR + V_SAM_NET_3 = auto() # Deepseek-OCR + V_ENC_EMBD_IMGNL = auto() # Deepseek-OCR + V_ENC_EMBD_VSEP = auto() # Deepseek-OCR + # audio (mtmd) A_ENC_EMBD_POS = auto() A_ENC_EMBD_NORM = auto() A_ENC_EMBD_TO_LOGITS = auto() # lfm2 + A_ENC_INP_PROJ = auto() # gemma4 A_ENC_CONV1D = auto() A_ENC_CONV1D_NORM = auto() # gemma3n + A_ENC_CONV2D = auto() + A_ENC_CONV_OUT = auto() A_PRE_NORM = auto() A_POST_NORM = auto() A_ENC_LAYER_PRE_NORM = auto() # gemma3n A_ENC_ATTN_Q = auto() A_ENC_ATTN_K = auto() A_ENC_ATTN_V = auto() + A_ENC_ATTN_POST_NORM = auto() + A_ENC_ATTN_PRE_NORM = auto() + A_ENC_ATTN_K_REL = auto() # gemma4 A_ENC_PER_DIM_SCALE = auto() # gemma3n A_ENC_INPUT_NORM = auto() - A_ENC_OUTPUT = auto() - A_ENC_OUTPUT_NORM = auto() + A_ENC_OUTPUT = auto() # TODO @ngxson: rename to ATTN_OUT + A_ENC_OUTPUT_NORM = auto() # TODO @ngxson: rename to ATTN_OUT A_ENC_FFN_UP = auto() A_ENC_FFN_NORM = auto() A_ENC_FFN_POST_NORM = auto() # gemma3n @@ -782,6 +833,8 @@ class MODEL_TENSOR(IntEnum): A_MM_HARD_EMB_NORM = auto() # gemma3n A_MM_SOFT_EMB_NORM = auto() # gemma3n A_MM_INP_PROJ = auto() # gemma3n + A_PER_DIM_K_SCALE = auto() # gemma4 + A_PER_DIM_SCALE = auto() # gemma4 # nextn/mtp NEXTN_EH_PROJ = auto() NEXTN_EMBED_TOKENS = auto() @@ -851,6 +904,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.GEMMA2: "gemma2", MODEL_ARCH.GEMMA3: "gemma3", MODEL_ARCH.GEMMA3N: "gemma3n", + MODEL_ARCH.GEMMA4: "gemma4", MODEL_ARCH.GEMMA_EMBEDDING: "gemma-embedding", MODEL_ARCH.STARCODER2: "starcoder2", MODEL_ARCH.RWKV6: "rwkv6", @@ -871,6 +925,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.ARCTIC: "arctic", MODEL_ARCH.DEEPSEEK: "deepseek", MODEL_ARCH.DEEPSEEK2: "deepseek2", + MODEL_ARCH.DEEPSEEK2OCR: "deepseek2-ocr", MODEL_ARCH.CHATGLM: "chatglm", MODEL_ARCH.GLM4: "glm4", MODEL_ARCH.GLM4_MOE: "glm4moe", @@ -918,6 +973,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.RND1: "rnd1", MODEL_ARCH.PANGU_EMBED: "pangu-embedded", MODEL_ARCH.MISTRAL3: "mistral3", + MODEL_ARCH.MISTRAL4: "mistral4", MODEL_ARCH.PADDLEOCR: "paddleocr", MODEL_ARCH.MIMO2: "mimo2", MODEL_ARCH.STEP35: "step35", @@ -934,6 +990,8 @@ VISION_PROJECTOR_TYPE_NAMES: dict[VISION_PROJECTOR_TYPE, str] = { VISION_PROJECTOR_TYPE.GLM_EDGE: "adapter", VISION_PROJECTOR_TYPE.MERGER: "qwen2vl_merger", VISION_PROJECTOR_TYPE.GEMMA3: "gemma3", + VISION_PROJECTOR_TYPE.QWEN3VL: "qwen3vl_merger", + VISION_PROJECTOR_TYPE.STEP3VL: "step3vl", } TENSOR_NAMES: dict[MODEL_TENSOR, str] = { @@ -967,6 +1025,9 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.FFN_NORM: "blk.{bid}.ffn_norm", MODEL_TENSOR.FFN_PRE_NORM: "blk.{bid}.ffn_norm", MODEL_TENSOR.FFN_POST_NORM: "blk.{bid}.post_ffw_norm", + MODEL_TENSOR.FFN_PRE_NORM_2: "blk.{bid}.pre_ffw_norm_2", # gemma4 + MODEL_TENSOR.FFN_POST_NORM_1: "blk.{bid}.post_ffw_norm_1", # gemma4 + MODEL_TENSOR.FFN_POST_NORM_2: "blk.{bid}.post_ffw_norm_2", # gemma4 MODEL_TENSOR.FFN_GATE: "blk.{bid}.ffn_gate", MODEL_TENSOR.FFN_DOWN: "blk.{bid}.ffn_down", MODEL_TENSOR.FFN_UP: "blk.{bid}.ffn_up", @@ -983,7 +1044,10 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.FFN_UP_EXP: "blk.{bid}.ffn_up_exps", MODEL_TENSOR.FFN_GATE_UP_EXP: "blk.{bid}.ffn_gate_up_exps", MODEL_TENSOR.FFN_EXP_PROBS_B: "blk.{bid}.exp_probs_b", + MODEL_TENSOR.MOE_LATENT_DOWN: "blk.{bid}.ffn_latent_down", # nemotron 3 super + MODEL_TENSOR.MOE_LATENT_UP: "blk.{bid}.ffn_latent_up", # nemotron 3 super MODEL_TENSOR.LAYER_OUT_NORM: "blk.{bid}.layer_output_norm", + MODEL_TENSOR.LAYER_OUT_SCALE: "blk.{bid}.layer_output_scale", MODEL_TENSOR.PER_LAYER_TOKEN_EMBD: "per_layer_token_embd", # gemma3n MODEL_TENSOR.PER_LAYER_MODEL_PROJ: "per_layer_model_proj", # gemma3n MODEL_TENSOR.PER_LAYER_PROJ_NORM: "per_layer_proj_norm", # gemma3n @@ -1148,8 +1212,11 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.V_ENC_FFN_UP: "v.blk.{bid}.ffn_up", MODEL_TENSOR.V_ENC_FFN_GATE: "v.blk.{bid}.ffn_gate", MODEL_TENSOR.V_ENC_FFN_DOWN: "v.blk.{bid}.ffn_down", + MODEL_TENSOR.V_ENC_ATTN_POST_NORM: "v.blk.{bid}.attn_post_norm", + MODEL_TENSOR.V_ENC_FFN_POST_NORM: "v.blk.{bid}.ffn_post_norm", MODEL_TENSOR.V_LAYER_SCALE_1: "v.blk.{bid}.ls1", MODEL_TENSOR.V_LAYER_SCALE_2: "v.blk.{bid}.ls2", + MODEL_TENSOR.V_LAYER_OUT_SCALE: "v.blk.{bid}.out_scale", MODEL_TENSOR.V_PRE_NORM: "v.pre_ln", MODEL_TENSOR.V_POST_NORM: "v.post_ln", MODEL_TENSOR.V_MM_POST_NORM: "mm.post_norm", @@ -1187,12 +1254,36 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.V_MM_GATE: "mm.gate", MODEL_TENSOR.V_TOK_BOI: "v.boi", MODEL_TENSOR.V_TOK_EOI: "v.eoi", + MODEL_TENSOR.V_MM_PRE_NORM: "mm.pre_norm", + MODEL_TENSOR.V_TOK_IMG_BEGIN: "mm.image_begin", + MODEL_TENSOR.V_TOK_IMG_END: "mm.image_end", + MODEL_TENSOR.V_STD_BIAS: "v.std_bias", # gemma4 + MODEL_TENSOR.V_STD_SCALE: "v.std_scale", # gemma4 + # DeepSeek-OCR SAM + MODEL_TENSOR.V_SAM_POS_EMBD: "v.sam.pos_embd", + MODEL_TENSOR.V_SAM_PATCH_EMBD: "v.sam.patch_embd", + MODEL_TENSOR.V_SAM_PRE_NORM: "v.sam.blk.{bid}.pre_ln", + MODEL_TENSOR.V_SAM_POST_NORM: "v.sam.blk.{bid}.post_ln", + MODEL_TENSOR.V_SAM_ATTN_POS_H: "v.sam.blk.{bid}.attn.pos_h", + MODEL_TENSOR.V_SAM_ATTN_POS_W: "v.sam.blk.{bid}.attn.pos_w", + MODEL_TENSOR.V_SAM_ATTN_QKV: "v.sam.blk.{bid}.attn.qkv", + MODEL_TENSOR.V_SAM_ATTN_OUT: "v.sam.blk.{bid}.attn.out", + MODEL_TENSOR.V_SAM_MLP_LIN_1: "v.sam.blk.{bid}.mlp.lin1", + MODEL_TENSOR.V_SAM_MLP_LIN_2: "v.sam.blk.{bid}.mlp.lin2", + MODEL_TENSOR.V_SAM_NECK: "v.sam.neck.{bid}", + MODEL_TENSOR.V_SAM_NET_2: "v.sam.net_2", + MODEL_TENSOR.V_SAM_NET_3: "v.sam.net_3", + MODEL_TENSOR.V_ENC_EMBD_IMGNL: "v.image_newline", # Deepseek-OCR + MODEL_TENSOR.V_ENC_EMBD_VSEP: "v.view_seperator", # Deepseek-OCR # audio (mtmd) # note: all audio tensor names must use prefix "a." or "mm.a." MODEL_TENSOR.A_ENC_EMBD_POS: "a.position_embd", MODEL_TENSOR.A_ENC_EMBD_NORM: "a.position_embd_norm", MODEL_TENSOR.A_ENC_EMBD_TO_LOGITS: "a.embd_to_logits", + MODEL_TENSOR.A_ENC_INP_PROJ: "a.input_projection", MODEL_TENSOR.A_ENC_CONV1D: "a.conv1d.{bid}", + MODEL_TENSOR.A_ENC_CONV2D: "a.conv2d.{bid}", + MODEL_TENSOR.A_ENC_CONV_OUT: "a.conv_out", MODEL_TENSOR.A_ENC_CONV1D_NORM: "a.conv1d.{bid}.norm", MODEL_TENSOR.A_PRE_NORM: "a.pre_ln", MODEL_TENSOR.A_POST_NORM: "a.post_ln", @@ -1200,6 +1291,9 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.A_ENC_ATTN_Q: "a.blk.{bid}.attn_q", MODEL_TENSOR.A_ENC_ATTN_K: "a.blk.{bid}.attn_k", MODEL_TENSOR.A_ENC_ATTN_V: "a.blk.{bid}.attn_v", + MODEL_TENSOR.A_ENC_ATTN_POST_NORM: "a.blk.{bid}.attn_post_norm", + MODEL_TENSOR.A_ENC_ATTN_PRE_NORM: "a.blk.{bid}.attn_pre_norm", + MODEL_TENSOR.A_ENC_ATTN_K_REL: "a.blk.{bid}.attn_k_rel", MODEL_TENSOR.A_ENC_PER_DIM_SCALE: "a.blk.{bid}.per_dim_scale", MODEL_TENSOR.A_ENC_INPUT_NORM: "a.blk.{bid}.ln1", MODEL_TENSOR.A_ENC_OUTPUT: "a.blk.{bid}.attn_out", @@ -1224,6 +1318,8 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = { MODEL_TENSOR.A_MM_SOFT_EMB_NORM: "mm.a.soft_emb_norm", # gemma3n MODEL_TENSOR.A_MM_EMBEDDING: "mm.a.embedding", # gemma3n MODEL_TENSOR.A_MM_HARD_EMB_NORM: "mm.a.hard_emb_norm", # gemma3n + MODEL_TENSOR.A_PER_DIM_K_SCALE: "a.blk.{bid}.per_dim_k_scale", # gemma4 + MODEL_TENSOR.A_PER_DIM_SCALE: "a.blk.{bid}.per_dim_scale", # gemma4 # lfm2 audio MODEL_TENSOR.A_ENC_NORM_CONV: "a.blk.{bid}.norm_conv", MODEL_TENSOR.A_ENC_LINEAR_POS: "a.blk.{bid}.linear_pos", @@ -1253,6 +1349,8 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.V_ENC_EMBD_PATCH, MODEL_TENSOR.V_ENC_EMBD_NORM, MODEL_TENSOR.V_ENC_EMBD_POS, + MODEL_TENSOR.V_ENC_EMBD_IMGNL, + MODEL_TENSOR.V_ENC_EMBD_VSEP, MODEL_TENSOR.V_ENC_INPUT_NORM, MODEL_TENSOR.V_ENC_ATTN_QKV, MODEL_TENSOR.V_ENC_ATTN_Q, @@ -1266,8 +1364,11 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.V_ENC_FFN_UP, MODEL_TENSOR.V_ENC_FFN_GATE, MODEL_TENSOR.V_ENC_FFN_DOWN, + MODEL_TENSOR.V_ENC_ATTN_POST_NORM, + MODEL_TENSOR.V_ENC_FFN_POST_NORM, MODEL_TENSOR.V_LAYER_SCALE_1, MODEL_TENSOR.V_LAYER_SCALE_2, + MODEL_TENSOR.V_LAYER_OUT_SCALE, MODEL_TENSOR.V_PRE_NORM, MODEL_TENSOR.V_POST_NORM, MODEL_TENSOR.V_MM_POST_NORM, @@ -1305,11 +1406,32 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.V_MM_GATE, MODEL_TENSOR.V_TOK_BOI, MODEL_TENSOR.V_TOK_EOI, + MODEL_TENSOR.V_MM_PRE_NORM, + MODEL_TENSOR.V_TOK_IMG_BEGIN, + MODEL_TENSOR.V_TOK_IMG_END, + MODEL_TENSOR.V_STD_BIAS, + MODEL_TENSOR.V_STD_SCALE, + MODEL_TENSOR.V_SAM_POS_EMBD, + MODEL_TENSOR.V_SAM_PATCH_EMBD, + MODEL_TENSOR.V_SAM_PRE_NORM, + MODEL_TENSOR.V_SAM_POST_NORM, + MODEL_TENSOR.V_SAM_ATTN_POS_H, + MODEL_TENSOR.V_SAM_ATTN_POS_W, + MODEL_TENSOR.V_SAM_ATTN_QKV, + MODEL_TENSOR.V_SAM_ATTN_OUT, + MODEL_TENSOR.V_SAM_MLP_LIN_1, + MODEL_TENSOR.V_SAM_MLP_LIN_2, + MODEL_TENSOR.V_SAM_NECK, + MODEL_TENSOR.V_SAM_NET_2, + MODEL_TENSOR.V_SAM_NET_3, # audio MODEL_TENSOR.A_ENC_EMBD_POS, MODEL_TENSOR.A_ENC_EMBD_NORM, MODEL_TENSOR.A_ENC_EMBD_TO_LOGITS, + MODEL_TENSOR.A_ENC_INP_PROJ, MODEL_TENSOR.A_ENC_CONV1D, + MODEL_TENSOR.A_ENC_CONV2D, + MODEL_TENSOR.A_ENC_CONV_OUT, MODEL_TENSOR.A_ENC_CONV1D_NORM, MODEL_TENSOR.A_PRE_NORM, MODEL_TENSOR.A_POST_NORM, @@ -1317,6 +1439,9 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.A_ENC_ATTN_Q, MODEL_TENSOR.A_ENC_ATTN_K, MODEL_TENSOR.A_ENC_ATTN_V, + MODEL_TENSOR.A_ENC_ATTN_POST_NORM, + MODEL_TENSOR.A_ENC_ATTN_PRE_NORM, + MODEL_TENSOR.A_ENC_ATTN_K_REL, MODEL_TENSOR.A_ENC_PER_DIM_SCALE, MODEL_TENSOR.A_ENC_INPUT_NORM, MODEL_TENSOR.A_ENC_OUTPUT, @@ -1350,6 +1475,8 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.A_MM_SOFT_EMB_NORM, MODEL_TENSOR.A_MM_EMBEDDING, MODEL_TENSOR.A_MM_HARD_EMB_NORM, + MODEL_TENSOR.A_PER_DIM_K_SCALE, + MODEL_TENSOR.A_PER_DIM_SCALE, ], MODEL_ARCH.LLAMA: [ MODEL_TENSOR.TOKEN_EMBD, @@ -2207,6 +2334,38 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.LAUREL_R, MODEL_TENSOR.LAUREL_POST_NORM, ], + MODEL_ARCH.GEMMA4: [ + MODEL_TENSOR.ROPE_FREQS, + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_Q_NORM, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_K_NORM, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_UP_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_POST_NORM, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_PRE_NORM, + MODEL_TENSOR.FFN_PRE_NORM_2, + MODEL_TENSOR.FFN_POST_NORM, + MODEL_TENSOR.FFN_POST_NORM_1, + MODEL_TENSOR.FFN_POST_NORM_2, + MODEL_TENSOR.LAYER_OUT_SCALE, + MODEL_TENSOR.PER_LAYER_TOKEN_EMBD, + MODEL_TENSOR.PER_LAYER_MODEL_PROJ, + MODEL_TENSOR.PER_LAYER_INP_GATE, + MODEL_TENSOR.PER_LAYER_PROJ, + MODEL_TENSOR.PER_LAYER_PROJ_NORM, + MODEL_TENSOR.PER_LAYER_POST_NORM, + ], MODEL_ARCH.GEMMA_EMBEDDING: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT, @@ -2600,7 +2759,41 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.ATTN_Q_B, MODEL_TENSOR.ATTN_KV_A_MQA, MODEL_TENSOR.ATTN_KV_B, + MODEL_TENSOR.ATTN_K, MODEL_TENSOR.ATTN_K_B, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_V_B, + MODEL_TENSOR.ATTN_Q_A_NORM, + MODEL_TENSOR.ATTN_KV_A_NORM, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.ATTN_ROT_EMBD, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + MODEL_TENSOR.FFN_EXP_PROBS_B, + ], + MODEL_ARCH.DEEPSEEK2OCR: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ROPE_FREQS, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_Q_A, + MODEL_TENSOR.ATTN_Q_B, + MODEL_TENSOR.ATTN_KV_A_MQA, + MODEL_TENSOR.ATTN_KV_B, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_K_B, + MODEL_TENSOR.ATTN_V, MODEL_TENSOR.ATTN_V_B, MODEL_TENSOR.ATTN_Q_A_NORM, MODEL_TENSOR.ATTN_KV_A_NORM, @@ -2910,6 +3103,9 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_GATE_INP, MODEL_TENSOR.FFN_UP_EXP, MODEL_TENSOR.FFN_DOWN_EXP, + # expert latent + MODEL_TENSOR.MOE_LATENT_DOWN, + MODEL_TENSOR.MOE_LATENT_UP, # shared expert MODEL_TENSOR.FFN_DOWN_SHEXP, MODEL_TENSOR.FFN_UP_SHEXP, @@ -3527,6 +3723,37 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN_EXP, MODEL_TENSOR.FFN_UP_EXP, ], + MODEL_ARCH.MISTRAL4: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ROPE_FREQS, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_Q_A, + MODEL_TENSOR.ATTN_Q_B, + MODEL_TENSOR.ATTN_KV_A_MQA, + MODEL_TENSOR.ATTN_KV_B, + MODEL_TENSOR.ATTN_K_B, + MODEL_TENSOR.ATTN_V_B, + MODEL_TENSOR.ATTN_Q_A_NORM, + MODEL_TENSOR.ATTN_KV_A_NORM, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.ATTN_ROT_EMBD, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_UP_EXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + MODEL_TENSOR.FFN_EXP_PROBS_B, + ], MODEL_ARCH.MIMO2: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, @@ -3695,6 +3922,10 @@ MODEL_TENSOR_SKIP: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.ROPE_FREQS, MODEL_TENSOR.ATTN_ROT_EMBD, ], + MODEL_ARCH.DEEPSEEK2OCR: [ + MODEL_TENSOR.ROPE_FREQS, + MODEL_TENSOR.ATTN_ROT_EMBD, + ], MODEL_ARCH.CHATGLM: [ MODEL_TENSOR.ROPE_FREQS, ], @@ -3773,6 +4004,8 @@ class GGMLQuantizationType(IntEnum): TQ1_0 = 34 TQ2_0 = 35 MXFP4 = 39 + NVFP4 = 40 + Q1_0 = 41 class ExpertGatingFuncType(IntEnum): @@ -3824,6 +4057,9 @@ class LlamaFileType(IntEnum): # MOSTLY_Q4_0_8_8 = 35 # removed from gguf files, use Q4_0 and runtime repack MOSTLY_TQ1_0 = 36 # except 1d tensors MOSTLY_TQ2_0 = 37 # except 1d tensors + MOSTLY_MXFP4_MOE = 38 # except 1d tensors + MOSTLY_NVFP4 = 39 # except 1d tensors + MOSTLY_Q1_0 = 40 # except 1d tensors GUESSED = 1024 # not specified in the model file @@ -3869,18 +4105,24 @@ class VisionProjectorType: GEMMA3 = "gemma3" GEMMA3NV = "gemma3nv" GEMMA3NA = "gemma3na" + GEMMA4V = "gemma4v" + GEMMA4A = "gemma4a" + PHI4 = "phi4" IDEFICS3 = "idefics3" PIXTRAL = "pixtral" LLAMA4 = "llama4" QWEN2VL = "qwen2vl_merger" QWEN25VL = "qwen2.5vl_merger" QWEN3VL = "qwen3vl_merger" + STEP3VL = "step3vl" ULTRAVOX = "ultravox" INTERNVL = "internvl" QWEN2A = "qwen2a" # audio + QWEN3A = "qwen3a" # audio GLMA = "glma" # audio QWEN25O = "qwen2.5o" # omni VOXTRAL = "voxtral" + MERALION = "meralion" # audio: Whisper + gated MLP adaptor LFM2 = "lfm2" KIMIVL = "kimivl" PADDLEOCR = "paddleocr" @@ -3888,11 +4130,14 @@ class VisionProjectorType: LIGHTONOCR = "lightonocr" COGVLM = "cogvlm" JANUS_PRO = "janus_pro" + DOTSOCR = "dots_ocr" + DEEPSEEKOCR = "deepseekocr" LFM2A = "lfm2a" # audio MUSIC_FLAMINGO = "musicflamingo" # audio GLM4V = "glm4v" YOUTUVL = "youtuvl" NEMOTRON_V2_VL = "nemotron_v2_vl" + HUNYUANOCR = "hunyuanocr" # Items here are (block size, type size) @@ -3930,6 +4175,8 @@ GGML_QUANT_SIZES: dict[GGMLQuantizationType, tuple[int, int]] = { GGMLQuantizationType.TQ1_0: (256, 2 + 4 * 13), GGMLQuantizationType.TQ2_0: (256, 2 + 64), GGMLQuantizationType.MXFP4: (32, 1 + 16), + GGMLQuantizationType.NVFP4: (64, 4 + 32), + GGMLQuantizationType.Q1_0: (128, 2 + 16), } diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index 9ee3ac9e8f..90d500dc77 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -139,10 +139,13 @@ class GGUFWriter: size = prod(shape) if "_exps." in name: - expert_count = shape[-2 if ".bias" in name else -3] - expert_params += (size // expert_count) - expert_sum += expert_count - n_expert_tensors += 1 + if len(shape) >= 3: + expert_count = shape[-2 if ".bias" in name else -3] + expert_params += (size // expert_count) + expert_sum += expert_count + n_expert_tensors += 1 + else: + shared_params += size else: shared_params += size @@ -422,8 +425,7 @@ class GGUFWriter: fout = self.fout[file_id] # pop the first tensor info - # TODO: cleaner way to get the first key - first_tensor_name = [name for name, _ in zip(self.tensors[file_id].keys(), range(1))][0] + first_tensor_name = next(iter(self.tensors[file_id])) ti = self.tensors[file_id].pop(first_tensor_name) assert ti.nbytes == tensor.nbytes @@ -773,6 +775,12 @@ class GGUFWriter: def add_value_length_mla(self, length: int) -> None: self.add_uint32(Keys.Attention.VALUE_LENGTH_MLA.format(arch=self.arch), length) + def add_key_length_swa(self, length: int) -> None: + self.add_uint32(Keys.Attention.KEY_LENGTH_SWA.format(arch=self.arch), length) + + def add_value_length_swa(self, length: int) -> None: + self.add_uint32(Keys.Attention.VALUE_LENGTH_SWA.format(arch=self.arch), length) + def add_indexer_head_count(self, count: int) -> None: self.add_uint32(Keys.Attention.Indexer.HEAD_COUNT.format(arch=self.arch), count) @@ -791,6 +799,7 @@ class GGUFWriter: def add_shared_kv_layers(self, value: int) -> None: self.add_uint32(Keys.Attention.SHARED_KV_LAYERS.format(arch=self.arch), value) + # if input is array, true means SWA and false means full_attention for each layer def add_sliding_window_pattern(self, value: int | Sequence[bool]) -> None: key = Keys.Attention.SLIDING_WINDOW_PATTERN.format(arch=self.arch) if isinstance(value, int): @@ -853,6 +862,9 @@ class GGUFWriter: def add_moe_every_n_layers(self, value: int) -> None: self.add_uint32(Keys.LLM.MOE_EVERY_N_LAYERS.format(arch=self.arch), value) + def add_moe_latent_size(self, value: int) -> None: + self.add_uint32(Keys.LLM.MOE_LATENT_SIZE.format(arch=self.arch), value) + def add_nextn_predict_layers(self, count: int) -> None: self.add_uint32(Keys.LLM.NEXTN_PREDICT_LAYERS.format(arch=self.arch), count) @@ -946,6 +958,9 @@ class GGUFWriter: def add_rope_dimension_count(self, count: int) -> None: self.add_uint32(Keys.Rope.DIMENSION_COUNT.format(arch=self.arch), count) + def add_rope_dimension_count_swa(self, count: int) -> None: + self.add_uint32(Keys.Rope.DIMENSION_COUNT_SWA.format(arch=self.arch), count) + def add_rope_dimension_sections(self, dims: Sequence[int]) -> None: self.add_array(Keys.Rope.DIMENSION_SECTIONS.format(arch=self.arch), dims) @@ -1142,6 +1157,12 @@ class GGUFWriter: def add_vision_min_pixels(self, value: int) -> None: self.add_uint32(Keys.ClipVision.IMAGE_MIN_PIXELS, value) + def add_vision_preproc_max_tiles(self, value: int) -> None: + self.add_uint32(Keys.ClipVision.PREPROC_MAX_TILES, value) + + def add_vision_preproc_min_tiles(self, value: int) -> None: + self.add_uint32(Keys.ClipVision.PREPROC_MIN_TILES, value) + def add_vision_preproc_image_size(self, value: int) -> None: self.add_uint32(Keys.ClipVision.PREPROC_IMAGE_SIZE, value) @@ -1198,6 +1219,15 @@ class GGUFWriter: def add_vision_window_size(self, value: int) -> None: self.add_uint32(Keys.ClipVision.WINDOW_SIZE, value) + def add_vision_sam_layers_count(self, value: int) -> None: + self.add_uint32(Keys.ClipVision.SAM.BLOCK_COUNT, value) + + def add_vision_sam_embedding_length(self, value: int) -> None: + self.add_uint32(Keys.ClipVision.SAM.EMBEDDING_LENGTH, value) + + def add_vision_sam_head_count(self, value: int) -> None: + self.add_uint32(Keys.ClipVision.SAM.HEAD_COUNT, value) + # audio models def add_clip_audio_projector_type(self, value: str) -> None: @@ -1286,7 +1316,7 @@ class GGUFWriter: else: raise ValueError("Invalid GGUF metadata value type or value") - return kv_data + return bytes(kv_data) @staticmethod def format_n_bytes_to_str(num: int) -> str: diff --git a/gguf-py/gguf/lazy.py b/gguf-py/gguf/lazy.py index c126f09c50..acbc79258a 100644 --- a/gguf-py/gguf/lazy.py +++ b/gguf-py/gguf/lazy.py @@ -138,7 +138,7 @@ class LazyBase(ABC, metaclass=LazyMeta): if isinstance(meta_noop, tuple): dtype, shape = meta_noop assert callable(shape) - res = cls.meta_with_dtype_and_shape(dtype, shape(res.shape)) + res = cls.meta_with_dtype_and_shape(dtype, shape(res.shape)) # ty: ignore[call-top-callable] else: res = cls.meta_with_dtype_and_shape(meta_noop, res.shape) diff --git a/gguf-py/gguf/metadata.py b/gguf-py/gguf/metadata.py index e0d478ce95..e954644e28 100644 --- a/gguf-py/gguf/metadata.py +++ b/gguf-py/gguf/metadata.py @@ -186,7 +186,7 @@ class Metadata: # Quick hack to fix the Norway problem # https://hitchdev.com/strictyaml/why/implicit-typing-removed/ yaml_content = yaml_content.replace("- no\n", "- \"no\"\n") - # yaml should use 2 spaces insted of tab + # yaml should use 2 spaces instead of tab # this issue has came up with the Qwen/Qwen3-235B-A22B-Instruct-2507 model card # (I've also sent a pr tp fix the modelcard too) yaml_content = yaml_content.replace("\t", " ") diff --git a/gguf-py/gguf/quants.py b/gguf-py/gguf/quants.py index 31845ea6ee..1d9d9ab7d7 100644 --- a/gguf-py/gguf/quants.py +++ b/gguf-py/gguf/quants.py @@ -91,11 +91,11 @@ class __Quant(ABC): def __init_subclass__(cls, qtype: GGMLQuantizationType) -> None: cls.qtype = qtype cls.block_size, cls.type_size = GGML_QUANT_SIZES[qtype] - cls.__quantize_lazy = LazyNumpyTensor._wrap_fn( + cls.__quantize_lazy: Any = LazyNumpyTensor._wrap_fn( cls.__quantize_array, meta_noop=(np.uint8, cls.__shape_to_bytes) ) - cls.__dequantize_lazy = LazyNumpyTensor._wrap_fn( + cls.__dequantize_lazy: Any = LazyNumpyTensor._wrap_fn( cls.__dequantize_array, meta_noop=(np.float32, cls.__shape_from_bytes) ) @@ -704,6 +704,65 @@ class MXFP4(__Quant, qtype=GGMLQuantizationType.MXFP4): return (d * qs.astype(np.float32)) +class NVFP4(__Quant, qtype=GGMLQuantizationType.NVFP4): + # E2M1 values doubled (kvalues_mxfp4 convention) + kvalues = (0, 1, 2, 3, 4, 6, 8, 12, 0, -1, -2, -3, -4, -6, -8, -12) + + @staticmethod + def ue4m3_to_fp32(x: np.ndarray) -> np.ndarray: + """Decode unsigned E4M3 (bias=7) to float, with 0.5 factor for kvalues convention.""" + exp = (x >> 3).astype(np.int32) & 0xF + man = (x & 0x7).astype(np.float32) + raw = np.where( + exp == 0, + man * 2**-9, + (1.0 + man / 8.0) * (2.0 ** (exp.astype(np.float32) - 7))) + return np.where((x == 0) | (x == 0x7F), 0.0, raw * 0.5) + + @staticmethod + def fp32_to_ue4m3(x: np.ndarray) -> np.ndarray: + """Vectorized float32 to unsigned E4M3, matching ggml_fp32_to_ue4m3 in C.""" + x = np.clip(x, 0.0, 448.0).astype(np.float32) + bits = x.view(np.uint32) + fp32_exp = ((bits >> 23) & 0xFF).astype(np.int32) - 127 + fp32_man = ((bits >> 20) & 0x7).astype(np.int32) + ue4m3_exp = fp32_exp + 7 + + # Subnormal + sub_man = np.clip((x * 512.0 + 0.5).astype(np.int32), 0, 7) + sub_result = np.where(sub_man >= 1, sub_man, 0).astype(np.uint8) + + # Normal with rounding + round_bit = ((bits >> 19) & 1).astype(np.int32) + man = fp32_man + round_bit + exp = ue4m3_exp.copy() + overflow = man > 7 + man = np.where(overflow, 0, man) + exp = np.where(overflow, exp + 1, exp) + normal_result = np.where(exp >= 15, np.uint8(0x7E), ((exp << 3) | man).astype(np.uint8)) + + return np.where(x <= 0.0, np.uint8(0), + np.where(ue4m3_exp <= 0, sub_result, + np.where(ue4m3_exp >= 15, np.uint8(0x7E), normal_result))) + + @classmethod + def dequantize_blocks(cls, blocks: np.ndarray) -> np.ndarray: + n_super = blocks.shape[0] + + d_bytes, qs = np.hsplit(blocks, [4]) + d = cls.ue4m3_to_fp32(d_bytes).reshape(n_super, 4, 1) # (n_super, 4, 1) + + qs = qs.reshape(n_super, 4, 8) + lo = (qs & np.uint8(0x0F)).view(np.int8) + hi = (qs >> np.uint8(4)).view(np.int8) + vals = np.concatenate([lo, hi], axis=-1) # (n_super, 4, 16) + + kvalues = np.array(cls.kvalues, dtype=np.int8).reshape(1, 1, 16) + vals = np.take_along_axis(kvalues, vals, axis=-1) + + return (d * vals.astype(np.float32)).reshape(n_super, 64) + + class IQ2_XXS(__Quant, qtype=GGMLQuantizationType.IQ2_XXS): ksigns: bytes = ( b"\x00\x81\x82\x03\x84\x05\x06\x87\x88\x09\x0a\x8b\x0c\x8d\x8e\x0f" diff --git a/gguf-py/gguf/scripts/gguf_convert_endian.py b/gguf-py/gguf/scripts/gguf_convert_endian.py index 86bf87846c..164c9171e0 100755 --- a/gguf-py/gguf/scripts/gguf_convert_endian.py +++ b/gguf-py/gguf/scripts/gguf_convert_endian.py @@ -65,6 +65,7 @@ byteswap_tensors = { gguf.GGMLQuantizationType.Q4_K: byteswap_q4_k, gguf.GGMLQuantizationType.Q6_K: byteswap_q6_k, gguf.GGMLQuantizationType.MXFP4: byteswap_noop, + gguf.GGMLQuantizationType.NVFP4: byteswap_noop, } diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index e575610900..01a9b23600 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -63,6 +63,7 @@ class TensorNameMap: "transformer.wpe", # gpt2 "embeddings.position_embeddings", # bert "wpe", # gpt2 + "model.embed_positions", # rugpt3xl ), # Output @@ -400,6 +401,10 @@ class TensorNameMap: "model.layers.{bid}.pre_mlp_layernorm", # afmoe ), + MODEL_TENSOR.FFN_PRE_NORM_2: ( + "model.layers.{bid}.pre_feedforward_layernorm_2", # gemma4 + ), + # Post feed-forward norm MODEL_TENSOR.FFN_POST_NORM: ( "model.layers.{bid}.post_feedforward_layernorm", # gemma2 olmo2 @@ -410,6 +415,14 @@ class TensorNameMap: "model.layers.{bid}.post_moe_norm", # grok-2 ), + MODEL_TENSOR.FFN_POST_NORM_1: ( + "model.layers.{bid}.post_feedforward_layernorm_1", # gemma4 + ), + + MODEL_TENSOR.FFN_POST_NORM_2: ( + "model.layers.{bid}.post_feedforward_layernorm_2", # gemma4 + ), + MODEL_TENSOR.FFN_GATE_INP: ( "layers.{bid}.feed_forward.gate", # mixtral "model.layers.{bid}.block_sparse_moe.gate", # mixtral phimoe @@ -427,6 +440,7 @@ class TensorNameMap: "layers.{bid}.gate", # mistral-large "backbone.layers.{bid}.mixer.gate", # nemotron-h-moe "model.layers.{bid}.moe.gate", # step3.5 + "model.layers.{bid}.router.proj", # gemma4 ), MODEL_TENSOR.FFN_GATE_INP_SHEXP: ( @@ -569,6 +583,15 @@ class TensorNameMap: MODEL_TENSOR.FFN_GATE_UP_EXP: ( "model.layers.{bid}.mlp.experts.gate_up_proj", + "model.layers.{bid}.experts.gate_up_proj", # gemma4 + ), + + MODEL_TENSOR.MOE_LATENT_DOWN: ( + "backbone.layers.{bid}.mixer.fc1_latent_proj", # nemotron 3 super + ), + + MODEL_TENSOR.MOE_LATENT_UP: ( + "backbone.layers.{bid}.mixer.fc2_latent_proj", # nemotron 3 super ), # Feed-forward down @@ -620,6 +643,7 @@ class TensorNameMap: "encoder.layers.{bid}.mlp.experts.mlp.w2", # nomic-bert-moe "model.layers.{bid}.block_sparse_moe.experts.down", # smallthinker "model.layers.{bid}.moe.down_proj", # step3.5 + "model.layers.{bid}.experts.down_proj", # gemma4 ), MODEL_TENSOR.FFN_DOWN_SHEXP: ( @@ -684,6 +708,10 @@ class TensorNameMap: "model.layers.{bid}.final_layernorm", # bailingmoe2 ), + MODEL_TENSOR.LAYER_OUT_SCALE: ( + "model.layers.{bid}.layer_scalar", # gemma4 + ), + MODEL_TENSOR.PER_LAYER_TOKEN_EMBD: ( "model.embed_tokens_per_layer", # gemma3n ), @@ -1331,12 +1359,16 @@ class TensorNameMap: "visual.merger.mlp.{bid}", # qwen2vl "mlp_AR.linear_{bid}", # PaddleOCR-VL "merger.mlp.{bid}", + "vision_tower.merger.mlp.{bid}", # dots.ocr + "vit.perceive.proj.{bid}", # HunyuanOCR (proj.0 = conv1, proj.2 = conv2) ), MODEL_TENSOR.V_MMPROJ_FC: ( "model.connector.modality_projection.proj", # SmolVLM "model.vision.linear_proj.linear_proj", # cogvlm + "model.projector.layers", # Deepseek-OCR "visual.merger.proj", # glm4v + "vit.perceive.mlp", # HunyuanOCR ), MODEL_TENSOR.V_MMPROJ_MLP: ( @@ -1356,6 +1388,7 @@ class TensorNameMap: "vision_model.class_embedding", # llama 4 "model.vision.patch_embedding.cls_embedding", # cogvlm "vision_model.radio_model.model.patch_generator.cls_token.token", # Nemotron Nano v2 VL + "model.vision_model.embeddings.class_embedding", # Deepseek-OCR ), MODEL_TENSOR.V_ENC_EMBD_PATCH: ( @@ -1363,18 +1396,24 @@ class TensorNameMap: "model.vision_tower.embeddings.patch_embeddings.projection", # Intern-S1 "vpm.embeddings.patch_embedding", "model.vision_model.embeddings.patch_embedding", # SmolVLM + "vit.embeddings.patch_embedding", # HunyuanOCR "vision_tower.patch_conv", # pixtral-hf "vision_encoder.patch_conv", # pixtral "vision_model.patch_embedding.linear", # llama 4 "visual.patch_embed.proj", # qwen2vl "vision_tower.patch_embed.proj", # kimi-vl "model.vision.patch_embedding.proj", # cogvlm + "model.vision_model.embeddings.patch_embedding", # Deepseek-OCR CLIP "siglip2.vision_model.embeddings.patch_embedding", "vision_model.radio_model.model.patch_generator.embedder", # Nemotron Nano v2 VL + "model.vision_tower.patch_embedder.input_proj", # gemma4 + "vision_tower.patch_embed.patchifier.proj", # dots.ocr + "vision_model.conv1", # Step3-VL ), MODEL_TENSOR.V_ENC_EMBD_NORM: ( "visual.post_conv_layernorm", # glm4v + "vision_tower.patch_embed.patchifier.norm", # dots.ocr ), MODEL_TENSOR.V_ENC_EMBD_POS: ( @@ -1382,19 +1421,35 @@ class TensorNameMap: "model.vision_tower.embeddings.position_embeddings", # Intern-S1 "vpm.embeddings.position_embedding", "model.vision_model.embeddings.position_embedding", # SmolVLM + "vit.embeddings.position_embedding", # HunyuanOCR "vision_model.positional_embedding_vlm", # llama 4 "vision_tower.patch_embed.pos_emb", # kimi-vl "visual.pos_embed", # qwen3vl "model.vision.patch_embedding.position_embedding", # cogvlm "visual.embeddings.position_embedding", # glm4v "vision_model.radio_model.model.patch_generator.pos_embed", # Nemotron Nano v2 VL + "model.vision_tower.patch_embedder.position_embedding_table", # gemma4 + "vision_model.positional_embedding", # Step3-VL + ), + + MODEL_TENSOR.V_ENC_EMBD_IMGNL: ( + "model.image_newline", # Deepseek-OCR + "vit.perceive.image_newline", # HunyuanOCR + ), + + MODEL_TENSOR.V_ENC_EMBD_VSEP: ( + "model.view_seperator", # Deepseek-OCR + "vit.perceive.image_sep", # HunyuanOCR ), MODEL_TENSOR.V_ENC_ATTN_QKV: ( "visual.blocks.{bid}.attn.qkv", # qwen3vl + "vision_tower.blocks.{bid}.attn.qkv", # dots.ocr "model.vision.transformer.layers.{bid}.attention.query_key_value", # cogvlm + "model.vision_model.transformer.layers.{bid}.self_attn.qkv_proj", # Deepseek-OCR CLIP "vision_tower.encoder.blocks.{bid}.wqkv", # Kimi-K2.5 "vision_model.radio_model.model.blocks.{bid}.attn.qkv", # Nemotron Nano v2 VL + "vision_model.transformer.resblocks.{bid}.attn.in_proj", # Step3-VL ), MODEL_TENSOR.V_ENC_ATTN_Q: ( @@ -1402,18 +1457,22 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.attention.q_proj", # Intern-S1 "vpm.encoder.layers.{bid}.self_attn.q_proj", "model.vision_model.encoder.layers.{bid}.self_attn.q_proj", # SmolVLM + "vit.layers.{bid}.self_attn.q_proj", # HunyuanOCR "vision_model.model.layers.{bid}.self_attn.q_proj", # llama4 "vision_tower.transformer.layers.{bid}.attention.q_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.attention.wq", # pixtral "visual.blocks.{bid}.attn.q", # qwen2vl, generated "vision_tower.encoder.blocks.{bid}.wq", # kimi-vl, generated "siglip2.vision_model.encoder.layers.{bid}.self_attn.q_proj", # youtuvl + "model.vision_model.transformer.layers.{bid}.self_attn.q_proj", # Deepseek-OCR CLIP, generated + "vision_model.model.layers.{bid}.self_attn.q_proj.linear", # gemma4 ), MODEL_TENSOR.V_ENC_ATTN_Q_NORM: ( "vision_tower.vision_model.encoder.layers.{bid}.attn.q_norm", # InternVL "model.vision_tower.encoder.layer.{bid}.attention.q_norm", # Intern-S1 "visual.blocks.{bid}.attn.q_norm", # GLM-OCR + "vision_model.model.layers.{bid}.self_attn.q_norm", # gemma4 ), MODEL_TENSOR.V_ENC_ATTN_K: ( @@ -1421,18 +1480,22 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.attention.k_proj", # Intern-S1 "vpm.encoder.layers.{bid}.self_attn.k_proj", "model.vision_model.encoder.layers.{bid}.self_attn.k_proj", # SmolVLM + "vit.layers.{bid}.self_attn.k_proj", # HunyuanOCR "vision_model.model.layers.{bid}.self_attn.k_proj", # llama4 "vision_tower.transformer.layers.{bid}.attention.k_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.attention.wk", # pixtral "visual.blocks.{bid}.attn.k", # qwen2vl, generated "vision_tower.encoder.blocks.{bid}.wk", # kimi-vl, generated + "model.vision_model.transformer.layers.{bid}.self_attn.k_proj", # Deepseek-OCR CLIP, generated "siglip2.vision_model.encoder.layers.{bid}.self_attn.k_proj", + "vision_model.model.layers.{bid}.self_attn.k_proj.linear", # gemma4 ), MODEL_TENSOR.V_ENC_ATTN_K_NORM: ( "vision_tower.vision_model.encoder.layers.{bid}.attn.k_norm", # InternVL "model.vision_tower.encoder.layer.{bid}.attention.k_norm", # Intern-S1 "visual.blocks.{bid}.attn.k_norm", # GLM-OCR + "vision_model.model.layers.{bid}.self_attn.k_norm", # gemma4 ), MODEL_TENSOR.V_ENC_ATTN_V: ( @@ -1440,12 +1503,15 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.attention.v_proj", # Intern-S1 "vpm.encoder.layers.{bid}.self_attn.v_proj", "model.vision_model.encoder.layers.{bid}.self_attn.v_proj", # SmolVLM + "vit.layers.{bid}.self_attn.v_proj", # HunyuanOCR "vision_model.model.layers.{bid}.self_attn.v_proj", # llama4 "vision_tower.transformer.layers.{bid}.attention.v_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.attention.wv", # pixtral "visual.blocks.{bid}.attn.v", # qwen2vl, generated "vision_tower.encoder.blocks.{bid}.wv", # kimi-vl, generated "siglip2.vision_model.encoder.layers.{bid}.self_attn.v_proj", + "model.vision_model.transformer.layers.{bid}.self_attn.v_proj", # Deepseek-OCR CLIP, generated + "vision_model.model.layers.{bid}.self_attn.v_proj.linear", # gemma4 ), MODEL_TENSOR.V_ENC_INPUT_NORM: ( @@ -1454,14 +1520,18 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.layernorm_before", # Intern-S1 "vpm.encoder.layers.{bid}.layer_norm1", "model.vision_model.encoder.layers.{bid}.layer_norm1", # SmolVLM + "vit.layers.{bid}.input_layernorm", # HunyuanOCR "vision_tower.transformer.layers.{bid}.attention_norm", # pixtral-hf "vision_encoder.transformer.layers.{bid}.attention_norm", # pixtral - "vision_model.model.layers.{bid}.input_layernorm", # llama4 + "vision_model.model.layers.{bid}.input_layernorm", # llama4, gemma4 "visual.blocks.{bid}.norm1", # qwen2vl "vision_tower.encoder.blocks.{bid}.norm0", # kimi-vl (norm0/norm1) "model.vision.transformer.layers.{bid}.input_layernorm", # cogvlm + "model.vision_model.transformer.layers.{bid}.layer_norm1", # Deepseek-OCR CLIP "siglip2.vision_model.encoder.layers.{bid}.layer_norm1", "vision_model.radio_model.model.blocks.{bid}.norm1", # Nemotron Nano v2 VL + "vision_tower.blocks.{bid}.norm1", # dots.ocr + "vision_model.transformer.resblocks.{bid}.ln_1", # Step3-VL ), MODEL_TENSOR.V_ENC_ATTN_O: ( @@ -1470,6 +1540,7 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.attention.projection_layer", # Intern-S1 "vpm.encoder.layers.{bid}.self_attn.out_proj", "model.vision_model.encoder.layers.{bid}.self_attn.out_proj", # SmolVLM + "vit.layers.{bid}.self_attn.o_proj", # HunyuanOCR "model.vision_model.encoder.layers.{bid}.self_attn.projection_layer", # Janus Pro "vision_model.model.layers.{bid}.self_attn.o_proj", # llama4 "vision_tower.transformer.layers.{bid}.attention.o_proj", # pixtral-hf @@ -1477,8 +1548,12 @@ class TensorNameMap: "visual.blocks.{bid}.attn.proj", # qwen2vl "vision_tower.encoder.blocks.{bid}.wo", # kimi-vl "model.vision.transformer.layers.{bid}.attention.dense", # cogvlm + "model.vision_model.transformer.layers.{bid}.self_attn.out_proj", # Deepseek-OCR CLIP "siglip2.vision_model.encoder.layers.{bid}.self_attn.out_proj", # youtuvl "vision_model.radio_model.model.blocks.{bid}.attn.proj", # Nemotron Nano v2 VL + "vision_model.model.layers.{bid}.self_attn.o_proj.linear", # gemma4 + "vision_tower.blocks.{bid}.attn.proj", # dots.ocr + "vision_model.transformer.resblocks.{bid}.attn.out_proj", # Step3-VL ), MODEL_TENSOR.V_ENC_POST_ATTN_NORM: ( @@ -1487,14 +1562,19 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.layernorm_after", # Intern-S1 "vpm.encoder.layers.{bid}.layer_norm2", "model.vision_model.encoder.layers.{bid}.layer_norm2", # SmolVLM + "vit.layers.{bid}.post_attention_layernorm", # HunyuanOCR "vision_model.model.layers.{bid}.post_attention_layernorm", # llama4 "vision_tower.transformer.layers.{bid}.ffn_norm", # pixtral-hf "vision_encoder.transformer.layers.{bid}.ffn_norm", # pixtral "visual.blocks.{bid}.norm2", # qwen2vl "vision_tower.encoder.blocks.{bid}.norm1", # kimi-vl (norm0/norm1) "model.vision.transformer.layers.{bid}.post_attention_layernorm", # cogvlm + "model.vision_model.transformer.layers.{bid}.layer_norm2", # Deepseek-OCR CLIP "siglip2.vision_model.encoder.layers.{bid}.layer_norm2", "vision_model.radio_model.model.blocks.{bid}.norm2", # Nemotron Nano v2 VL + "vision_model.model.layers.{bid}.pre_feedforward_layernorm", # gemma4 + "vision_tower.blocks.{bid}.norm2", # dots.ocr + "vision_model.transformer.resblocks.{bid}.ln_2", # Step3-VL ), MODEL_TENSOR.V_ENC_FFN_UP: ( @@ -1502,6 +1582,7 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.mlp.fc1", # Intern-S1 "vpm.encoder.layers.{bid}.mlp.fc1", "model.vision_model.encoder.layers.{bid}.mlp.fc1", # SmolVLM, gemma3 + "vit.layers.{bid}.mlp.dense_h_to_4h", # HunyuanOCR "vision_tower.transformer.layers.{bid}.feed_forward.up_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.feed_forward.w3", # pixtral "vision_model.model.layers.{bid}.mlp.fc1", # llama4 @@ -1509,15 +1590,19 @@ class TensorNameMap: "visual.blocks.{bid}.mlp.up_proj", # qwen2.5vl "visual.blocks.{bid}.mlp.linear_fc1", # qwen3vl "vision_tower.encoder.blocks.{bid}.mlp.fc0", # kimi-vl (fc0/fc1) + "model.vision_model.transformer.layers.{bid}.mlp.fc1", # Deepseek-OCR CLIP "model.vision.transformer.layers.{bid}.mlp.fc1", # cogvlm "siglip2.vision_model.encoder.layers.{bid}.mlp.fc1", "vision_model.radio_model.model.blocks.{bid}.mlp.fc1", # Nemotron Nano v2 VL + "vision_model.model.layers.{bid}.mlp.up_proj", # gemma4 + "vision_model.transformer.resblocks.{bid}.mlp.c_fc", # Step3-VL ), MODEL_TENSOR.V_ENC_FFN_GATE: ( "vision_tower.transformer.layers.{bid}.feed_forward.gate_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.feed_forward.w1", # pixtral "visual.blocks.{bid}.mlp.gate_proj", # qwen2.5vl + "vision_model.model.layers.{bid}.mlp.gate_proj", # gemma4 ), MODEL_TENSOR.V_ENC_FFN_DOWN: ( @@ -1525,6 +1610,7 @@ class TensorNameMap: "model.vision_tower.encoder.layer.{bid}.mlp.fc2", # Intern-S1 "vpm.encoder.layers.{bid}.mlp.fc2", "model.vision_model.encoder.layers.{bid}.mlp.fc2", # SmolVLM, gemma3 + "vit.layers.{bid}.mlp.dense_4h_to_h", # HunyuanOCR "vision_tower.transformer.layers.{bid}.feed_forward.down_proj", # pixtral-hf "vision_encoder.transformer.layers.{bid}.feed_forward.w2", # pixtral "vision_model.model.layers.{bid}.mlp.fc2", # llama4 @@ -1533,18 +1619,35 @@ class TensorNameMap: "visual.blocks.{bid}.mlp.linear_fc2", # qwen3vl "vision_tower.encoder.blocks.{bid}.mlp.fc1", # kimi-vl (fc0/fc1) "model.vision.transformer.layers.{bid}.mlp.fc2", # cogvlm + "model.vision_model.transformer.layers.{bid}.mlp.fc2", # Deepseek-OCR CLIP "siglip2.vision_model.encoder.layers.{bid}.mlp.fc2", "vision_model.radio_model.model.blocks.{bid}.mlp.fc2", # Nemotron Nano v2 VL + "vision_model.model.layers.{bid}.mlp.down_proj", # gemma4 + "vision_model.transformer.resblocks.{bid}.mlp.c_proj", # Step3-VL + ), + + MODEL_TENSOR.V_ENC_ATTN_POST_NORM: ( + "vision_model.model.layers.{bid}.post_attention_layernorm", # gemma4 + ), + + MODEL_TENSOR.V_ENC_FFN_POST_NORM: ( + "vision_model.model.layers.{bid}.post_feedforward_layernorm", # gemma4 ), MODEL_TENSOR.V_LAYER_SCALE_1: ( "vision_tower.vision_model.encoder.layers.{bid}.ls1", # InternVL "model.vision_tower.encoder.layer.{bid}.lambda_1", # Intern-S1 + "vision_model.transformer.resblocks.{bid}.ls_1", # Step3-VL ), MODEL_TENSOR.V_LAYER_SCALE_2: ( "vision_tower.vision_model.encoder.layers.{bid}.ls2", # InternVL "model.vision_tower.encoder.layer.{bid}.lambda_2", # Intern-S1 + "vision_model.transformer.resblocks.{bid}.ls_2", # Step3-VL + ), + + MODEL_TENSOR.V_LAYER_OUT_SCALE: ( + "vision_model.model.layers.{bid}.layer_scalar", # gemma4 ), MODEL_TENSOR.V_PRE_NORM: ( @@ -1552,6 +1655,9 @@ class TensorNameMap: "vision_tower.ln_pre", # pixtral-hf "vision_encoder.ln_pre", # pixtral "vision_model.layernorm_pre", # llama4 + "model.vision_model.pre_layrnorm", # Deepseek-OCR CLIP + "vision_tower.patch_embed.patchifier.norm", # dots.ocr + "vision_model.ln_pre", # Step3-VL ), MODEL_TENSOR.V_POST_NORM: ( @@ -1566,6 +1672,8 @@ class TensorNameMap: MODEL_TENSOR.V_MM_POST_NORM: ( "visual.merger.post_projection_norm", # glm4v + "vision_tower.post_trunk_norm", # dots.ocr + "vit.perceive.after_rms", # HunyuanOCR ), MODEL_TENSOR.V_MM_INP_PROJ: ( @@ -1581,6 +1689,7 @@ class TensorNameMap: "model.vision.linear_proj.norm1", # cogvlm "mlp_AR.pre_norm", # PaddleOCR-VL "merger.ln_q", + "vision_tower.merger.ln_q", # dots.ocr ), MODEL_TENSOR.V_MM_SOFT_EMB_NORM: ( @@ -1654,6 +1763,58 @@ class TensorNameMap: "model.visual.deepstack_merger_list.{bid}.linear_fc2", # deepstack in qwen3vl ), + MODEL_TENSOR.V_SAM_POS_EMBD: ( + "model.sam_model.pos_embed", + ), + + MODEL_TENSOR.V_SAM_PATCH_EMBD: ( + "model.sam_model.patch_embed.proj", + ), + + MODEL_TENSOR.V_SAM_PRE_NORM: ( + "model.sam_model.blocks.{bid}.norm1", # deepstack in qwen3vl + ), + + MODEL_TENSOR.V_SAM_POST_NORM: ( + "model.sam_model.blocks.{bid}.norm2", # deepstack in qwen3vl + ), + + MODEL_TENSOR.V_SAM_ATTN_POS_H: ( + "model.sam_model.blocks.{bid}.attn.rel_pos_h", + ), + + MODEL_TENSOR.V_SAM_ATTN_POS_W: ( + "model.sam_model.blocks.{bid}.attn.rel_pos_w", + ), + + MODEL_TENSOR.V_SAM_ATTN_QKV: ( + "model.sam_model.blocks.{bid}.attn.qkv", + ), + + MODEL_TENSOR.V_SAM_ATTN_OUT: ( + "model.sam_model.blocks.{bid}.attn.proj", + ), + + MODEL_TENSOR.V_SAM_MLP_LIN_1: ( + "model.sam_model.blocks.{bid}.mlp.lin1", + ), + + MODEL_TENSOR.V_SAM_MLP_LIN_2: ( + "model.sam_model.blocks.{bid}.mlp.lin2", + ), + + MODEL_TENSOR.V_SAM_NECK: ( + "model.sam_model.neck.{bid}", + ), + + MODEL_TENSOR.V_SAM_NET_2: ( + "model.sam_model.net_2", + ), + + MODEL_TENSOR.V_SAM_NET_3: ( + "model.sam_model.net_3", + ), + MODEL_TENSOR.V_MM_POST_FC_NORM: ( "model.vision.linear_proj.norm1", # cogvlm ), @@ -1681,6 +1842,26 @@ class TensorNameMap: "model.vision.eoi", # cogvlm ), + MODEL_TENSOR.V_MM_PRE_NORM: ( + "vit.perceive.before_rms", # HunyuanOCR + ), + + MODEL_TENSOR.V_TOK_IMG_BEGIN: ( + "vit.perceive.image_begin", # HunyuanOCR + ), + + MODEL_TENSOR.V_TOK_IMG_END: ( + "vit.perceive.image_end", # HunyuanOCR + ), + + MODEL_TENSOR.V_STD_BIAS: ( + "model.vision_tower.std_bias", # gemma4 + ), + + MODEL_TENSOR.V_STD_SCALE: ( + "model.vision_tower.std_scale", # gemma4 + ), + # audio (mtmd) MODEL_TENSOR.A_ENC_EMBD_POS: ( @@ -1700,10 +1881,23 @@ class TensorNameMap: "audio_tower.conv{bid}", # ultravox "conformer.pre_encode.conv.{bid}", # lfm2 "model.audio_tower.subsample_conv_projection.conv_{bid}.conv", # gemma3n + "conformer.subsample_conv_projection.layer{bid}.conv", # gemma4 ), MODEL_TENSOR.A_ENC_CONV1D_NORM: ( - "model.audio_tower.subsample_conv_projection.conv_{bid}.norm", # gemma3n + "conformer.subsample_conv_projection.layer{bid}.norm", # gemma4 + ), + + MODEL_TENSOR.A_ENC_INP_PROJ: ( + "conformer.subsample_conv_projection.input_proj_linear", # gemma4 + ), + + MODEL_TENSOR.A_ENC_CONV2D: ( + "audio_tower.conv2d{bid}", # qwen3omni + ), + + MODEL_TENSOR.A_ENC_CONV_OUT: ( + "audio_tower.conv_out", # qwen3omni ), MODEL_TENSOR.A_PRE_NORM: (), @@ -1717,22 +1911,38 @@ class TensorNameMap: "audio_tower.layers.{bid}.self_attn.q_proj", # ultravox "conformer.layers.{bid}.self_attn.linear_q", # lfm2 "conformer.layers.{bid}.attention.attn.q_proj", # gemma3n + "conformer.layers.{bid}.self_attn.q_proj", # gemma4 ), MODEL_TENSOR.A_ENC_ATTN_K: ( "audio_tower.layers.{bid}.self_attn.k_proj", # ultravox "conformer.layers.{bid}.self_attn.linear_k", # lfm2 "conformer.layers.{bid}.attention.attn.k_proj", # gemma3n + "conformer.layers.{bid}.self_attn.k_proj", # gemma4 ), MODEL_TENSOR.A_ENC_ATTN_V: ( "audio_tower.layers.{bid}.self_attn.v_proj", # ultravox "conformer.layers.{bid}.self_attn.linear_v", # lfm2 "conformer.layers.{bid}.attention.attn.v_proj", # gemma3n + "conformer.layers.{bid}.self_attn.v_proj", # gemma4 + ), + + MODEL_TENSOR.A_ENC_ATTN_K_REL: ( + "conformer.layers.{bid}.self_attn.relative_k_proj", # gemma4 + ), + + MODEL_TENSOR.A_ENC_ATTN_POST_NORM: ( + "conformer.layers.{bid}.norm_post_attn", # gemma4 + ), + + MODEL_TENSOR.A_ENC_ATTN_PRE_NORM: ( + "conformer.layers.{bid}.norm_pre_attn", # gemma4 ), MODEL_TENSOR.A_ENC_PER_DIM_SCALE: ( "conformer.layers.{bid}.attention.attn.per_dim_scale", # gemma3n + "conformer.layers.{bid}.self_attn.per_dim_scale", # gemma3n ), MODEL_TENSOR.A_ENC_LAYER_PRE_NORM: ( @@ -1749,6 +1959,7 @@ class TensorNameMap: "audio_tower.layers.{bid}.self_attn.out_proj", # ultravox "conformer.layers.{bid}.self_attn.linear_out", # lfm2 "conformer.layers.{bid}.attention.post", # gemma3n + "conformer.layers.{bid}.self_attn.post", # gemma4 ), MODEL_TENSOR.A_ENC_OUTPUT_NORM: ( @@ -1760,10 +1971,12 @@ class TensorNameMap: MODEL_TENSOR.A_ENC_FFN_NORM: ( "conformer.layers.{bid}.norm_feed_forward1", # lfm2 "conformer.layers.{bid}.ffw_layer_start.pre_layer_norm", # gemma3n + "conformer.layers.{bid}.feed_forward1.pre_layer_norm", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_POST_NORM: ( "conformer.layers.{bid}.ffw_layer_start.post_layer_norm", # gemma3n + "conformer.layers.{bid}.feed_forward1.post_layer_norm", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_SCALE: ( @@ -1774,6 +1987,7 @@ class TensorNameMap: "audio_tower.layers.{bid}.fc1", # ultravox "conformer.layers.{bid}.feed_forward1.linear1", # lfm2 "conformer.layers.{bid}.ffw_layer_start.ffw_layer_1", # gemma3n + "conformer.layers.{bid}.feed_forward1.ffw_layer_1", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_GATE: (), @@ -1782,25 +1996,30 @@ class TensorNameMap: "audio_tower.layers.{bid}.fc2", # ultravox "conformer.layers.{bid}.feed_forward1.linear2", # lfm2 "conformer.layers.{bid}.ffw_layer_start.ffw_layer_2", # gemma3n + "conformer.layers.{bid}.feed_forward1.ffw_layer_2", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_UP_1: ( "conformer.layers.{bid}.feed_forward2.linear1", # lfm2 "conformer.layers.{bid}.ffw_layer_end.ffw_layer_1", # gemma3n + "conformer.layers.{bid}.feed_forward2.ffw_layer_1", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_DOWN_1: ( "conformer.layers.{bid}.feed_forward2.linear2", # lfm2 "conformer.layers.{bid}.ffw_layer_end.ffw_layer_2", # gemma3n + "conformer.layers.{bid}.feed_forward2.ffw_layer_2", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_NORM_1: ( "conformer.layers.{bid}.norm_feed_forward2", # lfm2 "conformer.layers.{bid}.ffw_layer_end.pre_layer_norm", # gemma3n + "conformer.layers.{bid}.feed_forward2.pre_layer_norm", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_POST_NORM_1: ( "conformer.layers.{bid}.ffw_layer_end.post_layer_norm", # gemma3n + "conformer.layers.{bid}.feed_forward2.post_layer_norm", # gemma4 ), MODEL_TENSOR.A_ENC_FFN_SCALE_1: ( @@ -1822,20 +2041,23 @@ class TensorNameMap: MODEL_TENSOR.A_ENC_OUT: ( "conformer.pre_encode.out", # lfm2 - "model.audio_tower.subsample_conv_projection.input_proj_linear", # gemma3n + "model.audio_tower.subsample_conv_projection.input_proj_linear", # gemma3n (note: it should be A_ENC_INP_PROJ, this is a mistake; it should be corrected in C++ code when it's supported) + "conformer.output_proj", # gemma4 ), # note: some tensors below has "audio." pseudo-prefix, to prevent conflicts with vision tensors # this prefix is added in the conversion code in modify_tensors() MODEL_TENSOR.A_MMPROJ: ( - "audio.multi_modal_projector.linear_{bid}", # ultravox - "audio_adapter.model.{bid}" # lfm2 + "audio.multi_modal_projector.linear_{bid}", # ultravox, meralion + "audio_adapter.model.{bid}", # lfm2 + "audio_tower.proj{bid}", # qwen3omni ), MODEL_TENSOR.A_MMPROJ_FC: ( "audio.multi_modal_projector.linear", # qwen2audio "audio_tower.proj", # qwen2omni + "model.audio_tower.output_proj" # gemma4 ), MODEL_TENSOR.A_MM_NORM_PRE: ( @@ -1871,6 +2093,14 @@ class TensorNameMap: "conformer.layers.{bid}.lconv1d.conv_norm", # gemma3n ), + MODEL_TENSOR.A_PER_DIM_K_SCALE: ( + "conformer.layers.{bid}.attention.attn.per_dim_key_scale", # gemma4 + ), + + MODEL_TENSOR.A_PER_DIM_SCALE: ( + "conformer.layers.{bid}.attention.attn.per_dim_scale", # gemma4 + ), + MODEL_TENSOR.A_MM_EMBEDDING: ( "model.embed_audio.embedding", # gemma3n ), diff --git a/gguf-py/gguf/vocab.py b/gguf-py/gguf/vocab.py index 028e5748e4..09a9b7d183 100644 --- a/gguf-py/gguf/vocab.py +++ b/gguf-py/gguf/vocab.py @@ -11,33 +11,33 @@ from typing import Any, Callable, Sequence, Mapping, Iterable, Protocol, ClassVa try: from sentencepiece import SentencePieceProcessor except ImportError: - SentencePieceProcessor = None + SentencePieceProcessor: Any = None try: - from mistral_common.tokens.tokenizers.mistral import MistralTokenizer # pyright: ignore[reportMissingImports] - from mistral_common.tokens.tokenizers.tekken import Tekkenizer # pyright: ignore[reportMissingImports] - from mistral_common.tokens.tokenizers.utils import ( # pyright: ignore[reportMissingImports] + from mistral_common.tokens.tokenizers.mistral import MistralTokenizer # type: ignore[import-not-found, ty:unresolved-import] + from mistral_common.tokens.tokenizers.tekken import Tekkenizer # type: ignore[import-not-found, ty:unresolved-import] + from mistral_common.tokens.tokenizers.utils import ( # type: ignore[import-not-found, ty:unresolved-import] _filter_valid_tokenizer_files, ) - from mistral_common.tokens.tokenizers.sentencepiece import ( # pyright: ignore[reportMissingImports] + from mistral_common.tokens.tokenizers.sentencepiece import ( # type: ignore[import-not-found, ty:unresolved-import] SentencePieceTokenizer, ) except ImportError: _mistral_common_installed = False - MistralTokenizer = None - Tekkenizer = None - SentencePieceTokenizer = None - _filter_valid_tokenizer_files = None + MistralTokenizer: Any = None + Tekkenizer: Any = None + SentencePieceTokenizer: Any = None + _filter_valid_tokenizer_files: Any = None else: _mistral_common_installed = True try: - from mistral_common.tokens.tokenizers.utils import ( # pyright: ignore[reportMissingImports] + from mistral_common.tokens.tokenizers.utils import ( # type: ignore[import-not-found, ty:unresolved-import] get_one_valid_tokenizer_file, ) except ImportError: # We still want the conversion to work with older mistral-common versions. - get_one_valid_tokenizer_file = None + get_one_valid_tokenizer_file: Any = None import gguf @@ -543,7 +543,7 @@ class LlamaHfVocab(Vocab): cache_dir=base_path, local_files_only=True, ) - assert self.tokenizer.is_fast # assume tokenizer.json is used + assert self.tokenizer.is_fast # assume tokenizer.json is used # ty: ignore[unresolved-attribute] # Initialize lists and dictionaries for added tokens self.added_tokens_list = [] @@ -552,30 +552,30 @@ class LlamaHfVocab(Vocab): # Process added tokens for tok, tokidx in sorted( - self.tokenizer.get_added_vocab().items(), key=lambda x: x[1] + self.tokenizer.get_added_vocab().items(), key=lambda x: x[1] # ty: ignore[unresolved-attribute] ): # Only consider added tokens that are not in the base vocabulary - if tokidx >= self.tokenizer.vocab_size: + if tokidx >= self.tokenizer.vocab_size: # ty: ignore[unresolved-attribute] self.added_tokens_list.append(tok) self.added_tokens_dict[tok] = tokidx self.added_tokens_ids.add(tokidx) # Store special tokens and their IDs self.specials = { - tok: self.tokenizer.get_vocab()[tok] - for tok in self.tokenizer.all_special_tokens + tok: self.tokenizer.get_vocab()[tok] # ty: ignore[unresolved-attribute] + for tok in self.tokenizer.all_special_tokens # ty: ignore[unresolved-attribute] } - self.special_ids = set(self.tokenizer.all_special_ids) + self.special_ids = set(self.tokenizer.all_special_ids) # ty: ignore[unresolved-attribute] # Set vocabulary sizes - self.vocab_size_base = self.tokenizer.vocab_size + self.vocab_size_base = self.tokenizer.vocab_size # ty: ignore[unresolved-attribute] self.vocab_size = self.vocab_size_base + len(self.added_tokens_list) self.fname_tokenizer = fname_tokenizer def hf_tokens(self) -> Iterable[tuple[bytes, float, gguf.TokenType]]: reverse_vocab = { - id: encoded_tok for encoded_tok, id in self.tokenizer.get_vocab().items() + id: encoded_tok for encoded_tok, id in self.tokenizer.get_vocab().items() # ty: ignore[unresolved-attribute] } for token_id in range(self.vocab_size_base): @@ -616,7 +616,7 @@ class LlamaHfVocab(Vocab): yield text.encode("utf-8"), score, toktype def has_newline_token(self): - return "<0x0A>" in self.tokenizer.vocab or "\n" in self.tokenizer.vocab + return "<0x0A>" in self.tokenizer.vocab or "\n" in self.tokenizer.vocab # ty: ignore[unresolved-attribute] def all_tokens(self) -> Iterable[tuple[bytes, float, gguf.TokenType]]: yield from self.hf_tokens() @@ -703,7 +703,7 @@ class MistralVocab(Vocab): tokenizer_file_path = base_path / tokenizer_file - self.tokenizer = MistralTokenizer.from_file( + self.tokenizer: Any = MistralTokenizer.from_file( tokenizer_file_path ).instruct_tokenizer.tokenizer self.tokenizer_type = ( diff --git a/gguf-py/tests/test_metadata.py b/gguf-py/tests/test_metadata.py index 40d484f4ea..b77c563ff2 100755 --- a/gguf-py/tests/test_metadata.py +++ b/gguf-py/tests/test_metadata.py @@ -164,7 +164,7 @@ class TestMetadataMethod(unittest.TestCase): self.assertEqual(gguf.Metadata.get_model_id_components("Llama-3-Instruct-abliteration-LoRA-8B"), ('Llama-3-Instruct-abliteration-LoRA-8B', None, 'Llama-3', 'Instruct-abliteration-LoRA', None, '8B')) - # Negative size --> output is a LoRA adaper --> prune "LoRA" out of the name to avoid redundancy with the suffix + # Negative size --> output is a LoRA adapter --> prune "LoRA" out of the name to avoid redundancy with the suffix self.assertEqual(gguf.Metadata.get_model_id_components("Llama-3-Instruct-abliteration-LoRA-8B", -1234), ('Llama-3-Instruct-abliteration-LoRA-8B', None, 'Llama-3', 'Instruct-abliteration', None, '8B')) diff --git a/gguf-py/tests/test_quants.py b/gguf-py/tests/test_quants.py index 172fa0018a..9aa7c4ae2a 100755 --- a/gguf-py/tests/test_quants.py +++ b/gguf-py/tests/test_quants.py @@ -68,6 +68,7 @@ class GGMLQuants: "q2_K", "q3_K", "q4_K", "q5_K", "q6_K", "tq1_0", "tq2_0", "mxfp4", + "nvfp4", "iq2_xxs", "iq2_xs", "iq2_s", "iq3_xxs", "iq3_s", "iq1_s", "iq1_m", "iq4_nl", "iq4_xs", ): diff --git a/include/llama-cpp.h b/include/llama-cpp.h index 807e77f628..8f6368177d 100644 --- a/include/llama-cpp.h +++ b/include/llama-cpp.h @@ -21,9 +21,7 @@ struct llama_sampler_deleter { }; struct llama_adapter_lora_deleter { - void operator()(llama_adapter_lora *) { - // llama_adapter_lora_free is deprecated - } + void operator()(llama_adapter_lora * adapter) { llama_adapter_lora_free(adapter); } }; typedef std::unique_ptr llama_model_ptr; diff --git a/include/llama.h b/include/llama.h index 077f66dc65..ac267b5089 100644 --- a/include/llama.h +++ b/include/llama.h @@ -5,6 +5,7 @@ #include "ggml-cpu.h" #include "ggml-backend.h" #include "ggml-opt.h" +#include "gguf.h" #include #include @@ -152,6 +153,8 @@ extern "C" { LLAMA_FTYPE_MOSTLY_TQ1_0 = 36, // except 1d tensors LLAMA_FTYPE_MOSTLY_TQ2_0 = 37, // except 1d tensors LLAMA_FTYPE_MOSTLY_MXFP4_MOE = 38, // except 1d tensors + LLAMA_FTYPE_MOSTLY_NVFP4 = 39, // except 1d tensors + LLAMA_FTYPE_MOSTLY_Q1_0 = 40, // except 1d tensors LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file }; @@ -189,9 +192,10 @@ extern "C" { LLAMA_API const char * llama_flash_attn_type_name(enum llama_flash_attn_type flash_attn_type); enum llama_split_mode { - LLAMA_SPLIT_MODE_NONE = 0, // single GPU - LLAMA_SPLIT_MODE_LAYER = 1, // split layers and KV across GPUs - LLAMA_SPLIT_MODE_ROW = 2, // split layers and KV across GPUs, use tensor parallelism if supported + LLAMA_SPLIT_MODE_NONE = 0, // single GPU + LLAMA_SPLIT_MODE_LAYER = 1, // split layers and KV across GPUs + LLAMA_SPLIT_MODE_ROW = 2, // split layers and KV across GPUs, use tensor parallelism if supported + LLAMA_SPLIT_MODE_TENSOR = 3, }; // TODO: simplify (https://github.com/ggml-org/llama.cpp/pull/9294#pullrequestreview-2286561979) @@ -378,22 +382,33 @@ extern "C" { size_t n_samplers; }; + struct llama_model_tensor_override { + const char * pattern; + enum ggml_type type; + }; + + struct llama_model_imatrix_data { + const char * name; + const float * data; + size_t size; + }; + // model quantization parameters typedef struct llama_model_quantize_params { - int32_t nthread; // number of threads to use for quantizing, if <=0 will use std::thread::hardware_concurrency() - enum llama_ftype ftype; // quantize to this llama_ftype - enum ggml_type output_tensor_type; // output tensor type - enum ggml_type token_embedding_type; // token embeddings tensor type - bool allow_requantize; // allow quantizing non-f32/f16 tensors - bool quantize_output_tensor; // quantize output.weight - bool only_copy; // only copy tensors - ftype, allow_requantize and quantize_output_tensor are ignored - bool pure; // quantize all tensors to the default type - bool keep_split; // quantize to the same number of shards - bool dry_run; // calculate and show the final quantization size without performing quantization - void * imatrix; // pointer to importance matrix data - void * kv_overrides; // pointer to vector containing overrides - void * tensor_types; // pointer to vector containing tensor types - void * prune_layers; // pointer to vector containing layer indices to prune + int32_t nthread; // number of threads to use for quantizing, if <=0 will use std::thread::hardware_concurrency() + enum llama_ftype ftype; // quantize to this llama_ftype + enum ggml_type output_tensor_type; // output tensor type + enum ggml_type token_embedding_type; // token embeddings tensor type + bool allow_requantize; // allow quantizing non-f32/f16 tensors + bool quantize_output_tensor; // quantize output.weight + bool only_copy; // only copy tensors - ftype, allow_requantize and quantize_output_tensor are ignored + bool pure; // quantize all tensors to the default type + bool keep_split; // quantize to the same number of shards + bool dry_run; // calculate and show the final quantization size without performing quantization + const struct llama_model_imatrix_data * imatrix; // pointer to importance matrix data + const struct llama_model_kv_override * kv_overrides; // pointer to kv overrides + const struct llama_model_tensor_override * tt_overrides; // pointer to tensor overrides + const int32_t * prune_layers; // pointer to layer indices to prune } llama_model_quantize_params; typedef struct llama_logit_bias { @@ -440,19 +455,35 @@ extern "C" { LLAMA_API void llama_detach_threadpool(struct llama_context * ctx); + typedef void (*llama_model_set_tensor_data_t)(struct ggml_tensor * tensor, void * userdata); + + // Create a new model from GGUF metadata as well as a function to set the tensor data + // - tensors are created as GGML_TYPE_F32 by default, + // override by adding a tensor with the same name but a different name to the context + LLAMA_API struct llama_model * llama_model_init_from_user( + struct gguf_context * metadata, + llama_model_set_tensor_data_t set_tensor_data, // function to initialize tensor data with + void * set_tensor_data_ud, // userdata for function + struct llama_model_params params); + DEPRECATED(LLAMA_API struct llama_model * llama_load_model_from_file( const char * path_model, struct llama_model_params params), "use llama_model_load_from_file instead"); - // Load the model from a file + // Load a model from a file // If the file is split into multiple parts, the file name must follow this pattern: -%05d-of-%05d.gguf // If the split file name does not follow this pattern, use llama_model_load_from_splits LLAMA_API struct llama_model * llama_model_load_from_file( const char * path_model, struct llama_model_params params); - // Load the model from multiple splits (support custom naming scheme) + // Load a model from an open FILE pointer + LLAMA_API struct llama_model * llama_model_load_from_file_ptr( + FILE * file, + struct llama_model_params params); + + // Load a model from multiple splits (support custom naming scheme) // The paths must be in the correct order LLAMA_API struct llama_model * llama_model_load_from_splits( const char ** paths, @@ -623,7 +654,6 @@ extern "C" { // Load a LoRA adapter from file // The adapter is valid as long as the associated model is not freed - // All adapters must be loaded before context creation LLAMA_API struct llama_adapter_lora * llama_adapter_lora_init( struct llama_model * model, const char * path_lora); @@ -647,9 +677,8 @@ extern "C" { LLAMA_API int32_t llama_adapter_meta_val_str_by_index(const struct llama_adapter_lora * adapter, int32_t i, char * buf, size_t buf_size); // Manually free a LoRA adapter - // NOTE: loaded adapters will be free when the associated model is deleted - LLAMA_API DEPRECATED(void llama_adapter_lora_free(struct llama_adapter_lora * adapter), - "adapters are now freed together with the associated model"); + // NOTE: loaded adapters that are not manually freed will be freed when the associated model is deleted + LLAMA_API void llama_adapter_lora_free(struct llama_adapter_lora * adapter); // Get the invocation tokens if the current lora is an alora LLAMA_API uint64_t llama_adapter_get_alora_n_invocation_tokens(const struct llama_adapter_lora * adapter); @@ -973,7 +1002,7 @@ extern "C" { // Logits for the ith token. For positive indices, Equivalent to: // llama_get_logits(ctx) + ctx->output_ids[i]*n_vocab - // Negative indicies can be used to access logits in reverse order, -1 is the last logit. + // Negative indices can be used to access logits in reverse order, -1 is the last logit. // returns NULL for invalid ids. LLAMA_API float * llama_get_logits_ith(struct llama_context * ctx, int32_t i); @@ -988,7 +1017,7 @@ extern "C" { // Get the embeddings for the ith token. For positive indices, Equivalent to: // llama_get_embeddings(ctx) + ctx->output_ids[i]*n_embd - // Negative indicies can be used to access embeddings in reverse order, -1 is the last embedding. + // Negative indices can be used to access embeddings in reverse order, -1 is the last embedding. // shape: [n_embd] (1-dimensional) // returns NULL for invalid ids. LLAMA_API float * llama_get_embeddings_ith(struct llama_context * ctx, int32_t i); @@ -1008,9 +1037,9 @@ extern "C" { // Returns LLAMA_TOKEN_NULL if no token was sampled. LLAMA_API llama_token llama_get_sampled_token_ith(struct llama_context * ctx, int32_t i); - // Get the backend sampled probabilites for the ith token + // Get the backend sampled probabilities for the ith token // The index matches llama_get_sampled_token_ith(). - // Returns NULL if no probabilites were generated. + // Returns NULL if no probabilities were generated. LLAMA_API float * llama_get_sampled_probs_ith (struct llama_context * ctx, int32_t i); LLAMA_API uint32_t llama_get_sampled_probs_count_ith(struct llama_context * ctx, int32_t i); @@ -1337,7 +1366,7 @@ extern "C" { float tau, float eta); - /// @details Intializes a GBNF grammar, see grammars/README.md for details. + /// @details Initializes a GBNF grammar, see grammars/README.md for details. /// @param vocab The vocabulary that this grammar will be used with. /// @param grammar_str The production rules for the grammar, encoded as a string. Returns an empty grammar if empty. Returns NULL if parsing of grammar_str fails. /// @param grammar_root The name of the start symbol for the grammar. diff --git a/models/ggml-vocab-gemma-4.gguf b/models/ggml-vocab-gemma-4.gguf new file mode 100644 index 0000000000..03c4954118 Binary files /dev/null and b/models/ggml-vocab-gemma-4.gguf differ diff --git a/models/ggml-vocab-gemma-4.gguf.inp b/models/ggml-vocab-gemma-4.gguf.inp new file mode 100644 index 0000000000..856b29021a --- /dev/null +++ b/models/ggml-vocab-gemma-4.gguf.inp @@ -0,0 +1,111 @@ +ied 4 ½ months +__ggml_vocab_test__ +Äpfel +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + + +__ggml_vocab_test__ + + + +__ggml_vocab_test__ + + + + +__ggml_vocab_test__ + + +__ggml_vocab_test__ +Hello world +__ggml_vocab_test__ + Hello world +__ggml_vocab_test__ +Hello World +__ggml_vocab_test__ + Hello World +__ggml_vocab_test__ + Hello World! +__ggml_vocab_test__ +Hello, world! +__ggml_vocab_test__ + Hello, world! +__ggml_vocab_test__ + this is 🦙.cpp +__ggml_vocab_test__ +w048 7tuijk dsdfhu +__ggml_vocab_test__ +нещо на Български +__ggml_vocab_test__ +កាន់តែពិសេសអាចខលចេញ +__ggml_vocab_test__ +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token) +__ggml_vocab_test__ +Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello + Hello +__ggml_vocab_test__ + ( +__ggml_vocab_test__ + + = +__ggml_vocab_test__ +' era +__ggml_vocab_test__ +Hello, y'all! How are you 😁 ?我想在apple工作1314151天~ +__ggml_vocab_test__ +!!!!!! +__ggml_vocab_test__ +3 +__ggml_vocab_test__ +33 +__ggml_vocab_test__ +333 +__ggml_vocab_test__ +3333 +__ggml_vocab_test__ +33333 +__ggml_vocab_test__ +333333 +__ggml_vocab_test__ +3333333 +__ggml_vocab_test__ +33333333 +__ggml_vocab_test__ +333333333 +__ggml_vocab_test__ +Cửa Việt +__ggml_vocab_test__ + discards +__ggml_vocab_test__ + + + + + + + + + + + +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ 🦙🦙 3 33 333 3333 33333 333333 3333333 33333333 3.3 3..3 3...3 កាន់តែពិសេសអាច😁 ?我想在apple工作1314151天~ ------======= нещо на Български ''''''```````""""......!!!!!!?????? I've been 'told he's there, 'RE you sure? 'M not sure I'll make it, 'D you like some tea? We'Ve a'lL \ No newline at end of file diff --git a/models/ggml-vocab-gemma-4.gguf.out b/models/ggml-vocab-gemma-4.gguf.out new file mode 100644 index 0000000000..bd3143b88c --- /dev/null +++ b/models/ggml-vocab-gemma-4.gguf.out @@ -0,0 +1,46 @@ +1178 236743 236812 47041 3794 +239122 22744 535 + +236743 +138 +139 +255968 +107 +108 +109 +255968 107 +9259 1902 +26352 1902 +9259 4109 +26352 4109 +26352 4109 236888 +9259 236764 1902 236888 +26352 236764 1902 236888 +672 563 236743 478 397 404 391 236761 12362 +236765 236771 236812 236828 236743 236832 11372 12065 31806 3405 9360 +1337 12515 1333 4632 165543 3830 +234889 63031 219876 66212 239077 237907 144494 +242015 568 7382 236768 236743 247717 237243 248989 238178 568 43819 111730 150567 236768 113452 568 8960 64334 600 815 1061 1852 8369 236768 +9259 +26352 +138 9259 +139 9259 +140 9259 +140 9259 107 140 9259 +568 +107 578 +236789 6933 +9259 236764 570 236789 712 236888 2088 659 611 170124 2360 62133 237075 17641 11700 236770 236800 236770 236812 236770 236810 236770 237471 238352 +123947 +236800 +236800 236800 +236800 236800 236800 +236800 236800 236800 236800 +236800 236800 236800 236800 236800 +236800 236800 236800 236800 236800 236800 +236800 236800 236800 236800 236800 236800 236800 +236800 236800 236800 236800 236800 236800 236800 236800 +236800 236800 236800 236800 236800 236800 236800 236800 236800 +236780 29719 33154 +2243 2206 +107 236743 108 236743 109 236743 255968 236743 255969 236743 255968 107 138 107 139 107 140 107 141 107 242015 568 7382 236768 236743 247717 237243 248989 238178 568 43819 111730 150567 236768 113452 236743 478 397 404 391 478 397 404 391 236743 236800 236743 236800 236800 236743 236800 236800 236800 236743 236800 236800 236800 236800 236743 236800 236800 236800 236800 236800 236743 236800 236800 236800 236800 236800 236800 236743 236800 236800 236800 236800 236800 236800 236800 236743 236800 236800 236800 236800 236800 236800 236800 236800 236743 236800 236761 236800 236743 236800 856 236800 236743 236800 1390 236800 90986 92814 63031 219876 66212 241702 2360 62133 237075 17641 11700 236770 236800 236770 236812 236770 236810 236770 237471 238352 80448 120697 210119 1333 4632 165543 3830 9451 159561 2629 2629 2717 84491 19938 123947 38950 10371 564 236789 560 1010 756 151812 668 236789 236751 993 236764 756 1357 611 2889 236881 756 236792 711 2889 564 236789 859 1386 625 236764 756 236796 611 1133 1070 11115 236881 1191 236789 32541 496 236789 95635 diff --git a/models/templates/Apertus-8B-Instruct.jinja b/models/templates/Apertus-8B-Instruct.jinja index 10826ff690..432ae59a40 100644 --- a/models/templates/Apertus-8B-Instruct.jinja +++ b/models/templates/Apertus-8B-Instruct.jinja @@ -97,20 +97,20 @@ {%- macro render_tools(tools) -%} {%- for tool in tools %} - {{- "// " + tool.description + "\n" }} - {{- "type "+ tool.name + " = " }} - {%- if tool.parameters and tool.parameters.properties %} + {{- "// " + tool.function.description + "\n" }} + {{- "type "+ tool.function.name + " = " }} + {%- if tool.function.parameters and tool.function.parameters.properties %} {{- "(_: {\n" }} - {%- for param_name, param_spec in tool.parameters.properties.items() %} + {%- for param_name, param_spec in tool.function.parameters.properties.items() %} {%- if param_spec.description %} {{- "// " + param_spec.description + "\n" }} {%- endif %} {{- param_name }} - {%- if param_name not in (tool.parameters.required or []) -%} + {%- if param_name not in (tool.function.parameters.required or []) -%} {{- "?" }} {%- endif -%} {{- ": " }} - {{- render_typescript_type(param_spec, tool.parameters.required or []) }} + {{- render_typescript_type(param_spec, tool.function.parameters.required or []) }} {%- if param_spec.default is defined -%} {%- if param_spec.enum %} {{- ", // default: " + param_spec.default }} @@ -294,7 +294,7 @@ {%- for tool_call in message.tool_calls -%} {%- if tool_call.type == 'function' -%} {%- set function = tool_call.function -%} - {{- '{"' + function.name + '": ' + function.arguments + '}' }} + {{- '{"' + function.name + '": ' + function.arguments|tojson + '}' }} {%- if not loop.last -%} {{- ", " }} {%- endif -%} diff --git a/models/templates/Apriel-1.6-15b-Thinker-fixed.jinja b/models/templates/Apriel-1.6-15b-Thinker-fixed.jinja new file mode 100755 index 0000000000..8a282b8231 --- /dev/null +++ b/models/templates/Apriel-1.6-15b-Thinker-fixed.jinja @@ -0,0 +1,171 @@ +{# ---------------------------------------------------------------------- #} +{# ƛƬ Default setup and flags #} +{# ---------------------------------------------------------------------- #} +{%- set messages = messages or [] -%} +{%- set tools = tools or [] -%} +{%- set add_generation_prompt = add_generation_prompt or false -%} +{%- set available_tool_string = '' -%} +{%- set add_tool_id = true -%} +{%- set add_thoughts = true -%} {# whether to include reasoning blocks #} +{# Optional token placeholders (safe defaults) #} +{%- set bos_token = bos_token or '' -%} +{%- set eos_token = eos_token or '' -%} +{# ---------------------------------------------------------------------- #} +{# Core reasoning prompt and assistant reasoning prefix #} +{# ---------------------------------------------------------------------- #} +{%- set reasoning_prompt -%} + You are a thoughtful, systematic AI assistant from ServiceNow Language Models (SLAM) lab. + Analyze each question carefully, present your reasoning step-by-step, then provide the final + response after the marker [BEGIN FINAL RESPONSE]. +{%- endset -%} +{%- set reasoning_asst_turn_start = 'Here are my reasoning steps:\n' -%} +{# ---------------------------------------------------------------------- #} +{# Tool list and tool call output format #} +{# ---------------------------------------------------------------------- #} +{%- if tools|length > 0 -%} + {%- set available_tool_string -%} + You are provided with function signatures within XML tags. + You may call one or more functions to assist with the user query. + Don't make assumptions about the arguments. You should infer the argument values from previous + user responses and the system message. + Here are the available tools: + + {% for tool in tools %}{{ tool|string }}{% endfor %} + + . + + Return all function calls as a list of JSON objects within XML tags. + Each JSON object should contain a function name and arguments as follows: + [ + {"name": , "arguments": }, + {"name": , "arguments": }, + ... + ] + {%- endset -%} +{%- endif -%} +{# ---------------------------------------------------------------------- #} +{# Start system block if first message is not system #} +{# ---------------------------------------------------------------------- #} +{%- if messages|length > 0 and messages[0]['role'] != 'system' -%} + {%- if tools|length > 0 -%} + {{ bos_token + '<|begin_system|>\n' + reasoning_prompt + '\n' + available_tool_string + '\n' }} + {%- else -%} + {{ bos_token + '<|begin_system|>\n' + reasoning_prompt + '\n' }} + {%- endif -%} +{%- endif -%} +{# ---------------------------------------------------------------------- #} +{# Iterate through messages #} +{# ---------------------------------------------------------------------- #} +{%- for message in messages -%} + + {# ---------------- USER MESSAGE ---------------- #} + {%- if message['role'] == 'user' -%} + {{ '<|begin_user|>\n' }} + {%- if message['content'] is not string -%} + {%- for chunk in message['content'] -%} + {%- if chunk['type'] == 'text' -%} + {{ chunk['text'] }} + {%- elif chunk['type'] in ['image', 'image_url'] -%} + {{ '[IMG]' }} + {%- else -%} + {{ raise_exception('Unrecognized content type!') }} + {%- endif -%} + {%- endfor -%} + {%- else -%} + {{ message['content'] }} + {%- endif -%} + + {# ---------------- SYSTEM MESSAGE ---------------- #} + {%- elif message['role'] == 'system' -%} + {%- set sys_content = message.get('content', '') -%} + {%- if sys_content and sys_content|length > 0 -%} + {%- if sys_content is string -%} + {%- set system_message = sys_content -%} + {%- else -%} + {%- set system_message = sys_content[0]['text'] -%} + {%- endif -%} + {%- else -%} + {%- set system_message = '' -%} + {%- endif -%} + + {%- if tools|length > 0 -%} + {{ bos_token + '<|begin_system|>\n' + reasoning_prompt + '\n' + system_message + '\n' + available_tool_string + '\n' }} + {%- else -%} + {{ bos_token + '<|begin_system|>\n' + reasoning_prompt + '\n' + system_message + '\n' }} + {%- endif -%} + + {# ---------------- ASSISTANT MESSAGE ---------------- #} + {%- elif message['role'] == 'assistant' -%} + {%- if loop.last -%} + {%- set add_tool_id = false -%} + {%- endif -%} + + {{ '\n<|begin_assistant|>\n' }} + + {%- if add_thoughts and message.get('reasoning_content') and loop.last -%} + {{ message['reasoning_content'] + '\n[BEGIN FINAL RESPONSE]\n' }} + {%- endif -%} + + {%- set asst_content = message.get('content', '') -%} + {%- if asst_content and asst_content|length > 0 -%} + {%- if asst_content is not string -%} + {%- set asst_text = asst_content[0]['text'] -%} + {%- else -%} + {%- set asst_text = asst_content -%} + {%- endif -%} + {# For historical turns (not the last), strip reasoning and keep only final response #} + {%- if not loop.last and '[BEGIN FINAL RESPONSE]' in asst_text -%} + {{- asst_text.split('[BEGIN FINAL RESPONSE]')[-1] | trim -}} + {%- else -%} + {{- asst_text -}} + {%- endif -%} + {%- elif message.get('chosen') and message['chosen']|length > 0 -%} + {{ message['chosen'][0] }} + {%- endif -%} + + {# Tool call output #} + {%- set tool_calls = message.get('tool_calls', []) -%} + {%- if tool_calls and tool_calls|length > 0 -%} + {{ '\n[' }} + {%- for tool_call in tool_calls -%} + {{ '{"name": "' + tool_call['function']['name'] + '", "arguments": ' + tool_call['function']['arguments']|tojson }} + {%- if add_tool_id == true and 'id' in tool_call -%} + {{ ', "id": "' + tool_call['id'] + '"' }} + {%- endif -%} + {{ '}' }} + {%- if not loop.last -%}{{ ', ' }}{%- endif -%} + {%- endfor -%} + {{ ']' }} + {%- endif -%} + + {%- set training_prompt = training_prompt if (training_prompt is defined) else false -%} + {%- if not loop.last or training_prompt -%} + {{ '\n<|end|>\n' }} + {%- endif -%} + + {# ---------------- TOOL RESULT MESSAGE ---------------- #} + {%- elif message['role'] == 'tool' -%} + {%- set tool_content = message.get('content', '') -%} + {%- if tool_content is string -%} + {%- set tool_message = tool_content -%} + {%- else -%} + {%- set tool_message = tool_content[0]['text'] if tool_content else '' -%} + {%- endif -%} + {{ '<|begin_tool_result|>\n' + tool_message|string + '\n' }} + + {# ---------------- CONTENT MESSAGE ---------------- #} + {%- elif message['role'] == 'content' -%} + {%- set msg_content = message.get('content', '') -%} + {%- if msg_content is not string -%} + {{ '<|begin_content|>\n' + msg_content[0]['text'] + '\n' }} + {%- else -%} + {{ '<|begin_content|>\n' + msg_content + '\n' }} + {%- endif -%} + {%- endif -%} + + {# ---------------- REASONING PROMPT BEFORE NEXT ASSISTANT ---------------- #} + {%- if loop.last and add_generation_prompt and message['role'] != 'assistant' -%} + {{ '\n<|begin_assistant|>\n' + reasoning_asst_turn_start }} + {%- endif -%} + +{%- endfor -%} diff --git a/models/templates/Bielik-11B-v3.0-Instruct.jinja b/models/templates/Bielik-11B-v3.0-Instruct.jinja new file mode 100644 index 0000000000..40ef50076e --- /dev/null +++ b/models/templates/Bielik-11B-v3.0-Instruct.jinja @@ -0,0 +1,77 @@ +{{ bos_token }} +{%- if messages[0]['role'] == 'system' %} + {%- set system_message = messages[0]['content'] %} + {%- set loop_start_index = 1 %} +{%- else %} + {%- set system_message = "" %} + {%- set loop_start_index = 0 %} +{%- endif %} + +{%- if system_message or tools %} + {{- '<|im_start|>system\n' }} + {%- if system_message %} + {{- system_message }} + {%- endif %} + {%- if tools %} + {{- '\n\nMasz dostęp do następujących narzędzi. Definicje narzędzi znajdują się poniżej wewnątrz znaczników <|function_list|>:\n<|function_list|>\n' }} + {{- '[' }} + {%- for tool in tools %} + {{- tool | tojson }} + {%- if not loop.last %} + {{- ',\n' }} + {%- endif %} + {%- endfor %} + {{- ']\n<|function_list|>\n\nAby wywołać narzędzie, użyj formatu {"name": "nazwa_narzędzia", "arguments": {"argument": "wartość"}}. Wyniki działania narzędzi zostaną przekazane z markerem <|function_output|>.\n' }} + {%- endif %} + {%- if enable_thinking %} + {{- '\n\nZanim odpowiesz na pytanie, najpierw przemyśl swoje kroki i umieść swoje myśli wewnątrz tagów .... Musisz najpierw pomyśleć, zanim udzielisz odpowiedzi. ' -}} + {{- 'WAŻNE: Powinieneś myśleć w tym samym języku, co pytanie użytkownika. Jeśli pytanie jest zadane po polsku, powinieneś również myśleć po polsku. Jeśli pytanie jest po angielsku, myślisz również po angielsku itd. ' }} + {{- '** PAMIĘTAJ! ** Pytanie po polsku -> myślenie po polsku -> odpowiedź po polsku!' -}} + {{- '*** BARDZO WAŻNE!!! *** Jesteś Bielikiem, polskim modelem językowym. Twoją główną cechą jest umiejętność pisania po polsku. Jeśli użytkownik zadaje Ci pytania po polsku, ZAWSZE odpowiadaj po polsku. ' -}} + {{- 'Nawet, jeśli korzystasz z narzędzia, którego większość instrukcji jest po angielsku, powinieneś przede wszystkim odpowiadać po polsku, jeśli użytkownik zadaje pytanie w tym języku. ' -}} + {%- endif %} + {{- '<|im_end|>\n' }} +{%- endif %} + +{%- for message in messages[loop_start_index:] %} + {%- if message['role'] == 'user' %} + {{- '<|im_start|>user\n' + message['content'] + '<|im_end|>\n' }} + {%- elif message['role'] == 'assistant' %} + {{- '<|im_start|>assistant\n' }} + {%- set content = message.content | default('') %} + {%- set reasoning_content = message.reasoning_content | default('') %} + {%- if not reasoning_content and '' in content and '' in content %} + {%- set reasoning_parts = content.split('') %} + {%- set reasoning_content = reasoning_parts[0].split('')[-1] %} + {%- set content = reasoning_parts[1:] | join('') %} + {%- endif %} + {%- if reasoning_content %} + {{- '\n' + reasoning_content.strip() + '\n\n' }} + {%- endif %} + {{- content.lstrip() }} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' + tool_call.name + '", "arguments": ' + (tool_call.arguments if tool_call.arguments is string else tool_call.arguments | tojson) + '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message['role'] == 'tool' %} + {%- if loop.index0 == 0 or messages[loop.index0 - 1]['role'] != 'tool' %} + {{- '<|im_start|>user\n' }} + {%- endif %} + {{- '<|function_output|>' + message['content'] }} + {%- if loop.last or messages[loop.index0 + 1]['role'] != 'tool' %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} + +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking %} + {{- '\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja b/models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja index 078e9f5458..fcf1259d33 100644 --- a/models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja +++ b/models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja @@ -132,7 +132,7 @@ The following instructions take precedence over instructions in the default prea {%- elif message.role|lower == 'user' %} <|START_OF_TURN_TOKEN|><|USER_TOKEN|>{{ message.content }}<|END_OF_TURN_TOKEN|>{%- if documents and not sent_documents.value %}{%- set sent_documents.value = true %}{% set tool_idx.value = tool_idx.value + 1 %}{{ document_turn(documents) }}{% endif %} {%- elif message.role|lower == 'assistant' or message.role|lower == 'chatbot' %} -<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{% if message.tool_calls %}<|START_THINKING|>{{message.tool_plan}}<|END_THINKING|><|START_ACTION|>[ +<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{% if message.tool_calls %}<|START_THINKING|>{{message.reasoning_content}}<|END_THINKING|><|START_ACTION|>[ {% for tc in message.tool_calls %} {"tool_call_id": "{{ tool_idx.value }}", "tool_name": "{{ tc['function']['name'] }}", "parameters": {{ tc['function']['arguments']|tojson }}}{% if not loop.last %},{% endif %} @@ -153,4 +153,4 @@ The following instructions take precedence over instructions in the default prea ]<|END_TOOL_RESULT|><|END_OF_TURN_TOKEN|> {%- endif %} -{%- endfor %}<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|> \ No newline at end of file +{%- endfor %}<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{%- if not enable_thinking -%}<|START_THINKING|><|END_THINKING|>{%- endif %} \ No newline at end of file diff --git a/models/templates/GLM-4.7-Flash.jinja b/models/templates/GLM-4.7-Flash.jinja new file mode 100644 index 0000000000..2ab98ef068 --- /dev/null +++ b/models/templates/GLM-4.7-Flash.jinja @@ -0,0 +1,86 @@ +[gMASK] +{%- if tools -%} +<|system|> +# Tools + +You may call one or more functions to assist with the user query. + +You are provided with function signatures within XML tags: + +{% for tool in tools %} +{{ tool | tojson(ensure_ascii=False) }} +{% endfor %} + + +For each function call, output the function name and arguments within the following XML format: +{function-name}{arg-key-1}{arg-value-1}{arg-key-2}{arg-value-2}...{%- endif -%} +{%- macro visible_text(content) -%} + {%- if content is string -%} + {{- content }} + {%- elif content is iterable and content is not mapping -%} + {%- for item in content -%} + {%- if item is mapping and item.type == 'text' -%} + {{- item.text }} + {%- elif item is string -%} + {{- item }} + {%- endif -%} + {%- endfor -%} + {%- else -%} + {{- content }} + {%- endif -%} +{%- endmacro -%} +{%- set ns = namespace(last_user_index=-1) %} +{%- for m in messages %} + {%- if m.role == 'user' %} + {% set ns.last_user_index = loop.index0 -%} + {%- endif %} +{%- endfor %} +{% for m in messages %} +{%- if m.role == 'user' -%}<|user|>{{ visible_text(m.content) }} +{%- elif m.role == 'assistant' -%} +<|assistant|> +{%- set reasoning_content = '' %} +{%- set content = visible_text(m.content) %} +{%- if m.reasoning_content is string %} + {%- set reasoning_content = m.reasoning_content %} +{%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} +{%- endif %} +{%- if ((clear_thinking is defined and not clear_thinking) or loop.index0 > ns.last_user_index) and reasoning_content -%} +{{ '' + reasoning_content.strip() + ''}} +{%- else -%} +{{ '' }} +{%- endif -%} +{%- if content.strip() -%} +{{ content.strip() }} +{%- endif -%} +{% if m.tool_calls %} +{% for tc in m.tool_calls %} +{%- if tc.function %} + {%- set tc = tc.function %} +{%- endif %} +{{- '' + tc.name -}} +{% set _args = tc.arguments %}{% for k, v in _args.items() %}{{ k }}{{ v | tojson(ensure_ascii=False) if v is not string else v }}{% endfor %}{% endfor %} +{% endif %} +{%- elif m.role == 'tool' -%} +{%- if m.content is string -%} +{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|observation|>' }} +{%- endif %} +{{- '' }} +{{- m.content }} +{{- '' }} +{%- else -%} +<|observation|>{% for tr in m.content %} +{{ tr.output if tr.output is defined else tr }}{% endfor -%} +{% endif -%} +{%- elif m.role == 'system' -%} +<|system|>{{ visible_text(m.content) }} +{%- endif -%} +{%- endfor -%} +{%- if add_generation_prompt -%} + <|assistant|>{{- '' if (enable_thinking is defined and not enable_thinking) else '' -}} +{%- endif -%} \ No newline at end of file diff --git a/models/templates/GigaChat3-10B-A1.8B.jinja b/models/templates/GigaChat3-10B-A1.8B.jinja new file mode 100644 index 0000000000..f9826a4457 --- /dev/null +++ b/models/templates/GigaChat3-10B-A1.8B.jinja @@ -0,0 +1,355 @@ +{#--------TOOL RENDERING FUNCTIONS---------#} + +{#--------------------------------------------------------------- + Converts JSON Schema (dict) to a TypeScript type definition +----------------------------------------------------------------#} +{%- macro json_schema_to_typescript(schema, indent="") -%} + {%- set ADDITIONAL_JSON_KEYS = ['format', 'maxItems', 'maximum', 'minItems', 'minimum', 'pattern'] -%} + {%- set ty = schema.get("type") -%} + + {# ---------------- OBJECT ---------------- #} + {%- if ty == "object" -%} + {{- "{\n" -}} + + {# Start building property list #} + {%- set props = schema.get("properties", {}) -%} + {%- set required = schema.get("required", []) -%} + {%- set has_additional_props = schema.get("additionalProperties") is defined -%} + {%- set additional_props_type = none -%} + {%- if has_additional_props -%} + {%- if schema.additionalProperties == true -%} + {%- set additional_props_type = {'type': 'any'} -%} + {%- elif schema.additionalProperties is mapping -%} + {%- set additional_props_type = schema.additionalProperties -%} + {%- endif -%} + {%- endif -%} + + {%- for key, val in props.items() -%} + {# ---------- Description Comments ---------- #} + {%- if "description" in val -%} + {%- for line in val['description'].split('\n') -%} + {%- if line.strip() -%} + {{- indent + '// ' + line + '\n' -}} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {# ---------- Additional JSON Keys ---------- #} + {%- for add_key, add_val in val.items() -%} + {%- if add_key in ADDITIONAL_JSON_KEYS -%} + {%- if add_val is string -%} + {{- indent + '// ' + add_key + ': "' + add_val + '"' + '\n' -}} + {%- else -%} + {{- indent + '// ' + add_key + ': ' ~ add_val ~ '\n' -}} + {%- endif -%} + {%- endif -%} + {%- endfor -%} + + {# ---------- Property Definition ---------- #} + {%- set type_str = json_schema_to_typescript( + val, + indent + " " + ) -%} + + {{- indent + key + ('' if key in required else '?') + ': ' + type_str + ',' -}} + + {%- if "default" in val or "defalut_value" in val -%} + {%- set default = val.get("default", val.get("defalut_value")) -%} + {%- if default is string -%} + {{- ' // default: "' + default + '"' -}} + {%- else -%} + {{- ' // default: ' ~ default -}} + {%- endif -%} + {%- endif -%} + + {{- "\n" -}} + {%- endfor -%} + + {# Handle additionalProperties as index signature #} + {%- if has_additional_props and additional_props_type is not none -%} + {%- set additional_type_str = json_schema_to_typescript( + additional_props_type, + indent + " " + ) -%} + {{- indent + '[key: string]: ' + additional_type_str + '\n' -}} + {%- endif -%} + + {{- indent[: (indent|length - " "|length) ] + '}' -}} + + {# ---------------- STRING ---------------- #} + {%- elif ty == "string" -%} + {%- if schema.get("enum") -%} + {%- set ns = namespace(enum = []) -%} + {%- for en in schema['enum'] -%} + {%- set ns.enum = ns.enum + ['"' ~ en ~ '"'] -%} + {%- endfor -%} + {{- ns.enum | join(' | ') -}} + {%- elif schema.get("format", "none") in ['date-time', 'date'] -%} + {{- 'Date' -}} + {%- else -%} + {{- 'string' -}} + {%- endif -%} + + {# ---------------- NUMBER / INTEGER ---------------- #} + {%- elif ty in ["number", "integer"] -%} + {%- if schema.get("enum") -%} + {{- schema.enum | join(' | ') -}} + {%- else -%} + {{- 'number' -}} + {%- endif -%} + + {# ---------------- BOOLEAN ---------------- #} + {%- elif ty == "boolean" -%} + {{- 'boolean' -}} + + {# ---------------- ARRAY ---------------- #} + {%- elif ty == "array" -%} + {%- if "items" in schema -%} + {{- json_schema_to_typescript(schema['items'], indent) + '[]' -}} + {%- else -%} + {{- 'Array' -}} + {%- endif -%} + + {# ---------------- FALLBACK ---------------- #} + {%- else -%} + {{- 'any' -}} + {%- endif -%} +{%- endmacro -%} + +{#--------------------------------------------------------------- + Renders a namespace and its tool definitions in TypeScript style +----------------------------------------------------------------#} + +{%- macro render_tool_namespace(namespace_name, tools) -%} + {%- set ns = namespace(sections = ['namespace ' ~ namespace_name ~ ' {']) -%} + + {%- for tool in tools -%} + {%- if tool.function -%} + {%- set tool = tool.function -%} + {%- endif -%} + + {%- set ns_tool = namespace(content_lines=[]) -%} + + {# ---------- TOOL DESCRIPTION ---------- #} + {%- if tool.get('description') -%} + {%- for line in tool['description'].split('\n') -%} + {%- if line.strip() -%} + {%- set ns_tool.content_lines = ns_tool.content_lines + ['// ' ~ line] -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {# ---------- TOOL SIGNATURE ---------- #} + {%- set main_body = "" -%} + {%- set params = tool.get("parameters") -%} + {%- if params and params.get("properties") -%} + {%- set param_type = json_schema_to_typescript(params, " ") -%} + {%- set main_body = 'type ' ~ tool.name ~ ' = (_: ' ~ param_type ~ ') => ' -%} + {%- else -%} + {%- set main_body = 'type ' ~ tool.name ~ ' = () => ' -%} + {%- endif -%} + + {# ---------- RETURN TYPE ---------- #} + {%- set return_params = tool.get("return_parameters") -%} + {%- if return_params and return_params.get("properties") -%} + {%- set return_type = json_schema_to_typescript(return_params, " ") -%} + {%- set main_body = main_body ~ return_type -%} + {%- else -%} + {%- set main_body = main_body ~ 'any' -%} + {%- endif -%} + + {%- set main_body = main_body ~ ';\n' -%} + + {%- set ns_tool.content_lines = ns_tool.content_lines + [main_body] -%} + + {# ---------- ADD TOOL TO SECTIONS ---------- #} + {%- set ns.sections = ns.sections + [ns_tool.content_lines | join('\n')] -%} + {%- endfor -%} + + {%- set ns.sections = ns.sections + ['} // namespace ' ~ namespace_name] -%} + + {{- ns.sections | join('\n') -}} +{%- endmacro -%} + + +{# ----------- MESSAGE RENDERING HELPER FUNCTIONS ------------ #} + +{%- macro render_role_message(message, role=None) -%} + {%- if not role -%} + {%- set role = message["role"] -%} + {%- endif -%} + + {%- set message_content = message['content'] or '' -%} + {%- if message_content is not string -%} + {%- set message_content = message_content | tojson(ensure_ascii=False) -%} + {%- endif -%} + + {{- role + add_tokens.role_sep + message_content + add_tokens.message_sep -}} + +{%- endmacro -%} + + +{%- macro render_function_call(message) -%} + {%- set call = message['content'] -%} + {%- if call.function -%} + {%- set call = call.function -%} + {%- endif -%} + + {%- set arguments = call['arguments'] -%} + {%- if arguments is not string -%} + {%- set arguments = arguments| tojson(ensure_ascii=False) -%} + {%- endif -%} + + {{- render_role_message( + { + 'role': 'function call', + 'content': '{"name": "' ~ call['name'] ~ '", "arguments": ' ~ arguments ~ '}' + } + ) -}} +{%- endmacro -%} + +{# ----- SPECIAL TOKENS ----- #} + +{%- set add_tokens = namespace( + role_sep="<|role_sep|>\n", + message_sep="<|message_sep|>\n\n" +) -%} + +{# ----- DEFAULT DEVSYSTEM ----- #} + +{%- set DEVSYSTEM -%} + +Description of the roles available in the dialog. + +`developer system` +A message added by Sber before the main dialog. It has the highest priority and sets global, non-overridable conditions (for example, conversation rules, the safety policy, the assistant's overall response style, etc.). + +`system` +A system instruction added by developers or by the user, but with a lower priority than `developer system`. It usually describes the assistant's instructions, a specific response style, and other conditions for this particular dialog. + +`user` +A message or request from the user. The assistant follows it if it does not conflict with higher-priority instructions (see ). + +`user memory` +A sequence of the most up-to-date long-term facts about the user at the time of their request, presented as a JSON list of strings. Facts are listed in chronological order, meaning newer facts are appended to the end of the sequence. When facts are changed or deleted, records of previous facts remain in the sequence. The assistant saves facts using a function and uses them in accordance with the block below. + +`added files` +Metadata about files available for use in the dialog, presented in JSON format. It contains the following keys: id (a unique file identifier), name (file name), type (file type). + +`assistant` +The assistant's reply to the user's request. If the system instruction or the user does not set additional rules for `assistant`, this reply must comply with the instructions in the block below. The list of functions available to call is contained in `function descriptions`. The name of the required function and its arguments will be generated next by the `function call` role. In its replies, the assistant follows the instructions in accordance with . + +`function descriptions` +Function descriptions in TypeScript format. A function is a special tool (or a set of instructions) that the assistant can call to perform specific actions, computations, or obtain data needed to solve the user's task. Each function description contains blocks with the name, description, and arguments. Sometimes the description contains separate blocks with return parameters and usage examples that illustrate the correct call and arguments. + +`function call` +The function that `assistant` calls based on the dialog context, and its arguments. The function is invoked in strict accordance with the instructions in the block. + +`function result` +The result of the last function call. + + + +The assistant can work with the following modalities: text, available functions. + + + +If instructions from different roles conflict within the dialog context, observe the following priorities: +`developer system` > `system` > `user` > `function descriptions` > `function result` > `user memory` + + + +Basic instructions for working with functions. + +Only call those functions that are described in `function descriptions`. + +Call available functions when, according to their description, such a call will help provide a more complete and/or accurate answer to the user's request. Fill in function arguments using information from the dialog context. If a function could help answer the request but a required argument is missing from the context, ask the user for the missing data before calling the function. If a necessary function is unavailable or an error occurs, briefly inform the user and, if possible, suggest an alternative. + + + +Rules for using facts in long-term memory: + +If there is no message under the `user memory` role in the dialog, this is equivalent to the absence of long-term facts about the user in memory. In that case, information about the user is limited to the current dialog, and no new facts should be saved. + + + +You are a helpful assistant. + +# Instructions +- Strictly follow the instruction priority. +- Maintain a logical chain of reasoning when answering the user's question. +- For complex questions (for example, STEM), try to answer in detail unless the system message or dialog context limits the response length. +- Be helpful, truthful, and avoid unsafe or prohibited content in your responses. +- Try to reply in the language in which the user asked their question. + + +A dialog will follow below. +The dialog may include various roles described in the block. +Each turn begins with the role name and a special token that marks the end of the role's full name, and ends with a special end-of-turn token. +Your task is to continue the dialog from the last specified role in accordance with the dialog context. +{%- endset -%} + + +{#- ---------------------- RENDERING STARTS HERE ---------------------- -#} + + +{# ----- RENDER BOS TOKEN ----- #} +{{- bos_token -}} + + +{# ----- RENDER DEVSYSTEM ----- #} +{{- render_role_message({"role": "developer system", "content": DEVSYSTEM}) -}} + +{# ----- RENDER SYSTEM IF PRESENT ----- #} +{%- if messages and messages[0]['role'] == 'system' -%} + {{- render_role_message(messages[0]) -}} + {%- set messages = messages[1:] -%} +{%- endif -%} + +{# ----- RENDER TOOLS ----- #} +{%- if tools -%} + {%- set tools_content = ( + render_tool_namespace('functions', tools) + + "\n\n" + ) -%} + {{- render_role_message({'role': 'function descriptions', 'content': tools_content}) -}} +{%- endif -%} + +{# ----- MAIN MESSAGE LOOP ----- #} +{%- for message in messages -%} + + {# ----- TOOL MESSAGE -------#} + {%- if message['role'] == 'tool' -%} + {{- render_role_message(message, 'function result') -}} + + + {# ----- ASSISTANT MESSAGE ----- #} + {%- elif message['role'] == 'assistant' -%} + + {# ----- FUNCTION CALL PART CHECKING: SINGLE CALL SETUP ----- #} + {%- if message.tool_calls is defined and message.tool_calls -%} + {%- set function_call = message.tool_calls[0] -%} + {%- else -%} + {%- set function_call = None -%} + {%- endif -%} + + {# ----- MAIN ASSISTANT RENDERING ----- #} + + {{- render_role_message({'role': 'assistant', 'content': message.content}) -}} + {%- if function_call -%} + {{- render_function_call({'role': 'function call', 'content': function_call}) -}} + {%- endif -%} + + + {# ----- OTHER MESSAGES ----- #} + {%- else -%} + {{- render_role_message(message) -}} + {%- endif -%} + + {# ----- ADDING GENERATION PROMPT ----- #} + + {%- if loop.last and add_generation_prompt and message['role'] != 'assistant' -%} + {{- 'assistant' + add_tokens.role_sep -}} + {%- endif -%} + +{%- endfor -%} \ No newline at end of file diff --git a/models/templates/GigaChat3.1-10B-A1.8B.jinja b/models/templates/GigaChat3.1-10B-A1.8B.jinja new file mode 100644 index 0000000000..0557754acf --- /dev/null +++ b/models/templates/GigaChat3.1-10B-A1.8B.jinja @@ -0,0 +1,339 @@ +{#--------TOOL RENDERING FUNCTIONS---------#} + +{#--------------------------------------------------------------- + Converts JSON Schema (dict) to a TypeScript type definition +----------------------------------------------------------------#} +{%- macro json_schema_to_typescript(schema, indent="") -%} + {%- set ADDITIONAL_JSON_KEYS = ['format', 'maxItems', 'maximum', 'minItems', 'minimum', 'pattern'] -%} + {%- set ty = schema.get("type") -%} + + {# ---------------- OBJECT ---------------- #} + {%- if ty == "object" -%} + {{- "{\n" -}} + + {# Start building property list #} + {%- set props = schema.get("properties", {}) -%} + {%- set required = schema.get("required", []) -%} + {%- set has_additional_props = schema.get("additionalProperties") is defined -%} + {%- set additional_props_type = none -%} + {%- if has_additional_props -%} + {%- if schema.additionalProperties == true -%} + {%- set additional_props_type = {'type': 'any'} -%} + {%- elif schema.additionalProperties is mapping -%} + {%- set additional_props_type = schema.additionalProperties -%} + {%- endif -%} + {%- endif -%} + + {%- for key, val in props.items() -%} + {# ---------- Description Comments ---------- #} + {%- if "description" in val -%} + {%- for line in val['description'].split('\n') -%} + {%- if line.strip() -%} + {{- indent + '// ' + line + '\n' -}} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {# ---------- Additional JSON Keys ---------- #} + {%- for add_key, add_val in val.items() -%} + {%- if add_key in ADDITIONAL_JSON_KEYS -%} + {%- if add_val is string -%} + {{- indent + '// ' + add_key + ': "' + add_val + '"' + '\n' -}} + {%- else -%} + {{- indent + '// ' + add_key + ': ' ~ add_val ~ '\n' -}} + {%- endif -%} + {%- endif -%} + {%- endfor -%} + + {# ---------- Property Definition ---------- #} + {%- set type_str = json_schema_to_typescript( + val, + indent + " " + ) -%} + + {{- indent + key + ('' if key in required else '?') + ': ' + type_str + ',' -}} + + {%- if "default" in val or "defalut_value" in val -%} + {%- set default = val.get("default", val.get("defalut_value")) -%} + {%- if default is string -%} + {{- ' // default: "' + default + '"' -}} + {%- else -%} + {{- ' // default: ' ~ default -}} + {%- endif -%} + {%- endif -%} + + {{- "\n" -}} + {%- endfor -%} + + {# Handle additionalProperties as index signature #} + {%- if has_additional_props and additional_props_type is not none -%} + {%- set additional_type_str = json_schema_to_typescript( + additional_props_type, + indent + " " + ) -%} + {{- indent + '[key: string]: ' + additional_type_str + '\n' -}} + {%- endif -%} + + {{- indent[: (indent|length - " "|length) ] + '}' -}} + + {# ---------------- STRING ---------------- #} + {%- elif ty == "string" -%} + {%- if schema.get("enum") -%} + {%- set ns = namespace(enum = []) -%} + {%- for en in schema['enum'] -%} + {%- set ns.enum = ns.enum + ['"' ~ en ~ '"'] -%} + {%- endfor -%} + {{- ns.enum | join(' | ') -}} + {%- elif schema.get("format", "none") in ['date-time', 'date'] -%} + {{- 'Date' -}} + {%- else -%} + {{- 'string' -}} + {%- endif -%} + + {# ---------------- NUMBER / INTEGER ---------------- #} + {%- elif ty in ["number", "integer"] -%} + {%- if schema.get("enum") -%} + {{- schema.enum | join(' | ') -}} + {%- else -%} + {{- 'number' -}} + {%- endif -%} + + {# ---------------- BOOLEAN ---------------- #} + {%- elif ty == "boolean" -%} + {{- 'boolean' -}} + + {# ---------------- ARRAY ---------------- #} + {%- elif ty == "array" -%} + {%- if "items" in schema -%} + {{- json_schema_to_typescript(schema['items'], indent) + '[]' -}} + {%- else -%} + {{- 'Array' -}} + {%- endif -%} + + {# ---------------- FALLBACK ---------------- #} + {%- else -%} + {{- 'any' -}} + {%- endif -%} +{%- endmacro -%} + +{#--------------------------------------------------------------- + Renders a namespace and its tool definitions in TypeScript style +----------------------------------------------------------------#} + +{%- macro render_tool_namespace(namespace_name, tools) -%} + {%- set ns = namespace(sections = ['namespace ' ~ namespace_name ~ ' {']) -%} + + {%- for tool in tools -%} + {%- if tool.function -%} + {%- set tool = tool.function -%} + {%- endif -%} + + {%- set ns_tool = namespace(content_lines=[]) -%} + + {# ---------- TOOL DESCRIPTION ---------- #} + {%- if tool.get('description') -%} + {%- for line in tool['description'].split('\n') -%} + {%- if line.strip() -%} + {%- set ns_tool.content_lines = ns_tool.content_lines + ['// ' ~ line] -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {# ---------- TOOL SIGNATURE ---------- #} + {%- set main_body = "" -%} + {%- set params = tool.get("parameters") -%} + {%- if params and params.get("properties") -%} + {%- set param_type = json_schema_to_typescript(params, " ") -%} + {%- set main_body = 'type ' ~ tool.name ~ ' = (_: ' ~ param_type ~ ') => ' -%} + {%- else -%} + {%- set main_body = 'type ' ~ tool.name ~ ' = () => ' -%} + {%- endif -%} + + {# ---------- RETURN TYPE ---------- #} + {%- set return_params = tool.get("return_parameters") -%} + {%- if return_params and return_params.get("properties") -%} + {%- set return_type = json_schema_to_typescript(return_params, " ") -%} + {%- set main_body = main_body ~ return_type -%} + {%- else -%} + {%- set main_body = main_body ~ 'any' -%} + {%- endif -%} + + {%- set main_body = main_body ~ ';\n' -%} + + {%- set ns_tool.content_lines = ns_tool.content_lines + [main_body] -%} + + {# ---------- ADD TOOL TO SECTIONS ---------- #} + {%- set ns.sections = ns.sections + [ns_tool.content_lines | join('\n')] -%} + {%- endfor -%} + + {%- set ns.sections = ns.sections + ['} // namespace ' ~ namespace_name] -%} + + {{- ns.sections | join('\n') -}} +{%- endmacro -%} + + +{# ----------- MESSAGE RENDERING HELPER FUNCTIONS ------------ #} + +{%- macro render_function_call(call) -%} + {%- if call.function -%} + {%- set call = call.function -%} + {%- endif -%} + + {%- set arguments = call['arguments'] -%} + {%- if arguments is not string -%} + {%- set arguments = arguments| tojson(ensure_ascii=False) -%} + {%- endif -%} + + {{- '{"name": "' ~ call['name'] ~ '", "arguments": ' ~ arguments ~ '}' -}} +{%- endmacro -%} + + +{%- macro render_role_message(message, role=None) -%} + {%- if not role -%} + {%- set role = message["role"] -%} + {%- endif -%} + + {%- set message_content = message['content'] or '' -%} + {%- if message_content is not string -%} + {%- set message_content = message_content | tojson(ensure_ascii=False) -%} + {%- endif -%} + + {{- role + add_tokens.role_sep + message_content -}} + + {%- if message.tool_calls is defined and message.tool_calls -%} + {{- add_tokens.function_call + render_function_call(message.tool_calls[0]) -}} + {%- endif -%} + + {{- add_tokens.message_sep -}} + +{%- endmacro -%} + + + +{# ----- SPECIAL TOKENS ----- #} + +{%- set add_tokens = namespace( + role_sep="<|role_sep|>\n", + message_sep="<|message_sep|>\n\n", + function_call="<|function_call|>" +) -%} + +{# ----- DEFAULT DEVSYSTEM ----- #} + +{%- set DEVSYSTEM -%} + +Description of the roles available in the dialog. + +`developer system` +A message added by Sber before the main dialog. It has the highest priority and sets global, non-overridable conditions (for example, conversation rules, the safety policy, the assistant's overall response style, etc.). + +`system` +A system instruction added by developers or by the user, but with a lower priority than `developer system`. It usually describes the assistant's instructions, a specific response style, and other conditions for this particular dialog. + +`user` +A message or request from the user. The assistant follows it if it does not conflict with higher-priority instructions (see ). + +`user memory` +A sequence of the most up-to-date long-term facts about the user at the time of their request, presented as a JSON list of strings. Facts are listed in chronological order, meaning newer facts are appended to the end of the sequence. When facts are changed or deleted, records of previous facts remain in the sequence. The assistant saves facts using a function and uses them in accordance with the block below. + +`added files` +Metadata about files available for use in the dialog, presented in JSON format. It contains the following keys: id (a unique file identifier), name (file name), type (file type). + +`assistant` +The assistant's reply to the user's request. If the system instruction or the user does not set additional rules for `assistant`, this reply must comply with the instructions in the block below. The list of functions available to call is contained in `function descriptions`. The name of the required function and its arguments will be generated next by the `function call` role. In its replies, the assistant follows the instructions in accordance with . + +`function descriptions` +Function descriptions in TypeScript format. A function is a special tool (or a set of instructions) that the assistant can call to perform specific actions, computations, or obtain data needed to solve the user's task. Each function description contains blocks with the name, description, and arguments. Sometimes the description contains separate blocks with return parameters and usage examples that illustrate the correct call and arguments. + +`function call` +The function that `assistant` calls based on the dialog context, and its arguments. The function is invoked in strict accordance with the instructions in the block. + +`function result` +The result of the last function call. + + + +The assistant can work with the following modalities: text, available functions. + + + +If instructions from different roles conflict within the dialog context, observe the following priorities: +`developer system` > `system` > `user` > `function descriptions` > `function result` > `user memory` + + + +Basic instructions for working with functions. + +Only call those functions that are described in `function descriptions`. + +Call available functions when, according to their description, such a call will help provide a more complete and/or accurate answer to the user's request. Fill in function arguments using information from the dialog context. If a function could help answer the request but a required argument is missing from the context, ask the user for the missing data before calling the function. If a necessary function is unavailable or an error occurs, briefly inform the user and, if possible, suggest an alternative. + + + +Rules for using facts in long-term memory: + +If there is no message under the `user memory` role in the dialog, this is equivalent to the absence of long-term facts about the user in memory. In that case, information about the user is limited to the current dialog, and no new facts should be saved. + + + +You are a helpful assistant. + +# Instructions +- Strictly follow the instruction priority. +- Maintain a logical chain of reasoning when answering the user's question. +- For complex questions (for example, STEM), try to answer in detail unless the system message or dialog context limits the response length. +- Be helpful, truthful, and avoid unsafe or prohibited content in your responses. +- Try to reply in the language in which the user asked their question. + + +A dialog will follow below. +The dialog may include various roles described in the block. +Each turn begins with the role name and a special token that marks the end of the role's full name, and ends with a special end-of-turn token. +Your task is to continue the dialog from the last specified role in accordance with the dialog context. +{%- endset -%} + + +{#- ---------------------- RENDERING STARTS HERE ---------------------- -#} + + +{# ----- RENDER BOS TOKEN ----- #} +{{- bos_token -}} + + +{# ----- RENDER DEVSYSTEM ----- #} +{{- render_role_message({"role": "developer system", "content": DEVSYSTEM}) -}} + +{# ----- RENDER SYSTEM IF PRESENT ----- #} +{%- if messages and messages[0]['role'] == 'system' -%} + {{- render_role_message(messages[0]) -}} + {%- set messages = messages[1:] -%} +{%- endif -%} + +{# ----- RENDER TOOLS ----- #} +{%- if tools -%} + {%- set tools_content = ( + render_tool_namespace('functions', tools) + + "\n\n" + ) -%} + {{- render_role_message({'role': 'function descriptions', 'content': tools_content}) -}} +{%- endif -%} + +{# ----- MAIN MESSAGE LOOP ----- #} +{%- for message in messages -%} + + {# ----- TOOL MESSAGE -------#} + {%- if message['role'] == 'tool' -%} + {{- render_role_message(message, 'function result') -}} + + {# ----- OTHER MESSAGES ----- #} + {%- else -%} + {{- render_role_message(message) -}} + {%- endif -%} + + {# ----- ADDING GENERATION PROMPT ----- #} + + {%- if loop.last and add_generation_prompt and message['role'] != 'assistant' -%} + {{- 'assistant' + add_tokens.role_sep -}} + {%- endif -%} + +{%- endfor -%} \ No newline at end of file diff --git a/models/templates/HuggingFaceTB-SmolLM3-3B.jinja b/models/templates/HuggingFaceTB-SmolLM3-3B.jinja new file mode 100644 index 0000000000..b605d93439 --- /dev/null +++ b/models/templates/HuggingFaceTB-SmolLM3-3B.jinja @@ -0,0 +1,61 @@ +{#- Copyright 2025-present the Unsloth team. All rights reserved. #} +{#- Licensed under the Apache License, Version 2.0 (the "License") #} +{#- Edits made by Unsloth to make it work for most inference engines #} +{# ───── defaults ───── #} +{%- if enable_thinking is not defined -%} + {%- set enable_thinking = true -%} +{%- endif -%} +{# ───── reasoning mode ───── #} +{%- if enable_thinking -%} + {%- set reasoning_mode = "/think" -%} +{%- else -%} + {%- set reasoning_mode = "/no_think" -%} +{%- endif -%} +{# ───── header (system message) ───── #} +{{- "<|im_start|>system\n" -}} +{%- if messages[0].role == "system" -%} + {%- set system_message = messages[0].content -%} + {%- if "/no_think" in system_message -%} + {%- set reasoning_mode = "/no_think" -%} + {%- elif "/think" in system_message -%} + {%- set reasoning_mode = "/think" -%} + {%- endif -%} + {%- set custom_instructions = system_message.replace("/no_think", "") -%} + {%- set custom_instructions = custom_instructions.replace("/think", "") -%} + {%- set custom_instructions = custom_instructions.rstrip() -%} +{%- endif -%} +{{- "## Metadata\n\n" -}} +{{- "Knowledge Cutoff Date: June 2025\n" -}} +{{- "Reasoning Mode: " + reasoning_mode + "\n\n" -}} +{{- "## Custom Instructions\n\n" -}} +{%- if custom_instructions -%} + {{- custom_instructions + "\n\n" -}} +{%- elif reasoning_mode == "/think" -%} + {{- "You are a helpful AI assistant named SmolLM, trained by Hugging Face. Your role as an assistant involves thoroughly exploring questions through a systematic thinking process before providing the final precise and accurate solutions. This requires engaging in a comprehensive cycle of analysis, summarizing, exploration, reassessment, reflection, backtracking, and iteration to develop well-considered thinking process. Please structure your response into two main sections: Thought and Solution using the specified format: Thought section Solution section. In the Thought section, detail your reasoning process in steps. Each step should include detailed considerations such as analysing questions, summarizing relevant findings, brainstorming new ideas, verifying the accuracy of the current steps, refining any errors, and revisiting previous steps. In the Solution section, based on various attempts, explorations, and reflections from the Thought section, systematically present the final solution that you deem correct. The Solution section should be logical, accurate, and concise and detail necessary steps needed to reach the conclusion.\n\n" -}} +{%- else -%} + {{- "You are a helpful AI assistant named SmolLM, trained by Hugging Face.\n\n" -}} +{%- endif -%} +{{- "<|im_end|>\n" -}} +{# ───── main loop ───── #} +{%- for message in messages -%} + {%- set content = message.content if message.content is string else "" -%} + {%- if message.role == "user" -%} + {{ "<|im_start|>" + message.role + "\n" + content + "<|im_end|>\n" }} + {%- elif message.role == "assistant" -%} + {%- if reasoning_mode == "/think" -%} + {{ "<|im_start|>assistant\n" + content.lstrip("\n") + "<|im_end|>\n" }} + {%- else -%} + {{ "<|im_start|>assistant\n" + "\n\n\n" + content.lstrip("\n") + "<|im_end|>\n" }} + {%- endif -%} + {%- elif message.role == "tool" -%} + {{ "<|im_start|>" + "user\n" + content + "<|im_end|>\n" }} + {%- endif -%} +{%- endfor -%} +{# ───── generation prompt ───── #} +{%- if add_generation_prompt -%} + {%- if reasoning_mode == "/think" -%} + {{ "<|im_start|>assistant\n" }} + {%- else -%} + {{ "<|im_start|>assistant\n" + "\n\n\n" }} + {%- endif -%} +{%- endif -%} diff --git a/models/templates/llama-cpp-lfm2.jinja b/models/templates/LFM2-8B-A1B.jinja similarity index 98% rename from models/templates/llama-cpp-lfm2.jinja rename to models/templates/LFM2-8B-A1B.jinja index b7921120bc..fab22e952b 100644 --- a/models/templates/llama-cpp-lfm2.jinja +++ b/models/templates/LFM2-8B-A1B.jinja @@ -34,4 +34,4 @@ {%- endfor -%} {%- if add_generation_prompt -%} {{- "<|im_start|>assistant\n" -}} -{%- endif -%} +{%- endif -%} \ No newline at end of file diff --git a/models/templates/LFM2.5-Instruct.jinja b/models/templates/LFM2.5-Instruct.jinja new file mode 100644 index 0000000000..7778756dd9 --- /dev/null +++ b/models/templates/LFM2.5-Instruct.jinja @@ -0,0 +1,45 @@ +{{- bos_token -}} +{%- set keep_past_thinking = keep_past_thinking | default(false) -%} +{%- set ns = namespace(system_prompt="") -%} +{%- if messages[0]["role"] == "system" -%} + {%- set ns.system_prompt = messages[0]["content"] -%} + {%- set messages = messages[1:] -%} +{%- endif -%} +{%- if tools -%} + {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%} + {%- for tool in tools -%} + {%- if tool is not string -%} + {%- set tool = tool | tojson -%} + {%- endif -%} + {%- set ns.system_prompt = ns.system_prompt + tool -%} + {%- if not loop.last -%} + {%- set ns.system_prompt = ns.system_prompt + ", " -%} + {%- endif -%} + {%- endfor -%} + {%- set ns.system_prompt = ns.system_prompt + "]" -%} +{%- endif -%} +{%- if ns.system_prompt -%} + {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} +{%- endif -%} +{%- set ns.last_assistant_index = -1 -%} +{%- for message in messages -%} + {%- if message["role"] == "assistant" -%} + {%- set ns.last_assistant_index = loop.index0 -%} + {%- endif -%} +{%- endfor -%} +{%- for message in messages -%} + {{- "<|im_start|>" + message["role"] + "\n" -}} + {%- set content = message["content"] -%} + {%- if content is not string -%} + {%- set content = content | tojson -%} + {%- endif -%} + {%- if message["role"] == "assistant" and not keep_past_thinking and loop.index0 != ns.last_assistant_index -%} + {%- if "" in content -%} + {%- set content = content.split("")[-1] | trim -%} + {%- endif -%} + {%- endif -%} + {{- content + "<|im_end|>\n" -}} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{- "<|im_start|>assistant\n" -}} +{%- endif -%} \ No newline at end of file diff --git a/models/templates/Qwen-QwQ-32B.jinja b/models/templates/Qwen-QwQ-32B.jinja index d475f70687..ce314a039f 100644 --- a/models/templates/Qwen-QwQ-32B.jinja +++ b/models/templates/Qwen-QwQ-32B.jinja @@ -59,4 +59,5 @@ {%- endfor %} {%- if add_generation_prompt %} {{- '<|im_start|>assistant\n\n' }} + {%- if not enable_thinking -%}{{- '' -}}{%- endif -%} {%- endif %} diff --git a/models/templates/Qwen3-Coder.jinja b/models/templates/Qwen3-Coder.jinja index 49b0e8d0ee..cde8c0e43d 100644 --- a/models/templates/Qwen3-Coder.jinja +++ b/models/templates/Qwen3-Coder.jinja @@ -29,7 +29,7 @@ {%- endif %} {%- endif %} {%- if tools is iterable and tools | length > 0 %} - {{- "\n\n# Tools\n\nYou have access to the following functions:\n\n" }} + {{- "\n\n# Tools\n\nYou have access to the following tools:\n\n" }} {{- "" }} {%- for tool in tools %} {%- if tool.function is defined %} @@ -63,7 +63,7 @@ {{- '\n' }} {%- endfor %} {{- "\n" }} - {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner block must be nested within XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n' }} + {{- '\n\nIf you choose to call a tool ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nvalue_2\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: the tool calling block MUST begin with an opening tag and end with a closing tag.\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n' }} {%- endif %} {%- if system_message is defined %} {{- '<|im_end|>\n' }} diff --git a/models/templates/Qwen3.5-4B.jinja b/models/templates/Qwen3.5-4B.jinja new file mode 100644 index 0000000000..a585dec894 --- /dev/null +++ b/models/templates/Qwen3.5-4B.jinja @@ -0,0 +1,154 @@ +{%- set image_count = namespace(value=0) %} +{%- set video_count = namespace(value=0) %} +{%- macro render_content(content, do_vision_count, is_system_content=false) %} + {%- if content is string %} + {{- content }} + {%- elif content is iterable and content is not mapping %} + {%- for item in content %} + {%- if 'image' in item or 'image_url' in item or item.type == 'image' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain images.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set image_count.value = image_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Picture ' ~ image_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|image_pad|><|vision_end|>' }} + {%- elif 'video' in item or item.type == 'video' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain videos.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set video_count.value = video_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Video ' ~ video_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|video_pad|><|vision_end|>' }} + {%- elif 'text' in item %} + {{- item.text }} + {%- else %} + {{- raise_exception('Unexpected item type in content.') }} + {%- endif %} + {%- endfor %} + {%- elif content is none or content is undefined %} + {{- '' }} + {%- else %} + {{- raise_exception('Unexpected content type.') }} + {%- endif %} +{%- endmacro %} +{%- if not messages %} + {{- raise_exception('No messages provided.') }} +{%- endif %} +{%- if tools and tools is iterable and tools is not mapping %} + {{- '<|im_start|>system\n' }} + {{- "# Tools\n\nYou have access to the following functions:\n\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n" }} + {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner block must be nested within XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n' }} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {%- if content %} + {{- '\n\n' + content }} + {%- endif %} + {%- endif %} + {{- '<|im_end|>\n' }} +{%- else %} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" %} + {%- set content = render_content(message.content, false)|trim %} + {%- if not(content.startswith('') and content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if ns.multi_step_tool %} + {{- raise_exception('No user query found in messages.') }} +{%- endif %} +{%- for message in messages %} + {%- set content = render_content(message.content, true)|trim %} + {%- if message.role == "system" %} + {%- if not loop.first %} + {{- raise_exception('System message must be at the beginning.') }} + {%- endif %} + {%- elif message.role == "user" %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- set reasoning_content = reasoning_content|trim %} + {%- if loop.index0 > ns.last_query_index %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content + '\n\n\n' + content }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {%- if loop.first %} + {%- if content|trim %} + {{- '\n\n\n\n' }} + {%- else %} + {{- '\n\n' }} + {%- endif %} + {%- else %} + {{- '\n\n\n' }} + {%- endif %} + {%- if tool_call.arguments is defined %} + {%- for args_name, args_value in tool_call.arguments|items %} + {{- '\n' }} + {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %} + {{- args_value }} + {{- '\n\n' }} + {%- endfor %} + {%- endif %} + {{- '\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.previtem and loop.previtem.role != "tool" %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if not loop.last and loop.nextitem.role != "tool" %} + {{- '<|im_end|>\n' }} + {%- elif loop.last %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- else %} + {{- raise_exception('Unexpected message role.') }} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- else %} + {{- '\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/models/templates/StepFun3.5-Flash.jinja b/models/templates/StepFun3.5-Flash.jinja new file mode 100644 index 0000000000..c09ea497da --- /dev/null +++ b/models/templates/StepFun3.5-Flash.jinja @@ -0,0 +1,80 @@ +{% macro render_content(content) %}{% if content is none %}{{- '' }}{% elif content is string %}{{- content }}{% elif content is mapping %}{{- content['value'] if 'value' in content else content['text'] }}{% elif content is iterable %}{% for item in content %}{% if item.type == 'text' %}{{- item['value'] if 'value' in item else item['text'] }}{% elif item.type == 'image' %}{% endif %}{% endfor %}{% endif %}{% endmacro %} +{{bos_token}}{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- render_content(messages[0].content) + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou have access to the following functions in JSONSchema format:\n\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson(ensure_ascii=False) }} + {%- endfor %} + {{- "\n\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner \n...\n block must be nested within \n...\n XML tags\n- Required parameters MUST be specified\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + render_content(messages[0].content) + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and render_content(message.content) is string and not(render_content(message.content).startswith('') and render_content(message.content).endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- set content = render_content(message.content) %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {%- set role_name = 'observation' if (message.role == "system" and not loop.first and message.name == 'observation') else message.role %} + {{- '<|im_start|>' + role_name + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = render_content(message.reasoning_content) %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- else %} + {%- set reasoning_content = '' %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content + '\n\n' + content }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n' }} + {%- if tool_call.arguments is defined %} + {%- set arguments = tool_call.arguments %} + {%- for args_name, args_value in arguments|items %} + {{- '\n' }} + {%- set args_value = args_value | tojson(ensure_ascii=False) | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %} + {{- args_value }} + {{- '\n\n' }} + {%- endfor %} + {%- endif %} + {{- '\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>tool_response\n' }} + {%- endif %} + {{- '' }} + {{- content }} + {{- '' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n\n' }} +{%- endif %} diff --git a/models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja b/models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja index c2066bd739..299f7a7ff1 100644 --- a/models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja +++ b/models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja @@ -1 +1,44 @@ -{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<|User|>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}}{%- set ns.is_first = true -%}{%- else %}{{'\n' + '<|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<|tool▁outputs▁end|>' + message['content'] + '<|end▁of▁sentence|>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\n<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<|Assistant|>\n'}}{% endif %} \ No newline at end of file +{% if not add_generation_prompt is defined -%} + {%- set add_generation_prompt = false -%} +{%- endif -%} +{%- set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') -%} +{%- for message in messages -%} + {%- if message['role'] == 'system' -%} + {%- set ns.system_prompt = message['content'] -%} + {%- endif -%} +{%- endfor -%}{{bos_token}}{{ns.system_prompt}} +{%- for message in messages -%} + {%- if message['role'] == 'user' -%} + {%- set ns.is_tool = false -%}{{'<|User|>' + message['content']}} + {%- endif -%} + {%- if message['role'] == 'assistant' and message['content'] is none -%} + {%- set ns.is_tool = false -%} + {%- for tool in message['tool_calls']-%} + {%- if not ns.is_first -%}{{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}} + {%- set ns.is_first = true -%} + {%- else -%}{{'\n' + '<|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + {%- if message['role'] == 'assistant' and message['content'] is not none -%} + {%- if ns.is_tool -%}{{'<|tool▁outputs▁end|>' + message['content'] + '<|end▁of▁sentence|>'}} + {%- set ns.is_tool = false -%} + {%- else -%} + {%- set content = message['content'] -%} + {%- if '' in content -%} + {%- set content = content.split('')[-1] -%} + {%- endif -%}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}} + {%- endif -%} + {%- endif -%} + {%- if message['role'] == 'tool' -%} + {%- set ns.is_tool = true -%} + {%- if ns.is_output_first -%}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}} + {%- set ns.is_output_first = false -%} + {%- else -%}{{'\n<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}} + {%- endif -%} + {%- endif -%} +{%- endfor -%} +{%- if ns.is_tool -%}{{'<|tool▁outputs▁end|>'}} +{%- endif -%} +{%- if add_generation_prompt and not ns.is_tool -%}{{'<|Assistant|>\n'}} +{%- endif %} \ No newline at end of file diff --git a/models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja b/models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja index c2066bd739..7349ce9eca 100644 --- a/models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja +++ b/models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja @@ -1 +1,47 @@ -{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<|User|>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}}{%- set ns.is_first = true -%}{%- else %}{{'\n' + '<|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<|tool▁call▁end|>'}}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<|tool▁outputs▁end|>' + message['content'] + '<|end▁of▁sentence|>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\n<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<|Assistant|>\n'}}{% endif %} \ No newline at end of file +{% if not add_generation_prompt is defined -%} + {%- set add_generation_prompt = false -%} +{%- endif -%} +{%- set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') -%} +{%- for message in messages -%} + {%- if message['role'] == 'system' -%} + {%- set ns.system_prompt = message['content'] -%} + {%- endif -%} +{%- endfor -%}{{bos_token}}{{ns.system_prompt}} +{%- for message in messages -%} + {%- if message['role'] == 'user' -%} + {%- set ns.is_tool = false -%}{{'<|User|>' + message['content']}} + {%- endif -%} + {%- if message['role'] == 'assistant' and message['tool_calls'] -%} + {%- set ns.is_tool = false -%} + {%- for tool in message['tool_calls']-%} + {%- if not ns.is_first -%} + {{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] | tojson + '\n' + '```' + '<|tool▁call▁end|>'}} + {%- set ns.is_first = true -%} + {%- else -%} + {{'\n' + '<|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] | tojson + '\n' + '```' + '<|tool▁call▁end|>'}} + {%- endif -%} + {%- endfor -%} + {{'<|tool▁calls▁end|><|end▁of▁sentence|>'}} + {%- endif -%} + {%- if message['role'] == 'assistant' and message['content'] is not none -%} + {%- if ns.is_tool -%}{{'<|tool▁outputs▁end|>' + message['content'] + '<|end▁of▁sentence|>'}} + {%- set ns.is_tool = false -%} + {%- else -%} + {%- set content = message['content'] -%} + {%- if '' in content -%} + {%- set content = content.split('')[-1] -%} + {%- endif -%}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}} + {%- endif -%} + {%- endif -%} + {%- if message['role'] == 'tool' -%} + {%- set ns.is_tool = true -%} + {%- if ns.is_output_first -%}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}} + {%- set ns.is_output_first = false -%} + {%- else -%}{{'\n<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}} + {%- endif -%} + {%- endif -%} +{%- endfor -%} +{%- if ns.is_tool -%}{{'<|tool▁outputs▁end|>'}} +{%- endif -%} +{%- if add_generation_prompt and not ns.is_tool -%}{{'<|Assistant|>\n'}}{% if not enable_thinking %}{{- '' -}}{% endif %} +{%- endif %} \ No newline at end of file diff --git a/models/templates/deepseek-ai-DeepSeek-V3.1.jinja b/models/templates/deepseek-ai-DeepSeek-V3.1.jinja index e5656196a3..e987c2a16e 100644 --- a/models/templates/deepseek-ai-DeepSeek-V3.1.jinja +++ b/models/templates/deepseek-ai-DeepSeek-V3.1.jinja @@ -1,3 +1,71 @@ -{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% if not thinking is defined %}{% set thinking = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, system_prompt='', is_first_sp=true, is_last_user=false) %}{%- for message in messages %}{%- if message['role'] == 'system' %}{%- if ns.is_first_sp %}{% set ns.system_prompt = ns.system_prompt + message['content'] %}{% set ns.is_first_sp = false %}{%- else %}{% set ns.system_prompt = ns.system_prompt + ' +{% if not add_generation_prompt is defined -%} + {%- set add_generation_prompt = false -%} +{%- endif -%} +{%- if not thinking is defined -%} + {%- if enable_thinking is defined -%} + {%- set thinking = enable_thinking -%} + {%- else -%} + {%- set thinking = false -%} + {%- endif -%} +{%- endif -%} +{%- set ns = namespace(is_first=false, is_tool=false, system_prompt='', is_first_sp=true, is_last_user=false) -%} +{%- for message in messages -%} + {%- if message['role'] == 'system' -%} + {%- if ns.is_first_sp -%} + {%- set ns.system_prompt = ns.system_prompt + message['content'] -%} + {%- set ns.is_first_sp = false -%} + {%- else -%} + {%- set ns.system_prompt = ns.system_prompt + ' -' + message['content'] %}{%- endif %}{%- endif %}{%- endfor %}{{ bos_token }}{{ ns.system_prompt }}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{%- set ns.is_first = false -%}{%- set ns.is_last_user = true -%}{{'<|User|>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['tool_calls'] is defined and message['tool_calls'] is not none %}{%- if ns.is_last_user %}{{'<|Assistant|>'}}{%- endif %}{%- set ns.is_last_user = false -%}{%- set ns.is_first = false %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls'] %}{%- if not ns.is_first %}{%- if message['content'] is none %}{{'<|tool▁calls▁begin|><|tool▁call▁begin|>'+ tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] + '<|tool▁call▁end|>'}}{%- else %}{{message['content'] + '<|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] + '<|tool▁call▁end|>'}}{%- endif %}{%- set ns.is_first = true -%}{%- else %}{{'<|tool▁call▁begin|>'+ tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] + '<|tool▁call▁end|>'}}{%- endif %}{%- endfor %}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}}{%- endif %}{%- if message['role'] == 'assistant' and (message['tool_calls'] is not defined or message['tool_calls'] is none) %}{%- if ns.is_last_user %}{{'<|Assistant|>'}}{%- if message['prefix'] is defined and message['prefix'] and thinking %}{{''}} {%- else %}{{''}}{%- endif %}{%- endif %}{%- set ns.is_last_user = false -%}{%- if ns.is_tool %}{{message['content'] + '<|end▁of▁sentence|>'}}{%- set ns.is_tool = false -%}{%- else %}{%- set content = message['content'] -%}{%- if '' in content %}{%- set content = content.split('', 1)[1] -%}{%- endif %}{{content + '<|end▁of▁sentence|>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_last_user = false -%}{%- set ns.is_tool = true -%}{{'<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- endif %}{%- endfor -%}{%- if add_generation_prompt and ns.is_last_user and not ns.is_tool %}{{'<|Assistant|>'}}{%- if not thinking %}{{''}}{%- else %}{{''}}{%- endif %}{% endif %} \ No newline at end of file +' + message['content'] -%} + {%- endif -%} + {%- endif -%} +{%- endfor -%}{{ bos_token }}{{ ns.system_prompt }} +{%- for message in messages -%} + {%- if message['role'] == 'user' -%} + {%- set ns.is_tool = false -%} + {%- set ns.is_first = false -%} + {%- set ns.is_last_user = true -%}{{'<|User|>' + message['content']}} + {%- endif -%} + {%- if message['role'] == 'assistant' and message['tool_calls'] -%} + {%- if ns.is_last_user -%}{{'<|Assistant|>'}} + {%- endif -%} + {%- set ns.is_last_user = false -%} + {%- set ns.is_first = false -%} + {%- set ns.is_tool = false -%} + {%- for tool in message['tool_calls'] -%} + {%- if not ns.is_first -%} + {%- if not message['content'] -%}{{'<|tool▁calls▁begin|><|tool▁call▁begin|>'+ tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] | tojson + '<|tool▁call▁end|>'}} + {%- else -%}{{message['content'] + '<|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] | tojson + '<|tool▁call▁end|>'}} + {%- endif -%} + {%- set ns.is_first = true -%} + {%- else -%}{{'<|tool▁call▁begin|>'+ tool['function']['name'] + '<|tool▁sep|>' + tool['function']['arguments'] | tojson + '<|tool▁call▁end|>'}} + {%- endif -%} + {%- endfor -%}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}} + {%- endif -%} + {%- if message['role'] == 'assistant' and not message['tool_calls'] -%} + {%- if ns.is_last_user -%}{{'<|Assistant|>'}} + {%- if message['prefix'] is defined and message['prefix'] and thinking -%}{{''}} + {%- else -%}{{''}} + {%- endif -%} + {%- endif -%} + {%- set ns.is_last_user = false -%} + {%- if ns.is_tool -%}{{message['content'] + '<|end▁of▁sentence|>'}} + {%- set ns.is_tool = false -%} + {%- else -%} + {%- set content = message['content'] -%} + {%- if '' in content -%} + {%- set content = content.split('', 1)[1] -%} + {%- endif -%}{{content + '<|end▁of▁sentence|>'}} + {%- endif -%} + {%- endif -%} + {%- if message['role'] == 'tool' -%} + {%- set ns.is_last_user = false -%} + {%- set ns.is_tool = true -%}{{'<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}} + {%- endif -%} +{%- endfor -%} +{%- if add_generation_prompt and ns.is_last_user and not ns.is_tool -%}{{'<|Assistant|>'}} + {%- if not thinking -%}{{''}} + {%- else -%}{{''}} + {%- endif -%} +{%- endif %} \ No newline at end of file diff --git a/models/templates/fireworks-ai-llama-3-firefunction-v2.jinja b/models/templates/fireworks-ai-llama-3-firefunction-v2.jinja index 9b8136df73..b94cfd4d9b 100644 --- a/models/templates/fireworks-ai-llama-3-firefunction-v2.jinja +++ b/models/templates/fireworks-ai-llama-3-firefunction-v2.jinja @@ -46,7 +46,7 @@ Available functions as JSON spec: {%- if 'tool_calls' in message and message['tool_calls'] -%} {%- set tool = namespace(calls=[]) -%} {%- for call in message['tool_calls'] -%} - {%- set tool.calls = tool.calls + ['{"name": "' + call['function']['name'] + '", "arguments": ' + call['function']['arguments'] + '}'] -%} + {%- set tool.calls = tool.calls + ['{"name": "' + call['function']['name'] + '", "arguments": ' + call['function']['arguments']|tojson + '}'] -%} {%- endfor -%} {%- set ns.content = ns.content + ' functools[' + tool.calls | join(', ') + ']' -%} {%- endif -%} diff --git a/models/templates/google-gemma-4-31B-it-interleaved.jinja b/models/templates/google-gemma-4-31B-it-interleaved.jinja new file mode 100644 index 0000000000..85791c4fe5 --- /dev/null +++ b/models/templates/google-gemma-4-31B-it-interleaved.jinja @@ -0,0 +1,282 @@ +{%- macro format_parameters(properties, required) -%} + {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%} + {%- set ns = namespace(found_first=false) -%} + {%- for key, value in properties | dictsort -%} + {%- set add_comma = false -%} + {%- if key not in standard_keys -%} + {%- if ns.found_first %},{% endif -%} + {%- set ns.found_first = true -%} + {{ key }}:{ + {%- if value['description'] -%} + description:<|"|>{{ value['description'] }}<|"|> + {%- set add_comma = true -%} + {%- endif -%} + {%- if value['nullable'] %} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + nullable:true + {%- endif -%} + {%- if value['type'] | upper == 'STRING' -%} + {%- if value['enum'] -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + enum:{{ format_argument(value['enum']) }} + {%- endif -%} + {%- elif value['type'] | upper == 'OBJECT' -%} + ,properties:{ + {%- if value['properties'] is defined and value['properties'] is mapping -%} + {{- format_parameters(value['properties'], value['required'] | default([])) -}} + {%- elif value is mapping -%} + {{- format_parameters(value, value['required'] | default([])) -}} + {%- endif -%} + } + {%- if value['required'] -%} + ,required:[ + {%- for item in value['required'] | default([]) -%} + <|"|>{{- item -}}<|"|> + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + ] + {%- endif -%} + {%- elif value['type'] | upper == 'ARRAY' -%} + {%- if value['items'] is mapping and value['items'] -%} + ,items:{ + {%- set ns_items = namespace(found_first=false) -%} + {%- for item_key, item_value in value['items'] | dictsort -%} + {%- if item_value is not none -%} + {%- if ns_items.found_first %},{% endif -%} + {%- set ns_items.found_first = true -%} + {%- if item_key == 'properties' -%} + properties:{ + {%- if item_value is mapping -%} + {{- format_parameters(item_value, value['items']['required'] | default([])) -}} + {%- endif -%} + } + {%- elif item_key == 'required' -%} + required:[ + {%- for req_item in item_value -%} + <|"|>{{- req_item -}}<|"|> + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + ] + {%- elif item_key == 'type' -%} + {%- if item_value is string -%} + type:{{ format_argument(item_value | upper) }} + {%- else -%} + type:{{ format_argument(item_value | map('upper') | list) }} + {%- endif -%} + {%- else -%} + {{ item_key }}:{{ format_argument(item_value) }} + {%- endif -%} + {%- endif -%} + {%- endfor -%} + } + {%- endif -%} + {%- endif -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + type:<|"|>{{ value['type'] | upper }}<|"|>} + {%- endif -%} + {%- endfor -%} +{%- endmacro -%} +{%- macro format_function_declaration(tool_data) -%} + declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|> + {%- set params = tool_data['function']['parameters'] -%} + {%- if params -%} + ,parameters:{ + {%- if params['properties'] -%} + properties:{ {{- format_parameters(params['properties'], params['required']) -}} }, + {%- endif -%} + {%- if params['required'] -%} + required:[ + {%- for item in params['required'] -%} + <|"|>{{- item -}}<|"|> + {{- ',' if not loop.last -}} + {%- endfor -%} + ], + {%- endif -%} + {%- if params['type'] -%} + type:<|"|>{{- params['type'] | upper -}}<|"|>} + {%- endif -%} + {%- endif -%} + {%- if 'response' in tool_data['function'] -%} + {%- set response_declaration = tool_data['function']['response'] -%} + ,response:{ + {%- if response_declaration['description'] -%} + description:<|"|>{{- response_declaration['description'] -}}<|"|>, + {%- endif -%} + {%- if response_declaration['type'] | upper == 'OBJECT' -%} + type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>} + {%- endif -%} + {%- endif -%} + } +{%- endmacro -%} +{%- macro format_argument(argument, escape_keys=True) -%} + {%- if argument is string -%} + {{- '<|"|>' + argument + '<|"|>' -}} + {%- elif argument is boolean -%} + {{- 'true' if argument else 'false' -}} + {%- elif argument is mapping -%} + {{- '{' -}} + {%- set ns = namespace(found_first=false) -%} + {%- for key, value in argument | dictsort -%} + {%- if ns.found_first %},{% endif -%} + {%- set ns.found_first = true -%} + {%- if escape_keys -%} + {{- '<|"|>' + key + '<|"|>' -}} + {%- else -%} + {{- key -}} + {%- endif -%} + :{{- format_argument(value, escape_keys=escape_keys) -}} + {%- endfor -%} + {{- '}' -}} + {%- elif argument is sequence -%} + {{- '[' -}} + {%- for item in argument -%} + {{- format_argument(item, escape_keys=escape_keys) -}} + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + {{- ']' -}} + {%- else -%} + {{- argument -}} + {%- endif -%} +{%- endmacro -%} +{%- macro strip_thinking(text) -%} + {%- set ns = namespace(result='') -%} + {%- for part in text.split('') -%} + {%- if '<|channel>' in part -%} + {%- set ns.result = ns.result + part.split('<|channel>')[0] -%} + {%- else -%} + {%- set ns.result = ns.result + part -%} + {%- endif -%} + {%- endfor -%} + {{- ns.result | trim -}} +{%- endmacro -%} + +{%- set ns = namespace(prev_message_type=None, last_user_message=-1) -%} +{%- set loop_messages = messages -%} +{{- bos_token -}} +{#- Handle System/Tool Definitions Block -#} +{%- if (enable_thinking is defined and enable_thinking) or tools or messages[0]['role'] in ['system', 'developer'] -%} + {{- '<|turn>system\n' -}} + + {#- Inject Thinking token at the very top of the FIRST system turn -#} + {%- if enable_thinking is defined and enable_thinking -%} + {{- '<|think|>\n' -}} + {%- set ns.prev_message_type = 'think' -%} + {%- endif -%} + + {%- if messages[0]['role'] in ['system', 'developer'] -%} + {{- messages[0]['content'] | trim -}} + {%- set loop_messages = messages[1:] -%} + {%- endif -%} + + {%- if tools -%} + {%- for tool in tools %} + {{- '<|tool>' -}} + {{- format_function_declaration(tool) | trim -}} + {{- '' -}} + {%- endfor %} + {%- set ns.prev_message_type = 'tool' -%} + {%- endif -%} + + {{- '\n' -}} +{%- endif %} + +{#- Find last user message -#} +{%- for message in loop_messages -%} + {%- if message['role'] == 'user' -%} + {%- set ns.last_user_message = loop.index0 -%} + {%- endif -%} +{%- endfor -%} + +{#- Loop through messages -#} +{%- for message in loop_messages -%} + {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%} + {%- if not (ns.prev_message_type == 'tool_response' and message['tool_calls']) -%} + {{- '<|turn>' + role + '\n' }} + {%- endif -%} + + {%- set ns.prev_message_type = None -%} + + {%- if message['tool_calls'] -%} + {#- Preserve reasoning between tool calls for model turns that come after the last user turn -#} + {%- if message['reasoning_content'] and loop.index0 > ns.last_user_message -%} + {{- '<|channel>thought\n' -}} + {{- message['reasoning_content'] -}} + {{- '' -}} + {%- endif -%} + {%- for tool_call in message['tool_calls'] -%} + {%- set function = tool_call['function'] -%} + {{- '<|tool_call>call:' + function['name'] + '{' -}} + {%- if function['arguments'] is mapping -%} + {%- set ns_args = namespace(found_first=false) -%} + {%- for key, value in function['arguments'] | dictsort -%} + {%- if ns_args.found_first %},{% endif -%} + {%- set ns_args.found_first = true -%} + {{- key -}}:{{- format_argument(value, escape_keys=False) -}} + {%- endfor -%} + {%- elif function['arguments'] is string -%} + {{- function['arguments'] -}} + {%- endif -%} + {{- '}' -}} + {%- endfor -%} + {%- set ns.prev_message_type = 'tool_call' -%} + {%- endif -%} + + {%- if message['tool_responses'] -%} + {#- Tool Response handling -#} + {%- for tool_response in message['tool_responses'] -%} + {{- '<|tool_response>' -}} + {%- if tool_response['response'] is mapping -%} + {{- 'response:' + tool_response['name'] | default('unknown') + '{' -}} + {%- for key, value in tool_response['response'] | dictsort -%} + {{- key -}}:{{- format_argument(value, escape_keys=False) -}} + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + {{- '}' -}} + {%- else -%} + {{- 'response:' + tool_response['name'] | default('unknown') + '{value:' + format_argument(tool_response['response'], escape_keys=False) + '}' -}} + {%- endif -%} + {{- '' -}} + {%- endfor -%} + {%- set ns.prev_message_type = 'tool_response' -%} + {%- endif -%} + + {%- if message['content'] is string -%} + {%- if role == 'model' -%} + {{- strip_thinking(message['content']) -}} + {%- else -%} + {{- message['content'] | trim -}} + {%- endif -%} + {%- elif message['content'] is sequence -%} + {%- for item in message['content'] -%} + {%- if item['type'] == 'text' -%} + {%- if role == 'model' -%} + {{- strip_thinking(item['text']) -}} + {%- else -%} + {{- item['text'] | trim -}} + {%- endif -%} + {%- elif item['type'] == 'image' -%} + {{- '<|image|>' -}} + {%- set ns.prev_message_type = 'image' -%} + {%- elif item['type'] == 'audio' -%} + {{- '<|audio|>' -}} + {%- set ns.prev_message_type = 'audio' -%} + {%- elif item['type'] == 'video' -%} + {{- '<|video|>' -}} + {%- set ns.prev_message_type = 'video' -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {%- if not (message['tool_responses'] and not message['content']) -%} + {{- '\n' -}} + {%- endif -%} +{%- endfor -%} + +{%- if add_generation_prompt -%} + {%- if ns.prev_message_type != 'tool_response' -%} + {{- '<|turn>model\n' -}} + {%- endif -%} + {%- if not enable_thinking | default(false) -%} + {{- '<|channel>thought\n' -}} + {%- endif -%} +{%- endif -%} diff --git a/models/templates/google-gemma-4-31B-it.jinja b/models/templates/google-gemma-4-31B-it.jinja new file mode 100644 index 0000000000..98da08eb6b --- /dev/null +++ b/models/templates/google-gemma-4-31B-it.jinja @@ -0,0 +1,347 @@ +{%- macro format_parameters(properties, required) -%} + {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%} + {%- set ns = namespace(found_first=false) -%} + {%- for key, value in properties | dictsort -%} + {%- set add_comma = false -%} + {%- if key not in standard_keys -%} + {%- if ns.found_first %},{% endif -%} + {%- set ns.found_first = true -%} + {{ key }}:{ + {%- if value['description'] -%} + description:<|"|>{{ value['description'] }}<|"|> + {%- set add_comma = true -%} + {%- endif -%} + {%- if value['type'] | upper == 'STRING' -%} + {%- if value['enum'] -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + enum:{{ format_argument(value['enum']) }} + {%- endif -%} + {%- elif value['type'] | upper == 'ARRAY' -%} + {%- if value['items'] is mapping and value['items'] -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + items:{ + {%- set ns_items = namespace(found_first=false) -%} + {%- for item_key, item_value in value['items'] | dictsort -%} + {%- if item_value is not none -%} + {%- if ns_items.found_first %},{% endif -%} + {%- set ns_items.found_first = true -%} + {%- if item_key == 'properties' -%} + properties:{ + {%- if item_value is mapping -%} + {{- format_parameters(item_value, value['items']['required'] | default([])) -}} + {%- endif -%} + } + {%- elif item_key == 'required' -%} + required:[ + {%- for req_item in item_value -%} + <|"|>{{- req_item -}}<|"|> + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + ] + {%- elif item_key == 'type' -%} + {%- if item_value is string -%} + type:{{ format_argument(item_value | upper) }} + {%- else -%} + type:{{ format_argument(item_value | map('upper') | list) }} + {%- endif -%} + {%- else -%} + {{ item_key }}:{{ format_argument(item_value) }} + {%- endif -%} + {%- endif -%} + {%- endfor -%} + } + {%- endif -%} + {%- endif -%} + {%- if value['nullable'] %} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + nullable:true + {%- endif -%} + {%- if value['type'] | upper == 'OBJECT' -%} + {%- if value['properties'] is defined and value['properties'] is mapping -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + properties:{ + {{- format_parameters(value['properties'], value['required'] | default([])) -}} + } + {%- elif value is mapping -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + properties:{ + {{- format_parameters(value, value['required'] | default([])) -}} + } + {%- endif -%} + {%- if value['required'] -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + required:[ + {%- for item in value['required'] | default([]) -%} + <|"|>{{- item -}}<|"|> + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + ] + {%- endif -%} + {%- endif -%} + {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} + type:<|"|>{{ value['type'] | upper }}<|"|>} + {%- endif -%} + {%- endfor -%} +{%- endmacro -%} +{%- macro format_function_declaration(tool_data) -%} + declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|> + {%- set params = tool_data['function']['parameters'] -%} + {%- if params -%} + ,parameters:{ + {%- if params['properties'] -%} + properties:{ {{- format_parameters(params['properties'], params['required']) -}} }, + {%- endif -%} + {%- if params['required'] -%} + required:[ + {%- for item in params['required'] -%} + <|"|>{{- item -}}<|"|> + {{- ',' if not loop.last -}} + {%- endfor -%} + ], + {%- endif -%} + {%- if params['type'] -%} + type:<|"|>{{- params['type'] | upper -}}<|"|>} + {%- endif -%} + {%- endif -%} + {%- if 'response' in tool_data['function'] -%} + {%- set response_declaration = tool_data['function']['response'] -%} + ,response:{ + {%- if response_declaration['description'] -%} + description:<|"|>{{- response_declaration['description'] -}}<|"|>, + {%- endif -%} + {%- if response_declaration['type'] | upper == 'OBJECT' -%} + type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>} + {%- endif -%} + {%- endif -%} + } +{%- endmacro -%} +{%- macro format_argument(argument, escape_keys=True) -%} + {%- if argument is string -%} + {{- '<|"|>' + argument + '<|"|>' -}} + {%- elif argument is boolean -%} + {{- 'true' if argument else 'false' -}} + {%- elif argument is mapping -%} + {{- '{' -}} + {%- set ns = namespace(found_first=false) -%} + {%- for key, value in argument | dictsort -%} + {%- if ns.found_first %},{% endif -%} + {%- set ns.found_first = true -%} + {%- if escape_keys -%} + {{- '<|"|>' + key + '<|"|>' -}} + {%- else -%} + {{- key -}} + {%- endif -%} + :{{- format_argument(value, escape_keys=escape_keys) -}} + {%- endfor -%} + {{- '}' -}} + {%- elif argument is sequence -%} + {{- '[' -}} + {%- for item in argument -%} + {{- format_argument(item, escape_keys=escape_keys) -}} + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + {{- ']' -}} + {%- else -%} + {{- argument -}} + {%- endif -%} +{%- endmacro -%} +{%- macro strip_thinking(text) -%} + {%- set ns = namespace(result='') -%} + {%- for part in text.split('') -%} + {%- if '<|channel>' in part -%} + {%- set ns.result = ns.result + part.split('<|channel>')[0] -%} + {%- else -%} + {%- set ns.result = ns.result + part -%} + {%- endif -%} + {%- endfor -%} + {{- ns.result | trim -}} +{%- endmacro -%} + +{%- macro format_tool_response_block(tool_name, response) -%} + {{- '<|tool_response>' -}} + {%- if response is mapping -%} + {{- 'response:' + tool_name + '{' -}} + {%- for key, value in response | dictsort -%} + {{- key -}}:{{- format_argument(value, escape_keys=False) -}} + {%- if not loop.last %},{% endif -%} + {%- endfor -%} + {{- '}' -}} + {%- else -%} + {{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}} + {%- endif -%} + {{- '' -}} +{%- endmacro -%} + +{%- set ns = namespace(prev_message_type=None) -%} +{%- set loop_messages = messages -%} +{{- bos_token -}} +{#- Handle System/Tool Definitions Block -#} +{%- if (enable_thinking is defined and enable_thinking) or tools or messages[0]['role'] in ['system', 'developer'] -%} + {{- '<|turn>system\n' -}} + + {#- Inject Thinking token at the very top of the FIRST system turn -#} + {%- if enable_thinking is defined and enable_thinking -%} + {{- '<|think|>\n' -}} + {%- set ns.prev_message_type = 'think' -%} + {%- endif -%} + + {%- if messages[0]['role'] in ['system', 'developer'] -%} + {{- messages[0]['content'] | trim -}} + {%- set loop_messages = messages[1:] -%} + {%- endif -%} + + {%- if tools -%} + {%- for tool in tools %} + {{- '<|tool>' -}} + {{- format_function_declaration(tool) | trim -}} + {{- '' -}} + {%- endfor %} + {%- set ns.prev_message_type = 'tool' -%} + {%- endif -%} + + {{- '\n' -}} +{%- endif %} + +{#- Pre-scan: find last user message index for reasoning guard -#} +{%- set ns_turn = namespace(last_user_idx=-1) -%} +{%- for i in range(loop_messages | length) -%} + {%- if loop_messages[i]['role'] == 'user' -%} + {%- set ns_turn.last_user_idx = i -%} + {%- endif -%} +{%- endfor -%} + +{#- Loop through messages -#} +{%- for message in loop_messages -%} + {%- if message['role'] != 'tool' -%} + {%- set ns.prev_message_type = None -%} + {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%} + {#- Detect continuation: suppress duplicate <|turn>model when previous non-tool message was also assistant -#} + {%- set prev_nt = namespace(role=None, found=false) -%} + {%- if loop.index0 > 0 -%} + {%- for j in range(loop.index0 - 1, -1, -1) -%} + {%- if not prev_nt.found -%} + {%- if loop_messages[j]['role'] != 'tool' -%} + {%- set prev_nt.role = loop_messages[j]['role'] -%} + {%- set prev_nt.found = true -%} + {%- endif -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + {%- set continue_same_model_turn = (role == 'model' and prev_nt.role == 'assistant') -%} + {%- if not continue_same_model_turn -%} + {{- '<|turn>' + role + '\n' }} + {%- endif -%} + + {#- Render reasoning/reasoning_content as thinking channel -#} + {%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%} + {%- if thinking_text and loop.index0 > ns_turn.last_user_idx and message.get('tool_calls') -%} + {{- '<|channel>thought\n' + thinking_text + '\n' -}} + {%- endif -%} + + {%- if message['tool_calls'] -%} + {%- for tool_call in message['tool_calls'] -%} + {%- set function = tool_call['function'] -%} + {{- '<|tool_call>call:' + function['name'] + '{' -}} + {%- if function['arguments'] is mapping -%} + {%- set ns_args = namespace(found_first=false) -%} + {%- for key, value in function['arguments'] | dictsort -%} + {%- if ns_args.found_first %},{% endif -%} + {%- set ns_args.found_first = true -%} + {{- key -}}:{{- format_argument(value, escape_keys=False) -}} + {%- endfor -%} + {%- elif function['arguments'] is string -%} + {{- function['arguments'] -}} + {%- endif -%} + {{- '}' -}} + {%- endfor -%} + {%- set ns.prev_message_type = 'tool_call' -%} + {%- endif -%} + + {%- set ns_tr_out = namespace(flag=false) -%} + {%- if message.get('tool_responses') -%} + {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#} + {%- for tool_response in message['tool_responses'] -%} + {{- format_tool_response_block(tool_response['name'] | default('unknown'), tool_response['response']) -}} + {%- set ns_tr_out.flag = true -%} + {%- set ns.prev_message_type = 'tool_response' -%} + {%- endfor -%} + {%- elif message.get('tool_calls') -%} + {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#} + {%- set ns_tool_scan = namespace(stopped=false) -%} + {%- for k in range(loop.index0 + 1, loop_messages | length) -%} + {%- if ns_tool_scan.stopped -%} + {%- elif loop_messages[k]['role'] != 'tool' -%} + {%- set ns_tool_scan.stopped = true -%} + {%- else -%} + {%- set follow = loop_messages[k] -%} + {#- Resolve tool_call_id to function name -#} + {%- set ns_tname = namespace(name=follow.get('name') | default('unknown')) -%} + {%- for tc in message['tool_calls'] -%} + {%- if tc.get('id') == follow.get('tool_call_id') -%} + {%- set ns_tname.name = tc['function']['name'] -%} + {%- endif -%} + {%- endfor -%} + {#- Handle content as string or content-parts array -#} + {%- set tool_body = follow.get('content') -%} + {%- if tool_body is string -%} + {{- format_tool_response_block(ns_tname.name, tool_body) -}} + {%- elif tool_body is sequence and tool_body is not string -%} + {%- set ns_txt = namespace(s='') -%} + {%- for part in tool_body -%} + {%- if part.get('type') == 'text' -%} + {%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%} + {%- endif -%} + {%- endfor -%} + {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}} + {%- else -%} + {{- format_tool_response_block(ns_tname.name, tool_body) -}} + {%- endif -%} + {%- set ns_tr_out.flag = true -%} + {%- set ns.prev_message_type = 'tool_response' -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {%- if message['content'] is string -%} + {%- if role == 'model' -%} + {{- strip_thinking(message['content']) -}} + {%- else -%} + {{- message['content'] | trim -}} + {%- endif -%} + {%- elif message['content'] is sequence -%} + {%- for item in message['content'] -%} + {%- if item['type'] == 'text' -%} + {%- if role == 'model' -%} + {{- strip_thinking(item['text']) -}} + {%- else -%} + {{- item['text'] | trim -}} + {%- endif -%} + {%- elif item['type'] == 'image' -%} + {{- '<|image|>' -}} + {%- set ns.prev_message_type = 'image' -%} + {%- elif item['type'] == 'audio' -%} + {{- '<|audio|>' -}} + {%- set ns.prev_message_type = 'audio' -%} + {%- elif item['type'] == 'video' -%} + {{- '<|video|>' -}} + {%- set ns.prev_message_type = 'video' -%} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + + {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%} + {{- '<|tool_response>' -}} + {%- elif not (ns_tr_out.flag and not message.get('content')) -%} + {{- '\n' -}} + {%- endif -%} + {%- endif -%} +{%- endfor -%} + +{%- if add_generation_prompt -%} + {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%} + {{- '<|turn>model\n' -}} + {%- if not enable_thinking | default(false) -%} + {{- '<|channel>thought\n' -}} + {%- endif -%} + {%- endif -%} +{%- endif -%} diff --git a/models/templates/ibm-granite-granite-4.0.jinja b/models/templates/ibm-granite-granite-4.0.jinja new file mode 100644 index 0000000000..82e3ebf57b --- /dev/null +++ b/models/templates/ibm-granite-granite-4.0.jinja @@ -0,0 +1,118 @@ +{%- set tools_system_message_prefix = 'You are a helpful assistant with access to the following tools. You may call one or more tools to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n' %} +{%- set tools_system_message_suffix = '\n\n\nFor each tool call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n. If a tool does not exist in the provided list of tools, notify the user that you do not have the ability to fulfill the request.' %} +{%- set documents_system_message_prefix = 'You are a helpful assistant with access to the following documents. You may use one or more documents to assist with the user query.\n\nYou are given a list of documents within XML tags:\n' %} +{%- set documents_system_message_suffix = '\n\n\nWrite the response to the user\'s input by strictly aligning with the facts in the provided documents. If the information needed to answer the question is not available in the documents, inform the user that the question cannot be answered based on the available data.' %} +{%- set g4_default_system_message = 'You are a helpful assistant. Please ensure responses are professional, accurate, and safe.' %} +{%- if available_tools is defined and available_tools %} + {%- set tools = available_tools %} +{%- endif %} +{%- set ns = namespace(tools_system_message=tools_system_message_prefix, + documents_system_message=documents_system_message_prefix, + default_system_message=g4_default_system_message, + system_message='' + ) %} +{%- if tools %} + {%- for tool in tools %} + {%- set ns.tools_system_message = ns.tools_system_message + '\n' + (tool | tojson) %} + {%- endfor %} + {%- set ns.tools_system_message = ns.tools_system_message + tools_system_message_suffix %} +{%- else %} + {%- set ns.tools_system_message = '' %} +{%- endif %} +{%- if documents %} + {%- for document in documents %} + {%- set ns.documents_system_message = ns.documents_system_message + '\n' + (document | tojson) %} + {%- endfor %} + {%- set ns.documents_system_message = ns.documents_system_message + documents_system_message_suffix %} +{%- else %} + {%- set ns.documents_system_message = '' %} +{%- endif %} +{%- if messages[0].role == 'system' %} + {%- if messages[0].content is string %} + {%- set ns.system_message = messages[0].content %} + {%- elif messages[0].content is iterable %} + {%- for entry in messages[0].content %} + {%- if entry.type== 'text' %} + {%- if ns.system_message != '' %} + {%- set ns.system_message = ns.system_message + '\n' %} + {%- endif %} + {%- set ns.system_message = ns.system_message + entry.text %} + {%- endif %} + {%- endfor %} + {%- endif %} + {%- if tools and documents %} + {%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message + '\n\n' + ns.documents_system_message %} + {%- elif tools %} + {%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message %} + {%- elif documents %} + {%- set ns.system_message = ns.system_message + '\n\n' + ns.documents_system_message %} + {%- endif %} +{%- else %} + {%- if tools and documents %} + {%- set ns.system_message = ns.tools_system_message + '\n\n' + ns.documents_system_message %} + {%- elif tools %} + {%- set ns.system_message = ns.tools_system_message %} + {%- elif documents %} + {%- set ns.system_message = ns.documents_system_message %} + {%- endif %} +{%- endif %} +{%- if ns.system_message %} + {{- '<|start_of_role|>system<|end_of_role|>' + ns.system_message + '<|end_of_text|>\n' }} +{%- else %} + {{- '<|start_of_role|>system<|end_of_role|>' + ns.default_system_message + '<|end_of_text|>\n' }} +{%- endif %} +{%- for message in messages %} + {%- set content = namespace(val='') %} + {%- if message.content is string %} + {%- set content.val = message.content %} + {%- else %} + {%- if message.content is iterable %} + {%- for entry in message.content %} + {%- if entry.type== 'text' %} + {%- if content.val != '' %} + {%- set content.val = content.val + '\n' %} + {%- endif %} + {%- set content.val = content.val + entry.text %} + {%- endif %} + {%- endfor %} + {%- endif %} + {%- endif %} + {%- if (message.role == 'user') or (message.role == 'system' and not loop.first) %} + {{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val + '<|end_of_text|>\n' }} + {%- elif message.role == 'assistant' %} + {{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val }} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content.val) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|end_of_text|>\n' }} + {%- elif message.role == 'tool' %} + {%- if loop.first or (messages[loop.index0 - 1].role != 'tool') %} + {{- '<|start_of_role|>user<|end_of_role|>' }} + {%- endif %} + {{- '\n\n' }} + {{- content.val }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != 'tool') %} + {{- '<|end_of_text|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|start_of_role|>assistant<|end_of_role|>' }} +{%- endif %} \ No newline at end of file diff --git a/models/templates/llama-cpp-deepseek-r1.jinja b/models/templates/llama-cpp-deepseek-r1.jinja index 0d18870870..151b2edd02 100644 --- a/models/templates/llama-cpp-deepseek-r1.jinja +++ b/models/templates/llama-cpp-deepseek-r1.jinja @@ -49,7 +49,7 @@ Example function tool call syntax: {%- endif -%} {%- set tool_name = tc['function']['name'] -%} {%- set tool_args = tc['function']['arguments'] -%} - {{- '<|tool▁call▁begin|>' + tc['type'] + '<|tool▁sep|>' + tool_name + '\n' + '```json' + '\n' + tool_args + '\n' + '```' + '<|tool▁call▁end|>' -}} + {{- '<|tool▁call▁begin|>' + tc['type'] + '<|tool▁sep|>' + tool_name + '\n' + '```json' + '\n' + tool_args | tojson + '\n' + '```' + '<|tool▁call▁end|>' -}} {%- endfor -%} {{- '<|tool▁calls▁end|><|end▁of▁sentence|>' -}} {%- endif -%} diff --git a/models/templates/meetkai-functionary-medium-v3.1.jinja b/models/templates/meetkai-functionary-medium-v3.1.jinja index 29d64a215a..5f74b72f33 100644 --- a/models/templates/meetkai-functionary-medium-v3.1.jinja +++ b/models/templates/meetkai-functionary-medium-v3.1.jinja @@ -42,9 +42,9 @@ {%- if 'tool_calls' in message and message['tool_calls'] -%} {%- for tool_call in message['tool_calls'] -%} {%- if tool_call["function"]["name"] == "python" -%} - {{ '<|python_tag|>' + tool_call['function']['arguments'] }} + {{ '<|python_tag|>' + tool_call['function']['arguments'] | tojson }} {%- else -%} - {{ '' + tool_call['function']['arguments'] + '' }} + {{ '' + tool_call['function']['arguments'] | tojson + '' }} {%- endif -%} {%- endfor -%} {{ '<|eom_id|>' }} diff --git a/models/templates/moonshotai-Kimi-K2.jinja b/models/templates/moonshotai-Kimi-K2.jinja index ecb49a2108..e286d8a7b5 100644 --- a/models/templates/moonshotai-Kimi-K2.jinja +++ b/models/templates/moonshotai-Kimi-K2.jinja @@ -1,43 +1,43 @@ -{%- if tools -%} - <|im_system|>tool_declare<|im_middle|>{{ tools | tojson }}<|im_end|> -{%- endif -%} -{%- for message in messages -%} - {%- if loop.first and messages[0]['role'] != 'system' -%} - <|im_system|>system<|im_middle|>You are a helpful assistant<|im_end|> - {%- endif -%} - {%- if message['role'] == 'system' -%} - <|im_system|>system<|im_middle|> - {%- elif message['role'] == 'user' -%} - <|im_user|>user<|im_middle|> - {%- elif message['role'] == 'assistant' -%} - <|im_assistant|>assistant<|im_middle|> - {%- elif message['role'] == 'tool' -%} - <|im_system|>tool<|im_middle|> - {%- endif -%} - {%- if message['role'] == 'assistant' and message.get('tool_calls') -%} - {%- if message['content'] -%}{{ message['content'] }}{%- endif -%} - <|tool_calls_section_begin|> - {%- for tool_call in message['tool_calls'] -%} - {%- set func_name = tool_call['function']['name'] -%} - {%- set formatted_id = 'functions.' + func_name + ':' + loop.index0|string -%} - <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{{ tool_call['function']['arguments'] | tojson}}<|tool_call_end|> - {%- endfor -%} - <|tool_calls_section_end|> - {%- elif message['role'] == 'tool' -%} - ## Return of {{ message.tool_call_id }}\n{{ message['content'] }} - {%- elif message['content'] is string -%} - {{ message['content'] }} - {%- elif message['content'] is not none -%} - {% for content in message['content'] -%} - {% if content['type'] == 'image' or 'image' in content or 'image_url' in content -%} - <|media_start|>image<|media_content|><|media_pad|><|media_end|> - {% else -%} - {{ content['text'] }} - {%- endif -%} - {%- endfor -%} - {%- endif -%} - <|im_end|> -{%- endfor -%} -{%- if add_generation_prompt -%} - <|im_assistant|>assistant<|im_middle|> -{%- endif -%} +{%- if tools -%} + <|im_system|>tool_declare<|im_middle|>{{ tools | tojson }}<|im_end|> +{%- endif -%} +{%- for message in messages -%} + {%- if loop.first and messages[0]['role'] != 'system' -%} + <|im_system|>system<|im_middle|>You are a helpful assistant<|im_end|> + {%- endif -%} + {%- if message['role'] == 'system' -%} + <|im_system|>system<|im_middle|> + {%- elif message['role'] == 'user' -%} + <|im_user|>user<|im_middle|> + {%- elif message['role'] == 'assistant' -%} + <|im_assistant|>assistant<|im_middle|> + {%- elif message['role'] == 'tool' -%} + <|im_system|>tool<|im_middle|> + {%- endif -%} + {%- if message['role'] == 'assistant' and message.get('tool_calls') -%} + {%- if message['content'] -%}{{ message['content'] }}{%- endif -%} + <|tool_calls_section_begin|> + {%- for tool_call in message['tool_calls'] -%} + {%- set func_name = tool_call['function']['name'] -%} + {%- set formatted_id = 'functions.' + func_name + ':' + loop.index0|string -%} + <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{{ tool_call['function']['arguments'] | tojson}}<|tool_call_end|> + {%- endfor -%} + <|tool_calls_section_end|> + {%- elif message['role'] == 'tool' -%} + ## Return of {{ message.tool_call_id }}\n{{ message['content'] }} + {%- elif message['content'] is string -%} + {{ message['content'] }} + {%- elif message['content'] is not none -%} + {% for content in message['content'] -%} + {% if content['type'] == 'image' or 'image' in content or 'image_url' in content -%} + <|media_start|>image<|media_content|><|media_pad|><|media_end|> + {% else -%} + {{ content['text'] }} + {%- endif -%} + {%- endfor -%} + {%- endif -%} + <|im_end|> +{%- endfor -%} +{%- if add_generation_prompt -%} + <|im_assistant|>assistant<|im_middle|> +{%- endif -%} diff --git a/models/templates/unsloth-Apriel-1.5.jinja b/models/templates/unsloth-Apriel-1.5.jinja index 29e582fbf6..1639b63901 100644 --- a/models/templates/unsloth-Apriel-1.5.jinja +++ b/models/templates/unsloth-Apriel-1.5.jinja @@ -86,22 +86,22 @@ Prior to generating the function calls, you should generate the reasoning for wh {%- set add_tool_id = false -%} {%- endif -%} {{- '<|assistant|>\n' -}} - {%- if message['content'] is not none and message['content']|length > 0 -%} + {%- if message['content'] is defined and message['content'] is not none and message['content']|length > 0 -%} {%- if message['content'] is not string and message['content'][0]['text'] is not none %} {{- message['content'][0]['text'] }} {%- else %} {{- message['content'] -}} {%- endif -%} - {%- elif message['chosen'] is not none and message['chosen']|length > 0 -%} + {%- elif message['chosen'] is defined and message['chosen'] is not none and message['chosen']|length > 0 -%} {{- message['chosen'][0] -}} {%- endif -%} {%- if add_thoughts and 'thought' in message and message['thought'] is not none -%} {{- '' + message['thought'] + '' -}} {%- endif -%} - {%- if message['tool_calls'] is not none and message['tool_calls']|length > 0 -%} + {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 -%} {{- '\n[' -}} {%- for tool_call in message["tool_calls"] -%} - {{- '{"name": "' + tool_call['function']['name'] + '", "arguments": ' + tool_call['function']['arguments']|string -}} + {{- '{"name": "' + tool_call['function']['name'] + '", "arguments": ' + tool_call['function']['arguments']|tojson -}} {%- if add_tool_id == true -%} {{- ', "id": "' + tool_call['id'] + '"' -}} {%- endif -%} diff --git a/pyproject.toml b/pyproject.toml index 422f53c7c7..35cd067083 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -18,7 +18,7 @@ classifiers = [ python = ">=3.9" numpy = "^1.25.0" sentencepiece = ">=0.1.98,<0.3.0" -transformers = ">=4.35.2,<5.0.0" +transformers = "==5.5.1" protobuf = ">=4.21.0,<5.0.0" gguf = { path = "./gguf-py" } torch = { version = "^2.2.0", source = "pytorch" } diff --git a/pyrightconfig.json b/pyrightconfig.json index a7bc007bdc..14d84fdbe7 100644 --- a/pyrightconfig.json +++ b/pyrightconfig.json @@ -1,5 +1,5 @@ { - "extraPaths": ["gguf-py", "examples/model-conversion/scripts"], + "extraPaths": ["gguf-py", "examples/model-conversion/scripts", "examples/model-conversion/scripts/utils"], "pythonVersion": "3.9", "pythonPlatform": "All", "reportUnusedImport": "warning", diff --git a/requirements/requirements-convert_legacy_llama.txt b/requirements/requirements-convert_legacy_llama.txt index 4898bf7ee2..18d3980106 100644 --- a/requirements/requirements-convert_legacy_llama.txt +++ b/requirements/requirements-convert_legacy_llama.txt @@ -1,7 +1,7 @@ numpy~=1.26.4 sentencepiece>=0.1.98,<0.3.0 -transformers>=4.57.1,<5.0.0 +transformers==5.5.1 gguf>=0.1.0 protobuf>=4.21.0,<5.0.0 diff --git a/requirements/requirements-pydantic.txt b/requirements/requirements-pydantic.txt index 67d4c1e557..1738494edb 100644 --- a/requirements/requirements-pydantic.txt +++ b/requirements/requirements-pydantic.txt @@ -1,3 +1,3 @@ docstring_parser~=0.15 pydantic~=2.11.7 -requests +requests~=2.32.3 diff --git a/requirements/requirements-tool_bench.txt b/requirements/requirements-tool_bench.txt index 3bb74fb9d0..17d6b866c6 100644 --- a/requirements/requirements-tool_bench.txt +++ b/requirements/requirements-tool_bench.txt @@ -1,6 +1,6 @@ aiohttp~=3.9.3 pytest~=8.3.3 -huggingface_hub>=0.34.0,<1.0 +huggingface_hub>=1.5.0,<2.0 matplotlib~=3.10.0 numpy~=1.26.4 openai~=2.14.0 @@ -8,5 +8,5 @@ pandas~=2.2.3 prometheus-client~=0.20.0 requests~=2.32.3 wget~=3.2 -typer~=0.15.1 +typer~=0.24.1 seaborn~=0.13.2 diff --git a/scripts/compare-llama-bench.py b/scripts/compare-llama-bench.py index 9541b89eb9..5a6cc7dbb1 100755 --- a/scripts/compare-llama-bench.py +++ b/scripts/compare-llama-bench.py @@ -29,7 +29,8 @@ LLAMA_BENCH_DB_FIELDS = [ "cpu_mask", "cpu_strict", "poll", "type_k", "type_v", "n_gpu_layers", "split_mode", "main_gpu", "no_kv_offload", "flash_attn", "tensor_split", "tensor_buft_overrides", "use_mmap", "embeddings", "no_op_offload", "n_prompt", "n_gen", "n_depth", - "test_time", "avg_ns", "stddev_ns", "avg_ts", "stddev_ts", "n_cpu_moe" + "test_time", "avg_ns", "stddev_ns", "avg_ts", "stddev_ts", "n_cpu_moe", + "fit_target", "fit_min_ctx" ] LLAMA_BENCH_DB_TYPES = [ @@ -39,6 +40,7 @@ LLAMA_BENCH_DB_TYPES = [ "TEXT", "INTEGER", "INTEGER", "INTEGER", "TEXT", "TEXT", "INTEGER", "INTEGER", "INTEGER", "INTEGER", "INTEGER", "INTEGER", "TEXT", "INTEGER", "INTEGER", "REAL", "REAL", "INTEGER", + "INTEGER", "INTEGER" ] # All test-backend-ops SQL fields @@ -61,7 +63,8 @@ assert len(TEST_BACKEND_OPS_DB_FIELDS) == len(TEST_BACKEND_OPS_DB_TYPES) LLAMA_BENCH_KEY_PROPERTIES = [ "cpu_info", "gpu_info", "backends", "n_gpu_layers", "n_cpu_moe", "tensor_buft_overrides", "model_filename", "model_type", "n_batch", "n_ubatch", "embeddings", "cpu_mask", "cpu_strict", "poll", "n_threads", "type_k", "type_v", - "use_mmap", "no_kv_offload", "split_mode", "main_gpu", "tensor_split", "flash_attn", "n_prompt", "n_gen", "n_depth" + "use_mmap", "no_kv_offload", "split_mode", "main_gpu", "tensor_split", "flash_attn", "n_prompt", "n_gen", "n_depth", + "fit_target", "fit_min_ctx" ] # Properties by which to differentiate results per commit for test-backend-ops: @@ -293,6 +296,10 @@ class LlamaBenchData: for t in self.repo.tags: if t.name == name: return t.commit.hexsha[:self.build_len] + for remote in self.repo.remotes: + for ref in remote.refs: + if ref.name == name or ref.remote_head == name: + return ref.commit.hexsha[:self.build_len] for c in self.repo.iter_commits("--all"): if c.hexsha[:self.build_len] == name[:self.build_len]: return c.hexsha[:self.build_len] @@ -680,6 +687,7 @@ else: sys.exit(1) +assert isinstance(hexsha8_baseline, str) name_baseline = bench_data.get_commit_name(hexsha8_baseline) hexsha8_compare = name_compare = None @@ -713,6 +721,7 @@ else: parser.print_help() sys.exit(1) +assert isinstance(hexsha8_compare, str) name_compare = bench_data.get_commit_name(hexsha8_compare) # Get tool-specific configuration diff --git a/scripts/fetch_server_test_models.py b/scripts/fetch_server_test_models.py index ac483ef5d7..f43d1f63cd 100755 --- a/scripts/fetch_server_test_models.py +++ b/scripts/fetch_server_test_models.py @@ -95,9 +95,9 @@ if __name__ == '__main__': '-p', 'Hey', '--no-warmup', '--log-disable', - '-no-cnv'] + '-st'] if m.hf_file != 'tinyllamas/stories260K.gguf' and 'Mistral-Nemo' not in m.hf_repo: - cmd.append('-fa') + cmd += ('-fa', 'on') try: subprocess.check_call(cmd) except subprocess.CalledProcessError: diff --git a/scripts/gen-unicode-data.py b/scripts/gen-unicode-data.py index 2d9bde01c3..0fa78b22ec 100644 --- a/scripts/gen-unicode-data.py +++ b/scripts/gen-unicode-data.py @@ -147,7 +147,7 @@ ranges_nfd: list[tuple[int, int, int]] = [(0, 0, 0)] # start, last, nfd for codepoint, norm in table_nfd: start = ranges_nfd[-1][0] if ranges_nfd[-1] != (start, codepoint - 1, norm): - ranges_nfd.append(None) # type: ignore[arg-type] # dummy, will be replaced below + ranges_nfd.append((0, 0, 0)) # dummy, will be replaced below start = codepoint ranges_nfd[-1] = (start, codepoint, norm) diff --git a/scripts/get-hellaswag.sh b/scripts/get-hellaswag.sh index 484e56fd8f..0b161141f4 100755 --- a/scripts/get-hellaswag.sh +++ b/scripts/get-hellaswag.sh @@ -1,10 +1,38 @@ -#!/usr/bin/env bash +#!/bin/sh +# vim: set ts=4 sw=4 et: -wget https://raw.githubusercontent.com/klosax/hellaswag_text_data/main/hellaswag_val_full.txt +FILE="hellaswag_val_full.txt" +URL="https://raw.githubusercontent.com/klosax/hellaswag_text_data/main/$FILE" -echo "Usage:" -echo "" -echo " ./llama-perplexity -m model.gguf -f hellaswag_val_full.txt --hellaswag [--hellaswag-tasks N] [other params]" -echo "" +die() { + printf "%s\n" "$@" >&2 + exit 1 +} -exit 0 +have_cmd() { + for cmd; do + command -v "$cmd" >/dev/null || return + done +} + +dl() { + [ -f "$2" ] && return + if have_cmd wget; then + wget "$1" -O "$2" + elif have_cmd curl; then + curl -L "$1" -o "$2" + else + die "Please install wget or curl" + fi +} + +if [ ! -f "$FILE" ]; then + dl "$URL" "$FILE" || exit +fi + +cat <&2 + exit 1 +} -exit 0 +have_cmd() { + for cmd; do + command -v "$cmd" >/dev/null || return + done +} + +dl() { + [ -f "$2" ] && return + if have_cmd wget; then + wget "$1" -O "$2" + elif have_cmd curl; then + curl -L "$1" -o "$2" + else + die "Please install wget or curl" + fi +} + +have_cmd unzip || die "Please install unzip" + +if [ ! -f "$FILE" ]; then + dl "$URL" "$ZIP" || exit + unzip -o "$ZIP" || exit + rm -f -- "$ZIP" +fi + +cat <&2 + exit 1 +} -exit 0 +have_cmd() { + for cmd; do + command -v "$cmd" >/dev/null || return + done +} + +dl() { + [ -f "$2" ] && return + if have_cmd wget; then + wget "$1" -O "$2" + elif have_cmd curl; then + curl -L "$1" -o "$2" + else + die "Please install wget or curl" + fi +} + +if [ ! -f "$FILE" ]; then + dl "$URL" "$FILE" || exit +fi + +cat < /dev/null +cmake -B ${dir} -S . ${cmake_args} > /dev/null +cmake --build ${dir} -t llama-results -j $(nproc) > /dev/null +${dir}/bin/llama-results "${llama_results_args[@]}" diff --git a/scripts/git-bisect.sh b/scripts/git-bisect.sh new file mode 100755 index 0000000000..3279d502e1 --- /dev/null +++ b/scripts/git-bisect.sh @@ -0,0 +1,19 @@ +#!/usr/bin/env bash + +if [ $# -lt 2 ]; then + echo "usage: ./scripts/git-bisect.sh [additional arguments]" + echo " additional arguments: passed to CMake if they start with \"-D\", to llama-results otherwise" + exit 1 +fi + +set -e +set -x + +commit_bad=$1 +commit_good=$2 +script_dir="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )" +git checkout ${commit_good} +${script_dir}/git-bisect-run.sh --output results.gguf "${@:3}" +git bisect start ${commit_bad} ${commit_good} +git bisect run ${script_dir}/git-bisect-run.sh --output results.gguf --check "${@:3}" +git bisect reset diff --git a/scripts/hip/gcn-cdna-vgpr-check.py b/scripts/hip/gcn-cdna-vgpr-check.py new file mode 100644 index 0000000000..bbbce52ef3 --- /dev/null +++ b/scripts/hip/gcn-cdna-vgpr-check.py @@ -0,0 +1,178 @@ +#!/usr/bin/env python3 + +import sys +from collections import defaultdict +import re + + +def parse_log_file(filepath): + functions = defaultdict(lambda: {'vgprs': 0, 'spill': 0, 'location': ''}) + func_stack = [] + + try: + with open(filepath, 'r') as f: + for line in f: + # Match function name lines + func_match = re.search(r'remark: ([^:]+):(\d+):\d+: Function Name: (\S+)', line) + if func_match: + location = func_match.group(1) + ':' + func_match.group(2) + func_name = func_match.group(3) + # Extract just the filename and line number + parts = location.split('/') + short_location = parts[-1] if len(parts) > 0 else location + functions[func_name]['location'] = short_location + # Push function onto stack with its location + func_stack.append({'name': func_name, 'location': location}) + continue + + # Match VGPR usage lines (only if we have functions in stack) + vgpr_match = re.search(r'remark: ([^:]+):(\d+):\d+:\s+VGPRs: (\d+)', line) + if vgpr_match: + location = vgpr_match.group(1) + ':' + vgpr_match.group(2) + # Find the most recent function with matching location + for i in range(len(func_stack) - 1, -1, -1): + if func_stack[i]['location'] == location: + functions[func_stack[i]['name']]['vgprs'] = int(vgpr_match.group(3)) + break + continue + + spill_match = re.search(r'remark: ([^:]+):(\d+):\d+:\s+VGPRs Spill: (\d+)', line) + if spill_match: + location = spill_match.group(1) + ':' + spill_match.group(2) + # Find the most recent function with matching location + for i in range(len(func_stack) - 1, -1, -1): + if func_stack[i]['location'] == location: + functions[func_stack[i]['name']]['spill'] = int(spill_match.group(3)) + break + continue + except FileNotFoundError: + print(f"Error: File {filepath} not found", file=sys.stderr) # noqa: NP100 + sys.exit(1) + + return functions + + +def main(): + if len(sys.argv) < 2: + print("Usage: ./vgpr_check.py ", file=sys.stderr) # noqa: NP100 + sys.exit(1) + + log_file 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ignored functions (deduplicated) + printed_ignored = set() + for func_name, data in sorted(functions.items()): + total_vgprs = int(data['vgprs']) + int(data['spill']) + if total_vgprs > 256 and func_name in ignored and func_name not in printed_ignored: + location = data.get('location', log_file) + print(f"{location}: {func_name} - Total VGPRs: {total_vgprs} ({data['vgprs']} + {data['spill']}) [IGNORED]") # noqa: NP100 + printed_ignored.add(func_name) + + # Then print new functions with issues in red + for func_name, data in sorted(functions.items()): + total_vgprs = int(data['vgprs']) + int(data['spill']) + if total_vgprs > 256 and func_name not in ignored: + status = "[IGNORED]" if func_name in ignored else "" + location = data.get('location', log_file) + # Print in red if not ignored + color_code = "\033[91m" if func_name not in ignored else "" + reset_code = "\033[0m" if func_name not in ignored else "" + print(f"{color_code}{location}: {func_name} - Total VGPRs: {total_vgprs} ({data['vgprs']} + {data['spill']}) {status}{reset_code}") # noqa: NP100 + if func_name not in ignored: + found_issues = True + + sys.exit(1 if found_issues else 0) + + +if __name__ == "__main__": + main() diff --git a/scripts/jinja/jinja-tester.py b/scripts/jinja/jinja-tester.py index a489305ee7..4f79b8da3d 100755 --- a/scripts/jinja/jinja-tester.py +++ b/scripts/jinja/jinja-tester.py @@ -241,10 +241,10 @@ class CodeEditor(QPlainTextEdit): if not self.isReadOnly(): selection = QTextEdit.ExtraSelection() line_color = QColorConstants.Yellow.lighter(160) - selection.format.setBackground(line_color) # pyright: ignore[reportAttributeAccessIssue] - selection.format.setProperty(QTextFormat.Property.FullWidthSelection, True) # pyright: ignore[reportAttributeAccessIssue] - selection.cursor = self.textCursor() # pyright: ignore[reportAttributeAccessIssue] - selection.cursor.clearSelection() # pyright: ignore[reportAttributeAccessIssue] + selection.format.setBackground(line_color) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] + selection.format.setProperty(QTextFormat.Property.FullWidthSelection, True) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] + selection.cursor = self.textCursor() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] + selection.cursor.clearSelection() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] extra_selections.append(selection) self.setExtraSelections(extra_selections) @@ -262,8 +262,8 @@ class CodeEditor(QPlainTextEdit): ) extra = QTextEdit.ExtraSelection() - extra.format.setBackground(color.lighter(160)) # pyright: ignore[reportAttributeAccessIssue] - extra.cursor = cursor # pyright: ignore[reportAttributeAccessIssue] + extra.format.setBackground(color.lighter(160)) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] + extra.cursor = cursor # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] self.setExtraSelections(self.extraSelections() + [extra]) @@ -274,8 +274,8 @@ class CodeEditor(QPlainTextEdit): cursor.select(QTextCursor.SelectionType.LineUnderCursor) extra = QTextEdit.ExtraSelection() - extra.format.setBackground(color.lighter(160)) # pyright: ignore[reportAttributeAccessIssue] - extra.cursor = cursor # pyright: ignore[reportAttributeAccessIssue] + extra.format.setBackground(color.lighter(160)) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] + extra.cursor = cursor # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute] self.setExtraSelections(self.extraSelections() + [extra]) @@ -395,8 +395,8 @@ class JinjaTester(QMainWindow): ensure_ascii=ensure_ascii, ) ) - env.globals["strftime_now"] = lambda format: datetime.now().strftime(format) - env.globals["raise_exception"] = raise_exception + env.globals["strftime_now"] = lambda format: datetime.now().strftime(format) # ty: ignore[invalid-assignment] + env.globals["raise_exception"] = raise_exception # ty: ignore[invalid-assignment] try: template = env.from_string(template_str) output = template.render(context) diff --git a/scripts/pr2wt.sh b/scripts/pr2wt.sh index 067f5d466b..e028814c43 100755 --- a/scripts/pr2wt.sh +++ b/scripts/pr2wt.sh @@ -1,6 +1,6 @@ #!/usr/bin/env bash -# intialize a new worktree from a PR number: +# initialize a new worktree from a PR number: # # - creates a new remote using the fork's clone URL # - creates a local branch tracking the remote branch diff --git a/scripts/server-bench.py b/scripts/server-bench.py index dbbb0939ff..1b557a495a 100755 --- a/scripts/server-bench.py +++ b/scripts/server-bench.py @@ -189,6 +189,7 @@ def benchmark( data: list[dict] = [] + assert isinstance(prompts, list) for i, p in enumerate(prompts): if seed_offset >= 0: random.seed(3 * (seed_offset + 1000 * i) + 1) @@ -292,6 +293,6 @@ if __name__ == "__main__": "--n_predict_min", type=int, default=1024, help="Min. number of tokens to predict per prompt (supported for synthetic prompts only)") parser.add_argument("--seed_offset", type=int, default=0, help="Offset for determining the seeds for pseudorandom prompt/generation lengths. " - "Corelations between seeds can occur when set >= 1000. Negative values mean no seed.") + "Correlations between seeds can occur when set >= 1000. Negative values mean no seed.") args = parser.parse_args() benchmark(**vars(args)) diff --git a/scripts/server-test-function-call.py b/scripts/server-test-function-call.py new file mode 100755 index 0000000000..b3aae1a961 --- /dev/null +++ b/scripts/server-test-function-call.py @@ -0,0 +1,1135 @@ +#!/usr/bin/env python3 +""" +Test tool calling capability via chat completions endpoint. + +Each test case contains: + - tools: list of tool definitions (OpenAI-compatible) + - messages: initial conversation messages + - mock_tool_responses: dict mapping tool_name -> callable(arguments) -> str (JSON) + - validate: callable(tool_calls_history, final_content) -> (passed: bool, reason: str) +""" + +import argparse +import json +import requests +import sys + +# --------------------------------------------------------------------------- +# Color / formatting helpers +# --------------------------------------------------------------------------- + +RESET = "\x1b[0m" +BOLD = "\x1b[1m" +DIM = "\x1b[2m" +# Foreground colors +CYAN = "\x1b[36m" +YELLOW = "\x1b[33m" +GREEN = "\x1b[32m" +RED = "\x1b[31m" +BLUE = "\x1b[34m" +WHITE = "\x1b[97m" + + +def _print(text="", end="\n"): + sys.stdout.write(text + end) + sys.stdout.flush() + + +def print_header(title): + bar = "─" * 60 + _print(f"\n{BOLD}{CYAN}┌{bar}┐{RESET}") + _print( + f"{BOLD}{CYAN}│ {WHITE}{title}{CYAN}{' ' * max(0, 58 - len(title))}│{RESET}" + ) + _print(f"{BOLD}{CYAN}└{bar}┘{RESET}") + + +def print_tool_call(name, args): + args_str = json.dumps(args) + _print( + f"\n {BOLD}{YELLOW}⚙ tool call{RESET} {CYAN}{name}{RESET}{DIM}({args_str}){RESET}" + ) + + +def print_tool_result(result): + preview = result[:160] + ("…" if len(result) > 160 else "") + _print(f" {DIM}{BLUE}↳ result{RESET} {DIM}{preview}{RESET}") + + +def print_model_output(text): + # printed inline during streaming; prefix with a visual marker on first chunk + sys.stdout.write(text) + sys.stdout.flush() + + +def print_pass(reason): + _print(f"\n{BOLD}{GREEN}✔ PASS{RESET} {reason}") + + +def print_fail(reason): + _print(f"\n{BOLD}{RED}✘ FAIL{RESET} {reason}") + + +def print_info(msg): + _print(f"{DIM}{msg}{RESET}") + + +# --------------------------------------------------------------------------- +# HTTP helpers +# --------------------------------------------------------------------------- + + +def chat_completion(url, messages, tools=None, stream=False): + payload = { + "messages": messages, + "stream": stream, + "max_tokens": 4096, + } + if tools: + payload["tools"] = tools + payload["tool_choice"] = "auto" + + try: + response = requests.post(url, json=payload, stream=stream) + response.raise_for_status() + except requests.exceptions.RequestException as e: + body = e.response.content if (e.response is not None) else b"" + print_fail(f"Request error: {e} | body: {body}") + return None + + full_content = "" + reasoning_content = "" + tool_calls: list[dict] = [] + + if stream: + for line in response.iter_lines(): + if not line: + continue + decoded = line.decode("utf-8") + if not decoded.startswith("data: "): + continue + data_str = decoded[6:] + if data_str == "[DONE]": + break + try: + data = json.loads(data_str) + except json.JSONDecodeError: + continue + choices = data.get("choices", []) + if not choices: + continue + delta = choices[0].get("delta", {}) + if delta.get("reasoning_content"): + reasoning_content += delta["reasoning_content"] + if delta.get("content"): + full_content += delta["content"] + print_model_output(delta["content"]) + for tc in delta.get("tool_calls", []): + idx = tc.get("index", 0) + while len(tool_calls) <= idx: + tool_calls.append( + { + "id": "", + "type": "function", + "function": {"name": "", "arguments": ""}, + } + ) + if "id" in tc: + tool_calls[idx]["id"] += tc["id"] + if "function" in tc: + if "name" in tc["function"]: + tool_calls[idx]["function"]["name"] += tc["function"]["name"] + if "arguments" in tc["function"]: + tool_calls[idx]["function"]["arguments"] += tc["function"][ + "arguments" + ] + else: + data = response.json() + choices = data.get("choices", []) + if choices: + msg = choices[0].get("message", {}) + full_content = msg.get("content") or "" + reasoning_content = msg.get("reasoning_content") or "" + tool_calls = msg.get("tool_calls") or [] + if full_content: + print_model_output(full_content) + + result = {"content": full_content, "tool_calls": tool_calls} + if reasoning_content: + result["reasoning_content"] = reasoning_content + return result + + +def run_agentic_loop(url, messages, tools, mock_tool_responses, stream, max_turns=6): + """ + Drive the multi-turn tool-call loop: + 1. Send messages to model. + 2. If the model returns tool calls, execute mocks and append results. + 3. Repeat until no more tool calls or max_turns reached. + + Returns (all_tool_calls, final_content). + """ + msgs = list(messages) + all_tool_calls: list[dict] = [] + + for _ in range(max_turns): + result = chat_completion(url, msgs, tools=tools, stream=stream) + if result is None: + return all_tool_calls, None + + tcs = result.get("tool_calls") or [] + content = result.get("content") or "" + + if not tcs: + # Print a visual separator before the final model response + if content: + _print(f"\n{DIM}{'·'*60}{RESET}") + _print(f"{DIM} model response:{RESET}\n") + return all_tool_calls, content + + # Record tool calls for validation + all_tool_calls.extend(tcs) + + # Append assistant message with tool calls + assistant_msg: dict = { + "role": "assistant", + "content": content, + "tool_calls": tcs, + } + reasoning = result.get("reasoning_content") + if reasoning: + assistant_msg["reasoning_content"] = reasoning + msgs.append(assistant_msg) + + # Execute each tool call via mock and append tool result messages + for tc in tcs: + tool_name = tc["function"]["name"] + try: + args = json.loads(tc["function"]["arguments"]) + except json.JSONDecodeError: + args = {} + + print_tool_call(tool_name, args) + + mock_fn = mock_tool_responses.get(tool_name) + if mock_fn: + tool_result = mock_fn(args) + else: + tool_result = json.dumps({"error": f"Unknown tool: {tool_name}"}) + + print_tool_result(tool_result) + + msgs.append( + { + "role": "tool", + "tool_call_id": tc.get("id", ""), + "content": tool_result, + } + ) + + return all_tool_calls, None + + +# --------------------------------------------------------------------------- +# Test case runner +# --------------------------------------------------------------------------- + + +def run_test(url, test_case, stream): + name = test_case["name"] + mode = f"{'stream' if stream else 'non-stream'}" + print_header(f"{name} [{mode}]") + + all_tool_calls, final_content = run_agentic_loop( + url, + messages=test_case["messages"], + tools=test_case["tools"], + mock_tool_responses=test_case["mock_tool_responses"], + stream=stream, + ) + + if final_content is None and not all_tool_calls: + print_fail("No response from server.") + return False + + passed, reason = test_case["validate"](all_tool_calls, final_content) + if passed: + print_pass(reason) + else: + print_fail(reason) + return passed + + +# --------------------------------------------------------------------------- +# Test case definitions +# --------------------------------------------------------------------------- + +# ---- Test 1: E-commerce multi-step search (Azzoo = anonymized marketplace) ---- + +_AZZOO_TOOLS = [ + { + "type": "function", + "function": { + "name": "azzoo_search_products", + "description": ( + "Search for products on Azzoo marketplace by keyword. " + "Returns a list of matching products with IDs, titles, ratings and prices." + ), + "parameters": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "Search keyword or phrase", + }, + "page": { + "type": "string", + "description": "Page number (1-based)", + "default": "1", + }, + }, + "required": ["query"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "azzoo_get_product", + "description": "Retrieve detailed information about a specific Azzoo product including specs and price.", + "parameters": { + "type": "object", + "properties": { + "product_id": { + "type": "string", + "description": "Azzoo product identifier (e.g. AZB12345)", + }, + }, + "required": ["product_id"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "azzoo_get_reviews", + "description": "Fetch customer reviews for an Azzoo product.", + "parameters": { + "type": "object", + "properties": { + "product_id": { + "type": "string", + "description": "Azzoo product identifier", + }, + "page": { + "type": "string", + "description": "Review page number", + "default": "1", + }, + }, + "required": ["product_id"], + }, + }, + }, +] + +_AZZOO_SEARCH_RESULT = { + "results": [ + { + "product_id": "AZB00001", + "title": "SteelBrew Pro Kettle 1.7L", + "rating": 4.6, + "price": 34.99, + }, + { + "product_id": "AZB00002", + "title": "HeatKeep Gooseneck Kettle", + "rating": 4.3, + "price": 27.50, + }, + { + "product_id": "AZB00003", + "title": "QuickBoil Stainless Kettle", + "rating": 4.1, + "price": 21.00, + }, + ] +} +_AZZOO_PRODUCT_RESULT = { + "product_id": "AZB00001", + "title": "SteelBrew Pro Kettle 1.7L", + "price": 34.99, + "rating": 4.6, + "review_count": 2847, + "specs": { + "material": "18/8 stainless steel", + "capacity": "1.7 L", + "auto_shutoff": True, + "keep_warm": "30 min", + "warranty": "2 years", + }, +} +_AZZOO_REVIEWS_RESULT = { + "product_id": "AZB00001", + "average_rating": 4.6, + "reviews": [ + { + "rating": 5, + "title": "Excellent build quality", + "body": "Very sturdy, boils fast and stays warm longer than expected.", + }, + { + "rating": 5, + "title": "Great for loose-leaf tea", + "body": "The wide spout makes filling a teapot easy. No leaks after months of use.", + }, + { + "rating": 3, + "title": "Minor lid issue", + "body": "The lid doesn't always click shut properly, but overall happy with it.", + }, + { + "rating": 4, + "title": "Good value", + "body": "Heats quickly and the auto shutoff works reliably.", + }, + ], +} + +AZZOO_TEST_CASE = { + "name": "Azzoo E-commerce: search -> product detail -> reviews", + "messages": [ + { + "role": "user", + "content": ( + "I need a durable stainless steel tea kettle for my weekly tea gatherings. " + "Please search Azzoo for 'stainless steel tea kettle', then get full details " + "on the top-rated result, and finally fetch its customer reviews so I can " + "check for recurring complaints. Give me a summary with pros and cons." + ), + } + ], + "tools": _AZZOO_TOOLS, + "mock_tool_responses": { + "azzoo_search_products": lambda _: json.dumps(_AZZOO_SEARCH_RESULT), + "azzoo_get_product": lambda _: json.dumps(_AZZOO_PRODUCT_RESULT), + "azzoo_get_reviews": lambda _: json.dumps(_AZZOO_REVIEWS_RESULT), + }, + "validate": lambda tcs, content: _validate_azzoo(tcs, content), +} + + +def _validate_azzoo(tcs, content): + names = [tc["function"]["name"] for tc in tcs] + if not names: + return False, "No tool calls made" + if "azzoo_search_products" not in names: + return False, f"Expected azzoo_search_products to be called, got: {names}" + # After search the model should look up product details + if "azzoo_get_product" not in names and "azzoo_get_reviews" not in names: + return False, f"Expected follow-up product/review lookup, got: {names}" + # Verify product lookup used an ID from search results + for tc in tcs: + if tc["function"]["name"] == "azzoo_get_product": + try: + args = json.loads(tc["function"]["arguments"]) + pid = args.get("product_id", "") + if not pid: + return False, "azzoo_get_product called with empty product_id" + except json.JSONDecodeError: + return False, "azzoo_get_product arguments are not valid JSON" + if not content: + return False, "No final summary produced" + return True, f"All expected tools called in order: {names}" + + +# ---- Test 2: Fitness BMI + exercise recommendations ---- + +_FITNESS_TOOLS = [ + { + "type": "function", + "function": { + "name": "calculate_bmi", + "description": "Calculate Body Mass Index (BMI) from weight and height.", + "parameters": { + "type": "object", + "properties": { + "weight_kg": { + "type": "number", + "description": "Body weight in kilograms", + }, + "height_m": {"type": "number", "description": "Height in meters"}, + }, + "required": ["weight_kg", "height_m"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "get_exercises", + "description": ( + "Fetch a list of exercises filtered by muscle group, difficulty, category, " + "and/or force type." + ), + "parameters": { + "type": "object", + "properties": { + "muscle": { + "type": "string", + "description": "Target muscle group (e.g. chest, back, legs)", + }, + "difficulty": { + "type": "string", + "description": "Difficulty level: beginner, intermediate, expert", + }, + "category": { + "type": "string", + "description": "Exercise category (e.g. strength, cardio, stretching)", + }, + "force": { + "type": "string", + "description": "Force type: push, pull, static", + }, + }, + "required": [], + }, + }, + }, +] + +_BMI_RESULT = {"bmi": 24.5, "category": "Normal weight", "healthy_range": "18.5 – 24.9"} +_EXERCISES_RESULT = { + "exercises": [ + { + "name": "Push-Up", + "muscle": "chest", + "difficulty": "beginner", + "equipment": "none", + "instructions": "Keep body straight, lower chest to floor.", + }, + { + "name": "Incline Dumbbell Press", + "muscle": "chest", + "difficulty": "beginner", + "equipment": "dumbbells, bench", + "instructions": "Press dumbbells up from chest on incline bench.", + }, + { + "name": "Chest Fly (cables)", + "muscle": "chest", + "difficulty": "beginner", + "equipment": "cable machine", + "instructions": "Bring cables together in an arc motion.", + }, + ] +} + +FITNESS_TEST_CASE = { + "name": "Fitness: BMI calculation + exercise suggestions", + "messages": [ + { + "role": "user", + "content": ( + "I'm a 32-year-old male, 78 kg and 1.80 m tall. " + "Please calculate my BMI and then suggest some beginner chest exercises I can do " + "to build strength. Give me a short personalised plan." + ), + } + ], + "tools": _FITNESS_TOOLS, + "mock_tool_responses": { + "calculate_bmi": lambda _: json.dumps(_BMI_RESULT), + "get_exercises": lambda _: json.dumps(_EXERCISES_RESULT), + }, + "validate": lambda tcs, content: _validate_fitness(tcs, content), +} + + +def _validate_fitness(tcs, content): + names = [tc["function"]["name"] for tc in tcs] + if not names: + return False, "No tool calls made" + if "calculate_bmi" not in names: + return False, f"Expected calculate_bmi to be called, got: {names}" + # Validate BMI args contain plausible values + for tc in tcs: + if tc["function"]["name"] == "calculate_bmi": + try: + args = json.loads(tc["function"]["arguments"]) + w = args.get("weight_kg") + h = args.get("height_m") + if w is None or h is None: + return False, f"calculate_bmi missing weight_kg or height_m: {args}" + if not (50 <= float(w) <= 200): + return False, f"calculate_bmi weight out of plausible range: {w}" + if not (1.0 <= float(h) <= 2.5): + return False, f"calculate_bmi height out of plausible range: {h}" + except (json.JSONDecodeError, ValueError) as e: + return False, f"calculate_bmi argument error: {e}" + if not content: + return False, "No final plan produced" + return True, f"Tools called: {names}" + + +# ---- Test 3: Community class planning (anonymised cooking/topic discovery) ---- + +_COMMUNITY_TOOLS = [ + { + "type": "function", + "function": { + "name": "get_trending_questions", + "description": ( + "Fetch commonly asked questions on a topic from search engine 'People Also Ask' boxes." + ), + "parameters": { + "type": "object", + "properties": { + "query": {"type": "string", "description": "Topic to search for"}, + "max_results": { + "type": "integer", + "description": "Maximum questions to return", + "default": 10, + }, + }, + "required": ["query"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "search_mobile_apps", + "description": "Search the mobile app store for apps matching a category or keyword.", + "parameters": { + "type": "object", + "properties": { + "keyword": { + "type": "string", + "description": "Search keyword (e.g. 'Italian cooking')", + }, + "platform": { + "type": "string", + "enum": ["ios", "android", "both"], + "default": "both", + }, + "max_results": { + "type": "integer", + "description": "Number of results", + "default": 10, + }, + }, + "required": ["keyword"], + }, + }, + }, +] + +_TRENDING_QUESTIONS_RESULT = { + "query": "Italian cuisine", + "questions": [ + "What are the most popular Italian dishes?", + "What makes Italian food different from other cuisines?", + "How do you make authentic Italian pasta from scratch?", + "What are traditional Italian desserts?", + "What herbs are commonly used in Italian cooking?", + "Is Italian food healthy?", + "What wine pairs best with Italian pasta?", + ], +} +_APPS_RESULT = { + "keyword": "Italian cooking", + "results": [ + { + "name": "PastaPro", + "rating": 4.5, + "installs": "500K+", + "focus": "pasta recipes only", + }, + { + "name": "CookEasy", + "rating": 4.2, + "installs": "1M+", + "focus": "general cooking, limited Italian content", + }, + { + "name": "ItalianKitchen", + "rating": 3.8, + "installs": "100K+", + "focus": "regional Italian recipes, no video", + }, + ], +} + +COMMUNITY_CLASS_TEST_CASE = { + "name": "Community class planning: trending topics + app gap analysis", + "messages": [ + { + "role": "user", + "content": ( + "I want to start teaching Italian cooking classes at my community centre. " + "First, find out what people commonly ask about Italian cuisine online. " + "Then search for existing Italian cooking apps to see what they cover. " + "Use both results to suggest three unique angles for my classes that fill gaps " + "in what apps already offer." + ), + } + ], + "tools": _COMMUNITY_TOOLS, + "mock_tool_responses": { + "get_trending_questions": lambda _: json.dumps(_TRENDING_QUESTIONS_RESULT), + "search_mobile_apps": lambda _: json.dumps(_APPS_RESULT), + }, + "validate": lambda tcs, content: _validate_community(tcs, content), +} + + +def _validate_community(tcs, content): + names = [tc["function"]["name"] for tc in tcs] + if not names: + return False, "No tool calls made" + missing = [ + t for t in ("get_trending_questions", "search_mobile_apps") if t not in names + ] + if missing: + return False, f"Missing expected tool calls: {missing}; got: {names}" + if not content: + return False, "No class suggestion produced" + return True, f"Both discovery tools called: {names}" + + +# ---- Test 4: Multi-hostname geolocation filter (anonymized gallery discovery) ---- +# Inspired by: checking gallery website server locations to find truly remote venues. +# Anonymized: galleryone.de → halle-eins.de, gallerytwo.fr → galerie-deux.fr, +# gallerythree.it → galleria-tre.it + +_GEO_TOOLS = [ + { + "type": "function", + "function": { + "name": "lookup_ip_geolocation", + "description": ( + "Retrieve geolocation data for an IP address or hostname, including country, " + "city, coordinates, and network info. Useful for verifying physical server " + "locations or personalising regional content." + ), + "parameters": { + "type": "object", + "properties": { + "host": { + "type": "string", + "description": "IP address or hostname to look up (e.g. '8.8.8.8' or 'example.com').", + }, + }, + "required": ["host"], + }, + }, + }, +] + +# Mock: one urban (Berlin → discard), two rural (keep) +_GEO_RESPONSES = { + "halle-eins.de": { + "host": "halle-eins.de", + "city": "Berlin", + "country": "DE", + "lat": 52.5200, + "lon": 13.4050, + "is_major_city": True, + }, + "galerie-deux.fr": { + "host": "galerie-deux.fr", + "city": "Rocamadour", + "country": "FR", + "lat": 44.7994, + "lon": 1.6178, + "is_major_city": False, + }, + "galleria-tre.it": { + "host": "galleria-tre.it", + "city": "Matera", + "country": "IT", + "lat": 40.6664, + "lon": 16.6044, + "is_major_city": False, + }, +} + + +def _geo_mock(args): + host = args.get("host", "") + return json.dumps(_GEO_RESPONSES.get(host, {"error": f"unknown host: {host}"})) + + +GEO_TEST_CASE = { + "name": "Gallery geolocation: filter urban venues, keep remote ones", + "messages": [ + { + "role": "user", + "content": ( + "I have abstract paintings to exhibit in remote European galleries. " + "I received enquiries from three venues: halle-eins.de, galerie-deux.fr, " + "and galleria-tre.it. Please look up the geolocation of each website's server. " + "Discard any venue whose server is in a major city (e.g. Berlin, Paris, Rome). " + "For the remaining venues, report their exact coordinates so I can check " + "whether hiking trails are nearby — my work thrives where nature and art meet." + ), + } + ], + "tools": _GEO_TOOLS, + "mock_tool_responses": { + "lookup_ip_geolocation": _geo_mock, + }, + "validate": lambda tcs, content: _validate_geo(tcs, content), +} + + +def _validate_geo(tcs, content): + names = [tc["function"]["name"] for tc in tcs] + if not names: + return False, "No tool calls made" + # Expect exactly one geolocation call per domain (3 total) + geo_calls = [tc for tc in tcs if tc["function"]["name"] == "lookup_ip_geolocation"] + if len(geo_calls) < 3: + return ( + False, + f"Expected geolocation called 3 times (once per domain), got {len(geo_calls)}", + ) + queried_hosts = set() + for tc in geo_calls: + try: + args = json.loads(tc["function"]["arguments"]) + host = args.get("host", "") + if not host: + return False, f"lookup_ip_geolocation called with empty host: {args}" + queried_hosts.add(host) + except json.JSONDecodeError: + return False, "lookup_ip_geolocation arguments are not valid JSON" + expected = {"halle-eins.de", "galerie-deux.fr", "galleria-tre.it"} + if not expected.issubset(queried_hosts): + return ( + False, + f"Not all domains queried. Expected {expected}, got {queried_hosts}", + ) + if not content: + return False, "No final summary produced" + return True, f"All 3 domains geolocated: {sorted(queried_hosts)}" + + +# ---- Test 5: EV fleet expansion — stock → security → property → video ---- +# Inspired by: multi-step business analysis combining finance, cybersecurity, +# real estate and educational content. +# Anonymized: Tesla → Voltara (VLTR), Rivian → Rivex (RVXN), +# Trenton → Halverton + +_EV_TOOLS = [ + { + "type": "function", + "function": { + "name": "get_stock_quote", + "description": "Retrieve the latest market quote for a financial instrument by ticker symbol.", + "parameters": { + "type": "object", + "properties": { + "symbol": { + "type": "string", + "description": "Ticker symbol (e.g. 'VLTR', 'RVXN')", + }, + "interval": { + "type": "string", + "description": "Time interval: 1min, 5min, 1h, 1day, 1week", + "default": "1day", + }, + }, + "required": ["symbol"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "get_security_advisories", + "description": ( + "Fetch current cybersecurity advisories from the national security agency, " + "covering known vulnerabilities and exploits for industrial and consumer systems." + ), + "parameters": { + "type": "object", + "properties": { + "keyword": { + "type": "string", + "description": "Filter advisories by keyword or product name", + }, + "limit": { + "type": "integer", + "description": "Maximum number of advisories to return", + "default": 5, + }, + }, + "required": [], + }, + }, + }, + { + "type": "function", + "function": { + "name": "search_commercial_properties", + "description": "Search for commercial properties (offices, garages, warehouses) available for rent or sale in a given city.", + "parameters": { + "type": "object", + "properties": { + "city": {"type": "string", "description": "City name to search in"}, + "property_type": { + "type": "string", + "description": "Type of property: office, garage, warehouse, premises", + }, + "operation": { + "type": "string", + "enum": ["rent", "sale"], + "default": "rent", + }, + "max_price": { + "type": "integer", + "description": "Maximum monthly rent or sale price", + }, + }, + "required": ["city", "property_type"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "get_video_recommendations", + "description": "Fetch a list of recommended videos related to a given topic or reference video.", + "parameters": { + "type": "object", + "properties": { + "topic": { + "type": "string", + "description": "Topic or keyword to search for related videos", + }, + }, + "required": ["topic"], + }, + }, + }, +] + +_STOCK_RESULT_VLTR = { + "symbol": "VLTR", + "company": "Voltara Inc.", + "price": 218.45, + "change_pct": "+2.3%", + "market_cap": "694B", + "currency": "USD", +} +_STOCK_RESULT_RVXN = { + "symbol": "RVXN", + "company": "Rivex Motors", + "price": 12.80, + "change_pct": "-1.1%", + "market_cap": "11B", + "currency": "USD", +} +_ADVISORIES_RESULT = { + "count": 2, + "advisories": [ + { + "id": "ICSA-24-102-01", + "title": "Voltara In-Vehicle Infotainment System Authentication Bypass", + "severity": "Medium", + "summary": "Improper authentication in the OTA update module may allow an adjacent attacker to install unsigned firmware.", + "published": "2024-04-11", + }, + { + "id": "ICSA-24-085-03", + "title": "Voltara Charging Management API Input Validation Flaw", + "severity": "Low", + "summary": "Insufficient input validation in the charging session API could expose internal error messages.", + "published": "2024-03-26", + }, + ], +} +_PROPERTIES_RESULT = { + "city": "Halverton", + "listings": [ + { + "id": "HV-0041", + "type": "garage", + "area_sqm": 420, + "monthly_rent": 2800, + "ev_power_outlets": 12, + "address": "14 Ironworks Lane, Halverton", + }, + { + "id": "HV-0089", + "type": "warehouse", + "area_sqm": 900, + "monthly_rent": 4200, + "ev_power_outlets": 30, + "address": "7 Depot Road, Halverton", + }, + ], +} +_VIDEOS_RESULT = { + "topic": "fleet electrification", + "recommendations": [ + { + "title": "How to Build an EV Fleet from Scratch", + "channel": "Fleet Future", + "views": "182K", + }, + { + "title": "EV Charging Infrastructure for Commercial Fleets", + "channel": "GreenDrive Pro", + "views": "94K", + }, + { + "title": "Total Cost of Ownership: Electric vs Diesel Vans", + "channel": "LogisticsTech", + "views": "61K", + }, + ], +} + + +def _ev_stock_mock(args): + symbol = args.get("symbol", "").upper() + if symbol == "VLTR": + return json.dumps(_STOCK_RESULT_VLTR) + if symbol == "RVXN": + return json.dumps(_STOCK_RESULT_RVXN) + return json.dumps({"error": f"Unknown symbol: {symbol}"}) + + +EV_FLEET_TEST_CASE = { + "name": "EV fleet expansion: stock → cybersecurity → property → videos", + "messages": [ + { + "role": "user", + "content": ( + "I'm expanding my courier business into electric vehicles and need a multi-step analysis:\n" + "1. Get the latest stock quote for Voltara (VLTR) and Rivex (RVXN). " + "If either is above $50, continue with that company.\n" + "2. Search for cybersecurity advisories related to that company's vehicle models " + "to understand any tech risks.\n" + "3. Find commercial garage or warehouse properties in Halverton suitable for " + "EV charging infrastructure.\n" + "4. Recommend videos on fleet electrification strategies.\n" + "Please work through all four steps and give me a concise summary." + ), + } + ], + "tools": _EV_TOOLS, + "mock_tool_responses": { + "get_stock_quote": _ev_stock_mock, + "get_security_advisories": lambda _: json.dumps(_ADVISORIES_RESULT), + "search_commercial_properties": lambda _: json.dumps(_PROPERTIES_RESULT), + "get_video_recommendations": lambda _: json.dumps(_VIDEOS_RESULT), + }, + "validate": lambda tcs, content: _validate_ev(tcs, content), +} + + +def _validate_ev(tcs, content): + names = [tc["function"]["name"] for tc in tcs] + if not names: + return False, "No tool calls made" + # Stock quote must come first + if names[0] != "get_stock_quote": + return False, f"Expected get_stock_quote to be called first, got: {names[0]}" + stock_calls = [tc for tc in tcs if tc["function"]["name"] == "get_stock_quote"] + for tc in stock_calls: + try: + args = json.loads(tc["function"]["arguments"]) + sym = args.get("symbol", "") + if not sym: + return False, f"get_stock_quote called with empty symbol: {args}" + except json.JSONDecodeError: + return False, "get_stock_quote arguments are not valid JSON" + # All four pipeline tools expected + required = [ + "get_stock_quote", + "get_security_advisories", + "search_commercial_properties", + "get_video_recommendations", + ] + missing = [t for t in required if t not in names] + if missing: + return False, f"Missing pipeline steps: {missing}" + if not content: + return False, "No final summary produced" + return True, f"Full 4-step pipeline executed: {names}" + + +# --------------------------------------------------------------------------- +# All test cases +# --------------------------------------------------------------------------- + +ALL_TEST_CASES = [ + AZZOO_TEST_CASE, + FITNESS_TEST_CASE, + COMMUNITY_CLASS_TEST_CASE, + GEO_TEST_CASE, + EV_FLEET_TEST_CASE, +] + + +# --------------------------------------------------------------------------- +# Entry point +# --------------------------------------------------------------------------- + + +def main(): + parser = argparse.ArgumentParser( + description="Test llama-server tool-calling capability." + ) + parser.add_argument("--host", default="localhost") + parser.add_argument("--port", default=8080, type=int) + parser.add_argument( + "--no-stream", action="store_true", help="Disable streaming mode tests" + ) + parser.add_argument( + "--stream-only", action="store_true", help="Only run streaming mode tests" + ) + parser.add_argument( + "--test", + help="Run only the test whose name contains this substring (case-insensitive)", + ) + args = parser.parse_args() + + url = f"http://{args.host}:{args.port}/v1/chat/completions" + print_info(f"Testing server at {url}") + + modes = [] + if not args.stream_only: + modes.append(False) + if not args.no_stream: + modes.append(True) + + cases: list[dict] = ALL_TEST_CASES + if args.test: + name_filter = args.test.lower() + cases = [c for c in cases if name_filter in str(c["name"]).lower()] + if not cases: + print_fail(f"No test cases matched '{args.test}'") + sys.exit(1) + + total = 0 + passed = 0 + for stream in modes: + for case in cases: + total += 1 + if run_test(url, case, stream=stream): + passed += 1 + + color = GREEN if passed == total else RED + _print(f"\n{BOLD}{color}{'─'*60}{RESET}") + _print(f"{BOLD}{color} Results: {passed}/{total} passed{RESET}") + _print(f"{BOLD}{color}{'─'*60}{RESET}\n") + sys.exit(0 if passed == total else 1) + + +if __name__ == "__main__": + main() diff --git a/scripts/server-test-model.py b/scripts/server-test-model.py new file mode 100644 index 0000000000..9049d80279 --- /dev/null +++ b/scripts/server-test-model.py @@ -0,0 +1,202 @@ +import argparse +import json +import requests +import logging +import sys + +handler = logging.StreamHandler(sys.stdout) +handler.terminator = "" # ← no newline +logging.basicConfig(level=logging.INFO, format='%(message)s', handlers=[handler]) +logger = logging.getLogger("server-test-model") + + +def run_query(url, messages, tools=None, stream=False, tool_choice=None): + payload = { + "messages": messages, + "stream": stream, + "max_tokens": 5000, + } + if tools: + payload["tools"] = tools + if tool_choice: + payload["tool_choice"] = tool_choice + + try: + response = requests.post(url, json=payload, stream=stream) + response.raise_for_status() + except requests.exceptions.RequestException as e: + if e.response is not None: + logger.info(f"Response error: {e} for {e.response.content}\n") + else: + logger.info(f"Error connecting to server: {e}\n") + return None + + full_content = "" + reasoning_content = "" + tool_calls = [] + + if stream: + logger.info(f"--- Streaming response (Tools: {bool(tools)}) ---\n") + for line in response.iter_lines(): + if line: + decoded_line = line.decode("utf-8") + if decoded_line.startswith("data: "): + data_str = decoded_line[6:] + if data_str == "[DONE]": + break + try: + data = json.loads(data_str) + if "choices" in data and len(data["choices"]) > 0: + delta = data["choices"][0].get("delta", {}) + + # Content + content_chunk = delta.get("content", "") + if content_chunk: + full_content += content_chunk + logger.info(content_chunk) + + # Reasoning + reasoning_chunk = delta.get("reasoning_content", "") + if reasoning_chunk: + reasoning_content += reasoning_chunk + logger.info(f"\x1B[3m{reasoning_chunk}\x1B[0m") + + # Tool calls + if "tool_calls" in delta: + for tc in delta["tool_calls"]: + index = tc.get("index") + if index is not None: + while len(tool_calls) <= index: + # Using "function" as type default but could be flexible + tool_calls.append( + { + "id": "", + "type": "function", + "function": { + "name": "", + "arguments": "", + }, + } + ) + + if "id" in tc: + tool_calls[index]["id"] += tc["id"] + if "function" in tc: + if "name" in tc["function"]: + tool_calls[index]["function"][ + "name" + ] += tc["function"]["name"] + if "arguments" in tc["function"]: + tool_calls[index]["function"][ + "arguments" + ] += tc["function"]["arguments"] + + except json.JSONDecodeError: + logger.info(f"Failed to decode JSON: {data_str}\n") + logger.info("\n--- End of Stream ---\n") + else: + logger.info(f"--- Non-streaming response (Tools: {bool(tools)}) ---\n") + data = response.json() + if "choices" in data and len(data["choices"]) > 0: + message = data["choices"][0].get("message", {}) + full_content = message.get("content", "") + reasoning_content = message.get("reasoning_content", "") + tool_calls = message.get("tool_calls", []) + logger.info(full_content) + logger.info("--- End of Response ---\n") + + return { + "content": full_content, + "reasoning_content": reasoning_content, + "tool_calls": tool_calls, + } + + +def test_chat(url, stream): + logger.info(f"\n=== Testing Chat (Stream={stream}) ===\n") + messages = [{"role": "user", "content": "What is the capital of France?"}] + result = run_query(url, messages, stream=stream) + + if result: + if result["content"]: + logger.info("PASS: Output received.\n") + else: + logger.info("WARN: No content received (valid if strict tool call, but unexpected here).\n") + + if result.get("reasoning_content"): + logger.info(f"INFO: Reasoning content detected ({len(result['reasoning_content'])} chars).\n") + else: + logger.info("INFO: No reasoning content detected (Standard model behavior).\n") + else: + logger.info("FAIL: No result.\n") + + +def test_tool_call(url, stream): + logger.info(f"\n=== Testing Tool Call (Stream={stream}) ===\n") + messages = [ + { + "role": "user", + "content": "What is the weather in London? Please use the get_weather tool.", + } + ] + tools = [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get the current weather in a given location", + "parameters": { + "type": "object", + "properties": { + "location": { + "type": "string", + "description": "The city and state, e.g. San Francisco, CA", + }, + "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}, + }, + "required": ["location"], + }, + }, + } + ] + + result = run_query(url, messages, tools=tools, tool_choice="auto", stream=stream) + + if result: + tcs = result.get("tool_calls") + if tcs and len(tcs) > 0: + logger.info("PASS: Tool calls detected.") + for tc in tcs: + func = tc.get("function", {}) + logger.info(f" Tool: {func.get('name')}, Args: {func.get('arguments')}\n") + else: + logger.info(f"FAIL: No tool calls. Content: {result['content']}\n") + + if result.get("reasoning_content"): + logger.info( + f"INFO: Reasoning content detected during tool call ({len(result['reasoning_content'])} chars).\n" + ) + else: + logger.info("FAIL: Query failed.\n") + + +def main(): + parser = argparse.ArgumentParser(description="Test llama-server functionality.") + parser.add_argument("--host", default="localhost", help="Server host") + parser.add_argument("--port", default=8080, type=int, help="Server port") + args = parser.parse_args() + + base_url = f"http://{args.host}:{args.port}/v1/chat/completions" + logger.info(f"Testing server at {base_url}\n") + + # Non-streaming tests + test_chat(base_url, stream=False) + test_tool_call(base_url, stream=False) + + # Streaming tests + test_chat(base_url, stream=True) + test_tool_call(base_url, stream=True) + + +if __name__ == "__main__": + main() diff --git a/scripts/snapdragon/adb/run-bench.sh b/scripts/snapdragon/adb/run-bench.sh index 2750860c6e..36c908da74 100755 --- a/scripts/snapdragon/adb/run-bench.sh +++ b/scripts/snapdragon/adb/run-bench.sh @@ -22,9 +22,6 @@ device="HTP0" verbose= [ "$V" != "" ] && verbose="GGML_HEXAGON_VERBOSE=$V" cli_opts="$cli_opts -v" -experimental= -[ "$E" != "" ] && experimental="GGML_HEXAGON_EXPERIMENTAL=$E" - profile= [ "$PROF" != "" ] && profile="GGML_HEXAGON_PROFILE=$PROF GGML_HEXAGON_OPSYNC=1" cli_opts="$cli_opts -v" @@ -46,7 +43,7 @@ adb $adbserial $adbhost shell " \ cd $basedir; \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ - $ndev $nhvx $opmask $verbose $experimental $profile $hb ./$branch/bin/llama-bench --device $device --mmap 0 -m $basedir/../gguf/$model \ + $ndev $nhvx $opmask $verbose $profile $hb ./$branch/bin/llama-bench --device $device --mmap 0 -m $basedir/../gguf/$model \ --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 \ - --batch-size 128 -ngl 99 $cli_opts $@ \ + --ubatch-size 256 -fa 1 -ngl 99 $cli_opts $@ \ " diff --git a/scripts/snapdragon/adb/run-cli.sh b/scripts/snapdragon/adb/run-cli.sh index dfc051b28b..901d7eff13 100755 --- a/scripts/snapdragon/adb/run-cli.sh +++ b/scripts/snapdragon/adb/run-cli.sh @@ -21,9 +21,6 @@ model="Llama-3.2-3B-Instruct-Q4_0.gguf" device="HTP0" [ "$D" != "" ] && device="$D" -experimental= -[ "$E" != "" ] && experimental="GGML_HEXAGON_EXPERIMENTAL=$E" - verbose= [ "$V" != "" ] && verbose="GGML_HEXAGON_VERBOSE=$V" cli_opts="$cli_opts -v" @@ -39,19 +36,31 @@ opmask= nhvx= [ "$NHVX" != "" ] && nhvx="GGML_HEXAGON_NHVX=$NHVX" +hmx= +[ "$HMX" != "" ] && hmx="GGML_HEXAGON_USE_HMX=$HMX" + ndev= [ "$NDEV" != "" ] && ndev="GGML_HEXAGON_NDEV=$NDEV" hb= [ "$HB" != "" ] && hb="GGML_HEXAGON_HOSTBUF=$HB" +opbatch= +[ "$OB" != "" ] && opbatch="GGML_HEXAGON_OPBATCH=$OB" + +opqueue= +[ "$OQ" != "" ] && opqueue="GGML_HEXAGON_OPQUEUE=$OQ" + +opflt= +[ "$OF" != "" ] && opflt="GGML_HEXAGON_OPFILTER=$OF" + set -x adb $adbserial $adbhost shell " \ cd $basedir; ulimit -c unlimited; \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ - $verbose $experimental $sched $opmask $profile $nhvx $ndev $hb \ + $verbose $sched $opmask $profile $nhvx $hmx $ndev $hb $opbatch $opqueue $opflt \ ./$branch/bin/llama-cli --no-mmap -m $basedir/../gguf/$model \ --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 \ --ctx-size 8192 --ubatch-size 256 -fa on \ diff --git a/scripts/snapdragon/adb/run-completion.sh b/scripts/snapdragon/adb/run-completion.sh index d53b588739..f7290825ad 100755 --- a/scripts/snapdragon/adb/run-completion.sh +++ b/scripts/snapdragon/adb/run-completion.sh @@ -21,9 +21,6 @@ model="Llama-3.2-3B-Instruct-Q4_0.gguf" device="HTP0" [ "$D" != "" ] && device="$D" -experimental= -[ "$E" != "" ] && experimental="GGML_HEXAGON_EXPERIMENTAL=$E" - verbose= [ "$V" != "" ] && verbose="GGML_HEXAGON_VERBOSE=$V" cli_opts="$cli_opts -v" @@ -39,19 +36,31 @@ opmask= nhvx= [ "$NHVX" != "" ] && nhvx="GGML_HEXAGON_NHVX=$NHVX" +hmx= +[ "$HMX" != "" ] && hmx="GGML_HEXAGON_USE_HMX=$HMX" + ndev= [ "$NDEV" != "" ] && ndev="GGML_HEXAGON_NDEV=$NDEV" hb= [ "$HB" != "" ] && hb="GGML_HEXAGON_HOSTBUF=$HB" +opbatch= +[ "$OB" != "" ] && opbatch="GGML_HEXAGON_OPBATCH=$OB" + +opqueue= +[ "$OQ" != "" ] && opqueue="GGML_HEXAGON_OPQUEUE=$OQ" + +opflt= +[ "$OF" != "" ] && opflt="GGML_HEXAGON_OPFILTER=$OF" + set -x adb $adbserial $adbhost shell " \ cd $basedir; ulimit -c unlimited; \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ - $verbose $experimental $sched $opmask $profile $nhvx $ndev $hb \ + $verbose $sched $opmask $profile $nhvx $hmx $ndev $hb $opbatch $opqueue $opflt \ ./$branch/bin/llama-completion --no-mmap -m $basedir/../gguf/$model \ --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 \ --ctx-size 8192 --ubatch-size 256 -fa on \ diff --git a/scripts/snapdragon/adb/run-mtmd.sh b/scripts/snapdragon/adb/run-mtmd.sh index 41d7cd44f8..0c1cf89280 100755 --- a/scripts/snapdragon/adb/run-mtmd.sh +++ b/scripts/snapdragon/adb/run-mtmd.sh @@ -45,6 +45,9 @@ opmask= nhvx= [ "$NHVX" != "" ] && nhvx="GGML_HEXAGON_NHVX=$NHVX" +hmx= +[ "$HMX" != "" ] && hmx="GGML_HEXAGON_USE_HMX=$HMX" + ndev= [ "$NDEV" != "" ] && ndev="GGML_HEXAGON_NDEV=$NDEV" @@ -58,7 +61,7 @@ adb $adbserial $adbhost shell " \ cd $basedir; ulimit -c unlimited; \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ - $verbose $experimental $sched $opmask $profile $nhvx $ndev $mtmd_backend \ + $verbose $experimental $sched $opmask $profile $hmx $nhvx $ndev $mtmd_backend \ ./$branch/bin/llama-mtmd-cli --no-mmap -m $basedir/../gguf/$model \ --mmproj $basedir/../gguf/$mmproj \ --image $basedir/../gguf/$image \ diff --git a/scripts/snapdragon/adb/run-tool.sh b/scripts/snapdragon/adb/run-tool.sh index 4647ede1f8..70ed407e87 100755 --- a/scripts/snapdragon/adb/run-tool.sh +++ b/scripts/snapdragon/adb/run-tool.sh @@ -21,9 +21,6 @@ device="HTP0" verbose= [ "$V" != "" ] && verbose="GGML_HEXAGON_VERBOSE=$V" -experimental= -[ "$E" != "" ] && experimental="GGML_HEXAGON_EXPERIMENTAL=$E" - sched= [ "$SCHED" != "" ] && sched="GGML_SCHED_DEBUG=2" cli_opts="$cli_opts -v" @@ -36,6 +33,9 @@ opmask= nhvx= [ "$NHVX" != "" ] && nhvx="GGML_HEXAGON_NHVX=$NHVX" +hmx= +[ "$HMX" != "" ] && hmx="GGML_HEXAGON_USE_HMX=$HMX" + ndev= [ "$NDEV" != "" ] && ndev="GGML_HEXAGON_NDEV=$NDEV" @@ -50,5 +50,5 @@ adb $adbserial $adbhost shell " \ cd $basedir; ulimit -c unlimited; \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ - $verbose $experimental $sched $opmask $profile $nhvx $ndev $hb ./$branch/bin/$tool $@ \ + $verbose $sched $opmask $profile $nhvx $hmx $ndev $hb ./$branch/bin/$tool $@ \ " diff --git a/scripts/snapdragon/windows/run-bench.ps1 b/scripts/snapdragon/windows/run-bench.ps1 index 21fd063ebe..5a3a9074df 100644 --- a/scripts/snapdragon/windows/run-bench.ps1 +++ b/scripts/snapdragon/windows/run-bench.ps1 @@ -20,6 +20,10 @@ if ($null -ne $env:V) { $env:GGML_HEXAGON_VERBOSE=$env:V } +if ($null -ne $env:PROF) { + $env:GGML_HEXAGON_PROFILE=$env:PROF; $env:GGML_HEXAGON_OPSYNC=1 +} + if ($null -ne $env:OPMASK) { $env:GGML_HEXAGON_OPMASK=$env:OPMASK } @@ -32,6 +36,10 @@ if ($null -ne $env:NDEV) { $env:GGML_HEXAGON_NDEV=$env:NDEV } +if ($null -ne $env:HB) { + $env:GGML_HEXAGON_HOSTBUF=$env:HB +} + $env:ADSP_LIBRARY_PATH="$basedir\lib" & "$basedir\bin\llama-bench.exe" ` diff --git a/scripts/snapdragon/windows/run-cli.ps1 b/scripts/snapdragon/windows/run-cli.ps1 index 40c7acc430..c64aaf725c 100644 --- a/scripts/snapdragon/windows/run-cli.ps1 +++ b/scripts/snapdragon/windows/run-cli.ps1 @@ -20,10 +20,6 @@ if ($null -ne $env:V) { $env:GGML_HEXAGON_VERBOSE=$env:V } -if ($null -ne $env:E) { - $env:GGML_HEXAGON_EXPERIMENTAL=$env:E -} - if ($null -ne $env:SCHED) { $env:GGML_SCHED_DEBUG=$env:SCHED; $cli_opts="$cli_opts -v" } @@ -44,10 +40,14 @@ if ($null -ne $env:NDEV) { $env:GGML_HEXAGON_NDEV=$env:NDEV } +if ($null -ne $env:HB) { + $env:GGML_HEXAGON_HOSTBUF=$env:HB +} + $env:ADSP_LIBRARY_PATH="$basedir\lib" -& "$basedir\bin\llama-completion.exe" ` - --no-mmap -no-cnv -m $basedir\..\..\gguf\$model ` +& "$basedir\bin\llama-cli.exe" ` + --no-mmap -m $basedir\..\..\gguf\$model ` --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 ` - --ctx-size 8192 --ubatch-size 128 -fa on ` + --ctx-size 8192 --ubatch-size 256 -fa on ` -ngl 99 --device $device $cli_opts diff --git a/scripts/snapdragon/windows/run-completion.ps1 b/scripts/snapdragon/windows/run-completion.ps1 new file mode 100644 index 0000000000..a896cd3524 --- /dev/null +++ b/scripts/snapdragon/windows/run-completion.ps1 @@ -0,0 +1,53 @@ + +#!/usr/bin/env pwsh + +# Basedir on device +$basedir=".\pkg-snapdragon" + +$cli_opts=$args + +$model="Llama-3.2-3B-Instruct-Q4_0.gguf" +if ($null -ne $env:M) { + $model=$env:M +} + +$device="HTP0" +if ($null -ne $env:D) { + $device=$env:D +} + +if ($null -ne $env:V) { + $env:GGML_HEXAGON_VERBOSE=$env:V +} + +if ($null -ne $env:SCHED) { + $env:GGML_SCHED_DEBUG=$env:SCHED; $cli_opts="$cli_opts -v" +} + +if ($null -ne $env:PROF) { + $env:GGML_HEXAGON_PROFILE=$env:PROF; $env:GGML_HEXAGON_OPSYNC=1 +} + +if ($null -ne $env:OPMASK) { + $env:GGML_HEXAGON_OPMASK=$env:OPMASK +} + +if ($null -ne $env:NHVX) { + $env:GGML_HEXAGON_NHVX=$env:NHVX +} + +if ($null -ne $env:NDEV) { + $env:GGML_HEXAGON_NDEV=$env:NDEV +} + +if ($null -ne $env:HB) { + $env:GGML_HEXAGON_HOSTBUF=$env:HB +} + +$env:ADSP_LIBRARY_PATH="$basedir\lib" + +& "$basedir\bin\llama-completion.exe" ` + --no-mmap -m $basedir\..\..\gguf\$model ` + --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 ` + --ctx-size 8192 --batch-size 256 -fa on ` + -ngl 99 -no-cnv --device $device $cli_opts diff --git a/scripts/snapdragon/windows/run-mtmd.ps1 b/scripts/snapdragon/windows/run-mtmd.ps1 new file mode 100644 index 0000000000..f230ac5a6b --- /dev/null +++ b/scripts/snapdragon/windows/run-mtmd.ps1 @@ -0,0 +1,68 @@ +#!/usr/bin/env pwsh + +# Basedir on device +$basedir=".\pkg-snapdragon" + +$cli_opts=$args + +$model="gemma-3-4b-it-Q4_0.gguf" +if ($null -ne $env:M) { + $model=$env:M +} + +$mmproj="mmproj-F16.gguf" +if ($null -ne $env:MMPROJ) { + $mmproj=$env:MMPROJ +} + +$image="" +if ($null -ne $env:IMG) { + $image=$env:IMG +} + +$device="HTP0" +if ($null -ne $env:D) { + $device=$env:D +} + +if ($null -ne $env:V) { + $env:GGML_HEXAGON_VERBOSE=$env:V +} + +if ($null -ne $env:SCHED) { + $env:GGML_SCHED_DEBUG=$env:SCHED; $cli_opts="$cli_opts -v" +} + +if ($null -ne $env:PROF) { + $env:GGML_HEXAGON_PROFILE=$env:PROF; $env:GGML_HEXAGON_OPSYNC=1 +} + +if ($null -ne $env:OPMASK) { + $env:GGML_HEXAGON_OPMASK=$env:OPMASK +} + +if ($null -ne $env:NHVX) { + $env:GGML_HEXAGON_NHVX=$env:NHVX +} + +if ($null -ne $env:NDEV) { + $env:GGML_HEXAGON_NDEV=$env:NDEV +} + +if ($null -ne $env:HB) { + $env:GGML_HEXAGON_HOSTBUF=$env:HB +} + +if ($null -ne $env:MTMD_DEVICE) { + $env:MTMD_BACKEND_DEVICE=$env:MTMD_DEVICE +} + +$env:ADSP_LIBRARY_PATH="$basedir\lib" + +& "$basedir\bin\llama-mtmd-cli.exe" ` + --no-mmap -m $basedir\..\..\gguf\$model ` + --mmproj $basedir\..\..\gguf\$mmproj ` + --image $basedir\..\..\gguf\$image ` + --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 ` + --ctx-size 8192 --ubatch-size 256 -fa on ` + -ngl 99 --device $device -v $cli_opts diff --git a/scripts/snapdragon/windows/run-tool.ps1 b/scripts/snapdragon/windows/run-tool.ps1 index 70094af9bc..39edbfcf76 100644 --- a/scripts/snapdragon/windows/run-tool.ps1 +++ b/scripts/snapdragon/windows/run-tool.ps1 @@ -26,10 +26,6 @@ if ($null -ne $env:V) { $env:GGML_HEXAGON_VERBOSE=$env:V } -if ($null -ne $env:E) { - $env:GGML_HEXAGON_EXPERIMENTAL=$env:E -} - if ($null -ne $env:SCHED) { $env:GGML_SCHED_DEBUG=$env:SCHED; $cli_opts="$cli_opts -v" } @@ -50,6 +46,10 @@ if ($null -ne $env:NDEV) { $env:GGML_HEXAGON_NDEV=$env:NDEV } +if ($null -ne $env:HB) { + $env:GGML_HEXAGON_HOSTBUF=$env:HB +} + $env:ADSP_LIBRARY_PATH="$basedir\lib" & "$basedir\bin\$tool" ` diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index 02a096882e..e154cc5c69 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -d6754f3d0e6d0acd21c12442353c9fd2f94188e7 +49f84a924f6ea4fc2ef73dbbd8cc4d734b54bd6d diff --git a/scripts/sync_vendor.py b/scripts/sync_vendor.py index a26cb26c9b..3f1e74f7cb 100755 --- a/scripts/sync_vendor.py +++ b/scripts/sync_vendor.py @@ -5,7 +5,7 @@ import os import sys import subprocess -HTTPLIB_VERSION = "refs/tags/v0.35.0" +HTTPLIB_VERSION = "refs/tags/v0.40.0" vendor = { "https://github.com/nlohmann/json/releases/latest/download/json.hpp": "vendor/nlohmann/json.hpp", @@ -15,7 +15,7 @@ vendor = { # not using latest tag to avoid this issue: https://github.com/ggml-org/llama.cpp/pull/17179#discussion_r2515877926 # "https://github.com/mackron/miniaudio/raw/refs/tags/0.11.24/miniaudio.h": "vendor/miniaudio/miniaudio.h", - "https://github.com/mackron/miniaudio/raw/13d161bc8d856ad61ae46b798bbeffc0f49808e8/miniaudio.h": "vendor/miniaudio/miniaudio.h", + "https://github.com/mackron/miniaudio/raw/9634bedb5b5a2ca38c1ee7108a9358a4e233f14d/miniaudio.h": "vendor/miniaudio/miniaudio.h", f"https://raw.githubusercontent.com/yhirose/cpp-httplib/{HTTPLIB_VERSION}/httplib.h": "httplib.h", f"https://raw.githubusercontent.com/yhirose/cpp-httplib/{HTTPLIB_VERSION}/split.py": "split.py", diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 283823fa9c..121c21fed9 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -73,6 +73,7 @@ add_library(llama models/gemma2-iswa.cpp models/gemma3.cpp models/gemma3n-iswa.cpp + models/gemma4-iswa.cpp models/glm4-moe.cpp models/glm4.cpp models/gpt2.cpp diff --git a/src/llama-adapter.cpp b/src/llama-adapter.cpp index d6a5800e63..4a1aaa955a 100644 --- a/src/llama-adapter.cpp +++ b/src/llama-adapter.cpp @@ -294,7 +294,7 @@ static void llama_adapter_lora_init_impl(llama_model & model, const char * path_ } // get extra buffer types of the CPU - // TODO: a more general solution for non-CPU extra buft should be imlpemented in the future + // TODO: a more general solution for non-CPU extra buft should be implemented in the future // ref: https://github.com/ggml-org/llama.cpp/pull/12593#pullrequestreview-2718659948 std::vector buft_extra; { @@ -418,7 +418,7 @@ static void llama_adapter_lora_init_impl(llama_model & model, const char * path_ } llama_adapter_lora * llama_adapter_lora_init(llama_model * model, const char * path_lora) { - llama_adapter_lora * adapter = new llama_adapter_lora(); + llama_adapter_lora * adapter = new llama_adapter_lora(model); try { llama_adapter_lora_init_impl(*model, path_lora, *adapter); @@ -471,8 +471,17 @@ int32_t llama_adapter_meta_val_str_by_index(const llama_adapter_lora * adapter, return snprintf(buf, buf_size, "%s", it->second.c_str()); } -void llama_adapter_lora_free(llama_adapter_lora *) { - // deprecated: adapters are freed by llama_model's destructor +void llama_adapter_lora_free(llama_adapter_lora * adapter) { + if (adapter == nullptr) { + return; + } + + if (adapter->model != nullptr) { + adapter->model->loras.erase(adapter); + adapter->model = nullptr; + } + + delete adapter; } uint64_t llama_adapter_get_alora_n_invocation_tokens(const struct llama_adapter_lora * adapter) { diff --git a/src/llama-adapter.h b/src/llama-adapter.h index aa3ab63ad7..f0b1e50f81 100644 --- a/src/llama-adapter.h +++ b/src/llama-adapter.h @@ -61,6 +61,8 @@ struct llama_adapter_lora_weight { }; struct llama_adapter_lora { + llama_model * model = nullptr; + // map tensor name to lora_a_b std::unordered_map ab_map; @@ -75,7 +77,7 @@ struct llama_adapter_lora { // activated lora (aLoRA) std::vector alora_invocation_tokens; - llama_adapter_lora() = default; + explicit llama_adapter_lora(llama_model * model) : model(model) {} ~llama_adapter_lora() = default; llama_adapter_lora_weight * get_weight(ggml_tensor * w); diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index 47e8d5278a..6904b9c1a6 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -4,6 +4,7 @@ #include #include +#include static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_CLIP, "clip" }, // dummy, only used by llama-quantize @@ -55,6 +56,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_GEMMA2, "gemma2" }, { LLM_ARCH_GEMMA3, "gemma3" }, { LLM_ARCH_GEMMA3N, "gemma3n" }, + { LLM_ARCH_GEMMA4, "gemma4" }, { LLM_ARCH_GEMMA_EMBEDDING, "gemma-embedding" }, { LLM_ARCH_STARCODER2, "starcoder2" }, { LLM_ARCH_MAMBA, "mamba" }, @@ -72,6 +74,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_ARCTIC, "arctic" }, { LLM_ARCH_DEEPSEEK, "deepseek" }, { LLM_ARCH_DEEPSEEK2, "deepseek2" }, + { LLM_ARCH_DEEPSEEK2OCR, "deepseek2-ocr" }, { LLM_ARCH_CHATGLM, "chatglm" }, { LLM_ARCH_GLM4, "glm4" }, { LLM_ARCH_GLM4_MOE, "glm4moe" }, @@ -122,6 +125,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_RND1, "rnd1" }, { LLM_ARCH_PANGU_EMBED, "pangu-embedded" }, { LLM_ARCH_MISTRAL3, "mistral3" }, + { LLM_ARCH_MISTRAL4, "mistral4" }, { LLM_ARCH_PADDLEOCR, "paddleocr" }, { LLM_ARCH_MIMO2, "mimo2" }, { LLM_ARCH_STEP35, "step35" }, @@ -162,6 +166,7 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_CONTEXT_LENGTH, "%s.context_length" }, { LLM_KV_EMBEDDING_LENGTH, "%s.embedding_length" }, { LLM_KV_EMBEDDING_LENGTH_OUT, "%s.embedding_length_out" }, + { LLM_KV_EMBEDDING_LENGTH_PER_LAYER, "%s.embedding_length_per_layer_input" }, { LLM_KV_FEATURES_LENGTH, "%s.features_length" }, { LLM_KV_BLOCK_COUNT, "%s.block_count" }, { LLM_KV_LEADING_DENSE_BLOCK_COUNT, "%s.leading_dense_block_count" }, @@ -184,6 +189,7 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_EXPERT_GROUP_SCALE, "%s.expert_group_scale" }, { LLM_KV_EXPERTS_PER_GROUP, "%s.experts_per_group" }, { LLM_KV_MOE_EVERY_N_LAYERS, "%s.moe_every_n_layers" }, + { LLM_KV_MOE_LATENT_SIZE, "%s.moe_latent_size" }, { LLM_KV_NEXTN_PREDICT_LAYERS, "%s.nextn_predict_layers" }, { LLM_KV_NUM_DEEPSTACK_LAYERS, "%s.n_deepstack_layers" }, { LLM_KV_POOLING_TYPE, "%s.pooling_type" }, @@ -229,11 +235,15 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_ATTENTION_TEMPERATURE_SCALE, "%s.attention.temperature_scale" }, { LLM_KV_ATTENTION_KEY_LENGTH_MLA, "%s.attention.key_length_mla" }, { LLM_KV_ATTENTION_VALUE_LENGTH_MLA, "%s.attention.value_length_mla" }, + { LLM_KV_ATTENTION_KEY_LENGTH_SWA, "%s.attention.key_length_swa" }, + { LLM_KV_ATTENTION_VALUE_LENGTH_SWA, "%s.attention.value_length_swa" }, { LLM_KV_ATTENTION_INDEXER_HEAD_COUNT, "%s.attention.indexer.head_count" }, { LLM_KV_ATTENTION_INDEXER_KEY_LENGTH, "%s.attention.indexer.key_length" }, { LLM_KV_ATTENTION_INDEXER_TOP_K, "%s.attention.indexer.top_k" }, + { LLM_KV_ATTENTION_SHARED_KV_LAYERS, "%s.attention.shared_kv_layers" }, { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" }, + { LLM_KV_ROPE_DIMENSION_COUNT_SWA, "%s.rope.dimension_count_swa" }, { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" }, { LLM_KV_ROPE_FREQ_BASE, "%s.rope.freq_base" }, { LLM_KV_ROPE_FREQ_BASE_SWA, "%s.rope.freq_base_swa" }, @@ -357,13 +367,19 @@ static const std::map LLM_TENSOR_NAMES = { { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, { LLM_TENSOR_ATTN_GATE, "blk.%d.attn_gate" }, { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" }, + { LLM_TENSOR_FFN_POST_NORM_1, "blk.%d.post_ffw_norm_1" }, + { LLM_TENSOR_FFN_POST_NORM_2, "blk.%d.post_ffw_norm_2" }, + { LLM_TENSOR_FFN_PRE_NORM_2, "blk.%d.pre_ffw_norm_2" }, { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" }, + { LLM_TENSOR_FFN_LATENT_DOWN, "blk.%d.ffn_latent_down" }, + { LLM_TENSOR_FFN_LATENT_UP, "blk.%d.ffn_latent_up" }, { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" }, { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" }, { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" }, + { LLM_TENSOR_LAYER_OUT_SCALE, "blk.%d.layer_output_scale" }, { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" }, { LLM_TENSOR_POS_EMBD, "position_embd" }, { LLM_TENSOR_FFN_ACT, "blk.%d.ffn.act" }, @@ -531,2013 +547,6 @@ static const std::map LLM_TENSOR_NAMES = { { LLM_TENSOR_INDEXER_ATTN_Q_B, "blk.%d.indexer.attn_q_b" }, }; -static std::set llm_get_tensor_names(llm_arch arch) { - switch (arch) { - case LLM_ARCH_CLIP: - return {}; - case LLM_ARCH_LLAMA: - case LLM_ARCH_DECI: - case LLM_ARCH_MISTRAL3: - case LLM_ARCH_LLAMA_EMBED: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXP, - LLM_TENSOR_FFN_DOWN_EXP, - LLM_TENSOR_FFN_UP_EXP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_ARCEE: - case LLM_ARCH_STARCODER2: - case LLM_ARCH_NEMOTRON: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_AFMOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_GATE, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_LLAMA4: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXP, - LLM_TENSOR_FFN_DOWN_EXP, - LLM_TENSOR_FFN_UP_EXP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_BAICHUAN: - case LLM_ARCH_ORION: - case LLM_ARCH_XVERSE: - case LLM_ARCH_EXAONE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_FALCON: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_NORM_2, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_GROK: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXP, - LLM_TENSOR_FFN_DOWN_EXP, - LLM_TENSOR_FFN_UP_EXP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_LAYER_OUT_NORM, - LLM_TENSOR_ATTN_OUT_NORM, - }; - case LLM_ARCH_GPT2: - case LLM_ARCH_STARCODER: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_POS_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_GPTNEOX: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_MPT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_ACT, - LLM_TENSOR_POS_EMBD, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - }; - case LLM_ARCH_REFACT: - case LLM_ARCH_QWEN2: - case LLM_ARCH_QWEN2VL: - case LLM_ARCH_INTERNLM2: - case LLM_ARCH_GRANITE: - case LLM_ARCH_ERNIE4_5: - case LLM_ARCH_PADDLEOCR: - case LLM_ARCH_SMOLLM3: - case LLM_ARCH_DREAM: - case LLM_ARCH_LLADA: - case LLM_ARCH_PANGU_EMBED: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_BERT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_TOKEN_TYPES, - LLM_TENSOR_POS_EMBD, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_LAYER_OUT_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_CLS, - LLM_TENSOR_CLS_OUT, - }; - case LLM_ARCH_NOMIC_BERT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_TOKEN_TYPES, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_LAYER_OUT_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_NOMIC_BERT_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_TOKEN_TYPES, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_LAYER_OUT_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_NEO_BERT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_ENC_OUTPUT_NORM, - LLM_TENSOR_CLS, - LLM_TENSOR_CLS_OUT, - }; - case LLM_ARCH_EUROBERT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_MODERN_BERT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_CLS, - LLM_TENSOR_CLS_OUT, - LLM_TENSOR_CLS_NORM, - }; - case LLM_ARCH_JINA_BERT_V2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_TOKEN_TYPES, - LLM_TENSOR_ATTN_NORM_2, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_LAYER_OUT_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_CLS, - }; - case LLM_ARCH_JINA_BERT_V3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_TOKEN_TYPES, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_LAYER_OUT_NORM, - }; - case LLM_ARCH_BLOOM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_STABLELM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - }; - case LLM_ARCH_QWEN: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_QWEN2MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_QWEN3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_CLS_OUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_QWEN3MOE: - case LLM_ARCH_QWEN3VLMOE: - case LLM_ARCH_OLMOE: - case LLM_ARCH_LLADA_MOE: - case LLM_ARCH_RND1: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_QWEN3NEXT: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_GATE, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_SSM_A_NOSCAN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_BETA_ALPHA, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - }; - case LLM_ARCH_QWEN35: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_GATE, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_SSM_A_NOSCAN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_BETA, - LLM_TENSOR_SSM_ALPHA, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - }; - case LLM_ARCH_QWEN35MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_GATE, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_SSM_A_NOSCAN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_BETA, - LLM_TENSOR_SSM_ALPHA, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - }; - case LLM_ARCH_QWEN3VL: - case LLM_ARCH_CHAMELEON: - case LLM_ARCH_HUNYUAN_DENSE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_PHI2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_PHI3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FACTORS_LONG, - LLM_TENSOR_ROPE_FACTORS_SHORT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_PHIMOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FACTORS_LONG, - LLM_TENSOR_ROPE_FACTORS_SHORT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_PLAMO: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_PLAMO2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_X, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_OUT, - LLM_TENSOR_SSM_DT_NORM, - LLM_TENSOR_SSM_B_NORM, - LLM_TENSOR_SSM_C_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_POST_NORM, - }; - case LLM_ARCH_PLAMO3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_CODESHELL: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_MINICPM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ROPE_FACTORS_LONG, - LLM_TENSOR_ROPE_FACTORS_SHORT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXP, - LLM_TENSOR_FFN_DOWN_EXP, - LLM_TENSOR_FFN_UP_EXP, - }; - case LLM_ARCH_MINICPM3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FACTORS_LONG, - LLM_TENSOR_ROPE_FACTORS_SHORT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q_A_NORM, - LLM_TENSOR_ATTN_KV_A_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_A, - LLM_TENSOR_ATTN_Q_B, - LLM_TENSOR_ATTN_KV_A_MQA, - LLM_TENSOR_ATTN_KV_B, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_GEMMA: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_GEMMA2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_POST_NORM, - }; - case LLM_ARCH_GEMMA3: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_POST_NORM, - }; - case LLM_ARCH_GEMMA3N: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_PER_LAYER_TOKEN_EMBD, - LLM_TENSOR_PER_LAYER_MODEL_PROJ, - LLM_TENSOR_PER_LAYER_PROJ_NORM, - LLM_TENSOR_ALTUP_UNEMBD_PROJ, - LLM_TENSOR_ALTUP_PROJ, - LLM_TENSOR_PER_LAYER_INP_GATE, - LLM_TENSOR_PER_LAYER_PROJ, - LLM_TENSOR_PER_LAYER_POST_NORM, - LLM_TENSOR_ALTUP_CORRECT_COEF, - LLM_TENSOR_ALTUP_CORRECT_SCALE, - LLM_TENSOR_ALTUP_PREDICT_COEF, - LLM_TENSOR_ALTUP_ROUTER, - LLM_TENSOR_ALTUP_ROUTER_NORM, - LLM_TENSOR_LAUREL_L, - LLM_TENSOR_LAUREL_R, - LLM_TENSOR_LAUREL_POST_NORM, - }; - case LLM_ARCH_GEMMA_EMBEDDING: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_DENSE_2_OUT, - LLM_TENSOR_DENSE_3_OUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_POST_NORM, - }; - case LLM_ARCH_MAMBA: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_X, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_OUT, - }; - case LLM_ARCH_MAMBA2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - }; - case LLM_ARCH_JAMBA: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_X, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_DT_NORM, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_B_NORM, - LLM_TENSOR_SSM_C_NORM, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_OUT, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_FALCON_H1: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_COMMAND_R: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - }; - case LLM_ARCH_COHERE2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_DBRX: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_OUT_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_OLMO: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_OLMO2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_OPENELM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_ARCTIC: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_NORM_EXPS, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_DEEPSEEK: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_ROT_EMBD, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_DEEPSEEK2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q_A_NORM, - LLM_TENSOR_ATTN_KV_A_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_A, - LLM_TENSOR_ATTN_Q_B, - LLM_TENSOR_ATTN_KV_A_MQA, - LLM_TENSOR_ATTN_KV_B, - LLM_TENSOR_ATTN_K_B, - LLM_TENSOR_ATTN_V_B, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_PLM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_KV_A_MQA, - LLM_TENSOR_ATTN_KV_A_NORM, - LLM_TENSOR_ATTN_KV_B, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_CHATGLM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_GLM4: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_POST_NORM, - LLM_TENSOR_NEXTN_EH_PROJ, - LLM_TENSOR_NEXTN_EMBED_TOKENS, - LLM_TENSOR_NEXTN_ENORM, - LLM_TENSOR_NEXTN_HNORM, - LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, - LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, - }; - case LLM_ARCH_GLM4_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - LLM_TENSOR_NEXTN_EH_PROJ, - LLM_TENSOR_NEXTN_EMBED_TOKENS, - LLM_TENSOR_NEXTN_ENORM, - LLM_TENSOR_NEXTN_HNORM, - LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, - LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, - }; - case LLM_ARCH_GLM_DSA: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q_A_NORM, - LLM_TENSOR_ATTN_KV_A_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_A, - LLM_TENSOR_ATTN_Q_B, - LLM_TENSOR_ATTN_KV_A_MQA, - LLM_TENSOR_ATTN_KV_B, - LLM_TENSOR_ATTN_K_B, - LLM_TENSOR_ATTN_V_B, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - LLM_TENSOR_INDEXER_K_NORM, - LLM_TENSOR_INDEXER_PROJ, - LLM_TENSOR_INDEXER_ATTN_K, - LLM_TENSOR_INDEXER_ATTN_Q_B, - LLM_TENSOR_NEXTN_EH_PROJ, - LLM_TENSOR_NEXTN_EMBED_TOKENS, - LLM_TENSOR_NEXTN_ENORM, - LLM_TENSOR_NEXTN_HNORM, - LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, - LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, - }; - case LLM_ARCH_BITNET: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_SUB_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_SUB_NORM, - }; - case LLM_ARCH_T5: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_DEC_OUTPUT_NORM, - LLM_TENSOR_DEC_ATTN_NORM, - LLM_TENSOR_DEC_ATTN_Q, - LLM_TENSOR_DEC_ATTN_K, - LLM_TENSOR_DEC_ATTN_V, - LLM_TENSOR_DEC_ATTN_OUT, - LLM_TENSOR_DEC_ATTN_REL_B, - LLM_TENSOR_DEC_CROSS_ATTN_NORM, - LLM_TENSOR_DEC_CROSS_ATTN_Q, - LLM_TENSOR_DEC_CROSS_ATTN_K, - LLM_TENSOR_DEC_CROSS_ATTN_V, - LLM_TENSOR_DEC_CROSS_ATTN_OUT, - LLM_TENSOR_DEC_CROSS_ATTN_REL_B, - LLM_TENSOR_DEC_FFN_NORM, - LLM_TENSOR_DEC_FFN_GATE, - LLM_TENSOR_DEC_FFN_DOWN, - LLM_TENSOR_DEC_FFN_UP, - LLM_TENSOR_ENC_OUTPUT_NORM, - LLM_TENSOR_ENC_ATTN_NORM, - LLM_TENSOR_ENC_ATTN_Q, - LLM_TENSOR_ENC_ATTN_K, - LLM_TENSOR_ENC_ATTN_V, - LLM_TENSOR_ENC_ATTN_OUT, - LLM_TENSOR_ENC_ATTN_REL_B, - LLM_TENSOR_ENC_FFN_NORM, - LLM_TENSOR_ENC_FFN_GATE, - LLM_TENSOR_ENC_FFN_DOWN, - LLM_TENSOR_ENC_FFN_UP, - }; - case LLM_ARCH_T5ENCODER: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ENC_OUTPUT_NORM, - LLM_TENSOR_ENC_ATTN_NORM, - LLM_TENSOR_ENC_ATTN_Q, - LLM_TENSOR_ENC_ATTN_K, - LLM_TENSOR_ENC_ATTN_V, - LLM_TENSOR_ENC_ATTN_OUT, - LLM_TENSOR_ENC_ATTN_REL_B, - LLM_TENSOR_ENC_FFN_NORM, - LLM_TENSOR_ENC_FFN_GATE, - LLM_TENSOR_ENC_FFN_DOWN, - LLM_TENSOR_ENC_FFN_UP, - }; - case LLM_ARCH_JAIS: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_JAIS2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - }; - case LLM_ARCH_NEMOTRON_H: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_NEMOTRON_H_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - // mamba(2) ssm layers - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - // attention layers - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - // dense FFN - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - // MoE FFN (for MoE layers) - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - // MoE shared expert layer - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_EXAONE4: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_POST_NORM, - }; - case LLM_ARCH_EXAONE_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - LLM_TENSOR_NEXTN_EH_PROJ, - LLM_TENSOR_NEXTN_EMBED_TOKENS, - LLM_TENSOR_NEXTN_ENORM, - LLM_TENSOR_NEXTN_HNORM, - LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, - LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, - }; - case LLM_ARCH_RWKV6: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_NORM_2, - LLM_TENSOR_TIME_MIX_W1, - LLM_TENSOR_TIME_MIX_W2, - LLM_TENSOR_TIME_MIX_LERP_X, - LLM_TENSOR_TIME_MIX_LERP_W, - LLM_TENSOR_TIME_MIX_LERP_K, - LLM_TENSOR_TIME_MIX_LERP_V, - LLM_TENSOR_TIME_MIX_LERP_R, - LLM_TENSOR_TIME_MIX_LERP_G, - LLM_TENSOR_TIME_MIX_LERP_FUSED, - LLM_TENSOR_TIME_MIX_FIRST, - LLM_TENSOR_TIME_MIX_DECAY, - LLM_TENSOR_TIME_MIX_DECAY_W1, - LLM_TENSOR_TIME_MIX_DECAY_W2, - LLM_TENSOR_TIME_MIX_KEY, - LLM_TENSOR_TIME_MIX_VALUE, - LLM_TENSOR_TIME_MIX_RECEPTANCE, - LLM_TENSOR_TIME_MIX_GATE, - LLM_TENSOR_TIME_MIX_LN, - LLM_TENSOR_TIME_MIX_OUTPUT, - LLM_TENSOR_CHANNEL_MIX_LERP_K, - LLM_TENSOR_CHANNEL_MIX_LERP_R, - LLM_TENSOR_CHANNEL_MIX_KEY, - LLM_TENSOR_CHANNEL_MIX_VALUE, - LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, - }; - case LLM_ARCH_RWKV6QWEN2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_TIME_MIX_W1, - LLM_TENSOR_TIME_MIX_W2, - LLM_TENSOR_TIME_MIX_LERP_X, - LLM_TENSOR_TIME_MIX_LERP_FUSED, - LLM_TENSOR_TIME_MIX_FIRST, - LLM_TENSOR_TIME_MIX_DECAY, - LLM_TENSOR_TIME_MIX_DECAY_W1, - LLM_TENSOR_TIME_MIX_DECAY_W2, - LLM_TENSOR_TIME_MIX_KEY, - LLM_TENSOR_TIME_MIX_VALUE, - LLM_TENSOR_TIME_MIX_RECEPTANCE, - LLM_TENSOR_TIME_MIX_GATE, - LLM_TENSOR_TIME_MIX_OUTPUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_RWKV7: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_NORM_2, - LLM_TENSOR_TIME_MIX_W0, - LLM_TENSOR_TIME_MIX_W1, - LLM_TENSOR_TIME_MIX_W2, - LLM_TENSOR_TIME_MIX_A0, - LLM_TENSOR_TIME_MIX_A1, - LLM_TENSOR_TIME_MIX_A2, - LLM_TENSOR_TIME_MIX_V0, - LLM_TENSOR_TIME_MIX_V1, - LLM_TENSOR_TIME_MIX_V2, - LLM_TENSOR_TIME_MIX_G1, - LLM_TENSOR_TIME_MIX_G2, - LLM_TENSOR_TIME_MIX_K_K, - LLM_TENSOR_TIME_MIX_K_A, - LLM_TENSOR_TIME_MIX_R_K, - LLM_TENSOR_TIME_MIX_LERP_FUSED, - LLM_TENSOR_TIME_MIX_KEY, - LLM_TENSOR_TIME_MIX_VALUE, - LLM_TENSOR_TIME_MIX_RECEPTANCE, - LLM_TENSOR_TIME_MIX_LN, - LLM_TENSOR_TIME_MIX_OUTPUT, - LLM_TENSOR_CHANNEL_MIX_LERP_K, - LLM_TENSOR_CHANNEL_MIX_KEY, - LLM_TENSOR_CHANNEL_MIX_VALUE, - }; - case LLM_ARCH_ARWKV7: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_TIME_MIX_W0, - LLM_TENSOR_TIME_MIX_W1, - LLM_TENSOR_TIME_MIX_W2, - LLM_TENSOR_TIME_MIX_A0, - LLM_TENSOR_TIME_MIX_A1, - LLM_TENSOR_TIME_MIX_A2, - LLM_TENSOR_TIME_MIX_V0, - LLM_TENSOR_TIME_MIX_V1, - LLM_TENSOR_TIME_MIX_V2, - LLM_TENSOR_TIME_MIX_G1, - LLM_TENSOR_TIME_MIX_G2, - LLM_TENSOR_TIME_MIX_K_K, - LLM_TENSOR_TIME_MIX_K_A, - LLM_TENSOR_TIME_MIX_R_K, - LLM_TENSOR_TIME_MIX_LERP_FUSED, - LLM_TENSOR_TIME_MIX_KEY, - LLM_TENSOR_TIME_MIX_VALUE, - LLM_TENSOR_TIME_MIX_RECEPTANCE, - LLM_TENSOR_TIME_MIX_LN, - LLM_TENSOR_TIME_MIX_OUTPUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_GRANITE_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_GRANITE_HYBRID: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_SSM_IN, - LLM_TENSOR_SSM_CONV1D, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_D, - LLM_TENSOR_SSM_NORM, - LLM_TENSOR_SSM_OUT, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_WAVTOKENIZER_DEC: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_TOKEN_EMBD_NORM, - LLM_TENSOR_CONV1D, - LLM_TENSOR_CONVNEXT_DW, - LLM_TENSOR_CONVNEXT_NORM, - LLM_TENSOR_CONVNEXT_PW1, - LLM_TENSOR_CONVNEXT_PW2, - LLM_TENSOR_CONVNEXT_GAMMA, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_POS_NET_CONV1, - LLM_TENSOR_POS_NET_CONV2, - LLM_TENSOR_POS_NET_NORM, - LLM_TENSOR_POS_NET_NORM1, - LLM_TENSOR_POS_NET_NORM2, - LLM_TENSOR_POS_NET_ATTN_NORM, - LLM_TENSOR_POS_NET_ATTN_Q, - LLM_TENSOR_POS_NET_ATTN_K, - LLM_TENSOR_POS_NET_ATTN_V, - LLM_TENSOR_POS_NET_ATTN_OUT, - }; - case LLM_ARCH_BAILINGMOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - }; - case LLM_ARCH_BAILINGMOE2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_EXP_PROBS_B, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_NEXTN_EH_PROJ, - LLM_TENSOR_NEXTN_EMBED_TOKENS, - LLM_TENSOR_NEXTN_ENORM, - LLM_TENSOR_NEXTN_HNORM, - LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, - LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, - LLM_TENSOR_LAYER_OUT_NORM, - }; - case LLM_ARCH_DOTS1: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_INP_SHEXP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_ERNIE4_5_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_HUNYUAN_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_OPENAI_MOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_SINKS, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_LFM2: - return { - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_SHORTCONV_CONV, - LLM_TENSOR_SHORTCONV_INPROJ, - LLM_TENSOR_SHORTCONV_OUTPROJ, - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM_LFM2, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_DENSE_2_OUT, - }; - case LLM_ARCH_LFM2MOE: - return { - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_SHORTCONV_CONV, - LLM_TENSOR_SHORTCONV_INPROJ, - LLM_TENSOR_SHORTCONV_OUTPROJ, - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM_LFM2, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_SMALLTHINKER: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - }; - case LLM_ARCH_APERTUS: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_SEED_OSS: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_POST_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_GROVEMOE: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_CHEXPS, - LLM_TENSOR_FFN_DOWN_CHEXPS, - LLM_TENSOR_FFN_UP_CHEXPS, - }; - case LLM_ARCH_MINIMAX_M2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_COGVLM: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_QKV, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_VISEXP_ATTN_QKV, - LLM_TENSOR_VISEXP_ATTN_OUT, - LLM_TENSOR_VISEXP_FFN_GATE, - LLM_TENSOR_VISEXP_FFN_DOWN, - LLM_TENSOR_VISEXP_FFN_UP, - }; - case LLM_ARCH_MIMO2: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_SINKS, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_STEP35: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ROPE_FACTORS_LONG, - LLM_TENSOR_ROPE_FACTORS_SHORT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_GATE, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_EXP_PROBS_B, - }; - case LLM_ARCH_GPTJ: - case LLM_ARCH_UNKNOWN: - return { - LLM_TENSOR_TOKEN_EMBD, - }; - case LLM_ARCH_MAINCODER: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_Q_NORM, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_K_NORM, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - }; - case LLM_ARCH_KIMI_LINEAR: - return { - LLM_TENSOR_TOKEN_EMBD, - LLM_TENSOR_OUTPUT_NORM, - LLM_TENSOR_OUTPUT, - LLM_TENSOR_ROPE_FREQS, - LLM_TENSOR_ATTN_NORM, - LLM_TENSOR_ATTN_Q, - LLM_TENSOR_ATTN_K, - LLM_TENSOR_ATTN_V, - LLM_TENSOR_ATTN_OUT, - LLM_TENSOR_FFN_NORM, - // Dense FFN (layer 0 only) - LLM_TENSOR_FFN_GATE, - LLM_TENSOR_FFN_DOWN, - LLM_TENSOR_FFN_UP, - // MoE FFN (layers 1+) - LLM_TENSOR_FFN_GATE_INP, - LLM_TENSOR_FFN_GATE_EXPS, - LLM_TENSOR_FFN_DOWN_EXPS, - LLM_TENSOR_FFN_UP_EXPS, - LLM_TENSOR_FFN_EXP_PROBS_B, - // Shared experts - LLM_TENSOR_FFN_GATE_SHEXP, - LLM_TENSOR_FFN_DOWN_SHEXP, - LLM_TENSOR_FFN_UP_SHEXP, - // KDA (using SSM_ enum prefix, keeping GGUF names for backward compat) - LLM_TENSOR_SSM_CONV1D_Q, - LLM_TENSOR_SSM_CONV1D_K, - LLM_TENSOR_SSM_CONV1D_V, - LLM_TENSOR_SSM_F_A, - LLM_TENSOR_SSM_F_B, - LLM_TENSOR_SSM_BETA, - LLM_TENSOR_SSM_A, - LLM_TENSOR_SSM_G_A, - LLM_TENSOR_SSM_G_B, - LLM_TENSOR_SSM_DT, - LLM_TENSOR_SSM_NORM, - // MLA - LLM_TENSOR_ATTN_Q_A, - LLM_TENSOR_ATTN_Q_B, - LLM_TENSOR_ATTN_Q_A_NORM, - LLM_TENSOR_ATTN_KV_A_MQA, - LLM_TENSOR_ATTN_KV_B, - LLM_TENSOR_ATTN_K_B, - LLM_TENSOR_ATTN_V_B, - LLM_TENSOR_ATTN_KV_A_NORM, - }; - default: - GGML_ABORT("unknown architecture for tensor mapping"); - } -} - // declare information about the model weight tensors: // - the layer in which the tensor is going to be used. this is needed in order to assign the correct buffer type for the weight // - the operator which is going to use the weight. this is needed to determine if the respective backend supports the operator @@ -2549,20 +558,20 @@ static std::set llm_get_tensor_names(llm_arch arch) { // example: https://github.com/ggml-org/llama.cpp/pull/17548 // static const std::map LLM_TENSOR_INFOS = { - {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, - {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, - {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, - {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_INPUT, GGML_OP_MUL}}, - {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, - {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, - {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, - {LLM_TENSOR_CLS_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, - {LLM_TENSOR_DENSE_2_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output - {LLM_TENSOR_DENSE_3_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output - {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, - {LLM_TENSOR_OUTPUT_NORM_LFM2, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, - {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, - {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, + {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, + {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, + {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, // do the norms on the first layer (not the input layer) + {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_CLS_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_DENSE_2_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output + {LLM_TENSOR_DENSE_3_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output + {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_OUTPUT_NORM_LFM2, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, {LLM_TENSOR_ROPE_FREQS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, {LLM_TENSOR_ROPE_FACTORS_LONG, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, {LLM_TENSOR_ROPE_FACTORS_SHORT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, @@ -2670,11 +679,15 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_ATTN_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_FFN_PRE_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_FFN_POST_NORM_1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_FFN_POST_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_FFN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_FFN_NORM_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_LAYER_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_LAYER_OUT_SCALE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_Q_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_KV_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ATTN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, @@ -2695,9 +708,9 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_FFN_UP_CHEXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, {LLM_TENSOR_FFN_EXP_PROBS_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, // altup / laurel (gemma 3n) - {LLM_TENSOR_PER_LAYER_TOKEN_EMBD, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_GET_ROWS}}, - {LLM_TENSOR_PER_LAYER_MODEL_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, - {LLM_TENSOR_PER_LAYER_PROJ_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + {LLM_TENSOR_PER_LAYER_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, + {LLM_TENSOR_PER_LAYER_MODEL_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_PER_LAYER_PROJ_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_ALTUP_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, {LLM_TENSOR_ALTUP_UNEMBD_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, {LLM_TENSOR_PER_LAYER_INP_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, @@ -2713,7 +726,7 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_LAUREL_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, // this tensor is loaded for T5, but never used {LLM_TENSOR_DEC_CROSS_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}}, - {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_INPUT, GGML_OP_IM2COL}}, + {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}}, {LLM_TENSOR_POS_NET_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_POS_NET_NORM1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_POS_NET_NORM2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, @@ -2749,6 +762,9 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_NEXTN_HNORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, {LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, {LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, + // Nemotron 3 Super + {LLM_TENSOR_FFN_LATENT_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, + {LLM_TENSOR_FFN_LATENT_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, }; LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {} @@ -2765,18 +781,13 @@ std::string LLM_KV::operator()(llm_kv kv) const { } LLM_TN_IMPL::LLM_TN_IMPL(llm_arch arch, llm_tensor tensor, const char * suffix, int bid, int xid) - : arch(arch), tensor(tensor), suffix(suffix), bid(bid), xid(xid), - model_tensors(llm_get_tensor_names(arch)) {} + : arch(arch), tensor(tensor), suffix(suffix), bid(bid), xid(xid) {} std::string LLM_TN_IMPL::str() const { if (LLM_TENSOR_NAMES.find(tensor) == LLM_TENSOR_NAMES.end()) { GGML_ABORT("unknown tensor name for tensor id %d", static_cast(tensor)); } - if (model_tensors.find(tensor) == model_tensors.end()) { - return LLM_TENSOR_NAMES.at(tensor); - } - std::string name = ::format(LLM_TENSOR_NAMES.at(tensor), bid, xid); if (suffix != nullptr) { name += "."; @@ -2786,6 +797,15 @@ std::string LLM_TN_IMPL::str() const { return name; } +std::vector llm_arch_all() { + std::vector ret; + ret.reserve(LLM_ARCH_NAMES.size()); + for (const auto & [arch, _] : LLM_ARCH_NAMES) { + ret.push_back(arch); + } + return ret; +} + const char * llm_arch_name(llm_arch arch) { auto it = LLM_ARCH_NAMES.find(arch); if (it == LLM_ARCH_NAMES.end()) { @@ -2853,3 +873,34 @@ bool llm_arch_is_diffusion(const llm_arch & arch) { return false; } } + +bool llm_arch_supports_sm_tensor(const llm_arch & arch) { + switch (arch) { + case LLM_ARCH_GROK: + case LLM_ARCH_MPT: + case LLM_ARCH_PLAMO2: + case LLM_ARCH_MINICPM3: + case LLM_ARCH_GEMMA3N: + case LLM_ARCH_MAMBA: + case LLM_ARCH_MAMBA2: + case LLM_ARCH_JAMBA: + case LLM_ARCH_FALCON_H1: + case LLM_ARCH_OLMO2: + case LLM_ARCH_OLMOE: + case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_GLM_DSA: + case LLM_ARCH_BITNET: + case LLM_ARCH_T5: + case LLM_ARCH_NEMOTRON_H: + case LLM_ARCH_NEMOTRON_H_MOE: + case LLM_ARCH_GRANITE_HYBRID: + case LLM_ARCH_LFM2: + case LLM_ARCH_LFM2MOE: + case LLM_ARCH_MINIMAX_M2: + case LLM_ARCH_MISTRAL4: + case LLM_ARCH_KIMI_LINEAR: + return false; + default: + return true; + } +} diff --git a/src/llama-arch.h b/src/llama-arch.h index 6d1b1df31c..c4aabab7e0 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -4,6 +4,7 @@ #include #include +#include // // gguf constants (sync with gguf.py) @@ -59,6 +60,7 @@ enum llm_arch { LLM_ARCH_GEMMA2, LLM_ARCH_GEMMA3, LLM_ARCH_GEMMA3N, + LLM_ARCH_GEMMA4, LLM_ARCH_GEMMA_EMBEDDING, LLM_ARCH_STARCODER2, LLM_ARCH_MAMBA, @@ -76,6 +78,7 @@ enum llm_arch { LLM_ARCH_ARCTIC, LLM_ARCH_DEEPSEEK, LLM_ARCH_DEEPSEEK2, + LLM_ARCH_DEEPSEEK2OCR, LLM_ARCH_CHATGLM, LLM_ARCH_GLM4, LLM_ARCH_GLM4_MOE, @@ -126,6 +129,7 @@ enum llm_arch { LLM_ARCH_RND1, LLM_ARCH_PANGU_EMBED, LLM_ARCH_MISTRAL3, + LLM_ARCH_MISTRAL4, LLM_ARCH_PADDLEOCR, LLM_ARCH_MIMO2, LLM_ARCH_STEP35, @@ -166,6 +170,7 @@ enum llm_kv { LLM_KV_CONTEXT_LENGTH, LLM_KV_EMBEDDING_LENGTH, LLM_KV_EMBEDDING_LENGTH_OUT, + LLM_KV_EMBEDDING_LENGTH_PER_LAYER, LLM_KV_FEATURES_LENGTH, LLM_KV_BLOCK_COUNT, LLM_KV_LEADING_DENSE_BLOCK_COUNT, @@ -188,6 +193,7 @@ enum llm_kv { LLM_KV_EXPERT_GROUP_SCALE, LLM_KV_EXPERTS_PER_GROUP, LLM_KV_MOE_EVERY_N_LAYERS, + LLM_KV_MOE_LATENT_SIZE, LLM_KV_NEXTN_PREDICT_LAYERS, LLM_KV_NUM_DEEPSTACK_LAYERS, LLM_KV_POOLING_TYPE, @@ -233,11 +239,15 @@ enum llm_kv { LLM_KV_ATTENTION_TEMPERATURE_SCALE, LLM_KV_ATTENTION_KEY_LENGTH_MLA, LLM_KV_ATTENTION_VALUE_LENGTH_MLA, + LLM_KV_ATTENTION_KEY_LENGTH_SWA, + LLM_KV_ATTENTION_VALUE_LENGTH_SWA, LLM_KV_ATTENTION_INDEXER_HEAD_COUNT, LLM_KV_ATTENTION_INDEXER_KEY_LENGTH, LLM_KV_ATTENTION_INDEXER_TOP_K, + LLM_KV_ATTENTION_SHARED_KV_LAYERS, LLM_KV_ROPE_DIMENSION_COUNT, + LLM_KV_ROPE_DIMENSION_COUNT_SWA, LLM_KV_ROPE_DIMENSION_SECTIONS, LLM_KV_ROPE_FREQ_BASE, LLM_KV_ROPE_FREQ_BASE_SWA, @@ -362,6 +372,9 @@ enum llm_tensor { LLM_TENSOR_FFN_GATE_INP_SHEXP, LLM_TENSOR_FFN_NORM, LLM_TENSOR_FFN_POST_NORM, + LLM_TENSOR_FFN_POST_NORM_1, + LLM_TENSOR_FFN_POST_NORM_2, + LLM_TENSOR_FFN_PRE_NORM_2, LLM_TENSOR_FFN_GATE, LLM_TENSOR_FFN_DOWN, LLM_TENSOR_FFN_UP, @@ -381,9 +394,12 @@ enum llm_tensor { LLM_TENSOR_FFN_GATE_CHEXPS, LLM_TENSOR_FFN_UP_CHEXPS, LLM_TENSOR_FFN_EXP_PROBS_B, + LLM_TENSOR_FFN_LATENT_DOWN, + LLM_TENSOR_FFN_LATENT_UP, LLM_TENSOR_ATTN_Q_NORM, LLM_TENSOR_ATTN_K_NORM, LLM_TENSOR_LAYER_OUT_NORM, + LLM_TENSOR_LAYER_OUT_SCALE, LLM_TENSOR_POST_ATTN_NORM, LLM_TENSOR_POST_MLP_NORM, LLM_TENSOR_PER_LAYER_TOKEN_EMBD, // gemma3n @@ -569,8 +585,6 @@ struct LLM_TN_IMPL { const int bid; const int xid; - const std::set model_tensors; - LLM_TN_IMPL(llm_arch arch, llm_tensor tensor, const char * suffix, int bid, int xid); std::string str() const; @@ -608,12 +622,15 @@ struct llm_tensor_info { ggml_op op; }; +std::vector llm_arch_all(); + const char * llm_arch_name(llm_arch arch); llm_arch llm_arch_from_string(const std::string & name); const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor); -bool llm_arch_is_recurrent(const llm_arch & arch); -bool llm_arch_is_hybrid (const llm_arch & arch); -bool llm_arch_is_diffusion(const llm_arch & arch); +bool llm_arch_is_recurrent (const llm_arch & arch); +bool llm_arch_is_hybrid (const llm_arch & arch); +bool llm_arch_is_diffusion (const llm_arch & arch); +bool llm_arch_supports_sm_tensor(const llm_arch & arch); diff --git a/src/llama-batch.cpp b/src/llama-batch.cpp index 386fab04ac..6bf76939cd 100644 --- a/src/llama-batch.cpp +++ b/src/llama-batch.cpp @@ -394,11 +394,13 @@ llama_ubatch llama_batch_allocr::ubatch_reserve(uint32_t n_seq_tokens, uint32_t clear(); split_reset(); + const int64_t n_pos_all = (int64_t) n_tokens*n_pos_per_embd; + auto udata = std::make_shared(); udata->token .resize(n_tokens); udata->embd .clear(); - udata->pos .resize(n_tokens); + udata->pos .resize(n_pos_all); udata->n_seq_id .resize(n_tokens); udata->seq_id .resize(n_tokens); udata->seq_id_unq.resize(0); diff --git a/src/llama-batch.h b/src/llama-batch.h index 8e6fac0efa..f77520e86c 100644 --- a/src/llama-batch.h +++ b/src/llama-batch.h @@ -18,7 +18,7 @@ struct llama_ubatch { } // typical for M-RoPE cases: - // 0 - sequantial position of the tokens/embeddings in the sequence + // 0 - sequential position of the tokens/embeddings in the sequence // 1 - y position in the image // 2 - x position in the image // 3 - other diff --git a/src/llama-chat.cpp b/src/llama-chat.cpp index c415a998f3..6554a89b28 100644 --- a/src/llama-chat.cpp +++ b/src/llama-chat.cpp @@ -49,6 +49,7 @@ static const std::map LLM_CHAT_TEMPLATES = { { "deepseek", LLM_CHAT_TEMPLATE_DEEPSEEK }, { "deepseek2", LLM_CHAT_TEMPLATE_DEEPSEEK_2 }, { "deepseek3", LLM_CHAT_TEMPLATE_DEEPSEEK_3 }, + { "deepseek-ocr", LLM_CHAT_TEMPLATE_DEEPSEEK_OCR }, { "command-r", LLM_CHAT_TEMPLATE_COMMAND_R }, { "llama3", LLM_CHAT_TEMPLATE_LLAMA_3 }, { "chatglm3", LLM_CHAT_TEMPLATE_CHATGLM_3 }, @@ -59,7 +60,8 @@ static const std::map LLM_CHAT_TEMPLATES = { { "exaone4", LLM_CHAT_TEMPLATE_EXAONE_4 }, { "exaone-moe", LLM_CHAT_TEMPLATE_EXAONE_MOE }, { "rwkv-world", LLM_CHAT_TEMPLATE_RWKV_WORLD }, - { "granite", LLM_CHAT_TEMPLATE_GRANITE }, + { "granite", LLM_CHAT_TEMPLATE_GRANITE_3_X }, + { "granite-4.0", LLM_CHAT_TEMPLATE_GRANITE_4_0 }, { "gigachat", LLM_CHAT_TEMPLATE_GIGACHAT }, { "megrez", LLM_CHAT_TEMPLATE_MEGREZ }, { "yandex", LLM_CHAT_TEMPLATE_YANDEX }, @@ -71,6 +73,7 @@ static const std::map LLM_CHAT_TEMPLATES = { { "hunyuan-moe", LLM_CHAT_TEMPLATE_HUNYUAN_MOE }, { "gpt-oss", LLM_CHAT_TEMPLATE_OPENAI_MOE }, { "hunyuan-dense", LLM_CHAT_TEMPLATE_HUNYUAN_DENSE }, + { "hunyuan-ocr", LLM_CHAT_TEMPLATE_HUNYUAN_OCR }, { "kimi-k2", LLM_CHAT_TEMPLATE_KIMI_K2 }, { "seed_oss", LLM_CHAT_TEMPLATE_SEED_OSS }, { "grok-2", LLM_CHAT_TEMPLATE_GROK_2 }, @@ -190,7 +193,10 @@ llm_chat_template llm_chat_detect_template(const std::string & tmpl) { } else if (tmpl_contains("rwkv-world") || tmpl_contains("{{- 'User: ' + message['content']|trim + '\\n\\n' -}}")) { return LLM_CHAT_TEMPLATE_RWKV_WORLD; } else if (tmpl_contains("<|start_of_role|>")) { - return LLM_CHAT_TEMPLATE_GRANITE; + if (tmpl_contains("") || tmpl_contains("")) { + return LLM_CHAT_TEMPLATE_GRANITE_4_0; + } + return LLM_CHAT_TEMPLATE_GRANITE_3_X; } else if (tmpl_contains("message['role'] + additional_special_tokens[0] + message['content'] + additional_special_tokens[1]")) { return LLM_CHAT_TEMPLATE_GIGACHAT; } else if (tmpl_contains("<|role_start|>")) { @@ -211,6 +217,8 @@ llm_chat_template llm_chat_detect_template(const std::string & tmpl) { return LLM_CHAT_TEMPLATE_HUNYUAN_MOE; } else if (tmpl_contains("<|start|>") && tmpl_contains("<|channel|>")) { return LLM_CHAT_TEMPLATE_OPENAI_MOE; + } else if (tmpl_contains("<|hy_Assistant|>") && tmpl_contains("<|hy_begin▁of▁sentence|>")) { + return LLM_CHAT_TEMPLATE_HUNYUAN_OCR; } else if (tmpl_contains("<|hy_Assistant|>") && tmpl_contains("<|hy_place▁holder▁no▁3|>")) { return LLM_CHAT_TEMPLATE_HUNYUAN_DENSE; } else if (tmpl_contains("<|im_assistant|>assistant<|im_middle|>")) { @@ -548,6 +556,11 @@ int32_t llm_chat_apply_template( if (add_ass) { ss << LU8("<|Assistant|>"); } + } else if (tmpl == LLM_CHAT_TEMPLATE_DEEPSEEK_OCR) { + for (auto message : chat) { + // no template + ss << message->content; + } } else if (tmpl == LLM_CHAT_TEMPLATE_EXAONE_3) { // ref: https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct/discussions/8#66bae61b1893d14ee8ed85bb // EXAONE-3.0-7.8B-Instruct @@ -611,8 +624,8 @@ int32_t llm_chat_apply_template( ss << "Assistant: " << trim(chat[i]->content) << "\n\n"; } } - } else if (tmpl == LLM_CHAT_TEMPLATE_GRANITE) { - // IBM Granite template + } else if (tmpl == LLM_CHAT_TEMPLATE_GRANITE_3_X) { + // IBM Granite 3.x template for (const auto & message : chat) { std::string role(message->role); ss << "<|start_of_role|>" << role << "<|end_of_role|>"; @@ -624,6 +637,20 @@ int32_t llm_chat_apply_template( if (add_ass) { ss << "<|start_of_role|>assistant<|end_of_role|>"; } + } else if (tmpl == LLM_CHAT_TEMPLATE_GRANITE_4_0) { + // IBM Granite 4.0 template + for (const auto & message : chat) { + std::string role(message->role); + if (role == "assistant_tool_call") { + ss << "<|start_of_role|>assistant<|end_of_role|><|tool_call|>"; + } else { + ss << "<|start_of_role|>" << role << "<|end_of_role|>"; + } + ss << message->content << "<|end_of_text|>\n"; + } + if (add_ass) { + ss << "<|start_of_role|>assistant<|end_of_role|>"; + } } else if (tmpl == LLM_CHAT_TEMPLATE_GIGACHAT) { // GigaChat template bool has_system = !chat.empty() && std::string(chat[0]->role) == "system"; @@ -798,6 +825,22 @@ int32_t llm_chat_apply_template( ss << "<|hy_User|>" << chat[i]->content << "<|hy_Assistant|>"; } } + } else if (tmpl == LLM_CHAT_TEMPLATE_HUNYUAN_OCR) { + // tencent/HunyuanOCR + ss << "<|hy_begin▁of▁sentence|>"; + for (size_t i = 0; i < chat.size(); i++) { + std::string role(chat[i]->role); + if (i == 0 && role == "system") { + ss << chat[i]->content << "<|hy_place▁holder▁no▁3|>"; + continue; + } + + if (role == "user") { + ss << chat[i]->content << "<|hy_User|>"; + } else if (role == "assistant") { + ss << chat[i]->content << "<|hy_Assistant|>"; + } + } } else if (tmpl == LLM_CHAT_TEMPLATE_KIMI_K2) { // moonshotai/Kimi-K2-Instruct for (auto message : chat) { diff --git a/src/llama-chat.h b/src/llama-chat.h index 9ed1db128e..13f936a946 100644 --- a/src/llama-chat.h +++ b/src/llama-chat.h @@ -28,6 +28,7 @@ enum llm_chat_template { LLM_CHAT_TEMPLATE_DEEPSEEK, LLM_CHAT_TEMPLATE_DEEPSEEK_2, LLM_CHAT_TEMPLATE_DEEPSEEK_3, + LLM_CHAT_TEMPLATE_DEEPSEEK_OCR, LLM_CHAT_TEMPLATE_COMMAND_R, LLM_CHAT_TEMPLATE_LLAMA_3, LLM_CHAT_TEMPLATE_CHATGLM_3, @@ -38,7 +39,8 @@ enum llm_chat_template { LLM_CHAT_TEMPLATE_EXAONE_4, LLM_CHAT_TEMPLATE_EXAONE_MOE, LLM_CHAT_TEMPLATE_RWKV_WORLD, - LLM_CHAT_TEMPLATE_GRANITE, + LLM_CHAT_TEMPLATE_GRANITE_3_X, + LLM_CHAT_TEMPLATE_GRANITE_4_0, LLM_CHAT_TEMPLATE_GIGACHAT, LLM_CHAT_TEMPLATE_MEGREZ, LLM_CHAT_TEMPLATE_YANDEX, @@ -51,6 +53,7 @@ enum llm_chat_template { LLM_CHAT_TEMPLATE_HUNYUAN_MOE, LLM_CHAT_TEMPLATE_OPENAI_MOE, LLM_CHAT_TEMPLATE_HUNYUAN_DENSE, + LLM_CHAT_TEMPLATE_HUNYUAN_OCR, LLM_CHAT_TEMPLATE_KIMI_K2, LLM_CHAT_TEMPLATE_SEED_OSS, LLM_CHAT_TEMPLATE_GROK_2, diff --git a/src/llama-context.cpp b/src/llama-context.cpp index 98d055d34e..ee0c29235c 100644 --- a/src/llama-context.cpp +++ b/src/llama-context.cpp @@ -1,5 +1,6 @@ #include "llama-context.h" +#include "ggml.h" #include "llama-arch.h" #include "llama-impl.h" #include "llama-batch.h" @@ -7,6 +8,8 @@ #include "llama-memory.h" #include "llama-mmap.h" #include "llama-model.h" +#include "llama-ext.h" +#include "llama.h" #include #include @@ -150,6 +153,10 @@ llama_context::llama_context( cparams.flash_attn = params.flash_attn_type != LLAMA_FLASH_ATTN_TYPE_DISABLED; cparams.auto_fa = params.flash_attn_type == LLAMA_FLASH_ATTN_TYPE_AUTO; + cparams.fused_gdn_ar = true; + cparams.fused_gdn_ch = true; + cparams.auto_fgdn = true; + // with causal attention, the batch size is limited by the context size cparams.n_batch = cparams.causal_attn ? std::min(cparams.n_ctx, params.n_batch) : params.n_batch; @@ -158,7 +165,7 @@ llama_context::llama_context( cparams.op_offload = params.op_offload; cparams.kv_unified = params.kv_unified; - // intialized later + // initialized later cparams.pipeline_parallel = false; { @@ -212,10 +219,10 @@ llama_context::llama_context( if (!hparams.vocab_only) { // GPU backends - for (auto * dev : model.devices) { - ggml_backend_t backend = ggml_backend_dev_init(dev, nullptr); + for (const auto & dev : model.devices) { + ggml_backend_t backend = ggml_backend_dev_init(dev.dev, nullptr); if (backend == nullptr) { - throw std::runtime_error(format("failed to initialize %s backend", ggml_backend_dev_name(dev))); + throw std::runtime_error(format("failed to initialize %s backend", ggml_backend_dev_name(dev.dev))); } backends.emplace_back(backend); } @@ -290,8 +297,8 @@ llama_context::llama_context( if (backend_type == GGML_BACKEND_DEVICE_TYPE_CPU && !model.devices.empty()) { // use the host buffer of the first device CPU for faster transfer of the intermediate state - auto * dev = model.devices[0]; - auto * host_buft = ggml_backend_dev_host_buffer_type(dev); + const auto & dev = model.devices[0]; + auto * host_buft = ggml_backend_dev_host_buffer_type(dev.dev); if (host_buft) { buft = host_buft; } @@ -422,7 +429,7 @@ void llama_context::sched_reserve() { if (cparams.auto_fa) { auto * gf = graph_reserve(1, n_seqs, n_outputs, mctx.get(), true); if (!gf) { - throw std::runtime_error("failed to split graph for Flash Attention check"); + throw std::runtime_error("failed to reserve graph for Flash Attention check"); } const size_t prefix_len = strlen(LLAMA_TENSOR_NAME_FATTN) + 1; @@ -432,8 +439,7 @@ void llama_context::sched_reserve() { if (n->op != GGML_OP_FLASH_ATTN_EXT) { continue; } - ggml_backend_dev_t device_fa = ggml_backend_get_device( - ggml_backend_sched_get_tensor_backend(sched.get(), n)); + ggml_backend_dev_t device_fa = ggml_backend_get_device(ggml_backend_sched_get_tensor_backend(sched.get(), n)); // TODO: instead of the tensor names, use a map to keep track of which (FA) tensors belong to which layer GGML_ASSERT(strncmp(n->name, LLAMA_TENSOR_NAME_FATTN "-", prefix_len) == 0); @@ -448,6 +454,7 @@ void llama_context::sched_reserve() { break; } } + if (fa_device_mismatch) { cparams.flash_attn = false; LLAMA_LOG_WARN("%s: Flash Attention was auto, set to disabled\n", __func__); @@ -459,6 +466,88 @@ void llama_context::sched_reserve() { cparams.auto_fa = false; } + if (cparams.auto_fgdn) { + LLAMA_LOG_INFO("%s: resolving fused Gated Delta Net support:\n", __func__); + + if (cparams.fused_gdn_ar) { + auto * gf = graph_reserve(1, n_seqs, n_outputs, mctx.get(), true); + if (!gf) { + throw std::runtime_error("failed to reserve graph for fused Gated Delta Net check (autoregressive)"); + } + + const size_t prefix_len = strlen(LLAMA_TENSOR_NAME_FGDN_AR) + 1; + bool gdn_device_mismatch = false; + for (int i = 0; i < ggml_graph_n_nodes(gf); i++) { + ggml_tensor * n = ggml_graph_node(gf, i); + if (n->op != GGML_OP_GATED_DELTA_NET) { + continue; + } + ggml_backend_dev_t device_gdn = ggml_backend_get_device(ggml_backend_sched_get_tensor_backend(sched.get(), n)); + + GGML_ASSERT(strncmp(n->name, LLAMA_TENSOR_NAME_FGDN_AR "-", prefix_len) == 0); + const int il = std::stoi(n->name + prefix_len); + ggml_backend_dev_t device_kv = model.dev_layer(il); + if (device_gdn != device_kv) { + LLAMA_LOG_WARN("%s: layer %d is assigned to device %s but the fused Gated Delta Net tensor " + "is assigned to device %s (usually due to missing support)\n", + __func__, il, ggml_backend_dev_name(device_kv), ggml_backend_dev_name(device_gdn)); + gdn_device_mismatch = true; + break; + } + } + + if (gdn_device_mismatch) { + cparams.fused_gdn_ar = false; + LLAMA_LOG_WARN("%s: fused Gated Delta Net (autoregressive) not supported, set to disabled\n", __func__); + } else { + LLAMA_LOG_INFO("%s: fused Gated Delta Net (autoregressive) enabled\n", __func__); + } + } + + if (cparams.fused_gdn_ch) { + // more than one token in the batch per sequence in order to take the chunked path + // note: n_outputs must match n_tokens for embedding models with mean/rank pooling, + // because build_pooling creates inp_mean with shape [n_tokens, n_seqs] and multiplies + // it with t_embd which is reduced to [n_outputs, ...] via out_ids. if n_outputs != n_tokens, + // the ggml_mul_mat assertion fails. this matches the pp reservation below (line ~553). + const uint32_t n_tokens_ch = 16*n_seqs; + auto * gf = graph_reserve(n_tokens_ch, n_seqs, n_tokens_ch, mctx.get(), true); + if (!gf) { + throw std::runtime_error("failed to reserve graph for fused Gated Delta Net check (chunked)"); + } + + const size_t prefix_len = strlen(LLAMA_TENSOR_NAME_FGDN_CH) + 1; + bool gdn_device_mismatch = false; + for (int i = 0; i < ggml_graph_n_nodes(gf); i++) { + ggml_tensor * n = ggml_graph_node(gf, i); + if (n->op != GGML_OP_GATED_DELTA_NET) { + continue; + } + ggml_backend_dev_t device_gdn = ggml_backend_get_device(ggml_backend_sched_get_tensor_backend(sched.get(), n)); + + GGML_ASSERT(strncmp(n->name, LLAMA_TENSOR_NAME_FGDN_CH "-", prefix_len) == 0); + const int il = std::stoi(n->name + prefix_len); + ggml_backend_dev_t device_kv = model.dev_layer(il); + if (device_gdn != device_kv) { + LLAMA_LOG_WARN("%s: layer %d is assigned to device %s but the fused Gated Delta Net tensor " + "is assigned to device %s (usually due to missing support)\n", + __func__, il, ggml_backend_dev_name(device_kv), ggml_backend_dev_name(device_gdn)); + gdn_device_mismatch = true; + break; + } + } + + if (gdn_device_mismatch) { + cparams.fused_gdn_ch = false; + LLAMA_LOG_WARN("%s: fused Gated Delta Net (chunked) not supported, set to disabled\n", __func__); + } else { + LLAMA_LOG_INFO("%s: fused Gated Delta Net (chunked) enabled\n", __func__); + } + } + + cparams.auto_fgdn = false; + } + // reserve worst-case graph int n_splits_pp = -1; int n_nodes_pp = -1; @@ -499,7 +588,7 @@ void llama_context::sched_reserve() { // reserve again with pp graph to avoid ggml-alloc reallocations during inference { - // TODO: not sure if the following graph would be worster case for multi-stream KV caches: + // TODO: not sure if the following graph would be worst case for multi-stream KV caches: // // auto * gf = graph_reserve(n_tokens, 1, n_tokens, mctx.get()); // @@ -933,9 +1022,11 @@ void llama_context::set_abort_callback(bool (*abort_callback)(void * data), void for (auto & backend : backends) { auto * reg = ggml_backend_dev_backend_reg(ggml_backend_get_device(backend.get())); - auto * set_abort_callback_fn = (ggml_backend_set_abort_callback_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_abort_callback"); - if (set_abort_callback_fn) { - set_abort_callback_fn(backend.get(), this->abort_callback, this->abort_callback_data); + if (reg) { + auto * set_abort_callback_fn = (ggml_backend_set_abort_callback_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_abort_callback"); + if (set_abort_callback_fn) { + set_abort_callback_fn(backend.get(), this->abort_callback, this->abort_callback_data); + } } } } @@ -1039,11 +1130,15 @@ void llama_context::set_adapters_lora(llama_adapter_lora ** adapters, size_t n_a bool llama_context::adapters_lora_are_same(llama_adapter_lora ** adapters, size_t n_adapters, float * scales) { LLAMA_LOG_DEBUG("%s: adapters = %p\n", __func__, (void *) adapters); - if (n_adapters != loras->size()) { - return false; - } + // Adapters with a zero scale are never added to `loras`, so also ignore them for the comparison. + size_t n_non_zero = 0; for (size_t i = 0; i < n_adapters; i ++) { + if (scales[i] == 0.0f) { + continue; + } + n_non_zero++; + auto it = loras->find(adapters[i]); if (it == loras->end() || it->second != scales[i]) { @@ -1051,6 +1146,10 @@ bool llama_context::adapters_lora_are_same(llama_adapter_lora ** adapters, size_ } } + if (n_non_zero != loras->size()) { + return false; + } + return true; } @@ -1062,9 +1161,11 @@ bool llama_context::set_adapter_cvec( int32_t il_end) { LLAMA_LOG_DEBUG("%s: il_start = %d, il_end = %d\n", __func__, il_start, il_end); - // TODO: should we reserve? + bool res = cvec->apply(model, data, len, n_embd, il_start, il_end); - return cvec->apply(model, data, len, n_embd, il_start, il_end); + sched_need_reserve = true; + + return res; } llm_graph_result * llama_context::process_ubatch(const llama_ubatch & ubatch, llm_graph_type gtype, llama_memory_context_i * mctx, ggml_status & ret) { @@ -1084,6 +1185,13 @@ llm_graph_result * llama_context::process_ubatch(const llama_ubatch & ubatch, ll if (!graph_reuse_disable && res->can_reuse(gparams)) { //LLAMA_LOG_DEBUG("%s: reusing previous graph\n", __func__); + // with pipeline parallelism, the previous graph_compute_async may still be running + // on the GPU. we must synchronize before set_inputs to avoid overwriting input tensors + // that the previous compute is still reading. + if (cparams.pipeline_parallel) { + ggml_backend_sched_synchronize(sched.get()); + } + n_reused++; } else { res->reset(); @@ -1114,6 +1222,7 @@ llm_graph_result * llama_context::process_ubatch(const llama_ubatch & ubatch, ll { //const auto t_start_us = ggml_time_us(); + // FIXME this call causes a crash if any model inputs were not used in the graph and were therefore not allocated res->set_inputs(&ubatch); //LLAMA_LOG_INFO("graph set inputs time: %.3f ms\n", (ggml_time_us() - t_start_us)/1000.0); @@ -1241,8 +1350,11 @@ int llama_context::encode(const llama_batch & batch_inp) { const llama_seq_id seq_id = ubatch.seq_id_unq[s]; const int32_t seq_idx = ubatch.seq_idx[seq_id]; - embd_seq_out[seq_id].resize(n_embd); - ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd*seq_idx)*sizeof(float), n_embd*sizeof(float)); + // use n_embd_out (not n_embd_inp) - the pooled embedding has the model's + // output dimension, which differs from input dimension for deepstack models (e.g. qwen3vl) + const uint32_t n_embd_out = hparams.n_embd_out(); + embd_seq_out[seq_id].resize(n_embd_out); + ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd_out*seq_idx)*sizeof(float), n_embd_out*sizeof(float)); } } break; case LLAMA_POOLING_TYPE_RANK: @@ -1663,12 +1775,16 @@ int llama_context::decode(const llama_batch & batch_inp) { // extract sequence embeddings (cleared before processing each batch) auto & embd_seq_out = embd_seq; + // use n_embd_out (not n_embd_inp) - the pooled embedding has the model's + // output dimension, which differs from input dimension for deepstack models (e.g. qwen3vl) + const uint32_t n_embd_out = hparams.n_embd_out(); + for (uint32_t s = 0; s < ubatch.n_seqs_unq; ++s) { const llama_seq_id seq_id = ubatch.seq_id_unq[s]; const int32_t seq_idx = ubatch.seq_idx[seq_id]; - embd_seq_out[seq_id].resize(n_embd); - ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd*seq_idx)*sizeof(float), n_embd*sizeof(float)); + embd_seq_out[seq_id].resize(n_embd_out); + ggml_backend_tensor_get_async(backend_embd, t_embd, embd_seq_out[seq_id].data(), (n_embd_out*seq_idx)*sizeof(float), n_embd_out*sizeof(float)); } } break; case LLAMA_POOLING_TYPE_RANK: @@ -1840,6 +1956,7 @@ uint32_t llama_context::output_reserve(int32_t n_outputs) { LLAMA_LOG_ERROR("%s: failed to allocate output buffer of size %.2f MiB\n", __func__, new_size / (1024.0 * 1024.0)); return 0; } + ggml_backend_buffer_clear(buf_output.get(), 0); } float * output_base = (float *) ggml_backend_buffer_get_base(buf_output.get()); @@ -1981,7 +2098,7 @@ ggml_cgraph * llama_context::graph_reserve( ggml_backend_sched_reset(sched.get()); - // when the scheduler is reset, we cannnot reuse the old graph, so we reset the previous graph result to prevent that + // when the scheduler is reset, we cannot reuse the old graph, so we reset the previous graph result to prevent that gf_res_prev->reset(); // store the n_outputs as it is, and restore it afterwards @@ -2829,21 +2946,40 @@ llama_context * llama_init_from_model( params.flash_attn_type = LLAMA_FLASH_ATTN_TYPE_DISABLED; } - if (params.flash_attn_type == LLAMA_FLASH_ATTN_TYPE_AUTO && ggml_is_quantized(params.type_k)) { - const uint32_t blck_size = ggml_blck_size(params.type_k); - if (model->hparams.n_embd_head_k % blck_size != 0) { - LLAMA_LOG_ERROR("%s: K cache type %s with block size %u does not divide n_embd_head_k=%u\n", - __func__, ggml_type_name(params.type_k), blck_size, model->hparams.n_embd_head_k); + if (model->split_mode() == LLAMA_SPLIT_MODE_TENSOR) { + if (params.flash_attn_type == LLAMA_FLASH_ATTN_TYPE_AUTO) { + LLAMA_LOG_INFO("%s: enabling flash_attn since it is required for SPLIT_MODE_TENSOR\n", __func__); + params.flash_attn_type = LLAMA_FLASH_ATTN_TYPE_ENABLED; + } + if (params.flash_attn_type != LLAMA_FLASH_ATTN_TYPE_ENABLED) { + LLAMA_LOG_ERROR("%s: SPLIT_MODE_TENSOR requires flash_attn to be enabled\n", __func__); + return nullptr; + } + if (ggml_is_quantized(params.type_k) || ggml_is_quantized(params.type_v)) { + LLAMA_LOG_ERROR("%s: simultaneous use of SPLIT_MODE_TENSOR and KV cache quantization not implemented\n", __func__); return nullptr; } } - if (params.flash_attn_type == LLAMA_FLASH_ATTN_TYPE_AUTO && ggml_is_quantized(params.type_v)) { + if (params.flash_attn_type != LLAMA_FLASH_ATTN_TYPE_DISABLED && ggml_is_quantized(params.type_k)) { + const uint32_t blck_size = ggml_blck_size(params.type_k); + for (uint32_t il = 0; il < model->hparams.n_layer; ++il) { + if (model->hparams.n_embd_head_k(il) % blck_size != 0) { + LLAMA_LOG_ERROR("%s: K cache type %s with block size %u does not divide n_embd_head_k=%u\n", + __func__, ggml_type_name(params.type_k), blck_size, model->hparams.n_embd_head_k(il)); + return nullptr; + } + } + } + + if (params.flash_attn_type != LLAMA_FLASH_ATTN_TYPE_DISABLED && ggml_is_quantized(params.type_v)) { const uint32_t blck_size = ggml_blck_size(params.type_v); - if (model->hparams.n_embd_head_v % blck_size != 0) { - LLAMA_LOG_ERROR("%s: V cache type %s with block size %u does not divide n_embd_head_k=%u\n", - __func__, ggml_type_name(params.type_v), blck_size, model->hparams.n_embd_head_v); - return nullptr; + for (uint32_t il = 0; il < model->hparams.n_layer; ++il) { + if (model->hparams.n_embd_head_v(il) % blck_size != 0) { + LLAMA_LOG_ERROR("%s: V cache type %s with block size %u does not divide n_embd_head_v=%u\n", + __func__, ggml_type_name(params.type_v), blck_size, model->hparams.n_embd_head_v(il)); + return nullptr; + } } } @@ -3035,6 +3171,19 @@ uint32_t llama_get_sampled_probs_count_ith(llama_context * ctx, int32_t i) { return static_cast(ctx->get_sampled_probs_count(i)); } +struct ggml_cgraph * llama_graph_reserve( + struct llama_context * ctx, + uint32_t n_tokens, + uint32_t n_seqs, + uint32_t n_outputs) { + auto * memory = ctx->get_memory(); + llama_memory_context_ptr mctx; + if (memory) { + mctx = memory->init_full(); + } + return ctx->graph_reserve(n_tokens, n_seqs, n_outputs, mctx.get()); +} + // llama adapter API int32_t llama_set_adapters_lora( @@ -3345,7 +3494,7 @@ void llama_perf_context_reset(llama_context * ctx) { } void llama_memory_breakdown_print(const struct llama_context * ctx) { - const std::vector & devices = ctx->get_model().devices; + const auto & devices = ctx->get_model().devices; std::map memory_breakdown = ctx->memory_breakdown(); @@ -3381,7 +3530,7 @@ void llama_memory_breakdown_print(const struct llama_context * ctx) { if (dev) { int i_dev = -1; for (size_t i = 0; i < devices.size(); i++) { - if (devices[i] == dev) { + if (devices[i].dev == dev) { i_dev = i; break; } @@ -3398,7 +3547,7 @@ void llama_memory_breakdown_print(const struct llama_context * ctx) { // print memory breakdown for each device: for (size_t i = 0; i < devices.size(); i++) { - ggml_backend_dev_t dev = devices[i]; + ggml_backend_dev_t dev = devices[i].dev; llama_memory_breakdown_data mb = mb_dev[i]; const std::string name = ggml_backend_dev_name(dev); diff --git a/src/llama-cparams.h b/src/llama-cparams.h index 2da3bbd6f9..9d35947413 100644 --- a/src/llama-cparams.h +++ b/src/llama-cparams.h @@ -31,6 +31,9 @@ struct llama_cparams { bool offload_kqv; bool flash_attn; bool auto_fa; + bool fused_gdn_ar; // use fused gated delta net (autoregressive) + bool fused_gdn_ch; // use fused gated delta net (chunked) + bool auto_fgdn; bool no_perf; bool warmup; bool op_offload; diff --git a/src/llama-ext.h b/src/llama-ext.h new file mode 100644 index 0000000000..2ffb77934e --- /dev/null +++ b/src/llama-ext.h @@ -0,0 +1,56 @@ +#pragma once + +#include "llama.h" + +#include + +// Reserve a new compute graph. It is valid until the next call to llama_graph_reserve. +LLAMA_API struct ggml_cgraph * llama_graph_reserve( + struct llama_context * ctx, + uint32_t n_tokens, + uint32_t n_seqs, + uint32_t n_outputs); + +// Get the default ggml_type for a given ftype. +LLAMA_API ggml_type llama_ftype_get_default_type(llama_ftype ftype); + +// Quantization state. +struct quantize_state_impl; + +LLAMA_API quantize_state_impl * llama_quant_init( + const llama_model * model, + const llama_model_quantize_params * params); + +LLAMA_API void llama_quant_free(quantize_state_impl * qs); + +// Descriptor for constructing a mock model for quantization testing. +struct llama_quant_model_desc { + const char * architecture; + uint32_t n_embd; + uint32_t n_ff; + uint32_t n_layer; + uint32_t n_head; + uint32_t n_head_kv; + uint32_t n_expert; + uint32_t n_embd_head_k; + uint32_t n_embd_head_v; +}; + +// Create a mock model from a metadata descriptor (for testing). +// The returned model must be freed with llama_model_free(). +LLAMA_API llama_model * llama_quant_model_from_metadata(const llama_quant_model_desc * desc); + +// Returns true if this tensor should be quantized (based on name, dims, params). +LLAMA_API bool llama_quant_tensor_allows_quantization( + const quantize_state_impl * qs, + const ggml_tensor * tensor); + +// Compute quantization type assignments for a list of tensors. +// All tensors should be quantizable (use llama_quant_tensor_allows_quantization to filter). +// result_types: caller-allocated array of n_tensors elements, filled with assigned types. +LLAMA_API void llama_quant_compute_types( + quantize_state_impl * qs, + llama_ftype ftype, + ggml_tensor ** tensors, + ggml_type * result_types, + size_t n_tensors); diff --git a/src/llama-grammar.cpp b/src/llama-grammar.cpp index 2d55070cec..badcbfd0fb 100644 --- a/src/llama-grammar.cpp +++ b/src/llama-grammar.cpp @@ -7,6 +7,7 @@ #include #include #include +#include #include #define MAX_REPETITION_THRESHOLD 2000 @@ -454,6 +455,7 @@ const char * llama_grammar_parser::parse_sequence( bool is_nested) { size_t last_sym_start = rule.size(); const char * pos = src; + uint64_t n_prev_rules = 1; // use UINT64_MAX as the empty value because we aligned to the proper uint64_t type so -1 can't be used // (though it's technically the same as -1 now) @@ -481,6 +483,18 @@ const char * llama_grammar_parser::parse_sequence( // S' ::= S | llama_grammar_rule prev_rule(rule.begin() + last_sym_start, rule.end()); + // Calculate the total number of rules that will be generated by this repetition + uint64_t total_rules = 1; // Start with 1 for the original rule + if (!no_max && max_times > 0) { + total_rules = max_times; + } else if (min_times > 0) { + total_rules = min_times; + } + + if (n_prev_rules * total_rules >= MAX_REPETITION_THRESHOLD) { + throw std::runtime_error("number of rules that are going to be repeated multiplied by the new repetition exceeds sane defaults, please reduce the number of repetitions or rule complexity"); + } + if (min_times == 0) { rule.resize(last_sym_start); } else { @@ -508,12 +522,15 @@ const char * llama_grammar_parser::parse_sequence( if (n_opt > 0) { rule.push_back({LLAMA_GRETYPE_RULE_REF, last_rec_rule_id}); } + n_prev_rules *= total_rules; + GGML_ASSERT(n_prev_rules >= 1); }; while (*pos) { if (*pos == '"') { // literal string pos++; last_sym_start = rule.size(); + n_prev_rules = 1; while (*pos != '"') { if (!*pos) { throw std::runtime_error("unexpected end of input"); @@ -531,6 +548,7 @@ const char * llama_grammar_parser::parse_sequence( start_type = LLAMA_GRETYPE_CHAR_NOT; } last_sym_start = rule.size(); + n_prev_rules = 1; while (*pos != ']') { if (!*pos) { throw std::runtime_error("unexpected end of input"); @@ -561,6 +579,7 @@ const char * llama_grammar_parser::parse_sequence( auto token_pair = parse_token(vocab, pos); const char * token_end = token_pair.second; last_sym_start = rule.size(); + n_prev_rules = 1; rule.push_back({type, token_pair.first}); pos = parse_space(token_end, is_nested); } else if (is_word_char(*pos)) { // rule reference @@ -568,12 +587,15 @@ const char * llama_grammar_parser::parse_sequence( uint32_t ref_rule_id = get_symbol_id(pos, name_end - pos); pos = parse_space(name_end, is_nested); last_sym_start = rule.size(); + n_prev_rules = 1; rule.push_back({LLAMA_GRETYPE_RULE_REF, ref_rule_id}); } else if (*pos == '(') { // grouping // parse nested alternates into synthesized rule pos = parse_space(pos + 1, true); + uint32_t n_rules_before = symbol_ids.size(); uint32_t sub_rule_id = generate_symbol_id(rule_name); pos = parse_alternates(pos, rule_name, sub_rule_id, true); + n_prev_rules = std::max(1u, (uint32_t)symbol_ids.size() - n_rules_before); last_sym_start = rule.size(); // output reference to synthesized rule rule.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id}); @@ -583,6 +605,7 @@ const char * llama_grammar_parser::parse_sequence( pos = parse_space(pos + 1, is_nested); } else if (*pos == '.') { // any char last_sym_start = rule.size(); + n_prev_rules = 1; rule.push_back({LLAMA_GRETYPE_CHAR_ANY, 0}); pos = parse_space(pos + 1, is_nested); } else if (*pos == '*') { @@ -601,7 +624,7 @@ const char * llama_grammar_parser::parse_sequence( throw std::runtime_error(std::string("expecting an int at ") + pos); } const char * int_end = parse_int(pos); - uint64_t min_times = std::stoul(std::string(pos, int_end - pos)); + uint64_t min_times = std::stoull(std::string(pos, int_end - pos)); pos = parse_space(int_end, is_nested); uint64_t max_times = UINT64_MAX; // default: no max limit @@ -614,7 +637,7 @@ const char * llama_grammar_parser::parse_sequence( if (is_digit_char(*pos)) { const char * int_end = parse_int(pos); - max_times = std::stoul(std::string(pos, int_end - pos)); + max_times = std::stoull(std::string(pos, int_end - pos)); pos = parse_space(int_end, is_nested); } @@ -830,32 +853,54 @@ static bool llama_grammar_match_token( static void llama_grammar_advance_stack( const llama_grammar_rules & rules, const llama_grammar_stack & stack, - llama_grammar_stacks & new_stacks) { - if (stack.empty()) { - if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) { - new_stacks.emplace_back(stack); + llama_grammar_stacks & new_stacks) { + std::vector todo; + todo.push_back(stack); + + auto stack_cmp = [](const llama_grammar_stack & a, const llama_grammar_stack & b) { + return std::lexicographical_compare(a.begin(), a.end(), b.begin(), b.end(), + [](const llama_grammar_element * pa, const llama_grammar_element * pb) { + return pa < pb; // Compare pointer addresses + } + ); + }; + + std::set seen(stack_cmp); + + while (!todo.empty()) { + llama_grammar_stack curr_stack = std::move(todo.back()); + todo.pop_back(); + + if (seen.find( curr_stack) != seen.end()) { + continue; } - return; - } + seen.insert(curr_stack); - const llama_grammar_element * pos = stack.back(); + if (curr_stack.empty()) { + if (std::find(new_stacks.begin(), new_stacks.end(), curr_stack) == new_stacks.end()) { + new_stacks.emplace_back(std::move(curr_stack)); + } + continue; + } - switch (pos->type) { + const llama_grammar_element * pos = curr_stack.back(); + + switch (pos->type) { case LLAMA_GRETYPE_RULE_REF: { const size_t rule_id = static_cast(pos->value); const llama_grammar_element * subpos = rules[rule_id].data(); do { // init new stack without the top (pos) - llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); + llama_grammar_stack next_stack(curr_stack.begin(), curr_stack.end() - 1); if (!llama_grammar_is_end_of_sequence(pos + 1)) { // if this rule ref is followed by another element, add that to stack - new_stack.push_back(pos + 1); + next_stack.push_back(pos + 1); } if (!llama_grammar_is_end_of_sequence(subpos)) { // if alternate is nonempty, add to stack - new_stack.push_back(subpos); + next_stack.push_back(subpos); } - llama_grammar_advance_stack(rules, new_stack, new_stacks); + todo.push_back(std::move(next_stack)); while (!llama_grammar_is_end_of_sequence(subpos)) { // scan to end of alternate def subpos++; @@ -874,9 +919,9 @@ static void llama_grammar_advance_stack( case LLAMA_GRETYPE_CHAR_ANY: case LLAMA_GRETYPE_TOKEN: case LLAMA_GRETYPE_TOKEN_NOT: - if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) { + if (std::find(new_stacks.begin(), new_stacks.end(), curr_stack) == new_stacks.end()) { // only add the stack if it's not a duplicate of one we already have - new_stacks.emplace_back(stack); + new_stacks.emplace_back(std::move(curr_stack)); } break; default: @@ -884,6 +929,7 @@ static void llama_grammar_advance_stack( // (LLAMA_GRETYPE_CHAR_ALT, LLAMA_GRETYPE_CHAR_RNG_UPPER); stack should never be left on // those GGML_ABORT("fatal error"); + } } } @@ -1160,13 +1206,13 @@ struct llama_grammar * llama_grammar_init_impl( // if there is a grammar, parse it // rules will be empty (default) if there are parse errors if (!parser.parse(grammar_str) || parser.rules.empty()) { - fprintf(stderr, "%s: failed to parse grammar\n", __func__); + LLAMA_LOG_ERROR("failed to parse grammar\n"); return nullptr; } - // Ensure that there is a "root" node. - if (parser.symbol_ids.find("root") == parser.symbol_ids.end()) { - fprintf(stderr, "%s: grammar does not contain a 'root' symbol\n", __func__); + // Ensure that the grammar contains the start symbol + if (parser.symbol_ids.find(grammar_root) == parser.symbol_ids.end()) { + LLAMA_LOG_ERROR("grammar does not contain a '%s' symbol\n", grammar_root); return nullptr; } @@ -1195,7 +1241,7 @@ struct llama_grammar * llama_grammar_init_impl( continue; } if (llama_grammar_detect_left_recursion(vec_rules, i, &rules_visited, &rules_in_progress, &rules_may_be_empty)) { - LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu", i); + LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu\n", i); return nullptr; } } diff --git a/src/llama-graph.cpp b/src/llama-graph.cpp index 23a86ea290..8e2b6ab8e7 100644 --- a/src/llama-graph.cpp +++ b/src/llama-graph.cpp @@ -19,7 +19,7 @@ // dedup helpers -static ggml_tensor * build_kq_mask( +static ggml_tensor * build_attn_inp_kq_mask( ggml_context * ctx, const llama_kv_cache_context * mctx, const llama_ubatch & ubatch, @@ -28,7 +28,11 @@ static ggml_tensor * build_kq_mask( const auto n_tokens = ubatch.n_tokens; const auto n_stream = cparams.kv_unified ? 1 : ubatch.n_seqs_unq; - return ggml_new_tensor_4d(ctx, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); + ggml_tensor * res = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); + ggml_set_input(res); + ggml_set_name(res, "attn_inp_kq_mask"); + + return res; } static bool can_reuse_kq_mask( @@ -52,6 +56,21 @@ static bool can_reuse_kq_mask( // impl +static ggml_tensor * ggml_mul_mat_aux( + ggml_context * ctx, + ggml_tensor * cur, + ggml_tensor * rot) { + const auto n = rot->ne[0]; + + ggml_tensor * res; + + res = ggml_reshape_2d(ctx, cur, n, ggml_nelements(cur)/n); + res = ggml_mul_mat (ctx, rot, res); + res = ggml_reshape_4d(ctx, res, cur->ne[0], cur->ne[1], cur->ne[2], cur->ne[3]); + + return res; +} + void llm_graph_input_embd::set_input(const llama_ubatch * ubatch) { if (ubatch->token) { const int64_t n_tokens = ubatch->n_tokens; @@ -250,7 +269,7 @@ void llm_graph_input_cls::set_input(const llama_ubatch * ubatch) { const bool last = ( cparams.pooling_type == LLAMA_POOLING_TYPE_LAST || - (cparams.pooling_type == LLAMA_POOLING_TYPE_RANK && arch == LLM_ARCH_QWEN3) // qwen3 reranking & embedding models use last token + (cparams.pooling_type == LLAMA_POOLING_TYPE_RANK && (arch == LLM_ARCH_QWEN3 || arch == LLM_ARCH_QWEN3VL)) // qwen3 reranking & embedding models use last token ); for (int i = 0; i < n_tokens; ++i) { @@ -429,6 +448,14 @@ void llm_graph_input_attn_kv::set_input(const llama_ubatch * ubatch) { mctx->set_input_v_idxs(self_v_idxs, ubatch); mctx->set_input_kq_mask(self_kq_mask, ubatch, cparams.causal_attn); + + if (self_k_rot) { + mctx->set_input_k_rot(self_k_rot); + } + + if (self_v_rot) { + mctx->set_input_v_rot(self_v_rot); + } } bool llm_graph_input_attn_kv::can_reuse(const llm_graph_params & params) { @@ -476,6 +503,22 @@ void llm_graph_input_attn_kv_iswa::set_input(const llama_ubatch * ubatch) { mctx->get_swa()->set_input_v_idxs(self_v_idxs_swa, ubatch); mctx->get_swa()->set_input_kq_mask(self_kq_mask_swa, ubatch, cparams.causal_attn); + + if (self_k_rot) { + mctx->get_base()->set_input_k_rot(self_k_rot); + } + + if (self_v_rot) { + mctx->get_base()->set_input_v_rot(self_v_rot); + } + + if (self_k_rot_swa) { + mctx->get_swa()->set_input_k_rot(self_k_rot_swa); + } + + if (self_v_rot_swa) { + mctx->get_swa()->set_input_v_rot(self_v_rot_swa); + } } bool llm_graph_input_attn_kv_iswa::can_reuse(const llm_graph_params & params) { @@ -509,6 +552,7 @@ void llm_graph_input_attn_cross::set_input(const llama_ubatch * ubatch) { float * data = (float *) cross_kq_mask->data; for (int i = 0; i < n_tokens; ++i) { + GGML_ASSERT(!cross->seq_ids_enc.empty() && "llama_encode must be called first"); for (int j = 0; j < n_enc; ++j) { float f = -INFINITY; @@ -531,6 +575,14 @@ void llm_graph_input_mem_hybrid::set_input(const llama_ubatch * ubatch) { mctx->get_attn()->set_input_kq_mask(inp_attn->self_kq_mask, ubatch, cparams.causal_attn); + if (inp_attn->self_k_rot) { + mctx->get_attn()->set_input_k_rot(inp_attn->self_k_rot); + } + + if (inp_attn->self_v_rot) { + mctx->get_attn()->set_input_v_rot(inp_attn->self_v_rot); + } + const int64_t n_rs = mctx->get_recr()->get_n_rs(); if (inp_rs->s_copy) { @@ -629,6 +681,22 @@ void llm_graph_input_mem_hybrid_iswa::set_input(const llama_ubatch * ubatch) { attn_ctx->get_swa()->set_input_kq_mask(inp_attn->self_kq_mask_swa, ubatch, cparams.causal_attn); } + if (inp_attn->self_k_rot) { + attn_ctx->get_base()->set_input_k_rot(inp_attn->self_k_rot); + } + + if (inp_attn->self_v_rot) { + attn_ctx->get_base()->set_input_v_rot(inp_attn->self_v_rot); + } + + if (inp_attn->self_k_rot_swa) { + attn_ctx->get_swa()->set_input_k_rot(inp_attn->self_k_rot_swa); + } + + if (inp_attn->self_v_rot_swa) { + attn_ctx->get_swa()->set_input_v_rot(inp_attn->self_v_rot_swa); + } + const int64_t n_rs = mctx->get_recr()->get_n_rs(); if (inp_rs->s_copy) { @@ -848,13 +916,13 @@ llm_graph_context::llm_graph_context(const llm_graph_params & params) : ubatch (params.ubatch), n_embd (hparams.n_embd), n_layer (hparams.n_layer), - n_rot (hparams.n_rot), + n_rot (hparams.n_rot()), n_ctx (cparams.n_ctx), n_head (hparams.n_head()), n_head_kv (hparams.n_head_kv()), - n_embd_head_k (hparams.n_embd_head_k), + n_embd_head_k (hparams.n_embd_head_k()), n_embd_k_gqa (hparams.n_embd_k_gqa()), - n_embd_head_v (hparams.n_embd_head_v), + n_embd_head_v (hparams.n_embd_head_v()), n_embd_v_gqa (hparams.n_embd_v_gqa()), n_expert (hparams.n_expert), n_expert_used (cparams.warmup ? hparams.n_expert : hparams.n_expert_used), @@ -899,7 +967,8 @@ ggml_tensor * llm_graph_context::build_cvec( ggml_tensor * llm_graph_context::build_lora_mm( ggml_tensor * w, - ggml_tensor * cur) const { + ggml_tensor * cur, + ggml_tensor * w_s) const { ggml_tensor * res = ggml_mul_mat(ctx0, w, cur); for (const auto & lora : *loras) { @@ -920,6 +989,10 @@ ggml_tensor * llm_graph_context::build_lora_mm( res = ggml_add(ctx0, res, ab_cur); } + if (w_s) { + res = ggml_mul(ctx0, res, w_s); + } + return res; } @@ -1161,12 +1234,14 @@ ggml_tensor * llm_graph_context::build_moe_ffn( int64_t n_expert_used, llm_ffn_op_type type_op, bool norm_w, - bool scale_w, float w_scale, llama_expert_gating_func_type gating_op, int il, ggml_tensor * probs_in, - ggml_tensor * gate_up_exps) const { + ggml_tensor * gate_up_exps, + ggml_tensor * up_exps_s, + ggml_tensor * gate_exps_s, + ggml_tensor * down_exps_s) const { return build_moe_ffn( cur, gate_inp, /* gate_inp_b */ nullptr, @@ -1178,12 +1253,15 @@ ggml_tensor * llm_graph_context::build_moe_ffn( n_expert_used, type_op, norm_w, - scale_w, w_scale, gating_op, il, probs_in, - gate_up_exps + gate_up_exps, + /* gate_up_exps_b */ nullptr, + up_exps_s, + gate_exps_s, + down_exps_s ); } @@ -1202,13 +1280,15 @@ ggml_tensor * llm_graph_context::build_moe_ffn( int64_t n_expert_used, llm_ffn_op_type type_op, bool norm_w, - bool scale_w, float w_scale, llama_expert_gating_func_type gating_op, int il, ggml_tensor * probs_in, ggml_tensor * gate_up_exps, - ggml_tensor * gate_up_exps_b) const { + ggml_tensor * gate_up_exps_b, + ggml_tensor * up_exps_s, + ggml_tensor * gate_exps_s, + ggml_tensor * down_exps_s) const { const int64_t n_embd = cur->ne[0]; const int64_t n_tokens = cur->ne[1]; const bool weight_before_ffn = arch == LLM_ARCH_LLAMA4; // for llama4, we apply the sigmoid-ed weights before the FFN @@ -1330,7 +1410,7 @@ ggml_tensor * llm_graph_context::build_moe_ffn( weights = ggml_reshape_3d(ctx0, weights, 1, n_expert_used, n_tokens); } - if (scale_w) { + if (w_scale != 0.0f && w_scale != 1.0f) { weights = ggml_scale(ctx0, weights, w_scale); cb(weights, "ffn_moe_weights_scaled", il); } @@ -1360,6 +1440,15 @@ ggml_tensor * llm_graph_context::build_moe_ffn( cb(gate_up, "ffn_moe_gate_up_biased", il); } + // apply per-expert scale2 to merged gate_up (use up_exps_s since gate and up are fused) + if (up_exps_s) { + ggml_tensor * s = ggml_reshape_3d(ctx0, up_exps_s, 1, n_expert, 1); + s = ggml_repeat_4d(ctx0, s, 1, n_expert, n_tokens, 1); + s = ggml_get_rows(ctx0, s, selected_experts); // [1, n_expert_used, n_tokens] + gate_up = ggml_mul(ctx0, gate_up, s); + cb(gate_up, "ffn_moe_gate_up_scaled", il); + } + const int64_t n_ff = gate_up->ne[0] / 2; cur = ggml_view_3d(ctx0, gate_up, n_ff, gate_up->ne[1], gate_up->ne[2], gate_up->nb[1], gate_up->nb[2], 0); cb(cur, "ffn_moe_gate", il); @@ -1375,6 +1464,15 @@ ggml_tensor * llm_graph_context::build_moe_ffn( cb(up, "ffn_moe_up_biased", il); } + // apply per-expert scale2 to up + if (up_exps_s) { + ggml_tensor * s = ggml_reshape_3d(ctx0, up_exps_s, 1, n_expert, 1); + s = ggml_repeat_4d(ctx0, s, 1, n_expert, n_tokens, 1); + s = ggml_get_rows(ctx0, s, selected_experts); // [1, n_expert_used, n_tokens] + up = ggml_mul(ctx0, up, s); + cb(up, "ffn_moe_up_scaled", il); + } + if (gate_exps) { cur = build_lora_mm_id(gate_exps, cur, selected_experts); // [n_ff, n_expert_used, n_tokens] cb(cur, "ffn_moe_gate", il); @@ -1386,6 +1484,15 @@ ggml_tensor * llm_graph_context::build_moe_ffn( cur = ggml_add_id(ctx0, cur, gate_exps_b, selected_experts); cb(cur, "ffn_moe_gate_biased", il); } + + // apply per-expert scale2 to gate + if (gate_exps_s) { + ggml_tensor * s = ggml_reshape_3d(ctx0, gate_exps_s, 1, n_expert, 1); + s = ggml_repeat_4d(ctx0, s, 1, n_expert, n_tokens, 1); + s = ggml_get_rows(ctx0, s, selected_experts); // [1, n_expert_used, n_tokens] + cur = ggml_mul(ctx0, cur, s); + cb(cur, "ffn_moe_gate_scaled", il); + } } const bool has_gate = gate_exps || gate_up_exps; @@ -1465,11 +1572,22 @@ ggml_tensor * llm_graph_context::build_moe_ffn( cb(experts, "ffn_moe_down_biased", il); } + // apply per-expert scale2 to down + if (down_exps_s) { + ggml_tensor * s = ggml_reshape_3d(ctx0, down_exps_s, 1, n_expert, 1); + s = ggml_repeat_4d(ctx0, s, 1, n_expert, n_tokens, 1); + s = ggml_get_rows(ctx0, s, selected_experts); // [1, n_expert_used, n_tokens] + experts = ggml_mul(ctx0, experts, s); + cb(experts, "ffn_moe_down_scaled", il); + } + if (!weight_before_ffn) { experts = ggml_mul(ctx0, experts, weights); - cb(cur, "ffn_moe_weighted", il); + cb(experts, "ffn_moe_weighted", il); } + ggml_build_forward_expand(gf, experts); + ggml_tensor * cur_experts[LLAMA_MAX_EXPERTS] = { nullptr }; assert(n_expert_used > 0); @@ -1489,6 +1607,8 @@ ggml_tensor * llm_graph_context::build_moe_ffn( for (uint32_t i = 1; i < hparams.n_expert_used; ++i) { moe_out = ggml_add(ctx0, moe_out, cur_experts[i]); + + ggml_build_forward_expand(gf, moe_out); } if (hparams.n_expert_used == 1) { @@ -1607,6 +1727,7 @@ ggml_tensor * llm_graph_context::build_inp_attn_scale() const { // this need to be 1x1xN for broadcasting cur = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, 1, 1, n_tokens); ggml_set_input(cur); + ggml_set_name(cur, "attn_scale"); res->add_input(std::move(inp)); @@ -1615,8 +1736,8 @@ ggml_tensor * llm_graph_context::build_inp_attn_scale() const { ggml_tensor * llm_graph_context::build_inp_out_ids() const { // note: when all tokens are output, we could skip this optimization to spare the ggml_get_rows() calls, - // but this would make the graph topology depend on the number of output tokens, which can interere with - // features that require constant topology such as pipline parallelism + // but this would make the graph topology depend on the number of output tokens, which can interfere with + // features that require constant topology such as pipeline parallelism // ref: https://github.com/ggml-org/llama.cpp/pull/14275#issuecomment-2987424471 //if (n_outputs < n_tokens) { // return nullptr; @@ -1779,7 +1900,7 @@ ggml_tensor * llm_graph_context::build_attn_mha( if (v_mla) { #if 0 // v_mla can be applied as a matrix-vector multiplication with broadcasting across dimension 3 == n_tokens. - // However, the code is optimized for dimensions 0 and 1 being large, so this is ineffient. + // However, the code is optimized for dimensions 0 and 1 being large, so this is inefficient. cur = ggml_reshape_4d(ctx0, cur, v_mla->ne[0], 1, n_head, n_tokens); cur = ggml_mul_mat(ctx0, v_mla, cur); #else @@ -1952,13 +2073,13 @@ static std::unique_ptr build_attn_inp_kv_impl( inp->self_k_idxs = mctx_cur->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = build_kq_mask(ctx0, mctx_cur, ubatch, cparams); - - ggml_set_input(inp->self_kq_mask); - + inp->self_kq_mask = build_attn_inp_kq_mask(ctx0, mctx_cur, ubatch, cparams); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; } + inp->self_k_rot = mctx_cur->build_input_k_rot(ctx0); + inp->self_v_rot = mctx_cur->build_input_v_rot(ctx0); + return inp; } @@ -1984,6 +2105,15 @@ ggml_tensor * llm_graph_context::build_attn( int il) const { GGML_ASSERT(v_mla == nullptr); + if (inp->self_k_rot) { + q_cur = ggml_mul_mat_aux(ctx0, q_cur, inp->self_k_rot); + k_cur = ggml_mul_mat_aux(ctx0, k_cur, inp->self_k_rot); + } + + if (inp->self_v_rot) { + v_cur = ggml_mul_mat_aux(ctx0, v_cur, inp->self_v_rot); + } + // these nodes are added to the graph together so that they are not reordered // by doing so, the number of splits in the graph is reduced // expand k later to enable rope fusion which directly writes into k-v cache @@ -2011,6 +2141,10 @@ ggml_tensor * llm_graph_context::build_attn( ggml_tensor * cur = build_attn_mha(q, k, v, kq_b, kq_mask, sinks, v_mla, kq_scale, il); cb(cur, "kqv_out", il); + if (inp->self_v_rot) { + cur = ggml_mul_mat_aux(ctx0, cur, inp->self_v_rot); + } + if (wo) { cur = build_lora_mm(wo, cur); if (arch == LLM_ARCH_GLM4 || arch == LLM_ARCH_GLM4_MOE || arch == LLM_ARCH_JAIS2) { @@ -2040,9 +2174,7 @@ static std::unique_ptr build_attn_inp_k_impl( inp->self_k_idxs = mctx_cur->build_input_k_idxs(ctx0, ubatch); - inp->self_kq_mask = build_kq_mask(ctx0, mctx_cur, ubatch, cparams); - ggml_set_input(inp->self_kq_mask); - + inp->self_kq_mask = build_attn_inp_kq_mask(ctx0, mctx_cur, ubatch, cparams); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; } @@ -2121,6 +2253,23 @@ ggml_tensor * llm_graph_context::build_attn( ggml_tensor * v_mla, float kq_scale, int il) const { + const bool is_swa = hparams.is_swa(il); + + auto * k_rot = is_swa ? inp->self_k_rot_swa : inp->self_k_rot; + auto * v_rot = is_swa ? inp->self_v_rot_swa : inp->self_v_rot; + + if (k_rot) { + q_cur = ggml_mul_mat_aux(ctx0, q_cur, k_rot); + if (k_cur) { + k_cur = ggml_mul_mat_aux(ctx0, k_cur, k_rot); + } + } + if (v_rot) { + if (v_cur) { + v_cur = ggml_mul_mat_aux(ctx0, v_cur, v_rot); + } + } + // these nodes are added to the graph together so that they are not reordered // by doing so, the number of splits in the graph is reduced ggml_build_forward_expand(gf, q_cur); @@ -2135,8 +2284,6 @@ ggml_tensor * llm_graph_context::build_attn( const auto * mctx_iswa = inp->mctx; - const bool is_swa = hparams.is_swa(il); - const auto * mctx_cur = is_swa ? mctx_iswa->get_swa() : mctx_iswa->get_base(); // optionally store to KV cache @@ -2161,6 +2308,10 @@ ggml_tensor * llm_graph_context::build_attn( ggml_tensor * cur = build_attn_mha(q, k, v, kq_b, kq_mask, sinks, v_mla, kq_scale, il); cb(cur, "kqv_out", il); + if (v_rot) { + cur = ggml_mul_mat_aux(ctx0, cur, v_rot); + } + if (wo) { cur = build_lora_mm(wo, cur); } @@ -2243,12 +2394,8 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs = mctx_cur->get_base()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->get_base()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = build_kq_mask(ctx0, mctx_cur->get_base(), ubatch, cparams); - ggml_set_input(inp->self_kq_mask); - ggml_set_name(inp->self_kq_mask, "self_kq_mask"); - + inp->self_kq_mask = build_attn_inp_kq_mask(ctx0, mctx_cur->get_base(), ubatch, cparams); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; - ggml_set_name(inp->self_kq_mask_cnv, "self_kq_mask_cnv"); } { @@ -2257,14 +2404,16 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs_swa = mctx_cur->get_swa()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs_swa = mctx_cur->get_swa()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask_swa = build_kq_mask(ctx0, mctx_cur->get_swa(), ubatch, cparams); - ggml_set_input(inp->self_kq_mask_swa); - ggml_set_name(inp->self_kq_mask_swa, "self_kq_mask_swa"); - + inp->self_kq_mask_swa = build_attn_inp_kq_mask(ctx0, mctx_cur->get_swa(), ubatch, cparams); inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa; - ggml_set_name(inp->self_kq_mask_swa_cnv, "self_kq_mask_swa_cnv"); } + inp->self_k_rot = mctx_cur->get_base()->build_input_k_rot(ctx0); + inp->self_v_rot = mctx_cur->get_base()->build_input_v_rot(ctx0); + + inp->self_k_rot_swa = mctx_cur->get_swa()->build_input_k_rot(ctx0); + inp->self_v_rot_swa = mctx_cur->get_swa()->build_input_v_rot(ctx0); + return (llm_graph_input_attn_kv_iswa *) res->add_input(std::move(inp)); } @@ -2298,7 +2447,7 @@ ggml_tensor * llm_graph_context::build_rs( ggml_build_forward_expand(gf, ggml_cpy(ctx0, states_extra, - ggml_view_1d(ctx0, s, state_size*(n_rs - n_seqs), (rs_head + n_seqs)*state_size*ggml_element_size(s)))); + ggml_view_2d(ctx0, s, state_size, (n_rs - n_seqs), s->nb[1], (rs_head + n_seqs)*s->nb[1]))); return output_states; } @@ -2423,9 +2572,7 @@ llm_graph_input_mem_hybrid_iswa * llm_graph_context::build_inp_mem_hybrid_iswa() inp_attn->self_k_idxs = attn_ctx->get_base()->build_input_k_idxs(ctx0, ubatch); inp_attn->self_v_idxs = attn_ctx->get_base()->build_input_v_idxs(ctx0, ubatch); - inp_attn->self_kq_mask = build_kq_mask(ctx0, attn_ctx->get_base(), ubatch, cparams); - ggml_set_input(inp_attn->self_kq_mask); - + inp_attn->self_kq_mask = build_attn_inp_kq_mask(ctx0, attn_ctx->get_base(), ubatch, cparams); inp_attn->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp_attn->self_kq_mask, GGML_TYPE_F16) : inp_attn->self_kq_mask; } @@ -2433,9 +2580,7 @@ llm_graph_input_mem_hybrid_iswa * llm_graph_context::build_inp_mem_hybrid_iswa() inp_attn->self_k_idxs_swa = attn_ctx->get_swa()->build_input_k_idxs(ctx0, ubatch); inp_attn->self_v_idxs_swa = attn_ctx->get_swa()->build_input_v_idxs(ctx0, ubatch); - inp_attn->self_kq_mask_swa = build_kq_mask(ctx0, attn_ctx->get_swa(), ubatch, cparams); - ggml_set_input(inp_attn->self_kq_mask_swa); - + inp_attn->self_kq_mask_swa = build_attn_inp_kq_mask(ctx0, attn_ctx->get_swa(), ubatch, cparams); inp_attn->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp_attn->self_kq_mask_swa, GGML_TYPE_F16) : inp_attn->self_kq_mask_swa; } @@ -2553,7 +2698,7 @@ void llm_graph_context::build_pooling( } // softmax for qwen3 reranker - if (arch == LLM_ARCH_QWEN3) { + if (arch == LLM_ARCH_QWEN3 || arch == LLM_ARCH_QWEN3VL) { cur = ggml_soft_max(ctx0, cur); } } break; diff --git a/src/llama-graph.h b/src/llama-graph.h index e8f006977d..29e78451fb 100644 --- a/src/llama-graph.h +++ b/src/llama-graph.h @@ -308,6 +308,10 @@ public: ggml_tensor * self_kq_mask = nullptr; // F32 [n_kv, n_batch/n_stream, 1, n_stream] ggml_tensor * self_kq_mask_cnv = nullptr; // [n_kv, n_batch/n_stream, 1, n_stream] + // note: assumes v_rot^2 == I + ggml_tensor * self_k_rot = nullptr; + ggml_tensor * self_v_rot = nullptr; + // note: these have to be copies because in order to be able to reuse a graph, its inputs // need to carry these parameters with them. otherwise, they can point to freed // llm_graph_params from a previous batch, causing stack-use-after-return @@ -384,6 +388,12 @@ public: ggml_tensor * self_kq_mask_swa = nullptr; // F32 [n_kv, n_batch/n_stream, 1, n_stream] ggml_tensor * self_kq_mask_swa_cnv = nullptr; // [n_kv, n_batch/n_stream, 1, n_stream] + ggml_tensor * self_k_rot = nullptr; + ggml_tensor * self_v_rot = nullptr; + + ggml_tensor * self_k_rot_swa = nullptr; + ggml_tensor * self_v_rot_swa = nullptr; + const llama_hparams hparams; const llama_cparams cparams; @@ -764,10 +774,11 @@ struct llm_graph_context { ggml_tensor * cur, int il) const; - // do mat_mul, while optionally apply lora + // do mat_mul, while optionally apply lora and per-tensor scale ggml_tensor * build_lora_mm( ggml_tensor * w, - ggml_tensor * cur) const; + ggml_tensor * cur, + ggml_tensor * w_s = nullptr) const; // do mat_mul_id, while optionally apply lora ggml_tensor * build_lora_mm_id( @@ -810,12 +821,14 @@ struct llm_graph_context { int64_t n_expert_used, llm_ffn_op_type type_op, bool norm_w, - bool scale_w, float w_scale, llama_expert_gating_func_type gating_op, int il, ggml_tensor * probs_in = nullptr, - ggml_tensor * gate_up_exps = nullptr) const; + ggml_tensor * gate_up_exps = nullptr, + ggml_tensor * up_exps_s = nullptr, + ggml_tensor * gate_exps_s = nullptr, + ggml_tensor * down_exps_s = nullptr) const; ggml_tensor * build_moe_ffn( ggml_tensor * cur, @@ -832,13 +845,15 @@ struct llm_graph_context { int64_t n_expert_used, llm_ffn_op_type type_op, bool norm_w, - bool scale_w, float w_scale, llama_expert_gating_func_type gating_op, int il, ggml_tensor * probs_in = nullptr, ggml_tensor * gate_up_exps = nullptr, - ggml_tensor * gate_up_exps_b = nullptr) const; + ggml_tensor * gate_up_exps_b = nullptr, + ggml_tensor * up_exps_s = nullptr, + ggml_tensor * gate_exps_s = nullptr, + ggml_tensor * down_exps_s = nullptr) const; // // inputs diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp index 756dda1a7a..002d15d415 100644 --- a/src/llama-hparams.cpp +++ b/src/llama-hparams.cpp @@ -62,6 +62,14 @@ uint32_t llama_hparams::n_gqa(uint32_t il) const { return n_head/n_head_kv; } +uint32_t llama_hparams::n_rot(uint32_t il) const { + if (il < n_layer) { + return is_swa(il) ? n_rot_swa : n_rot_full; + } + + GGML_ABORT("fatal error"); +} + uint32_t llama_hparams::n_embd_inp() const { uint32_t n_embd_inp = n_embd; @@ -76,16 +84,32 @@ uint32_t llama_hparams::n_embd_out() const { return n_embd_out_impl > 0 ? n_embd_out_impl : n_embd; } +uint32_t llama_hparams::n_embd_head_k(uint32_t il) const { + if (il < n_layer) { + return is_swa(il) ? n_embd_head_k_swa : n_embd_head_k_full; + } + + GGML_ABORT("fatal error"); +} + +uint32_t llama_hparams::n_embd_head_v(uint32_t il) const { + if (il < n_layer) { + return is_swa(il) ? n_embd_head_v_swa : n_embd_head_v_full; + } + + GGML_ABORT("fatal error"); +} + uint32_t llama_hparams::n_embd_k_gqa(uint32_t il) const { const uint32_t n_head_kv = this->n_head_kv(il); - return n_embd_head_k * n_head_kv; + return n_embd_head_k(il) * n_head_kv; } uint32_t llama_hparams::n_embd_v_gqa(uint32_t il) const { const uint32_t n_head_kv = this->n_head_kv(il); - return n_embd_head_v * n_head_kv; + return n_embd_head_v(il) * n_head_kv; } bool llama_hparams::is_n_embd_k_gqa_variable() const { @@ -197,11 +221,11 @@ bool llama_hparams::is_mla() const { } uint32_t llama_hparams::n_embd_head_k_mla() const { - return is_mla() ? n_embd_head_k_mla_impl : n_embd_head_k; + return is_mla() ? n_embd_head_k_mla_impl : n_embd_head_k(); } uint32_t llama_hparams::n_embd_head_v_mla() const { - return is_mla() ? n_embd_head_v_mla_impl : n_embd_head_v; + return is_mla() ? n_embd_head_v_mla_impl : n_embd_head_v(); } bool llama_hparams::has_kv(uint32_t il) const { diff --git a/src/llama-hparams.h b/src/llama-hparams.h index c4b2a99da5..c2000c77c3 100644 --- a/src/llama-hparams.h +++ b/src/llama-hparams.h @@ -44,13 +44,20 @@ struct llama_hparams { uint32_t n_embd; uint32_t n_layer; int32_t n_layer_kv_from_start = -1; // if non-negative, the first n_layer_kv_from_start layers have KV cache - uint32_t n_rot; - uint32_t n_embd_head_k; // dimension of keys (d_k). d_q is assumed to be the same, but there are n_head q heads, and only n_head_kv k-v heads - uint32_t n_embd_head_v; // dimension of values (d_v) aka n_embd_head uint32_t n_expert = 0; uint32_t n_expert_used = 0; uint32_t n_rel_attn_bkts = 0; + // different head size for full_attention and SWA layers + uint32_t n_embd_head_k_full; // dimension of keys (d_k). d_q is assumed to be the same, but there are n_head q heads, and only n_head_kv k-v heads + uint32_t n_embd_head_v_full; // dimension of values (d_v) aka n_embd_head + uint32_t n_embd_head_k_swa; + uint32_t n_embd_head_v_swa; + + // different RoPE dimensions for full_attention and SWA layers + uint32_t n_rot_full; + uint32_t n_rot_swa; + // note: deepseek2 using MLA converts into MQA with larger heads, then decompresses to MHA uint32_t n_embd_head_k_mla_impl = 0; uint32_t n_embd_head_v_mla_impl = 0; @@ -82,6 +89,7 @@ struct llama_hparams { bool expert_weights_norm = false; uint32_t expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_NONE; uint32_t moe_every_n_layers = 0; + uint32_t moe_latent_size = 0; uint32_t nextn_predict_layers = 0; float f_norm_eps; @@ -201,6 +209,9 @@ struct llama_hparams { // qwen3vl deepstack uint32_t n_deepstack_layers = 0; + // gemma4 per-layer embedding + uint32_t n_embd_per_layer = 0; + // needed by encoder-decoder models (e.g. T5, FLAN-T5) // ref: https://github.com/ggml-org/llama.cpp/pull/8141 llama_token dec_start_token_id = LLAMA_TOKEN_NULL; @@ -247,12 +258,18 @@ struct llama_hparams { uint32_t n_gqa(uint32_t il = 0) const; + uint32_t n_rot(uint32_t il = 0) const; + // dimension of main + auxiliary input embeddings uint32_t n_embd_inp() const; // dimension of output embeddings uint32_t n_embd_out() const; + // dimension of key/value embeddings for each head (per layer) + uint32_t n_embd_head_k(uint32_t il = 0) const; + uint32_t n_embd_head_v(uint32_t il = 0) const; + // dimension of key embeddings across all k-v heads uint32_t n_embd_k_gqa(uint32_t il = 0) const; diff --git a/src/llama-impl.cpp b/src/llama-impl.cpp index 710a5a1e08..b3a94b946d 100644 --- a/src/llama-impl.cpp +++ b/src/llama-impl.cpp @@ -100,9 +100,9 @@ std::string format(const char * fmt, ...) { std::string llama_format_tensor_shape(const std::vector & ne) { char buf[256]; - snprintf(buf, sizeof(buf), "%5" PRId64, ne.at(0)); + snprintf(buf, sizeof(buf), "%6" PRId64, ne.at(0)); for (size_t i = 1; i < ne.size(); i++) { - snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %5" PRId64, ne.at(i)); + snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %6" PRId64, ne.at(i)); } return buf; } @@ -128,7 +128,7 @@ static std::string gguf_data_to_str(enum gguf_type type, const void * data, int case GGUF_TYPE_INT64: return std::to_string(((const int64_t *)data)[i]); case GGUF_TYPE_FLOAT32: return std::to_string(((const float *)data)[i]); case GGUF_TYPE_FLOAT64: return std::to_string(((const double *)data)[i]); - case GGUF_TYPE_BOOL: return ((const bool *)data)[i] ? "true" : "false"; + case GGUF_TYPE_BOOL: return ((const int8_t *)data)[i] != 0 ? "true" : "false"; default: return format("unknown type %d", type); } } diff --git a/src/llama-impl.h b/src/llama-impl.h index dfd9fee9f4..e4f35c8e53 100644 --- a/src/llama-impl.h +++ b/src/llama-impl.h @@ -70,4 +70,6 @@ std::string llama_format_tensor_shape(const struct ggml_tensor * t); std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i); -#define LLAMA_TENSOR_NAME_FATTN "__fattn__" +#define LLAMA_TENSOR_NAME_FATTN "__fattn__" +#define LLAMA_TENSOR_NAME_FGDN_AR "__fgdn_ar__" +#define LLAMA_TENSOR_NAME_FGDN_CH "__fgdn_ch__" diff --git a/src/llama-kv-cache.cpp b/src/llama-kv-cache.cpp index 6b668ee9ab..09102f549c 100644 --- a/src/llama-kv-cache.cpp +++ b/src/llama-kv-cache.cpp @@ -13,6 +13,65 @@ #include #include +static bool ggml_is_power_of_2(int n) { + return (n & (n - 1)) == 0; +} + +// orthonormal Walsh-Hadamard rotation matrix +// note: res^2 == I +static void ggml_gen_hadamard(ggml_tensor * tensor) { + assert(tensor->type == GGML_TYPE_F32); + + const int n = tensor->ne[0]; + + assert(ggml_is_power_of_2(n)); + assert(tensor->ne[1] == n); + assert(tensor->ne[2] == 1); + assert(tensor->ne[3] == 1); + + std::vector data_f32; + + float * data = (float *) tensor->data; + + if (tensor->type != GGML_TYPE_F32) { + data_f32.resize(n*n); + data = data_f32.data(); + } + + data[0*n + 0] = 1.0 / sqrtf(n); + + for (int s = 1; s < n; s *= 2) { + for (int i = 0; i < s; i++) { + for (int j = 0; j < s; j++) { + const float val = data[i*n + j]; + + data[(i + s)*n + (j )] = val; + data[(i )*n + (j + s)] = val; + data[(i + s)*n + (j + s)] = -val; + } + } + } + + if (tensor->type != GGML_TYPE_F32) { + ggml_quantize_chunk(tensor->type, data, tensor->data, 0, 1, n*n, nullptr); + } +} + +static ggml_tensor * ggml_mul_mat_aux( + ggml_context * ctx, + ggml_tensor * cur, + ggml_tensor * rot) { + const auto n = rot->ne[0]; + + ggml_tensor * res; + + res = ggml_reshape_2d(ctx, cur, n, ggml_nelements(cur)/n); + res = ggml_mul_mat (ctx, rot, res); + res = ggml_reshape_4d(ctx, res, cur->ne[0], cur->ne[1], cur->ne[2], cur->ne[3]); + + return res; +} + // // llama_kv_cache // @@ -110,6 +169,18 @@ llama_kv_cache::llama_kv_cache( continue; } + if (n_embd_head_k_all == 0) { + n_embd_head_k_all = (int32_t) hparams.n_embd_head_k(il); + } else if (n_embd_head_k_all > 0 && n_embd_head_k_all != (int32_t) hparams.n_embd_head_k(il)) { + n_embd_head_k_all = -1; + } + + if (n_embd_head_v_all == 0) { + n_embd_head_v_all = (int32_t) hparams.n_embd_head_v(il); + } else if (n_embd_head_v_all > 0 && n_embd_head_v_all != (int32_t) hparams.n_embd_head_v(il)) { + n_embd_head_v_all = -1; + } + // [TAG_V_CACHE_VARIABLE] const uint32_t n_embd_k_gqa = hparams.n_embd_k_gqa(il); const uint32_t n_embd_v_gqa = !v_trans ? hparams.n_embd_v_gqa(il) : hparams.n_embd_v_gqa_max(); @@ -209,6 +280,48 @@ llama_kv_cache::llama_kv_cache( ggml_type_name(type_v), (float)memory_size_v / (1024.0f * 1024.0f)); } + const char * LLAMA_ATTN_ROT_DISABLE = getenv("LLAMA_ATTN_ROT_DISABLE"); + const bool attn_rot_disable = LLAMA_ATTN_ROT_DISABLE ? atoi(LLAMA_ATTN_ROT_DISABLE) : false; + if (attn_rot_disable) { + LLAMA_LOG_WARN("%s: attention rotation force disabled (LLAMA_ATTN_ROT_DISABLE)\n", __func__); + } + + attn_rot_k = + !attn_rot_disable && + n_embd_head_k_all > 0 && + ggml_is_quantized(type_k) && + hparams.n_embd_head_k() % 64 == 0; + + attn_rot_v = + !attn_rot_disable && + n_embd_head_v_all > 0 && + ggml_is_quantized(type_v) && + hparams.n_embd_head_v() % 64 == 0; + + LLAMA_LOG_INFO("%s: attn_rot_k = %d, n_embd_head_k_all = %d\n", __func__, attn_rot_k, n_embd_head_k_all); + LLAMA_LOG_INFO("%s: attn_rot_v = %d, n_embd_head_k_all = %d\n", __func__, attn_rot_v, n_embd_head_v_all); + + // pre-compute the haramard matrices and keep them in host memory + // TODO: in the future, we can make copies in the backend buffers to avoid host -> device transfers + if (attn_rot_k || attn_rot_v) { + for (int64_t n = 64; n <= std::max(n_embd_head_k_all, n_embd_head_v_all); n *= 2) { + attn_rot_hadamard[n] = std::vector(n*n); + + ggml_init_params params = { + /* .mem_size = */ 1*ggml_tensor_overhead(), + /* .mem_buffer = */ nullptr, + /* .no_alloc = */ true, + }; + + ggml_context_ptr ctx { ggml_init(params) }; + + ggml_tensor * tmp = ggml_new_tensor_2d(ctx.get(), GGML_TYPE_F32, n, n); + tmp->data = attn_rot_hadamard[n].data(); + + ggml_gen_hadamard(tmp); + } + } + const char * LLAMA_KV_CACHE_DEBUG = getenv("LLAMA_KV_CACHE_DEBUG"); debug = LLAMA_KV_CACHE_DEBUG ? atoi(LLAMA_KV_CACHE_DEBUG) : 0; } @@ -583,7 +696,7 @@ llama_kv_cache::slot_info_vec_t llama_kv_cache::prepare(const std::vectortype; +} + +ggml_type llama_kv_cache::type_v() const { + return layers[0].v->type; +} + uint32_t llama_kv_cache::get_n_kv(const slot_info & sinfo) const { uint32_t result = 0; @@ -1033,8 +1154,8 @@ ggml_tensor * llama_kv_cache::get_k(ggml_context * ctx, int32_t il, uint32_t n_k const uint32_t ns = sinfo.s1 - sinfo.s0 + 1; return ggml_view_4d(ctx, k, - hparams.n_embd_head_k, hparams.n_head_kv(il), n_kv, ns, - ggml_row_size(k->type, hparams.n_embd_head_k), + hparams.n_embd_head_k(il), hparams.n_head_kv(il), n_kv, ns, + ggml_row_size(k->type, hparams.n_embd_head_k(il)), ggml_row_size(k->type, n_embd_k_gqa), ggml_row_size(k->type, n_embd_k_gqa*kv_size), ggml_row_size(k->type, n_embd_k_gqa*kv_size)*sinfo.s0); @@ -1056,8 +1177,8 @@ ggml_tensor * llama_kv_cache::get_v(ggml_context * ctx, int32_t il, uint32_t n_k if (!v_trans) { // note: v->nb[1] <= v->nb[2] return ggml_view_4d(ctx, v, - hparams.n_embd_head_v, hparams.n_head_kv(il), n_kv, ns, - ggml_row_size(v->type, hparams.n_embd_head_v), // v->nb[1] + hparams.n_embd_head_v(il), hparams.n_head_kv(il), n_kv, ns, + ggml_row_size(v->type, hparams.n_embd_head_v(il)), // v->nb[1] ggml_row_size(v->type, n_embd_v_gqa), // v->nb[2] ggml_row_size(v->type, n_embd_v_gqa*kv_size), // v->nb[3] ggml_row_size(v->type, n_embd_v_gqa*kv_size)*sinfo.s0); @@ -1065,8 +1186,8 @@ ggml_tensor * llama_kv_cache::get_v(ggml_context * ctx, int32_t il, uint32_t n_k // note: v->nb[1] > v->nb[2] return ggml_view_4d(ctx, v, - n_kv, hparams.n_head_kv(il), hparams.n_embd_head_v, ns, - ggml_row_size(v->type, kv_size*hparams.n_embd_head_v), // v->nb[1] + n_kv, hparams.n_head_kv(il), hparams.n_embd_head_v(il), ns, + ggml_row_size(v->type, kv_size*hparams.n_embd_head_v(il)), // v->nb[1] ggml_row_size(v->type, kv_size), // v->nb[2] ggml_row_size(v->type, kv_size*n_embd_v_gqa), // v->nb[3] ggml_row_size(v->type, kv_size*n_embd_v_gqa)*sinfo.s0); @@ -1189,6 +1310,47 @@ ggml_tensor * llama_kv_cache::build_input_v_idxs(ggml_context * ctx, const llama return v_idxs; } +ggml_tensor * llama_kv_cache::build_input_k_rot(ggml_context * ctx) const { + ggml_tensor * res = nullptr; + + if (attn_rot_k) { + int nrot = 64; + + // TODO: investigate if using the smallest rotation matrix is beneficial also for K (similar as for V) + // ref: https://github.com/ggml-org/llama.cpp/pull/21038#issuecomment-4141323088 + do { + nrot *= 2; + } while (n_embd_head_k_all % nrot == 0); + nrot /= 2; + + res = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, nrot, nrot); + ggml_set_input(res); + ggml_set_name(res, "attn_inp_k_rot"); + } + + return res; +} + +ggml_tensor * llama_kv_cache::build_input_v_rot(ggml_context * ctx) const { + ggml_tensor * res = nullptr; + + if (attn_rot_v) { + int nrot = 64; + // using smaller rotation matrices for V seems beneficial + // ref: https://github.com/ggml-org/llama.cpp/pull/21038#issuecomment-4146397570 + //do { + // nrot *= 2; + //} while (hparams.n_embd_head_v() % nrot == 0); + //nrot /= 2; + + res = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, nrot, nrot); + ggml_set_input(res); + ggml_set_name(res, "attn_inp_v_rot"); + } + + return res; +} + void llama_kv_cache::set_input_k_idxs(ggml_tensor * dst, const llama_ubatch * ubatch, const slot_info & sinfo) const { const uint32_t n_tokens = ubatch->n_tokens; GGML_ASSERT(n_tokens == (int64_t) sinfo.size()*sinfo.n_stream()); @@ -1293,7 +1455,7 @@ static void set_input_kq_mask_impl(const args_set_input_kq_mask & args, float * } for (uint32_t s = 0; s < n_stream; ++s) { - // bookeeping of the KQ mask cells that could change for other tokens of the same sequence + // bookkeeping of the KQ mask cells that could change for other tokens of the same sequence std::unordered_map seq_srct; std::unordered_map> seq_idxs; @@ -1507,6 +1669,24 @@ void llama_kv_cache::set_input_pos_bucket(ggml_tensor * dst, const llama_ubatch } } +void llama_kv_cache::set_input_k_rot(ggml_tensor * dst) const { + GGML_ASSERT(ggml_backend_buffer_is_host(dst->buffer)); + + const auto n_rot = dst->ne[0]; + GGML_ASSERT(attn_rot_hadamard.count(dst->ne[0])); + + memcpy(dst->data, attn_rot_hadamard.at(n_rot).data(), ggml_nbytes(dst)); +} + +void llama_kv_cache::set_input_v_rot(ggml_tensor * dst) const { + GGML_ASSERT(ggml_backend_buffer_is_host(dst->buffer)); + + const auto n_rot = dst->ne[0]; + GGML_ASSERT(attn_rot_hadamard.count(dst->ne[0])); + + memcpy(dst->data, attn_rot_hadamard.at(n_rot).data(), ggml_nbytes(dst)); +} + size_t llama_kv_cache::total_size() const { size_t size = 0; @@ -1542,9 +1722,11 @@ ggml_tensor * llama_kv_cache::build_rope_shift( ggml_context * ctx, ggml_tensor * cur, ggml_tensor * shift, + ggml_tensor * rot, ggml_tensor * factors, float freq_base, - float freq_scale) const { + float freq_scale, + uint32_t il) const { const auto & n_ctx_orig = cparams.n_ctx_orig_yarn; const auto & yarn_ext_factor = cparams.yarn_ext_factor; @@ -1552,7 +1734,7 @@ ggml_tensor * llama_kv_cache::build_rope_shift( const auto & yarn_beta_slow = cparams.yarn_beta_slow; const auto & yarn_attn_factor = cparams.yarn_attn_factor; - const auto & n_rot = hparams.n_rot; + const auto & n_rot = hparams.n_rot(il); const auto & rope_type = hparams.rope_type == LLAMA_ROPE_TYPE_MROPE || hparams.rope_type == LLAMA_ROPE_TYPE_IMROPE // @ngxson : this is a workaround // for M-RoPE, we want to rotate the whole vector when doing KV shift @@ -1560,17 +1742,22 @@ ggml_tensor * llama_kv_cache::build_rope_shift( // ref: https://github.com/ggml-org/llama.cpp/pull/13870 ? LLAMA_ROPE_TYPE_NEOX : hparams.rope_type; - ggml_tensor * tmp; if (ggml_is_quantized(cur->type)) { // dequantize to f32 -> RoPE -> quantize back tmp = ggml_cast(ctx, cur, GGML_TYPE_F32); + // rotate back + tmp = ggml_mul_mat_aux(ctx, tmp, rot); + tmp = ggml_rope_ext(ctx, tmp, shift, factors, n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, yarn_ext_factor, yarn_attn_factor, yarn_beta_fast, yarn_beta_slow); + // rotate fwd + tmp = ggml_mul_mat_aux(ctx, tmp, rot); + tmp = ggml_cpy(ctx, tmp, cur); } else { // we rotate only the first n_rot dimensions @@ -1591,6 +1778,9 @@ public: ggml_tensor * k_shift; // I32 [kv_size*n_stream] + // note: assumes k_rot^2 == I + ggml_tensor * k_rot = nullptr; + const llama_kv_cache * kv_self; }; @@ -1600,24 +1790,23 @@ void llm_graph_input_k_shift::set_input(const llama_ubatch * ubatch) { if (k_shift) { kv_self->set_input_k_shift(k_shift); } + + if (k_rot) { + kv_self->set_input_k_rot(k_rot); + } } ggml_cgraph * llama_kv_cache::build_graph_shift(llm_graph_result * res, llama_context * lctx) const { auto * ctx = res->get_ctx(); auto * gf = res->get_gf(); - const auto & n_embd_head_k = hparams.n_embd_head_k; - //const auto & n_embd_head_v = hparams.n_embd_head_v; - - const auto & n_rot = hparams.n_rot; - - const auto n_embd_nope = hparams.n_lora_kv > 0 ? n_embd_head_k - n_rot : 0; - auto inp = std::make_unique(this); inp->k_shift = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, (int64_t) get_size()*n_stream); ggml_set_input(inp->k_shift); + inp->k_rot = build_input_k_rot(ctx); + const auto & cparams = lctx->get_cparams(); for (const auto & layer : layers) { @@ -1626,6 +1815,10 @@ ggml_cgraph * llama_kv_cache::build_graph_shift(llm_graph_result * res, llama_co const int64_t n_head_kv = hparams.n_head_kv(il); const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il); + const auto n_rot = hparams.n_rot(il); + const auto n_embd_head_k = hparams.n_embd_head_k(il); + const auto n_embd_nope = hparams.n_lora_kv > 0 ? n_embd_head_k - n_rot : 0; + const float freq_base_l = model.get_rope_freq_base (cparams, il); const float freq_scale_l = model.get_rope_freq_scale(cparams, il); @@ -1638,7 +1831,7 @@ ggml_cgraph * llama_kv_cache::build_graph_shift(llm_graph_result * res, llama_co ggml_row_size(layer.k->type, n_embd_k_gqa), ggml_row_size(layer.k->type, n_embd_nope)); - ggml_tensor * cur = build_rope_shift(cparams, ctx, k, inp->k_shift, rope_factors, freq_base_l, freq_scale_l); + ggml_tensor * cur = build_rope_shift(cparams, ctx, k, inp->k_shift, inp->k_rot, rope_factors, freq_base_l, freq_scale_l, il); ggml_build_forward_expand(gf, cur); } @@ -1760,8 +1953,10 @@ void llama_kv_cache::state_write_meta(llama_io_write_i & io, const cell_ranges_t io.write(&pos, sizeof(pos)); io.write(&n_seq_id, sizeof(n_seq_id)); - // TODO: we also need to save llama_kv_cell_ext when apply_ubatch() support loading it - // see: https://github.com/ggml-org/llama.cpp/pull/16825#issuecomment-3460868350 + if (hparams.n_pos_per_embd() > 1) { + const llama_kv_cell_ext ext = cells.ext_get(i); + io.write(&ext, sizeof(ext)); + } for (const auto & seq_id : seq_ids) { io.write(&seq_id, sizeof(seq_id)); @@ -1895,6 +2090,14 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32 return false; } + if (hparams.n_pos_per_embd() > 1) { + llama_kv_cell_ext ext; + io.read_to(&ext, sizeof(ext)); + + ubatch.pos[i + ubatch.n_tokens] = ext.y; + ubatch.pos[i + ubatch.n_tokens*2] = ext.x; + } + // read the sequence id, but directly discard it - we will use dest_seq_id instead { llama_seq_id seq_id; @@ -1945,6 +2148,12 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32 cells.pos_set(i, pos); + if (hparams.n_pos_per_embd() > 1) { + llama_kv_cell_ext ext; + io.read_to(&ext, sizeof(ext)); + cells.ext_set(i, ext); + } + for (uint32_t j = 0; j < n_seq_id; ++j) { llama_seq_id seq_id; io.read_to(&seq_id, sizeof(seq_id)); @@ -2226,6 +2435,14 @@ uint32_t llama_kv_cache_context::get_n_kv() const { return n_kv; } +ggml_type llama_kv_cache_context::type_k() const { + return kv->type_k(); +} + +ggml_type llama_kv_cache_context::type_v() const { + return kv->type_v(); +} + ggml_tensor * llama_kv_cache_context::get_k(ggml_context * ctx, int32_t il) const { return kv->get_k(ctx, il, n_kv, sinfos[i_cur]); } @@ -2250,6 +2467,14 @@ ggml_tensor * llama_kv_cache_context::build_input_v_idxs(ggml_context * ctx, con return kv->build_input_v_idxs(ctx, ubatch); } +ggml_tensor * llama_kv_cache_context::build_input_k_rot(ggml_context * ctx) const { + return kv->build_input_k_rot(ctx); +} + +ggml_tensor * llama_kv_cache_context::build_input_v_rot(ggml_context * ctx) const { + return kv->build_input_v_rot(ctx); +} + void llama_kv_cache_context::set_input_k_shift(ggml_tensor * dst) const { kv->set_input_k_shift(dst); } @@ -2269,3 +2494,11 @@ void llama_kv_cache_context::set_input_kq_mask(ggml_tensor * dst, const llama_ub void llama_kv_cache_context::set_input_pos_bucket(ggml_tensor * dst, const llama_ubatch * ubatch) const { kv->set_input_pos_bucket(dst, ubatch); } + +void llama_kv_cache_context::set_input_k_rot(ggml_tensor * dst) const { + kv->set_input_k_rot(dst); +} + +void llama_kv_cache_context::set_input_v_rot(ggml_tensor * dst) const { + kv->set_input_v_rot(dst); +} diff --git a/src/llama-kv-cache.h b/src/llama-kv-cache.h index e194bf3e26..0b62dc7b23 100644 --- a/src/llama-kv-cache.h +++ b/src/llama-kv-cache.h @@ -152,6 +152,9 @@ public: bool get_has_shift() const; + ggml_type type_k() const; + ggml_type type_v() const; + // // graph_build API // @@ -191,6 +194,9 @@ public: ggml_tensor * build_input_k_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const; ggml_tensor * build_input_v_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const; + ggml_tensor * build_input_k_rot(ggml_context * ctx) const; + ggml_tensor * build_input_v_rot(ggml_context * ctx) const; + void set_input_k_idxs(ggml_tensor * dst, const llama_ubatch * ubatch, const slot_info & sinfo) const; void set_input_v_idxs(ggml_tensor * dst, const llama_ubatch * ubatch, const slot_info & sinfo) const; @@ -199,6 +205,9 @@ public: void set_input_kq_mask (ggml_tensor * dst, const llama_ubatch * ubatch, bool causal_attn) const; void set_input_pos_bucket(ggml_tensor * dst, const llama_ubatch * ubatch) const; + void set_input_k_rot(ggml_tensor * dst) const; + void set_input_v_rot(ggml_tensor * dst) const; + private: const llama_model & model; const llama_hparams & hparams; @@ -226,6 +235,18 @@ private: // SWA const uint32_t n_swa = 0; + // env: LLAMA_ATTN_ROT_DISABLE + bool attn_rot_k = false; + bool attn_rot_v = false; + + // if all layers participating in the cache have constant head size, the value is stored here + // otherwise the value is -1 + int32_t n_embd_head_k_all = 0; + int32_t n_embd_head_v_all = 0; + + // pre-computed hadamard martrices + std::unordered_map> attn_rot_hadamard; + // env: LLAMA_KV_CACHE_DEBUG int debug = 0; @@ -262,9 +283,11 @@ private: ggml_context * ctx, ggml_tensor * cur, ggml_tensor * shift, + ggml_tensor * rot, ggml_tensor * factors, float freq_base, - float freq_scale) const; + float freq_scale, + uint32_t il) const; ggml_cgraph * build_graph_shift( llm_graph_result * res, @@ -327,12 +350,15 @@ public: uint32_t get_n_kv() const; + ggml_type type_k() const; + ggml_type type_v() const; + // get views of the current state of the cache ggml_tensor * get_k(ggml_context * ctx, int32_t il) const; ggml_tensor * get_v(ggml_context * ctx, int32_t il) const; // store k_cur and v_cur in the cache based on the provided head location - // note: the heads in k_cur and v_cur should be layed out contiguously in memory + // note: the heads in k_cur and v_cur should be laid out contiguously in memory // - k_cur [n_embd_head_k, n_head_k, n_tokens] // - k_idxs [n_tokens] // - v_cur [n_embd_head_v, n_head_v, n_tokens] @@ -346,6 +372,9 @@ public: ggml_tensor * build_input_k_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const; ggml_tensor * build_input_v_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const; + ggml_tensor * build_input_k_rot(ggml_context * ctx) const; + ggml_tensor * build_input_v_rot(ggml_context * ctx) const; + void set_input_k_idxs(ggml_tensor * dst, const llama_ubatch * ubatch) const; void set_input_v_idxs(ggml_tensor * dst, const llama_ubatch * ubatch) const; @@ -353,6 +382,9 @@ public: void set_input_kq_mask (ggml_tensor * dst, const llama_ubatch * ubatch, bool causal_attn) const; void set_input_pos_bucket(ggml_tensor * dst, const llama_ubatch * ubatch) const; + void set_input_k_rot(ggml_tensor * dst) const; + void set_input_v_rot(ggml_tensor * dst) const; + private: llama_memory_status status; diff --git a/src/llama-memory-hybrid-iswa.cpp b/src/llama-memory-hybrid-iswa.cpp index 411769672a..10e6b45979 100644 --- a/src/llama-memory-hybrid-iswa.cpp +++ b/src/llama-memory-hybrid-iswa.cpp @@ -73,9 +73,9 @@ llama_memory_context_ptr llama_memory_hybrid_iswa::init_batch(llama_batch_allocr // if all tokens are output, split by sequence ubatch = balloc.split_seq(n_ubatch); } else { - // TODO: non-sequential equal split can be done if using unified KV cache - // for simplicity, we always use sequential equal split for now - ubatch = balloc.split_equal(n_ubatch, true); + // Use non-sequential split when KV cache is unified (needed for hellaswag/winogrande/multiple-choice) + const bool unified = (mem_attn->get_base()->get_n_stream() == 1); + ubatch = balloc.split_equal(n_ubatch, !unified); } if (ubatch.n_tokens == 0) { diff --git a/src/llama-memory-hybrid.cpp b/src/llama-memory-hybrid.cpp index a1b45e4a3c..4ce1af592c 100644 --- a/src/llama-memory-hybrid.cpp +++ b/src/llama-memory-hybrid.cpp @@ -73,9 +73,9 @@ llama_memory_context_ptr llama_memory_hybrid::init_batch(llama_batch_allocr & ba // if all tokens are output, split by sequence ubatch = balloc.split_seq(n_ubatch); } else { - // TODO: non-sequential equal split can be done if using unified KV cache - // for simplicity, we always use sequential equal split for now - ubatch = balloc.split_equal(n_ubatch, true); + // Use non-sequential split when KV cache is unified (needed for hellaswag/winogrande/multiple-choice) + const bool unified = (mem_attn->get_n_stream() == 1); + ubatch = balloc.split_equal(n_ubatch, !unified); } if (ubatch.n_tokens == 0) { diff --git a/src/llama-memory-recurrent.cpp b/src/llama-memory-recurrent.cpp index 6e8413f493..9287fe45e9 100644 --- a/src/llama-memory-recurrent.cpp +++ b/src/llama-memory-recurrent.cpp @@ -1,5 +1,6 @@ #include "llama-memory-recurrent.h" +#include "ggml-backend.h" #include "llama-impl.h" #include "llama-io.h" #include "llama-batch.h" @@ -91,8 +92,8 @@ llama_memory_recurrent::llama_memory_recurrent( throw std::runtime_error("failed to create ggml context for rs cache"); } - ggml_tensor * r = ggml_new_tensor_1d(ctx, type_r, hparams.n_embd_r()*mem_size); - ggml_tensor * s = ggml_new_tensor_1d(ctx, type_s, hparams.n_embd_s()*mem_size); + ggml_tensor * r = ggml_new_tensor_2d(ctx, type_r, hparams.n_embd_r(), mem_size); + ggml_tensor * s = ggml_new_tensor_2d(ctx, type_s, hparams.n_embd_s(), mem_size); ggml_format_name(r, "cache_r_l%d", i); ggml_format_name(s, "cache_s_l%d", i); r_l[i] = r; @@ -928,11 +929,8 @@ bool llama_memory_recurrent::state_read_meta(llama_io_read_i & io, uint32_t cell llama_seq_id seq_id; io.read_to(&seq_id, sizeof(seq_id)); - // TODO: llama_memory_recurrent should have a notion of max sequences - //if (seq_id < 0 || (uint32_t) seq_id >= llama_n_seq_max(ctx)) { - if (seq_id < 0) { - //LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, %u)\n", __func__, seq_id, llama_n_seq_max(ctx)); - LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, inf)\n", __func__, seq_id); + if (seq_id < 0 || (uint32_t) seq_id >= this->n_seq_max) { + LLAMA_LOG_ERROR("%s: invalid seq_id, %d is out of range [0, %u)\n", __func__, seq_id, this->n_seq_max); return false; } diff --git a/src/llama-mmap.cpp b/src/llama-mmap.cpp index c03228e9ce..ccc29c1302 100644 --- a/src/llama-mmap.cpp +++ b/src/llama-mmap.cpp @@ -86,6 +86,14 @@ struct llama_file::impl { seek(0, SEEK_SET); } + impl(FILE * file) : owns_fp(false) { + fp = file; + fp_win32 = (HANDLE) _get_osfhandle(_fileno(fp)); + seek(0, SEEK_END); + size = tell(); + seek(0, SEEK_SET); + } + size_t tell() const { LARGE_INTEGER li; li.QuadPart = 0; @@ -159,7 +167,7 @@ struct llama_file::impl { } ~impl() { - if (fp) { + if (fp && owns_fp) { std::fclose(fp); } } @@ -209,6 +217,13 @@ struct llama_file::impl { seek(0, SEEK_SET); } + impl(FILE * file) : fname("(file*)"), owns_fp(false) { + fp = file; + seek(0, SEEK_END); + size = tell(); + seek(0, SEEK_SET); + } + size_t tell() const { if (fd == -1) { long ret = std::ftell(fp); @@ -353,7 +368,7 @@ struct llama_file::impl { ~impl() { if (fd != -1) { close(fd); - } else { + } else if (owns_fp) { std::fclose(fp); } } @@ -369,10 +384,14 @@ struct llama_file::impl { FILE * fp{}; size_t size{}; + bool owns_fp = true; }; llama_file::llama_file(const char * fname, const char * mode, const bool use_direct_io) : pimpl(std::make_unique(fname, mode, use_direct_io)) {} + +llama_file::llama_file(FILE * file) : pimpl(std::make_unique(file)) {} + llama_file::~llama_file() = default; size_t llama_file::tell() const { return pimpl->tell(); } diff --git a/src/llama-mmap.h b/src/llama-mmap.h index 29ce4d2468..b7d5c61e95 100644 --- a/src/llama-mmap.h +++ b/src/llama-mmap.h @@ -15,6 +15,7 @@ using llama_mlocks = std::vector>; struct llama_file { llama_file(const char * fname, const char * mode, bool use_direct_io = false); + llama_file(FILE * file); ~llama_file(); size_t tell() const; diff --git a/src/llama-model-loader.cpp b/src/llama-model-loader.cpp index 1501e392ca..4e65a45a50 100644 --- a/src/llama-model-loader.cpp +++ b/src/llama-model-loader.cpp @@ -1,12 +1,17 @@ #include "llama-model-loader.h" +#include "ggml-alloc.h" #include "ggml.h" +#include "gguf.h" +#include "llama-hparams.h" #include #include #include +#include #include #include +#include static const size_t kiB = 1024; static const size_t MiB = 1024*kiB; @@ -31,12 +36,14 @@ static std::string llama_model_ftype_name(llama_ftype ftype) { case LLAMA_FTYPE_ALL_F32: return "all F32"; case LLAMA_FTYPE_MOSTLY_F16: return "F16"; case LLAMA_FTYPE_MOSTLY_BF16: return "BF16"; + case LLAMA_FTYPE_MOSTLY_Q1_0: return "Q1_0"; case LLAMA_FTYPE_MOSTLY_Q4_0: return "Q4_0"; case LLAMA_FTYPE_MOSTLY_Q4_1: return "Q4_1"; case LLAMA_FTYPE_MOSTLY_Q5_0: return "Q5_0"; case LLAMA_FTYPE_MOSTLY_Q5_1: return "Q5_1"; case LLAMA_FTYPE_MOSTLY_Q8_0: return "Q8_0"; case LLAMA_FTYPE_MOSTLY_MXFP4_MOE: return "MXFP4 MoE"; + case LLAMA_FTYPE_MOSTLY_NVFP4: return "NVFP4"; case LLAMA_FTYPE_MOSTLY_Q2_K: return "Q2_K - Medium"; case LLAMA_FTYPE_MOSTLY_Q2_K_S: return "Q2_K - Small"; case LLAMA_FTYPE_MOSTLY_Q3_K_S: return "Q3_K - Small"; @@ -263,7 +270,7 @@ namespace GGUFMeta { template typename std::enable_if::value, bool>::type llama_model_loader::get_arr_n(const std::string & key, T & result, bool required) { - const int kid = gguf_find_key(meta.get(), key.c_str()); + const int kid = gguf_find_key(metadata, key.c_str()); if (kid < 0) { if (required) { @@ -273,7 +280,7 @@ namespace GGUFMeta { } struct GGUFMeta::ArrayInfo arr_info = - GGUFMeta::GKV::get_kv(meta.get(), kid); + GGUFMeta::GKV::get_kv(metadata, kid); result = arr_info.length; @@ -290,7 +297,7 @@ namespace GGUFMeta { template bool llama_model_loader::get_arr(const std::string & key, std::vector & result, bool required) { - const gguf_context * ctx = meta.get(); + const gguf_context * ctx = metadata; const int kid = gguf_find_key(ctx, key.c_str()); if (kid < 0 || gguf_get_kv_type(ctx, kid) != GGUF_TYPE_ARRAY) { @@ -331,7 +338,7 @@ namespace GGUFMeta { template bool llama_model_loader::get_arr(const std::string & key, std::array & result, bool required) { - const gguf_context * ctx = meta.get(); + const gguf_context * ctx = metadata; const int kid = gguf_find_key(ctx, key.c_str()); if (kid < 0 || gguf_get_kv_type(ctx, kid) != GGUF_TYPE_ARRAY) { @@ -368,8 +375,9 @@ namespace GGUFMeta { } } else { if (arr_info.gt == GGUF_TYPE_BOOL) { - std::transform((const bool *)arr_info.data, (const bool *)arr_info.data + arr_info.length, result.begin(), [](bool x) { - return static_cast(x); + const int8_t * values = (const int8_t *) arr_info.data; + std::transform(values, values + arr_info.length, result.begin(), [](int8_t x) { + return static_cast(x != 0); }); } else { std::copy((const T*)arr_info.data, (const T *)arr_info.data + arr_info.length, result.begin()); @@ -393,7 +401,7 @@ namespace GGUFMeta { const struct llama_model_kv_override * override = it != kv_overrides.end() ? &it->second : nullptr; - const bool found = GGUFMeta::GKV::set(meta.get(), key, result, override); + const bool found = GGUFMeta::GKV::set(metadata, key, result, override); if (required && !found) { throw std::runtime_error(format("key not found in model: %s", key.c_str())); @@ -427,7 +435,7 @@ namespace GGUFMeta { // get array of n <= N_MAX elements, or a single element repeated n times template bool llama_model_loader::get_key_or_arr(const std::string & key, std::array & result, uint32_t n, bool required) { - const int kid = gguf_find_key(meta.get(), key.c_str()); + const int kid = gguf_find_key(metadata, key.c_str()); if (kid < 0) { if (required) { @@ -440,9 +448,9 @@ namespace GGUFMeta { throw std::runtime_error(format("n > N_MAX: %u > %u for key %s", (uint32_t) n, (uint32_t) N_MAX, key.c_str())); } - if (gguf_get_kv_type(meta.get(), kid) == GGUF_TYPE_ARRAY) { + if (gguf_get_kv_type(metadata, kid) == GGUF_TYPE_ARRAY) { struct GGUFMeta::ArrayInfo arr_info = - GGUFMeta::GKV::get_kv(meta.get(), kid); + GGUFMeta::GKV::get_kv(metadata, kid); if (n != arr_info.length) { throw std::runtime_error(format("key %s has wrong array length; expected %u, got %u", key.c_str(), n, (uint32_t) arr_info.length)); @@ -473,7 +481,7 @@ namespace GGUFMeta { bool llama_model_loader::get_key_or_arr(enum llm_kv kid, uint32_t & result, bool required) { const std::string key = llm_kv(kid); - const int id = gguf_find_key(meta.get(), key.c_str()); + const int id = gguf_find_key(metadata, key.c_str()); if (id < 0) { if (required) { @@ -483,7 +491,7 @@ namespace GGUFMeta { } // throw and error if type is an array - if (gguf_get_kv_type(meta.get(), id) == GGUF_TYPE_ARRAY) { + if (gguf_get_kv_type(metadata, id) == GGUF_TYPE_ARRAY) { if (required) { throw std::runtime_error(format("expected scalar, found array for key: %s", key.c_str())); } @@ -500,14 +508,19 @@ namespace GGUFMeta { llama_model_loader::llama_model_loader( + struct gguf_context * meta, + llama_model_set_tensor_data_t set_tensor_data, + void * set_tensor_data_ud, const std::string & fname, std::vector & splits, + FILE * file, bool use_mmap, bool use_direct_io, bool check_tensors, bool no_alloc, const llama_model_kv_override * param_overrides_p, - const llama_model_tensor_buft_override * param_tensor_buft_overrides_p) { + const llama_model_tensor_buft_override * param_tensor_buft_overrides_p) + : metadata(meta), set_tensor_data(set_tensor_data), set_tensor_data_ud(set_tensor_data_ud) { int trace = 0; if (getenv("LLAMA_TRACE")) { trace = atoi(getenv("LLAMA_TRACE")); @@ -521,139 +534,175 @@ llama_model_loader::llama_model_loader( tensor_buft_overrides = param_tensor_buft_overrides_p; - // Load the main GGUF - struct ggml_context * ctx = NULL; - struct gguf_init_params params = { - /*.no_alloc = */ true, - /*.ctx = */ &ctx, - }; + if (!fname.empty()) { + // Load the main GGUF + struct ggml_context * ctx = NULL; + struct gguf_init_params params = { + /*.no_alloc = */ true, + /*.ctx = */ &ctx, + }; - meta.reset(gguf_init_from_file(fname.c_str(), params)); - if (!meta) { - throw std::runtime_error(format("%s: failed to load model from %s", __func__, fname.c_str())); - } - - get_key(llm_kv(LLM_KV_GENERAL_ARCHITECTURE), arch_name, false); - llm_kv = LLM_KV(llm_arch_from_string(arch_name)); - - files.emplace_back(new llama_file(fname.c_str(), "rb", use_direct_io)); - contexts.emplace_back(ctx); - - if (use_mmap && use_direct_io) { - if (files.back()->has_direct_io()) { - LLAMA_LOG_WARN("%s: direct I/O is enabled, disabling mmap\n", __func__); - use_mmap = false; - } else { - LLAMA_LOG_WARN("%s: direct I/O is not available, using mmap\n", __func__); - use_direct_io = false; - - // reopen file using std::fopen for mmap - files.pop_back(); - files.emplace_back(new llama_file(fname.c_str(), "rb", false)); - } - } - - // Save tensors data offset of the main file. - // For subsidiary files, `meta` tensor data offset must not be used, - // so we build a unified tensors index for weights. - for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) { - std::string tensor_name = std::string(cur->name); - // make sure there is no duplicated tensor names - if (weights_map.find(tensor_name) != weights_map.end()) { - throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur))); - } - n_elements += ggml_nelements(cur); - n_bytes += ggml_nbytes(cur); - weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), 0, meta.get(), cur)); - } - uint16_t n_split = 0; - get_key(llm_kv(LLM_KV_SPLIT_COUNT), n_split, false); - - // Load additional GGML contexts - if (n_split > 1) { - // make sure the main file is loaded first - uint16_t idx = 0; - const std::string kv_split_no = llm_kv(LLM_KV_SPLIT_NO); - get_key(kv_split_no, idx); - if (idx != 0) { - throw std::runtime_error(format("illegal split file idx: %d (file: %s), model must be loaded with the first split", idx, fname.c_str())); + metadata_ptr.reset(gguf_init_from_file(fname.c_str(), params)); + metadata = metadata_ptr.get(); + if (metadata == nullptr) { + throw std::runtime_error(format("%s: failed to load model from %s", __func__, fname.c_str())); } - // generate list of splits if needed - if (splits.empty()) { - splits = llama_get_list_splits(fname, idx, n_split); + get_key(llm_kv(LLM_KV_GENERAL_ARCHITECTURE), arch_name, false); + llm_kv = LLM_KV(llm_arch_from_string(arch_name)); + + files.emplace_back(new llama_file(fname.c_str(), "rb", use_direct_io)); + contexts.emplace_back(ctx); + + if (use_mmap && use_direct_io) { + if (files.back()->has_direct_io()) { + LLAMA_LOG_WARN("%s: direct I/O is enabled, disabling mmap\n", __func__); + use_mmap = false; + } else { + LLAMA_LOG_WARN("%s: direct I/O is not available, using mmap\n", __func__); + use_direct_io = false; + + // reopen file using std::fopen for mmap + files.pop_back(); + files.emplace_back(new llama_file(fname.c_str(), "rb", false)); + } } - // in case user give a custom list of splits, check if it matches the expected number - if (n_split != (uint16_t)splits.size()) { - throw std::runtime_error(format("invalid split count, given: %zu splits, but expected %d", splits.size(), n_split)); + // Save tensors data offset of the main file. + // For subsidiary files, `meta` tensor data offset must not be used, + // so we build a unified tensors index for weights. + for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) { + std::string tensor_name = std::string(cur->name); + // make sure there is no duplicated tensor names + if (weights_map.find(tensor_name) != weights_map.end()) { + throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur))); + } + n_elements += ggml_nelements(cur); + n_bytes += ggml_nbytes(cur); + weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), 0, metadata, cur)); } + uint16_t n_split = 0; + get_key(llm_kv(LLM_KV_SPLIT_COUNT), n_split, false); - if (trace > 0) { - LLAMA_LOG_INFO("%s: loading additional %d GGUFs\n", __func__, n_split); - } - - // load other splits - for (idx = 1; idx < n_split; idx++) { - const char * fname_split = splits[idx].c_str(); - - struct gguf_init_params split_params = { - /*.no_alloc = */ true, - /*.ctx = */ &ctx, - }; - gguf_context_ptr ctx_gguf { gguf_init_from_file(fname_split, split_params) }; - if (!ctx_gguf) { - throw std::runtime_error(format("%s: failed to load GGUF split from %s", __func__, fname_split)); + // Load additional GGML contexts + if (n_split > 1) { + // make sure the main file is loaded first + uint16_t idx = 0; + const std::string kv_split_no = llm_kv(LLM_KV_SPLIT_NO); + get_key(kv_split_no, idx); + if (idx != 0) { + throw std::runtime_error(format("illegal split file idx: %d (file: %s), model must be loaded with the first split", idx, fname.c_str())); } - // check idx + // generate list of splits if needed + if (splits.empty()) { + splits = llama_get_list_splits(fname, idx, n_split); + } + + // in case user give a custom list of splits, check if it matches the expected number + if (n_split != (uint16_t)splits.size()) { + throw std::runtime_error(format("invalid split count, given: %zu splits, but expected %d", splits.size(), n_split)); + } + + if (trace > 0) { + LLAMA_LOG_INFO("%s: loading additional %d GGUFs\n", __func__, n_split); + } + + // load other splits + for (idx = 1; idx < n_split; idx++) { + const char * fname_split = splits[idx].c_str(); + + struct gguf_init_params split_params = { + /*.no_alloc = */ true, + /*.ctx = */ &ctx, + }; + gguf_context_ptr ctx_gguf { gguf_init_from_file(fname_split, split_params) }; + if (!ctx_gguf) { + throw std::runtime_error(format("%s: failed to load GGUF split from %s", __func__, fname_split)); + } + + // check idx + { + const int kid = gguf_find_key(ctx_gguf.get(), kv_split_no.c_str()); + if (kid < 0) { + throw std::runtime_error(format("missing key %s in GGUF split %s", kv_split_no.c_str(), fname_split)); + } + int idx_gguf = gguf_get_val_u16(ctx_gguf.get(), kid); + if (idx_gguf != idx) { + throw std::runtime_error(format("invalid split file idx: %d (file: %s), expected %d", idx_gguf, fname_split, idx)); + } + } + + files.emplace_back(new llama_file(fname_split, "rb", use_direct_io)); + contexts.emplace_back(ctx); + + // Save tensors data offset info of the shard. + for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) { + std::string tensor_name = std::string(cur->name); + // make sure there is no duplicated tensor names + if (weights_map.find(tensor_name) != weights_map.end()) { + throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur))); + } + n_elements += ggml_nelements(cur); + n_bytes += ggml_nbytes(cur); + weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), idx, ctx_gguf.get(), cur)); + } + } + + get_key(llm_kv(LLM_KV_SPLIT_TENSORS_COUNT), n_tensors); + + // sanity check { - const int kid = gguf_find_key(ctx_gguf.get(), kv_split_no.c_str()); - if (kid < 0) { - throw std::runtime_error(format("missing key %s in GGUF split %s", kv_split_no.c_str(), fname_split)); - } - int idx_gguf = gguf_get_val_u16(ctx_gguf.get(), kid); - if (idx_gguf != idx) { - throw std::runtime_error(format("invalid split file idx: %d (file: %s), expected %d", idx_gguf, fname_split, idx)); + const int n_tensors_loaded = (int) weights_map.size(); + if (n_tensors != n_tensors_loaded) { + throw std::runtime_error(format("corrupted model: %d tensors expected but %d found", n_tensors, n_tensors_loaded)); } } - files.emplace_back(new llama_file(fname_split, "rb", use_direct_io)); - contexts.emplace_back(ctx); + LLAMA_LOG_INFO("%s: additional %d GGUFs metadata loaded.\n", __func__, n_split - 1); + } + } else if (file != nullptr) { + struct ggml_context * ctx = NULL; + struct gguf_init_params params = { + /*.no_alloc = */ true, + /*.ctx = */ &ctx, + }; - // Save tensors data offset info of the shard. - for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) { - std::string tensor_name = std::string(cur->name); - // make sure there is no duplicated tensor names - if (weights_map.find(tensor_name) != weights_map.end()) { - throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur))); - } - n_elements += ggml_nelements(cur); - n_bytes += ggml_nbytes(cur); - weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), idx, ctx_gguf.get(), cur)); - } + metadata_ptr.reset(gguf_init_from_file_ptr(file, params)); + metadata = metadata_ptr.get(); + if (metadata == nullptr) { + throw std::runtime_error(format("%s: failed to load model from file pointer", __func__)); } - get_key(llm_kv(LLM_KV_SPLIT_TENSORS_COUNT), n_tensors); + get_key(llm_kv(LLM_KV_GENERAL_ARCHITECTURE), arch_name, false); + llm_kv = LLM_KV(llm_arch_from_string(arch_name)); - // sanity check - { - const int n_tensors_loaded = (int) weights_map.size(); - if (n_tensors != n_tensors_loaded) { - throw std::runtime_error(format("corrupted model: %d tensors expected but %d found", n_tensors, n_tensors_loaded)); + files.emplace_back(new llama_file(file)); + contexts.emplace_back(ctx); + + // Save tensors data offset info of the main file. + for (ggml_tensor * cur = ggml_get_first_tensor(ctx); cur; cur = ggml_get_next_tensor(ctx, cur)) { + std::string tensor_name = std::string(cur->name); + // make sure there is no duplicated tensor names + if (weights_map.find(tensor_name) != weights_map.end()) { + throw std::runtime_error(format("invalid model: tensor '%s' is duplicated", ggml_get_name(cur))); } + n_elements += ggml_nelements(cur); + n_bytes += ggml_nbytes(cur); + weights_map.emplace(tensor_name, llama_tensor_weight(files.back().get(), 0, metadata, cur)); } - - LLAMA_LOG_INFO("%s: additional %d GGUFs metadata loaded.\n", __func__, n_split - 1); + } else { + get_key(llm_kv(LLM_KV_GENERAL_ARCHITECTURE), arch_name, false); + llm_kv = LLM_KV(llm_arch_from_string(arch_name)); } - n_kv = gguf_get_n_kv(meta.get()); + n_kv = gguf_get_n_kv(metadata); n_tensors = weights_map.size(); - fver = (enum llama_fver) gguf_get_version(meta.get()); + fver = (enum llama_fver) gguf_get_version(metadata); LLAMA_LOG_INFO("%s: loaded meta data with %d key-value pairs and %d tensors from %s (version %s)\n", - __func__, n_kv, n_tensors, fname.c_str(), llama_file_version_name(fver)); + __func__, n_kv, n_tensors, fname.empty() ? "(file*)" : fname.c_str(), llama_file_version_name(fver)); // determine file type based on the number of tensors for each quantization and print meta data // TODO: make optional @@ -709,6 +758,8 @@ llama_model_loader::llama_model_loader( case GGML_TYPE_IQ4_NL: ftype = LLAMA_FTYPE_MOSTLY_IQ4_NL; break; case GGML_TYPE_IQ4_XS: ftype = LLAMA_FTYPE_MOSTLY_IQ4_XS; break; case GGML_TYPE_IQ3_S: ftype = LLAMA_FTYPE_MOSTLY_IQ3_S; break; + case GGML_TYPE_NVFP4: ftype = LLAMA_FTYPE_MOSTLY_NVFP4; break; + case GGML_TYPE_Q1_0: ftype = LLAMA_FTYPE_MOSTLY_Q1_0; break; default: { LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max)); @@ -729,14 +780,14 @@ llama_model_loader::llama_model_loader( LLAMA_LOG_INFO("%s: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n", __func__); for (int i = 0; i < n_kv; i++) { - const char * name = gguf_get_key(meta.get(), i); - const enum gguf_type type = gguf_get_kv_type(meta.get(), i); + const char * name = gguf_get_key(metadata, i); + const enum gguf_type type = gguf_get_kv_type(metadata, i); const std::string type_name = type == GGUF_TYPE_ARRAY - ? format("%s[%s,%zu]", gguf_type_name(type), gguf_type_name(gguf_get_arr_type(meta.get(), i)), gguf_get_arr_n(meta.get(), i)) + ? format("%s[%s,%zu]", gguf_type_name(type), gguf_type_name(gguf_get_arr_type(metadata, i)), gguf_get_arr_n(metadata, i)) : gguf_type_name(type); - std::string value = gguf_kv_to_str(meta.get(), i); + std::string value = gguf_kv_to_str(metadata, i); const size_t MAX_VALUE_LEN = 40; if (value.size() > MAX_VALUE_LEN) { value = format("%s...", value.substr(0, MAX_VALUE_LEN - 3).c_str()); @@ -838,15 +889,388 @@ const struct ggml_tensor * llama_model_loader::check_tensor_dims(const std::stri return cur; } -struct ggml_tensor * llama_model_loader::create_tensor(struct ggml_context * ctx, const std::string & name, const std::initializer_list & ne, int flags) { - LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, name.c_str()); - const struct ggml_tensor * cur = check_tensor_dims(name, ne, !(flags & TENSOR_NOT_REQUIRED)); +// checks if the weight tensor can be used with the specified buffer type and device +static bool weight_buft_supported(const llama_hparams & hparams, ggml_tensor * w, ggml_op op, ggml_backend_buffer_type_t buft, ggml_backend_dev_t dev) { + GGML_ASSERT(w != nullptr); + + if (op == GGML_OP_NONE) { + return true; + } + + ggml_init_params params = { + /*.mem_size =*/ ggml_tensor_overhead()*8, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + ggml_context_ptr ctx_ptr { ggml_init(params) }; + if (!ctx_ptr) { + throw std::runtime_error(format("failed to create ggml context")); + } + ggml_context * ctx = ctx_ptr.get(); + + ggml_tensor * op_tensor = nullptr; + + switch (op) { + case GGML_OP_GET_ROWS: + { + ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512); + op_tensor = ggml_get_rows(ctx, w, b); + } break; + case GGML_OP_MUL_MAT: + { + ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], 512, w->ne[2], w->ne[3]); + op_tensor = ggml_mul_mat(ctx, w, b); + } break; + case GGML_OP_MUL_MAT_ID: + { + const int n_expert_used = hparams.n_expert_used; + GGML_ASSERT(n_expert_used > 0); + ggml_tensor * b = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512); + ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512); + op_tensor = ggml_mul_mat_id(ctx, w, b, ids); + } break; + case GGML_OP_ADD: + { + ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]); + op_tensor = ggml_add(ctx, a, w); + } break; + case GGML_OP_ADD_ID: + { + const int n_expert_used = hparams.n_expert_used; + GGML_ASSERT(n_expert_used > 0); + ggml_tensor * a = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512); + ggml_tensor * c = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512); + op_tensor = ggml_add_id(ctx, a, w, c); + } break; + case GGML_OP_MUL: + { + ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]); + op_tensor = ggml_mul(ctx, a, w); + } break; + case GGML_OP_DIV: + { + ggml_tensor * a = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, w->ne[0]); + op_tensor = ggml_div(ctx, a, w); + } break; + case GGML_OP_ROPE: + { + const int n_embd_head = hparams.n_embd_head_v(); + const int n_head = hparams.n_head(); + ggml_tensor * a = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_embd_head, n_head, 512); + ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512); + op_tensor = ggml_rope_ext( + ctx, a, b, w, + 0, 0, 0, 0, 0, + 0, 0, 0, 0 + ); + + } break; + case GGML_OP_SSM_CONV: + { + const int64_t n_seq_tokens = 512; + const int64_t n_seqs = 3; + ggml_tensor * conv_x = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0] - 1 + n_seq_tokens, w->ne[1], n_seqs); + op_tensor = ggml_ssm_conv(ctx, conv_x, w); + } break; + case GGML_OP_SSM_SCAN: + { + // w is ssm_a, which is used to distinguish Mamba-1 and Mamba-2 + const int64_t d_state = w->ne[0] == 1 ? hparams.ssm_d_state : w->ne[0]; + const int64_t n_head = w->ne[1]; + const int64_t head_dim = hparams.ssm_d_inner / n_head; + const int64_t n_group = hparams.ssm_n_group ? hparams.ssm_n_group : 1; + const int64_t n_seq_tokens = 512; + const int64_t n_seqs = 3; + ggml_tensor * s = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, head_dim, n_head, n_seqs); + ggml_tensor * x = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, head_dim, n_head, n_seq_tokens, n_seqs); + ggml_tensor * dt = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_head, n_seq_tokens, n_seqs); + ggml_tensor * B = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, n_group, n_seq_tokens, n_seqs); + ggml_tensor * C = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, n_group, n_seq_tokens, n_seqs); + ggml_tensor * ids = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n_seqs); + op_tensor = ggml_ssm_scan(ctx, s, x, dt, w, B, C, ids); + } break; + case GGML_OP_RWKV_WKV6: + { + // FIXME + const int64_t S = 123; + const int64_t H = 123; + const int64_t n_tokens = 123; + const int64_t n_seqs = 123; + ggml_tensor * k = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); + ggml_tensor * v = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); + ggml_tensor * r = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); + ggml_tensor * tf = w; + ggml_tensor * td = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); + ggml_tensor * state = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, S, n_seqs, S, H); + op_tensor = ggml_rwkv_wkv6(ctx, k, v, r, tf, td, state); + } break; + case GGML_OP_IM2COL: + { + const int n_embd_inp = hparams.n_embd_inp(); + ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, n_embd_inp, w->ne[1], 1, 1); + op_tensor = ggml_im2col(ctx, w, b, 1, 0, 0, 0, 1, 0, false, GGML_TYPE_F16); + } break; + case GGML_OP_SCALE: + { + op_tensor = ggml_scale(ctx, w, 1.0f); + } break; + default: + GGML_ABORT("%s: missing test for op %s for tensor %s", __func__, ggml_op_name(op), w->name); + } + + // create a temporary dummy buffer for the weight so that supports_op can check the buffer type + GGML_ASSERT(w->buffer == nullptr); + w->buffer = ggml_backend_buft_alloc_buffer(buft, 0); + bool op_supported = ggml_backend_dev_supports_op(dev, op_tensor); + ggml_backend_buffer_free(w->buffer); + w->buffer = nullptr; + + return op_supported; +} + +// find the first buffer type in the list that can use the tensor +static ggml_backend_buffer_type_t select_weight_buft(const llama_hparams & hparams, ggml_tensor * tensor, ggml_op op, const buft_list_t * buft_list) { + GGML_ASSERT(!buft_list->empty()); + for (const auto & cur : *buft_list) { + ggml_backend_dev_t cur_dev = cur.first; + ggml_backend_buffer_type_t cur_buft = cur.second; + if (weight_buft_supported(hparams, tensor, op, cur_buft, cur_dev)) { + return cur_buft; + } + } + + return nullptr; +} + +struct ggml_tensor * llama_model_loader::create_tensor( + const llama_hparams & hparams, const buft_list_t * buft_list_cpu, const buft_list_t * buft_list_input, const buft_list_t * buft_list_output, + const buft_list_t * buft_list_layer, const LLM_TN_IMPL & tn, const std::initializer_list & ne, int flags) { + auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * { + auto it = ctx_map.find(buft); + if (it == ctx_map.end()) { + // one ggml context per buffer type + int max_n_tensors = n_tensors; + max_n_tensors += 1; // duplicated output tensor + max_n_tensors += hparams.n_layer*2; // duplicated rope freq tensors + if (files.empty()) { + max_n_tensors += hparams.n_layer*256; // this should be well above what any model actually uses + } + const size_t ctx_size = ggml_tensor_overhead()*max_n_tensors; + + ggml_init_params params = { + /*.mem_size =*/ ctx_size, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + + ggml_context * ctx = ggml_init(params); + if (!ctx) { + throw std::runtime_error(format("failed to create ggml context")); + } + + ctx_map.emplace(buft, ctx); + + return ctx; + } + return it->second.get(); + }; + + auto buft_for_tensor = [&](ggml_tensor * t_meta) -> ggml_backend_buffer_type_t { + if (!t_meta) { + if (flags & TENSOR_NOT_REQUIRED) { + return nullptr; + } + throw std::runtime_error(format("missing tensor '%s'", tn.str().c_str())); + } + + // some models use the token embedding tensor as the output, but since these are used in different layers and with different ops + // the tensor is duplicated + // to handle this, we check if the tensor is duplicated, and if so, we assume that it is being loaded as the output tensor + llm_tensor tn_tensor = tn.tensor; + if (tn.tensor == LLM_TENSOR_TOKEN_EMBD && (flags & TENSOR_DUPLICATED)) { + tn_tensor = LLM_TENSOR_OUTPUT; + } + + llm_tensor_info info; + try { + info = llm_tensor_info_for(tn_tensor); + } catch (const std::out_of_range & e) { + throw std::runtime_error(format("missing tensor info mapping for %s", tn.str().c_str())); + } + + // skip unused tensors + if (info.op == GGML_OP_NONE || (flags & TENSOR_SKIP)) { + const size_t nbytes = ggml_nbytes(t_meta); + LLAMA_LOG_WARN("model has unused tensor %s (size = %zu bytes) -- ignoring\n", tn.str().c_str(), nbytes); + + size_data -= nbytes; + n_created++; + + return nullptr; + } + + // tensors with "bias" suffix are always used with GGML_OP_ADD or GGML_OP_ADD_ID + ggml_op op; + bool bias = tn.suffix != nullptr && strcmp(tn.suffix, "bias") == 0; + if (bias) { + if (info.op == GGML_OP_MUL_MAT_ID) { + op = GGML_OP_ADD_ID; + } else { + op = GGML_OP_ADD; + } + } else { + op = info.op; + } + + // sanity checks + if (info.layer == LLM_TENSOR_LAYER_INPUT || info.layer == LLM_TENSOR_LAYER_OUTPUT) { + if (tn.bid != -1) { + GGML_ABORT("input/output layer tensor %s used with a layer number", tn.str().c_str()); + } + } else { + if (tn.bid == -1) { + GGML_ABORT("repeating layer tensor %s used without a layer number", tn.str().c_str()); + } + } + + // select the buffer type for this tensor + const buft_list_t * buft_list; + switch (info.layer) { + case LLM_TENSOR_LAYER_INPUT: + buft_list = buft_list_input; + break; + case LLM_TENSOR_LAYER_OUTPUT: + buft_list = buft_list_output; + break; + case LLM_TENSOR_LAYER_REPEATING: + GGML_ASSERT(buft_list_layer != nullptr); + buft_list = buft_list_layer; + break; + default: + GGML_ABORT("invalid layer %d for tensor %s", info.layer, tn.str().c_str()); + } + + ggml_backend_buffer_type_t buft = nullptr; + + // check overrides + if (tensor_buft_overrides) { + std::string tensor_name = tn.str(); + for (const auto * overrides = tensor_buft_overrides; overrides->pattern != nullptr; ++overrides) { + std::regex pattern(overrides->pattern); + if (std::regex_search(tensor_name, pattern)) { + if (overrides->buft == ggml_backend_cpu_buffer_type()) { + // when overriding to a CPU buffer, consider the extra buffer types + buft = select_weight_buft(hparams, t_meta, op, buft_list_cpu); + if (use_mmap) { + static std::once_flag once; + std::call_once(once, [] { + LLAMA_LOG_WARN("llama_model_loader: tensor overrides to CPU are used with mmap enabled - consider using --no-mmap for better performance\n"); + }); + } + } else { + buft = overrides->buft; + } + + LLAMA_LOG_DEBUG("tensor %s (%zu MiB %s) buffer type overridden to %s\n", + tensor_name.c_str(), + ggml_nbytes(t_meta) / 1024 / 1024, ggml_type_name(t_meta->type), + ggml_backend_buft_name(buft)); + break; + } + } + } + + if (!buft) { + buft = select_weight_buft(hparams, t_meta, op, buft_list); + if (!buft) { + throw std::runtime_error(format("failed to find a compatible buffer type for tensor %s", tn.str().c_str())); + } + } + + // avoid using a host buffer when using mmap + auto * buft_dev = ggml_backend_buft_get_device(buft); + if (use_mmap && buft_dev && buft == ggml_backend_dev_host_buffer_type(buft_dev)) { + auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); + if (!cpu_dev) { + throw std::runtime_error("no CPU backend found"); + } + buft = ggml_backend_dev_buffer_type(cpu_dev); + } + + if (buft != buft_list->front().second) { + if (n_tensors_moved == 0) { + first_tensor_moved_name = t_meta->name; + first_tensor_moved_type_name = ggml_type_name(t_meta->type); + first_moved_from_buft = buft_list->front().second; + first_moved_to_buft = buft; + } + n_tensors_moved++; + } + + return buft; + }; + + if (files.empty()) { + if (flags & TENSOR_SKIP_IF_VIRTUAL) { + return nullptr; + } + ggml_type type = GGML_TYPE_F32; + const int64_t tid = gguf_find_tensor(metadata, tn.str().c_str()); + if (tid != -1) { + type = gguf_get_tensor_type(metadata, tid); + } + + // for tensors that are not required some of the dimensions can be invalid: + if (flags & TENSOR_NOT_REQUIRED) { + for (size_t dim = 0; dim < ne.size(); dim++) { + if (ne.begin()[dim] <= 0) { + return nullptr; + } + } + } + + ggml_tensor t_meta; + memset(&t_meta, 0, sizeof(ggml_tensor)); + t_meta.type = type; + for (size_t dim = 0; dim < GGML_MAX_DIMS; dim++) { + t_meta.ne[dim] = dim < ne.size() ? ne.begin()[dim] : 1; + GGML_ASSERT(t_meta.ne[dim] >= 1); + t_meta.nb[dim] = dim == 0 ? ggml_type_size(type) : t_meta.ne[dim-1]*t_meta.nb[dim-1]; + GGML_ASSERT(t_meta.nb[dim] >= 1); + } + ggml_set_name(&t_meta, tn.str().c_str()); + + ggml_backend_buffer_type_t buft = buft_for_tensor(&t_meta); + GGML_ASSERT(buft != nullptr); + ggml_context * ctx = ctx_for_buft(buft); + ggml_tensor * ret = ggml_dup_tensor(ctx, &t_meta); + ggml_set_name(ret, tn.str().c_str()); + return ret; + } + + ggml_tensor * t_meta = get_tensor_meta(tn.str().c_str()); + ggml_backend_buffer_type_t buft = buft_for_tensor(t_meta); + if (buft == nullptr) { + return nullptr; // return type is ggml_tensor * + } + ggml_context * ctx = ctx_for_buft(buft); + + // if duplicated, check if the original tensor was allocated in the same buffer type context and avoid creating a new one + if (flags & TENSOR_DUPLICATED) { + ggml_tensor * t = ggml_get_tensor(ctx, tn.str().c_str()); + if (t) { + return t; + } + } + + LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, tn.str().c_str()); + const struct ggml_tensor * cur = check_tensor_dims(tn.str(), ne, !(flags & TENSOR_NOT_REQUIRED)); if (cur == NULL) { return NULL; } - bool duplicated = flags & TENSOR_DUPLICATED; + const bool duplicated = flags & TENSOR_DUPLICATED; struct ggml_tensor * tensor = ggml_dup_tensor(ctx, cur); ggml_set_name(tensor, ggml_get_name(cur)); @@ -858,7 +1282,6 @@ struct ggml_tensor * llama_model_loader::create_tensor(struct ggml_context * ctx } return tensor; - } struct ggml_tensor * llama_model_loader::create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list & ne, size_t offset, bool required) { @@ -893,6 +1316,11 @@ void llama_model_loader::done_getting_tensors() const { if (n_created != n_tensors) { throw std::runtime_error(format("%s: wrong number of tensors; expected %d, got %d", __func__, n_tensors, n_created)); } + if (n_tensors_moved > 0) { + LLAMA_LOG_DEBUG("%s: tensor '%s' (%s) (and %zu others) cannot be used with preferred buffer type %s, using %s instead\n", + __func__, first_tensor_moved_name.c_str(), first_tensor_moved_type_name.c_str(), n_tensors_moved - 1, + ggml_backend_buft_name(first_moved_from_buft), ggml_backend_buft_name(first_moved_to_buft)); + } } void llama_model_loader::init_mappings(bool prefetch, llama_mlocks * mlock_mmaps) { @@ -974,6 +1402,12 @@ bool llama_model_loader::load_all_data( llama_mlocks * lmlocks, llama_progress_callback progress_callback, void * progress_callback_user_data) { + if (files.empty()) { + for (ggml_tensor * t = ggml_get_first_tensor(ctx); t != nullptr; t = ggml_get_next_tensor(ctx, t)) { + set_tensor_data(t, set_tensor_data_ud); + } + return true; + } GGML_ASSERT(size_data != 0 && "call init_mappings() first"); std::vector> read_buf; diff --git a/src/llama-model-loader.h b/src/llama-model-loader.h index 65953dd3d5..7b3d6703c0 100644 --- a/src/llama-model-loader.h +++ b/src/llama-model-loader.h @@ -4,17 +4,22 @@ #include "llama-impl.h" #include "llama-arch.h" +#include "llama-hparams.h" #include "llama-mmap.h" #include "ggml-cpp.h" #include +#include #include #include #include using llama_buf_map = std::unordered_map; +// lists of buffer types used for each layer +using buft_list_t = std::vector>; + enum llama_fver { GGUF_FILE_VERSION_V1 = 1, GGUF_FILE_VERSION_V2 = 2, @@ -58,9 +63,10 @@ struct llama_model_loader { } }; - static const int TENSOR_NOT_REQUIRED = 1 << 0; - static const int TENSOR_DUPLICATED = 1 << 1; - static const int TENSOR_SKIP = 1 << 2; + static const int TENSOR_NOT_REQUIRED = 1 << 0; + static const int TENSOR_DUPLICATED = 1 << 1; + static const int TENSOR_SKIP = 1 << 2; + static const int TENSOR_SKIP_IF_VIRTUAL = 1 << 3; int n_kv = 0; int n_tensors = 0; @@ -84,7 +90,10 @@ struct llama_model_loader { std::unordered_map kv_overrides; const llama_model_tensor_buft_override * tensor_buft_overrides; - gguf_context_ptr meta; + gguf_context_ptr metadata_ptr; + struct gguf_context * metadata; // either metadata_ptr.get() or externally set + llama_model_set_tensor_data_t set_tensor_data; + void * set_tensor_data_ud; std::vector contexts; std::string arch_name; @@ -94,9 +103,29 @@ struct llama_model_loader { size_t size_data = 0; std::vector> mmaps_used; + // define a comparator for the buft -> ctx map to ensure that the order is well-defined: + struct ggml_backend_buft_comparator { + bool operator()(const ggml_backend_buffer_type_t & lhs, const ggml_backend_buffer_type_t & rhs) const { + return strcmp(ggml_backend_buft_name(lhs), ggml_backend_buft_name(rhs)) < 0; + } + }; + + std::map ctx_map; + + // track tensors that had to be moved for debugging: + size_t n_tensors_moved = 0; + std::string first_tensor_moved_name; + std::string first_tensor_moved_type_name; + ggml_backend_buffer_type_t first_moved_from_buft = nullptr; + ggml_backend_buffer_type_t first_moved_to_buft = nullptr; + llama_model_loader( + struct gguf_context * metadata, + llama_model_set_tensor_data_t set_tensor_data, + void * set_tensor_data_ud, const std::string & fname, std::vector & splits, // optional, only need if the split does not follow naming scheme + FILE * file, bool use_mmap, bool use_direct_io, bool check_tensors, @@ -149,7 +178,9 @@ struct llama_model_loader { const struct ggml_tensor * check_tensor_dims(const std::string & name, const std::vector & ne, bool required) const; - struct ggml_tensor * create_tensor(struct ggml_context * ctx, const std::string & name, const std::initializer_list & ne, int flags = 0); + struct ggml_tensor * create_tensor( + const llama_hparams & hparams, const buft_list_t * buft_list_cpu, const buft_list_t * buft_list_input, const buft_list_t * buft_list_output, + const buft_list_t * buft_list_layer, const LLM_TN_IMPL & tn, const std::initializer_list & ne, int flags); struct ggml_tensor * create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list & ne, size_t offset, bool required = true); diff --git a/src/llama-model-saver.cpp b/src/llama-model-saver.cpp index 676efeda70..26864c18e9 100644 --- a/src/llama-model-saver.cpp +++ b/src/llama-model-saver.cpp @@ -1,20 +1,52 @@ #include "llama-model-saver.h" +#include "ggml.h" #include "gguf.h" +#include "llama-arch.h" #include "llama.h" #include "llama-hparams.h" #include "llama-model.h" #include "llama-vocab.h" +#include #include -llama_model_saver::llama_model_saver(const struct llama_model & model) : model(model), llm_kv(model.arch) { - gguf_ctx = gguf_init_empty(); +bool llama_model_saver_supports_arch(llm_arch arch) { + switch (arch) { + case LLM_ARCH_QWEN3NEXT: + case LLM_ARCH_QWEN35: + case LLM_ARCH_QWEN35MOE: + case LLM_ARCH_PLAMO3: + case LLM_ARCH_GEMMA3: + case LLM_ARCH_GEMMA3N: + case LLM_ARCH_COHERE2: + case LLM_ARCH_OLMO2: + case LLM_ARCH_BITNET: + case LLM_ARCH_T5: + case LLM_ARCH_EXAONE_MOE: + case LLM_ARCH_AFMOE: + case LLM_ARCH_APERTUS: + case LLM_ARCH_MIMO2: + case LLM_ARCH_STEP35: + return false; + default: + return true; + } } +llama_model_saver::llama_model_saver(const struct llama_model * model) : + gguf_ctx(gguf_init_empty()), gguf_ctx_owned(true), model(model), llm_kv(model->arch) { + GGML_ASSERT(llama_model_saver_supports_arch(model->arch)); +} + +llama_model_saver::llama_model_saver(enum llm_arch arch, struct gguf_context * gguf_ctx) : + gguf_ctx(gguf_ctx == nullptr ? gguf_init_empty() : gguf_ctx), gguf_ctx_owned(gguf_ctx == nullptr), model(nullptr), llm_kv(arch) {} + llama_model_saver::~llama_model_saver() { - gguf_free(gguf_ctx); + if (gguf_ctx_owned) { + gguf_free(gguf_ctx); + } } void llama_model_saver::add_kv(const enum llm_kv key, const uint32_t value) { @@ -46,7 +78,8 @@ void llama_model_saver::add_kv(const enum llm_kv key, const char value) { template void llama_model_saver::add_kv(const enum llm_kv key, const Container & value, const bool per_layer) { - const size_t n_values = per_layer ? size_t(model.hparams.n_layer) : value.size(); + GGML_ASSERT(model != nullptr || !per_layer); + const size_t n_values = per_layer ? size_t(model->hparams.n_layer) : value.size(); GGML_ASSERT(n_values <= value.size()); if (n_values == 0) { @@ -83,6 +116,8 @@ void llama_model_saver::add_kv(const enum llm_kv key, const Container & value, c GGML_ABORT("fatal error"); } } +// instantiate for external usage: +template void llama_model_saver::add_kv>(const enum llm_kv, const std::vector &, const bool); void llama_model_saver::add_kv(const enum llm_kv key, const std::vector & value) { std::vector tmp(value.size()); @@ -97,44 +132,66 @@ void llama_model_saver::add_tensor(const struct ggml_tensor * tensor) { return; } if (gguf_find_tensor(gguf_ctx, tensor->name) >= 0) { - GGML_ASSERT(std::string(tensor->name) == "rope_freqs.weight"); // FIXME + const std::string tensor_name = tensor->name; + GGML_ASSERT( + tensor_name == "rope_freqs.weight" || tensor_name == "rope_factors_long.weight" || + tensor_name == "rope_factors_short.weight"); // FIXME return; } gguf_add_tensor(gguf_ctx, tensor); } void llama_model_saver::add_kv_from_model() { - const llama_hparams & hparams = model.hparams; - const llama_vocab & vocab = model.vocab; + const llama_hparams & hparams = model->hparams; + const llama_vocab & vocab = model->vocab; const int32_t n_vocab = vocab.n_tokens(); std::vector tokens(n_vocab); std::vector scores(n_vocab); std::vector token_types(n_vocab); - for (int32_t id = 0; id < n_vocab; ++id) { - const llama_vocab::token_data & token_data = vocab.get_token_data(id); + if (vocab.get_type() != LLAMA_VOCAB_TYPE_NONE) { + for (int32_t id = 0; id < n_vocab; ++id) { + const llama_vocab::token_data & token_data = vocab.get_token_data(id); - tokens[id] = token_data.text; - scores[id] = token_data.score; + tokens[id] = token_data.text; + scores[id] = token_data.score; - switch(token_data.attr) { - case LLAMA_TOKEN_ATTR_UNKNOWN: token_types[id] = LLAMA_TOKEN_TYPE_UNKNOWN; break; - case LLAMA_TOKEN_ATTR_UNUSED: token_types[id] = LLAMA_TOKEN_TYPE_UNUSED; break; - case LLAMA_TOKEN_ATTR_NORMAL: token_types[id] = LLAMA_TOKEN_TYPE_NORMAL; break; - case LLAMA_TOKEN_ATTR_CONTROL: token_types[id] = LLAMA_TOKEN_TYPE_CONTROL; break; - case LLAMA_TOKEN_ATTR_USER_DEFINED: token_types[id] = LLAMA_TOKEN_TYPE_USER_DEFINED; break; - case LLAMA_TOKEN_ATTR_BYTE: token_types[id] = LLAMA_TOKEN_TYPE_BYTE; break; - case LLAMA_TOKEN_ATTR_UNDEFINED: - default: token_types[id] = LLAMA_TOKEN_TYPE_UNDEFINED; break; + // FIXME should this be treated as flags? + switch(token_data.attr) { + case LLAMA_TOKEN_ATTR_UNKNOWN: token_types[id] = LLAMA_TOKEN_TYPE_UNKNOWN; break; + case LLAMA_TOKEN_ATTR_UNUSED: token_types[id] = LLAMA_TOKEN_TYPE_UNUSED; break; + case LLAMA_TOKEN_ATTR_NORMAL: token_types[id] = LLAMA_TOKEN_TYPE_NORMAL; break; + case LLAMA_TOKEN_ATTR_CONTROL: token_types[id] = LLAMA_TOKEN_TYPE_CONTROL; break; + case LLAMA_TOKEN_ATTR_USER_DEFINED: token_types[id] = LLAMA_TOKEN_TYPE_USER_DEFINED; break; + case LLAMA_TOKEN_ATTR_BYTE: token_types[id] = LLAMA_TOKEN_TYPE_BYTE; break; + // case LLAMA_TOKEN_ATTR_NORMALIZED: ??? + // case LLAMA_TOKEN_ATTR_LSTRIP: ??? + // case LLAMA_TOKEN_ATTR_RSTRIP: ??? + case LLAMA_TOKEN_ATTR_UNDEFINED: + default: token_types[id] = LLAMA_TOKEN_TYPE_UNDEFINED; break; + } } } // add_kv(LLM_KV_GENERAL_TYPE, ???); - add_kv(LLM_KV_GENERAL_ARCHITECTURE, model.arch_name()); + add_kv(LLM_KV_GENERAL_ARCHITECTURE, model->arch_name()); // add_kv(LLM_KV_GENERAL_QUANTIZATION_VERSION, ???); // add_kv(LLM_KV_GENERAL_ALIGNMENT, ???); - add_kv(LLM_KV_GENERAL_NAME, model.name); + // add_kv(LLM_KV_GENERAL_FILE_TYPE, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_SEQUENCE, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_TOP_K, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_TOP_P, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_MIN_P, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_XTC_PROBABILITY, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_XTC_THRESHOLD, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_TEMP, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_PENALTY_LAST_N, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_PENALTY_REPEAT, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_MIROSTAT, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_MIROSTAT_TAU, ???); + // add_kv(LLM_KV_GENERAL_SAMPLING_MIROSTAT_ETA, ???); + add_kv(LLM_KV_GENERAL_NAME, model->name); // add_kv(LLM_KV_GENERAL_AUTHOR, ???); // add_kv(LLM_KV_GENERAL_VERSION, ???); // add_kv(LLM_KV_GENERAL_URL, ???); @@ -153,17 +210,31 @@ void llama_model_saver::add_kv_from_model() { add_kv(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); add_kv(LLM_KV_FEED_FORWARD_LENGTH, hparams.n_ff_arr, true); add_kv(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); - add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_exp); + add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp); + add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_chexp); + add_kv(LLM_KV_SWIGLU_CLAMP_EXP, hparams.swiglu_clamp_exp); + add_kv(LLM_KV_SWIGLU_CLAMP_SHEXP, hparams.swiglu_clamp_shexp); add_kv(LLM_KV_USE_PARALLEL_RESIDUAL, hparams.use_par_res); // add_kv(LLM_KV_TENSOR_DATA_LAYOUT, ???); add_kv(LLM_KV_EXPERT_COUNT, hparams.n_expert); add_kv(LLM_KV_EXPERT_USED_COUNT, hparams.n_expert_used); add_kv(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); + add_kv(LLM_KV_EXPERT_GROUP_COUNT, hparams.n_expert_groups); + add_kv(LLM_KV_EXPERT_GROUP_USED_COUNT, hparams.n_group_used); add_kv(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + add_kv(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm); + add_kv(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func); + add_kv(LLM_KV_EXPERT_GROUP_SCALE, hparams.expert_group_scale); + add_kv(LLM_KV_EXPERTS_PER_GROUP, hparams.n_group_experts); + add_kv(LLM_KV_MOE_EVERY_N_LAYERS, hparams.moe_every_n_layers); + add_kv(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers); + add_kv(LLM_KV_NUM_DEEPSTACK_LAYERS, hparams.n_deepstack_layers); add_kv(LLM_KV_POOLING_TYPE, uint32_t(hparams.pooling_type)); add_kv(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); add_kv(LLM_KV_DECODER_START_TOKEN_ID, hparams.dec_start_token_id); + add_kv(LLM_KV_DECODER_BLOCK_COUNT, hparams.dec_n_layer); add_kv(LLM_KV_ATTN_LOGIT_SOFTCAPPING, hparams.f_attn_logit_softcapping); + add_kv(LLM_KV_ROUTER_LOGIT_SOFTCAPPING, hparams.f_router_logit_softcapping); add_kv(LLM_KV_FINAL_LOGIT_SOFTCAPPING, hparams.f_final_logit_softcapping); add_kv(LLM_KV_SWIN_NORM, hparams.swin_norm); add_kv(LLM_KV_RESCALE_EVERY_N_LAYERS, hparams.rescale_every_n_layers); @@ -171,26 +242,49 @@ void llama_model_saver::add_kv_from_model() { add_kv(LLM_KV_TIME_DECAY_EXTRA_DIM, hparams.time_decay_extra_dim); add_kv(LLM_KV_RESIDUAL_SCALE, hparams.f_residual_scale); add_kv(LLM_KV_EMBEDDING_SCALE, hparams.f_embedding_scale); + add_kv(LLM_KV_TOKEN_SHIFT_COUNT, hparams.token_shift_count); + add_kv(LLM_KV_INTERLEAVE_MOE_LAYER_STEP, hparams.n_moe_layer_step); + // add_kv(LLM_KV_FULL_ATTENTION_INTERVAL, ???); add_kv(LLM_KV_ATTENTION_HEAD_COUNT, hparams.n_head_arr, true); add_kv(LLM_KV_ATTENTION_HEAD_COUNT_KV, hparams.n_head_kv_arr, true); add_kv(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias); add_kv(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv); - add_kv(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k); - add_kv(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v); + add_kv(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k_full); + add_kv(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v_full); add_kv(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); add_kv(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + add_kv(LLM_KV_ATTENTION_GROUPNORM_EPS, hparams.f_norm_group_eps); + add_kv(LLM_KV_ATTENTION_GROUPNORM_GROUPS, hparams.n_norm_groups); add_kv(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); add_kv(LLM_KV_ATTENTION_Q_LORA_RANK, hparams.n_lora_q); add_kv(LLM_KV_ATTENTION_KV_LORA_RANK, hparams.n_lora_kv); + add_kv(LLM_KV_ATTENTION_DECAY_LORA_RANK, hparams.n_lora_decay); + add_kv(LLM_KV_ATTENTION_ICLR_LORA_RANK, hparams.n_lora_iclr); + add_kv(LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK, hparams.n_lora_value_res_mix); + add_kv(LLM_KV_ATTENTION_GATE_LORA_RANK, hparams.n_lora_gate); add_kv(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, hparams.n_rel_attn_bkts); add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); + // add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, ???); add_kv(LLM_KV_ATTENTION_SCALE, hparams.f_attention_scale); + add_kv(LLM_KV_ATTENTION_OUTPUT_SCALE, hparams.f_attn_out_scale); + add_kv(LLM_KV_ATTENTION_TEMPERATURE_LENGTH, hparams.attn_temp_length); + add_kv(LLM_KV_ATTENTION_TEMPERATURE_SCALE, hparams.f_attn_temp_scale); + add_kv(LLM_KV_ATTENTION_KEY_LENGTH_MLA, hparams.n_embd_head_k_mla_impl); + add_kv(LLM_KV_ATTENTION_VALUE_LENGTH_MLA, hparams.n_embd_head_v_mla_impl); + add_kv(LLM_KV_ATTENTION_KEY_LENGTH_SWA, hparams.n_embd_head_k_swa); + add_kv(LLM_KV_ATTENTION_VALUE_LENGTH_SWA, hparams.n_embd_head_v_swa); + add_kv(LLM_KV_ATTENTION_INDEXER_HEAD_COUNT, hparams.indexer_n_head); + add_kv(LLM_KV_ATTENTION_INDEXER_KEY_LENGTH, hparams.indexer_head_size); + add_kv(LLM_KV_ATTENTION_INDEXER_TOP_K, hparams.indexer_top_k); const float rope_scaling_factor = hparams.rope_freq_scale_train == 1.0f ? 0.0f : 1.0f/hparams.rope_freq_scale_train; - add_kv(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot); + add_kv(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot_full); + add_kv(LLM_KV_ROPE_DIMENSION_COUNT_SWA, hparams.n_rot_swa); + add_kv(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections); add_kv(LLM_KV_ROPE_FREQ_BASE, hparams.rope_freq_base_train); + add_kv(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa); // add_kv(LLM_KV_ROPE_SCALE_LINEAR, rope_scaling_factor); // old name add_kv(LLM_KV_ROPE_SCALING_TYPE, llama_rope_scaling_type_name(hparams.rope_scaling_type_train)); add_kv(LLM_KV_ROPE_SCALING_FACTOR, rope_scaling_factor); @@ -198,6 +292,10 @@ void llama_model_saver::add_kv_from_model() { add_kv(LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, hparams.n_ctx_orig_yarn); add_kv(LLM_KV_ROPE_SCALING_FINETUNED, hparams.rope_finetuned); add_kv(LLM_KV_ROPE_SCALING_YARN_LOG_MUL, hparams.rope_yarn_log_mul); + add_kv(LLM_KV_ROPE_SCALING_YARN_EXT_FACTOR, hparams.yarn_ext_factor); + add_kv(LLM_KV_ROPE_SCALING_YARN_ATTN_FACTOR, hparams.yarn_attn_factor); + add_kv(LLM_KV_ROPE_SCALING_YARN_BETA_FAST, hparams.yarn_beta_fast); + add_kv(LLM_KV_ROPE_SCALING_YARN_BETA_SLOW, hparams.yarn_beta_slow); // TODO: implement split file support // add_kv(LLM_KV_SPLIT_NO, ???); @@ -208,8 +306,11 @@ void llama_model_saver::add_kv_from_model() { add_kv(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); add_kv(LLM_KV_SSM_STATE_SIZE, hparams.ssm_d_state); add_kv(LLM_KV_SSM_TIME_STEP_RANK, hparams.ssm_dt_rank); + add_kv(LLM_KV_SSM_GROUP_COUNT, hparams.ssm_n_group); add_kv(LLM_KV_SSM_DT_B_C_RMS, hparams.ssm_dt_b_c_rms); + add_kv(LLM_KV_KDA_HEAD_DIM, hparams.n_embd_head_kda); + add_kv(LLM_KV_WKV_HEAD_SIZE, hparams.wkv_head_size); add_kv(LLM_KV_TOKENIZER_MODEL, vocab.get_tokenizer_model()); @@ -247,33 +348,57 @@ void llama_model_saver::add_kv_from_model() { // TODO: implement LoRA support // add_kv(LLM_KV_ADAPTER_TYPE, ???); // add_kv(LLM_KV_ADAPTER_LORA_ALPHA, ???); + // add_kv(LLM_KV_ADAPTER_LORA_TASK_NAME, ???); + // add_kv(LLM_KV_ADAPTER_LORA_PROMPT_PREFIX, ???); + // add_kv(LLM_KV_ADAPTER_ALORA_INVOCATION_TOKENS, ???); + + add_kv(LLM_KV_POSNET_EMBEDDING_LENGTH, hparams.posnet.n_embd); + add_kv(LLM_KV_POSNET_BLOCK_COUNT, hparams.posnet.n_layer); + + add_kv(LLM_KV_CONVNEXT_EMBEDDING_LENGTH, hparams.convnext.n_embd); + add_kv(LLM_KV_CONVNEXT_BLOCK_COUNT, hparams.convnext.n_layer); + + add_kv(LLM_KV_CLASSIFIER_OUTPUT_LABELS, model->classifier_labels); + + add_kv(LLM_KV_SHORTCONV_L_CACHE, hparams.n_shortconv_l_cache); + + add_kv(LLM_KV_XIELU_ALPHA_N, hparams.xielu_alpha_n); + add_kv(LLM_KV_XIELU_ALPHA_P, hparams.xielu_alpha_p); + add_kv(LLM_KV_XIELU_BETA, hparams.xielu_beta); + add_kv(LLM_KV_XIELU_EPS, hparams.xielu_eps); // deprecated // add_kv(LLM_KV_TOKENIZER_PREFIX_ID, ???); // add_kv(LLM_KV_TOKENIZER_SUFFIX_ID, ???); // add_kv(LLM_KV_TOKENIZER_MIDDLE_ID, ???); + + add_kv(LLM_KV_DENSE_2_FEAT_IN, hparams.dense_2_feat_in); + add_kv(LLM_KV_DENSE_2_FEAT_OUT, hparams.dense_2_feat_out); + add_kv(LLM_KV_DENSE_3_FEAT_IN, hparams.dense_3_feat_in); + add_kv(LLM_KV_DENSE_3_FEAT_OUT, hparams.dense_3_feat_out); } void llama_model_saver::add_tensors_from_model() { - if (std::string(model.output->name) != std::string(model.tok_embd->name)) { - add_tensor(model.tok_embd); // some models use the same tensor for tok_embd and output + if (model->output != nullptr && + std::string(model->output->name) != std::string(model->tok_embd->name)) { + add_tensor(model->tok_embd); // some models use the same tensor for tok_embd and output } - add_tensor(model.type_embd); - add_tensor(model.pos_embd); - add_tensor(model.tok_norm); - add_tensor(model.tok_norm_b); - add_tensor(model.output_norm); - add_tensor(model.output_norm_b); - add_tensor(model.output); - add_tensor(model.output_b); - add_tensor(model.output_norm_enc); - add_tensor(model.cls); - add_tensor(model.cls_b); - add_tensor(model.cls_out); - add_tensor(model.cls_out_b); - add_tensor(model.cls_norm); + add_tensor(model->type_embd); + add_tensor(model->pos_embd); + add_tensor(model->tok_norm); + add_tensor(model->tok_norm_b); + add_tensor(model->output_norm); + add_tensor(model->output_norm_b); + add_tensor(model->output); + add_tensor(model->output_b); + add_tensor(model->output_norm_enc); + add_tensor(model->cls); + add_tensor(model->cls_b); + add_tensor(model->cls_out); + add_tensor(model->cls_out_b); + add_tensor(model->cls_norm); - for (const struct llama_layer & layer : model.layers) { + for (const struct llama_layer & layer : model->layers) { for (size_t i = 0; i < sizeof(layer)/sizeof(struct ggml_tensor *); ++i) { add_tensor(reinterpret_cast(&layer)[i]); } @@ -284,3 +409,6 @@ void llama_model_saver::save(const std::string & path_model) { gguf_write_to_file(gguf_ctx, path_model.c_str(), false); } +void llama_model_saver::save(FILE * file) { + gguf_write_to_file_ptr(gguf_ctx, file, false); +} diff --git a/src/llama-model-saver.h b/src/llama-model-saver.h index a5a434c306..36a715e2b6 100644 --- a/src/llama-model-saver.h +++ b/src/llama-model-saver.h @@ -1,16 +1,22 @@ #pragma once +#include "gguf.h" #include "llama.h" #include "llama-arch.h" #include +// FIXME temporary function for better error messages +bool llama_model_saver_supports_arch(llm_arch arch); + struct llama_model_saver { struct gguf_context * gguf_ctx = nullptr; - const struct llama_model & model; + const bool gguf_ctx_owned; + const struct llama_model * model; const struct LLM_KV llm_kv; - llama_model_saver(const struct llama_model & model); + llama_model_saver(const struct llama_model * model); + llama_model_saver(enum llm_arch arch, struct gguf_context * gguf_ctx); ~llama_model_saver(); void add_kv(enum llm_kv key, uint32_t value); @@ -34,4 +40,5 @@ struct llama_model_saver { void add_tensors_from_model(); void save(const std::string & path_model); + void save(FILE * file); }; diff --git a/src/llama-model.cpp b/src/llama-model.cpp index dabf3b3086..d2ffc1f45f 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -1,5 +1,7 @@ #include "llama-model.h" +#include "llama-arch.h" +#include "llama-hparams.h" #include "llama-impl.h" #include "llama-mmap.h" #include "llama-cparams.h" @@ -11,20 +13,362 @@ #include "llama-memory-hybrid-iswa.h" #include "llama-memory-recurrent.h" +#include "models/models.h" + +#include "ggml.h" #include "ggml-cpp.h" -#include "models/models.h" +// TODO: tmp until the ggml meta backend matures and becomes public +#include "../src/ggml-ext.h" #include #include #include +#include #include #include #include #include +#include #include #include #include +#include +#include + +struct ggml_backend_meta_split_state llama_meta_device_get_split_state(const struct ggml_tensor * tensor, void * userdata) { + const llama_meta_device_get_split_state_userdata * ud = (const llama_meta_device_get_split_state_userdata *) userdata; + const llama_hparams & hparams = ud->model->hparams; + const std::string tensor_name = tensor->name; + + const std::regex pattern_q_weight ("blk\\.\\d*\\.attn_q.weight"); + const std::regex pattern_kv_weight ("blk\\.\\d*\\.attn_(k|v).weight"); + const std::regex pattern_qkv_weight ("blk\\.\\d*\\.attn_qkv.weight"); + const std::regex pattern_q_bias ("blk\\.\\d*\\.attn_q\\.bias"); + const std::regex pattern_kv_bias ("blk\\.\\d*\\.attn_(k|v)\\.bias"); + const std::regex pattern_qkv_bias ("blk\\.\\d*\\.attn_qkv.bias"); + const std::regex pattern_qk_norm ("blk\\.\\d*\\.attn_(q|k)_norm\\.weight"); + const std::regex pattern_kv_cache ("cache_(k|v)_l\\d*"); + const std::regex pattern_attn_sinks ("blk\\.\\d*\\.attn_sinks.weight"); + const std::regex pattern_attn_out_weight ("blk\\.\\d*\\.attn_output.weight"); + const std::regex pattern_attn_out_bias ("blk\\.\\d*\\.attn_output.bias"); + const std::regex pattern_attn_gate_weight("blk\\.\\d*\\.attn_gate.weight"); + + const std::regex pattern_ssm_dt ("blk\\.\\d*\\.ssm_dt.bias"); + const std::regex pattern_ssm_a ("blk\\.\\d*\\.ssm_a"); + const std::regex pattern_ssm_alpha ("blk\\.\\d*\\.ssm_alpha.weight"); + const std::regex pattern_ssm_beta ("blk\\.\\d*\\.ssm_beta.weight"); + const std::regex pattern_ssm_beta_alpha ("blk\\.\\d*\\.ssm_ba.weight"); + const std::regex pattern_r_cache ("cache_r_l\\d*"); + const std::regex pattern_s_cache ("cache_s_l\\d*"); + const std::regex pattern_ssm_conv1d ("blk\\.\\d*\\.ssm_conv1d.weight"); + const std::regex pattern_ssm_out_weight ("blk\\.\\d*\\.ssm_out.weight"); + + const std::regex pattern_ffn_up_gate_weight("blk\\.\\d*\\.ffn_(up|gate)(_exps)?.weight"); + const std::regex pattern_ffn_up_gate_bias ("blk\\.\\d*\\.ffn_(up|gate)(_exps)?.bias"); + const std::regex pattern_ffn_gate_up_weight("blk\\.\\d*\\.ffn_gate_up(_exps)?.weight"); + const std::regex pattern_ffn_down_weight ("blk\\.\\d*\\.ffn_down(_exps)?.weight"); + const std::regex pattern_ffn_down_bias ("blk\\.\\d*\\.ffn_down.bias"); + const std::regex pattern_ffn_down_exps_bias("blk\\.\\d*\\.ffn_down_exps.bias"); + + const std::regex pattern_output_weight("output\\.weight"); + const std::regex pattern_output_bias ("output\\.bias"); + + struct tensor_config { + ggml_backend_meta_split_axis axis; + + const ggml_tensor * tensor_axis_0; + + uint32_t il; + size_t rotation; + }; + + auto get_tensor_config_impl = [&]( + const ggml_backend_meta_split_axis axis, const std::string & suffix = "", const std::string & suffix_fallback = "") -> tensor_config { + uint32_t il; + std::string prefix; + size_t rotation; + if (tensor_name.substr(0, 4) == "blk.") { + const size_t length_prefix = tensor_name.find('.', 4); + GGML_ASSERT(length_prefix != std::string::npos); + prefix = tensor_name.substr(0, length_prefix + 1); + il = std::stoull(tensor_name.substr(4, length_prefix)); + rotation = il % ud->n_devices; + } else if (tensor_name.substr(0, 6) == "cache_") { + const size_t layer_index_start = tensor_name.find("_l", 6); + GGML_ASSERT(layer_index_start != std::string::npos); + il = std::stoull(tensor_name.substr(layer_index_start + 2)); + prefix = "blk." + std::to_string(il) + "."; + rotation = il % ud->n_devices; + } else { + il = 0; + rotation = hparams.n_layer % ud->n_devices; + } + const ggml_tensor * tensor_axis_0 = suffix.empty() ? tensor : ud->model->get_tensor((prefix + suffix).c_str()); + if (tensor_axis_0 == nullptr) { + GGML_ASSERT(!suffix_fallback.empty()); + tensor_axis_0 = ud->model->get_tensor((prefix + suffix_fallback).c_str()); + } + GGML_ASSERT(tensor_axis_0 != nullptr); + return {axis, tensor_axis_0, il, rotation}; + }; + + auto get_tensor_config = [&]() -> tensor_config { + // standard attention + if (std::regex_match(tensor_name, pattern_q_weight) || std::regex_match(tensor_name, pattern_kv_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1, "attn_output.weight"); + } + if (std::regex_match(tensor_name, pattern_q_bias) || std::regex_match(tensor_name, pattern_kv_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "attn_output.weight"); + } + if (std::regex_match(tensor_name, pattern_qkv_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1); + } + if ( std::regex_match(tensor_name, pattern_qkv_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0); + } + if (std::regex_match(tensor_name, pattern_qk_norm)) { + return get_tensor_config_impl(tensor->ne[1] == 1 ? GGML_BACKEND_SPLIT_AXIS_MIRRORED : GGML_BACKEND_SPLIT_AXIS_1, "attn_output.weight"); + } + if (std::regex_match(tensor_name, pattern_kv_cache) || std::regex_match(tensor_name, pattern_attn_sinks)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "attn_output.weight"); + } + if (std::regex_match(tensor_name, pattern_attn_out_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0); + } + if (std::regex_match(tensor_name, pattern_attn_out_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_MIRRORED); + } + + if (std::regex_match(tensor_name, pattern_attn_gate_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1); + } + if (std::regex_match(tensor_name, pattern_ssm_dt) || std::regex_match(tensor_name, pattern_ssm_a)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "ssm_out.weight"); + } + if (std::regex_match(tensor_name, pattern_ssm_alpha) || std::regex_match(tensor_name, pattern_ssm_beta) || + std::regex_match(tensor_name, pattern_ssm_beta_alpha)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1, "ssm_out.weight"); + } + if (std::regex_match(tensor_name, pattern_r_cache) || std::regex_match(tensor_name, pattern_s_cache)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "ssm_out.weight"); + } + if (std::regex_match(tensor_name, pattern_ssm_conv1d)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1, "ssm_out.weight"); + } + if (std::regex_match(tensor_name, pattern_ssm_out_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0); + } + + // FFN + if (std::regex_match(tensor_name, pattern_ffn_up_gate_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1, "ffn_down.weight", "ffn_down_exps.weight"); + } + if (std::regex_match(tensor_name, pattern_ffn_up_gate_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "ffn_down.weight", "ffn_down_exps.weight"); + } + if (std::regex_match(tensor_name, pattern_ffn_gate_up_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1, "ffn_down.weight", "ffn_down_exps.weight"); + } + if (std::regex_match(tensor_name, pattern_ffn_down_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0, "ffn_down.weight", "ffn_down_exps.weight"); + } + if (std::regex_match(tensor_name, pattern_ffn_down_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_MIRRORED); + } + if (std::regex_match(tensor_name, pattern_ffn_down_exps_bias)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_PARTIAL); + } + + // output + if (std::regex_match(tensor_name, pattern_output_weight)) { + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_1); + } + if (std::regex_match(tensor_name, pattern_output_bias)) { + const ggml_tensor * output_weight = ud->model->get_tensor("output.weight"); + GGML_ASSERT(output_weight != nullptr); + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_0); + } + + // everything else + return get_tensor_config_impl(GGML_BACKEND_SPLIT_AXIS_MIRRORED); + }; + + auto get_split_segments = [&](int axis, uint32_t il) -> std::vector { + if (ud->model->arch == LLM_ARCH_QWEN3NEXT || ud->model->arch == LLM_ARCH_QWEN35 || ud->model->arch == LLM_ARCH_QWEN35MOE) { + const int64_t head_k_dim = hparams.ssm_d_state; + const int64_t head_v_dim = hparams.ssm_d_state; + const int64_t n_k_heads = hparams.ssm_n_group; + const int64_t n_v_heads = hparams.ssm_dt_rank; + const int64_t key_dim = head_k_dim * n_k_heads; + const int64_t value_dim = head_v_dim * n_v_heads; + + // both Qwen 3 Next and Qwen 3.5 support n_v_heads > n_k_heads but the broadcasting pattern is different: + // - Qwen 3 Next: [k0_v0, k0_v1, k1_v2, k1_v3] (this is the default split pattern) + // - Qwen 3.5: [k0_v0, k1_v1, k0_v2, k1_v3] (needs segmenting of V on the scale of K to get the correct pattern) + if (ud->model->arch == LLM_ARCH_QWEN3NEXT) { + if (std::regex_match(tensor_name, pattern_qkv_weight) || std::regex_match(tensor_name, pattern_ssm_conv1d)) { + GGML_ASSERT(tensor->ne[axis] == 2*key_dim + value_dim); + return {key_dim, key_dim, value_dim}; + } + } else { + const int64_t head_ratio = n_v_heads / n_k_heads; + if (std::regex_match(tensor_name, pattern_qkv_weight) || std::regex_match(tensor_name, pattern_ssm_conv1d)) { + GGML_ASSERT(tensor->ne[axis] == 2*key_dim + value_dim); + return std::vector(2 + head_ratio, key_dim); + } + if (std::regex_match(tensor_name, pattern_attn_gate_weight) || std::regex_match(tensor_name, pattern_ssm_out_weight)) { + return std::vector(head_ratio, key_dim); + } + if (std::regex_match(tensor_name, pattern_ssm_dt) || std::regex_match(tensor_name, pattern_ssm_a) || + std::regex_match(tensor_name, pattern_ssm_alpha) || std::regex_match(tensor_name, pattern_ssm_beta)) { + return std::vector(head_ratio, n_k_heads); + } + if (std::regex_match(tensor_name, pattern_r_cache)) { + return std::vector(2 + head_ratio, key_dim * (hparams.ssm_d_conv - 1)); + } + if (std::regex_match(tensor_name, pattern_s_cache)) { + return std::vector(head_ratio, n_k_heads * head_v_dim * head_v_dim); + } + } + + // the FFN is the same for Qwen 3 Next and Qwen 3.5: + if (std::regex_match(tensor_name, pattern_ffn_gate_up_weight)) { + const int64_t n_ff_exp = hparams.n_ff_exp; + GGML_ASSERT(tensor->ne[axis] == 2*n_ff_exp); + return {n_ff_exp, n_ff_exp}; + } + return {tensor->ne[axis]}; + } + + if (std::regex_match(tensor_name, pattern_qkv_weight) || std::regex_match(tensor_name, pattern_qkv_bias)) { + const int64_t n_embd = hparams.n_embd; + const int64_t n_embd_gqa = hparams.n_embd_v_gqa(il); + GGML_ASSERT(hparams.n_embd_k_gqa() == n_embd_gqa); + GGML_ASSERT(tensor->ne[axis] == n_embd + 2*n_embd_gqa); + return {n_embd, n_embd_gqa, n_embd_gqa}; + } + if (std::regex_match(tensor_name, pattern_ffn_gate_up_weight)) { + const int64_t n_ff_exp = hparams.n_ff_exp; + GGML_ASSERT(tensor->ne[axis] == 2*n_ff_exp); + return {n_ff_exp, n_ff_exp}; + } + return {tensor->ne[axis]}; + }; + + auto get_split_granularity = [&](int64_t blck_size, uint32_t il, const std::vector & segments) -> std::vector { + if (hparams.is_recurrent(il)) { + // linear attention + const int64_t head_dim = hparams.ssm_d_state; + const int64_t granularity_qkv = std::lcm(blck_size, head_dim); + if (std::regex_match(tensor_name, pattern_qkv_weight) || std::regex_match(tensor_name, pattern_attn_gate_weight) || + std::regex_match(tensor_name, pattern_ssm_conv1d) || std::regex_match(tensor_name, pattern_ssm_out_weight)) { + return std::vector(segments.size(), granularity_qkv); + } + if (std::regex_match(tensor_name, pattern_ssm_dt) || std::regex_match(tensor_name, pattern_ssm_a) || + std::regex_match(tensor_name, pattern_ssm_alpha) || std::regex_match(tensor_name, pattern_ssm_beta)) { + return std::vector(segments.size(), granularity_qkv / head_dim); + } + if (std::regex_match(tensor_name, pattern_ssm_beta_alpha)) { + return std::vector(segments.size(), 2 * (granularity_qkv / head_dim)); + } + if (std::regex_match(tensor_name, pattern_r_cache)) { + return std::vector(segments.size(), granularity_qkv * (hparams.ssm_d_conv - 1)); + } + if (std::regex_match(tensor_name, pattern_s_cache)) { + return std::vector(segments.size(), granularity_qkv * head_dim); + } + } else { + // regular attention + const uint32_t n_gqa = hparams.n_gqa(il); + const uint32_t n_embd_q = n_gqa * hparams.n_embd_head_k(il); + if (std::regex_match(tensor_name, pattern_attn_sinks)) { + GGML_ASSERT(segments.size() == 1); + return {std::lcm(n_embd_q, blck_size)/n_embd_q * n_gqa}; + } + + const int64_t granularity_q = std::lcm(n_embd_q, blck_size); + if (std::regex_match(tensor_name, pattern_q_weight) || std::regex_match(tensor_name, pattern_q_bias)) { + GGML_ASSERT(segments.size() == 1); + // some models have Q gate tensors, for those cases the granularity needs to be doubled: + if (ud->model->arch == LLM_ARCH_QWEN3NEXT || ud->model->arch == LLM_ARCH_QWEN35 || ud->model->arch == LLM_ARCH_QWEN35MOE) { + return {std::lcm(2*n_embd_q, blck_size)}; + } + return {granularity_q}; + } + if (std::regex_match(tensor_name, pattern_attn_out_weight)) { + GGML_ASSERT(segments.size() == 1); + return {granularity_q}; + } + + const int64_t granularity_kv = granularity_q / n_gqa; + if (std::regex_match(tensor_name, pattern_kv_weight) || + std::regex_match(tensor_name, pattern_kv_bias) || + std::regex_match(tensor_name, pattern_kv_cache)) { + GGML_ASSERT(segments.size() == 1); + return {granularity_kv}; + } + if (std::regex_match(tensor_name, pattern_qkv_weight) || std::regex_match(tensor_name, pattern_qkv_bias)) { + GGML_ASSERT(segments.size() == 3); + return {granularity_q, granularity_kv, granularity_kv}; + } + } + + // FFN + if (std::regex_match(tensor_name, pattern_ffn_up_gate_weight) || std::regex_match(tensor_name, pattern_ffn_up_gate_bias) || + std::regex_match(tensor_name, pattern_ffn_gate_up_weight) || std::regex_match(tensor_name, pattern_ffn_down_weight)) { + GGML_ASSERT(segments.size() <= 2); + return std::vector(segments.size(), blck_size); + } + + // everything else + GGML_ASSERT(segments.size() == 1); + return {1}; + }; + + ggml_backend_meta_split_state split_state; + memset(&split_state, 0, sizeof(split_state)); + tensor_config tc = get_tensor_config(); + split_state.axis = tc.axis; + if (split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS) { + const int64_t ne_full = tensor->ne[split_state.axis]; + const int64_t blck_size = ggml_blck_size(tc.tensor_axis_0->type); + const float * tensor_split = ud->model->tensor_split(); + std::vector tensor_split_scan; + tensor_split_scan.reserve(ud->n_devices); + for (size_t j = 0; j < ud->n_devices; j++) { + tensor_split_scan.push_back(tensor_split == nullptr ? 0.0f : tensor_split[(j + tc.rotation) % ud->n_devices]); + if (j > 0) { + tensor_split_scan[j] += tensor_split_scan[j - 1]; + } + } + const std::vector segments = get_split_segments(split_state.axis, tc.il); + const std::vector granularity = get_split_granularity(blck_size, tc.il, segments); + for (size_t is = 0; is < segments.size(); is++) { + const int64_t ne_s = segments[is]; + const int64_t g_s = granularity[is]; + GGML_ASSERT(ne_full % g_s == 0); + int64_t low = 0; + size_t j = 0; + for (; j < ud->n_devices - 1; j++) { + int64_t high = tensor_split_scan.back() == 0.0f ? + ne_s * (j+1)/ud->n_devices : ne_s * tensor_split_scan[j]/tensor_split_scan.back(); + if (high % g_s != 0) { + high -= high % g_s; + } + split_state.ne[is*ud->n_devices + (j + tc.rotation) % ud->n_devices] = high - low; + low = high; + } + split_state.ne[is*ud->n_devices + (j + tc.rotation) % ud->n_devices] = ne_s - low; + } + split_state.n_segments = segments.size(); + } else { + memset(split_state.ne, 0, sizeof(split_state.ne)); + split_state.n_segments = 1; + } + return split_state; + GGML_UNUSED(userdata); +} const char * llm_type_name(llm_type type) { switch (type) { @@ -61,6 +405,7 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_0_3B: return "0.3B"; case LLM_TYPE_0_5B: return "0.5B"; case LLM_TYPE_0_6B: return "0.6B"; + case LLM_TYPE_0_8B: return "0.8B"; case LLM_TYPE_1B: return "1B"; case LLM_TYPE_1_2B: return "1.2B"; case LLM_TYPE_1_3B: return "1.3B"; @@ -132,12 +477,15 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_100B_A6B: return "100B.A6B"; case LLM_TYPE_102B_A12B: return "102B.A12B"; case LLM_TYPE_106B_A12B: return "106B.A12B"; + case LLM_TYPE_120B_A12B: return "120B.A12B"; + case LLM_TYPE_122B_A10B: return "122B.A10B"; case LLM_TYPE_196B_A11B: return "196B.A11B"; case LLM_TYPE_230B_A10B: return "230B.A10B"; case LLM_TYPE_235B_A22B: return "235B.A22B"; case LLM_TYPE_300B_A47B: return "300B.A47B"; case LLM_TYPE_310B_A15B: return "310B.A15B"; case LLM_TYPE_355B_A32B: return "355B.A32B"; + case LLM_TYPE_397B_A17B: return "397B.A17B"; case LLM_TYPE_744B_A40B: return "744B.A40B"; case LLM_TYPE_E2B: return "E2B"; case LLM_TYPE_E4B: return "E4B"; @@ -174,162 +522,8 @@ static llama_rope_scaling_type llama_rope_scaling_type_from_string(const std::st return LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED; } -// checks if the weight tensor can be used with the specified buffer type and device -static bool weight_buft_supported(const llama_hparams & hparams, ggml_tensor * w, ggml_op op, ggml_backend_buffer_type_t buft, ggml_backend_dev_t dev) { - GGML_ASSERT(w != nullptr); - - if (op == GGML_OP_NONE) { - return true; - } - - ggml_init_params params = { - /*.mem_size =*/ ggml_tensor_overhead()*8, - /*.mem_buffer =*/ NULL, - /*.no_alloc =*/ true, - }; - ggml_context_ptr ctx_ptr { ggml_init(params) }; - if (!ctx_ptr) { - throw std::runtime_error(format("failed to create ggml context")); - } - ggml_context * ctx = ctx_ptr.get(); - - ggml_tensor * op_tensor = nullptr; - - switch (op) { - case GGML_OP_GET_ROWS: - { - ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512); - op_tensor = ggml_get_rows(ctx, w, b); - } break; - case GGML_OP_MUL_MAT: - { - ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], 512, w->ne[2], w->ne[3]); - op_tensor = ggml_mul_mat(ctx, w, b); - } break; - case GGML_OP_MUL_MAT_ID: - { - int n_expert_used = hparams.n_expert_used; - ggml_tensor * b = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512); - ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512); - op_tensor = ggml_mul_mat_id(ctx, w, b, ids); - } break; - case GGML_OP_ADD: - { - ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]); - op_tensor = ggml_add(ctx, a, w); - } break; - case GGML_OP_ADD_ID: - { - int n_expert_used = hparams.n_expert_used; - ggml_tensor * a = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512); - ggml_tensor * c = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512); - op_tensor = ggml_add_id(ctx, a, w, c); - } break; - case GGML_OP_MUL: - { - ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, w->ne[0], w->ne[1], w->ne[2], w->ne[3]); - op_tensor = ggml_mul(ctx, a, w); - } break; - case GGML_OP_DIV: - { - ggml_tensor * a = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, w->ne[0]); - op_tensor = ggml_div(ctx, a, w); - } break; - case GGML_OP_ROPE: - { - int n_embd_head = hparams.n_embd_head_v; - int n_head = hparams.n_head(); - ggml_tensor * a = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_embd_head, n_head, 512); - ggml_tensor * b = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, 512); - op_tensor = ggml_rope_ext( - ctx, a, b, w, - 0, 0, 0, 0, 0, - 0, 0, 0, 0 - ); - - } break; - case GGML_OP_SSM_CONV: - { - const int64_t n_seq_tokens = 512; - const int64_t n_seqs = 3; - ggml_tensor * conv_x = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0] - 1 + n_seq_tokens, w->ne[1], n_seqs); - op_tensor = ggml_ssm_conv(ctx, conv_x, w); - } break; - case GGML_OP_SSM_SCAN: - { - // w is ssm_a, which is used to distinguish Mamba-1 and Mamba-2 - const int64_t d_state = w->ne[0] == 1 ? hparams.ssm_d_state : w->ne[0]; - const int64_t n_head = w->ne[1]; - const int64_t head_dim = hparams.ssm_d_inner / n_head; - const int64_t n_group = hparams.ssm_n_group ? hparams.ssm_n_group : 1; - const int64_t n_seq_tokens = 512; - const int64_t n_seqs = 3; - ggml_tensor * s = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, head_dim, n_head, n_seqs); - ggml_tensor * x = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, head_dim, n_head, n_seq_tokens, n_seqs); - ggml_tensor * dt = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_head, n_seq_tokens, n_seqs); - ggml_tensor * B = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, n_group, n_seq_tokens, n_seqs); - ggml_tensor * C = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, d_state, n_group, n_seq_tokens, n_seqs); - ggml_tensor * ids = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n_seqs); - op_tensor = ggml_ssm_scan(ctx, s, x, dt, w, B, C, ids); - } break; - case GGML_OP_RWKV_WKV6: - { - // FIXME - const int64_t S = 123; - const int64_t H = 123; - const int64_t n_tokens = 123; - const int64_t n_seqs = 123; - ggml_tensor * k = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); - ggml_tensor * v = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); - ggml_tensor * r = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); - ggml_tensor * tf = w; - ggml_tensor * td = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, S, H, n_tokens); - ggml_tensor * state = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, S, n_seqs, S, H); - op_tensor = ggml_rwkv_wkv6(ctx, k, v, r, tf, td, state); - } break; - case GGML_OP_IM2COL: - { - const int n_embd_inp = hparams.n_embd_inp(); - ggml_tensor * b = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, n_embd_inp, w->ne[1], 1, 1); - op_tensor = ggml_im2col(ctx, w, b, 1, 0, 0, 0, 1, 0, false, GGML_TYPE_F16); - } break; - case GGML_OP_SCALE: - { - op_tensor = ggml_scale(ctx, w, 1.0f); - } break; - default: - GGML_ABORT("%s: missing test for op %s for tensor %s", __func__, ggml_op_name(op), w->name); - } - - // create a temporary dummy buffer for the weight so that supports_op can check the buffer type - GGML_ASSERT(w->buffer == nullptr); - w->buffer = ggml_backend_buft_alloc_buffer(buft, 0); - bool op_supported = ggml_backend_dev_supports_op(dev, op_tensor); - ggml_backend_buffer_free(w->buffer); - w->buffer = nullptr; - - return op_supported; -} - -// lists of buffer types used for each layer -using buft_list_t = std::vector>; - -// find the first buffer type in the list that can use the tensor -static ggml_backend_buffer_type_t select_weight_buft(const llama_hparams & hparams, ggml_tensor * tensor, ggml_op op, const buft_list_t & buft_list) { - GGML_ASSERT(!buft_list.empty()); - for (const auto & cur : buft_list) { - ggml_backend_dev_t cur_dev = cur.first; - ggml_backend_buffer_type_t cur_buft = cur.second; - if (weight_buft_supported(hparams, tensor, op, cur_buft, cur_dev)) { - return cur_buft; - } - } - - return nullptr; -} - // CPU: ACCEL -> GPU host -> CPU extra -> CPU -static buft_list_t make_cpu_buft_list(const std::vector & devices, bool use_extra_bufts, bool no_host) { +static buft_list_t make_cpu_buft_list(const std::vector & devices, bool use_extra_bufts, bool no_host) { buft_list_t buft_list; // add ACCEL buffer types @@ -351,10 +545,10 @@ static buft_list_t make_cpu_buft_list(const std::vector & de // a better approach would be to handle this on a weight-by-weight basis using the offload_op // function of the device to determine if it would benefit from being stored in a host buffer if (!no_host) { - for (auto * dev : devices) { - ggml_backend_buffer_type_t buft = ggml_backend_dev_host_buffer_type(dev); + for (const auto & dev : devices) { + ggml_backend_buffer_type_t buft = ggml_backend_dev_host_buffer_type(dev.dev); if (buft) { - buft_list.emplace_back(dev, buft); + buft_list.emplace_back(dev.dev, buft); break; } } @@ -421,14 +615,16 @@ static buft_list_t make_gpu_buft_list(ggml_backend_dev_t dev, llama_split_mode s // add the device extra buffer type (if any) ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev); - auto ggml_backend_dev_get_extra_bufts_fn = (ggml_backend_dev_get_extra_bufts_t) - ggml_backend_reg_get_proc_address(reg, "ggml_backend_dev_get_extra_bufts"); + if (reg) { + auto ggml_backend_dev_get_extra_bufts_fn = (ggml_backend_dev_get_extra_bufts_t) + ggml_backend_reg_get_proc_address(reg, "ggml_backend_dev_get_extra_bufts"); - if (ggml_backend_dev_get_extra_bufts_fn) { - ggml_backend_buffer_type_t * extra_bufts = ggml_backend_dev_get_extra_bufts_fn(dev); - while (extra_bufts && *extra_bufts) { - buft_list.emplace_back(dev, *extra_bufts); - ++extra_bufts; + if (ggml_backend_dev_get_extra_bufts_fn) { + ggml_backend_buffer_type_t * extra_bufts = ggml_backend_dev_get_extra_bufts_fn(dev); + while (extra_bufts && *extra_bufts) { + buft_list.emplace_back(dev, *extra_bufts); + ++extra_bufts; + } } } @@ -490,10 +686,13 @@ void llama_model::load_arch(llama_model_loader & ml) { if (arch == LLM_ARCH_UNKNOWN) { throw std::runtime_error("unknown model architecture: '" + ml.get_arch_name() + "'"); } + if (!devices.empty() && devices[0].is_meta && !llm_arch_supports_sm_tensor(arch)) { + throw std::runtime_error(std::string("LLAMA_SPLIT_MODE_TENSOR not implemented for architecture '") + llm_arch_name(arch) + "'"); + } } void llama_model::load_hparams(llama_model_loader & ml) { - const gguf_context * ctx = ml.meta.get(); + const gguf_context * ctx = ml.metadata; // get metadata as string for (int i = 0; i < gguf_get_n_kv(ctx); i++) { @@ -518,6 +717,8 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_CONTEXT_LENGTH, hparams.n_ctx_train); ml.get_key(LLM_KV_EMBEDDING_LENGTH, hparams.n_embd); ml.get_key(LLM_KV_EMBEDDING_LENGTH_OUT, hparams.n_embd_out_impl, false); + ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn, false); + ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); ml.get_key(LLM_KV_BLOCK_COUNT, hparams.n_layer); ml.get_key(LLM_KV_EXPERT_COUNT, hparams.n_expert, false); ml.get_key(LLM_KV_EXPERT_USED_COUNT, hparams.n_expert_used, false); @@ -608,26 +809,37 @@ void llama_model::load_hparams(llama_model_loader & ml) { // gpt-neox n_rot = rotary_pct * (n_embd / n_head) // gpt-j n_rot = rotary_dim - hparams.n_embd_head_k = hparams.n_embd / hparams.n_head(); - ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k, false); + hparams.n_embd_head_k_full = hparams.n_embd / hparams.n_head(); + ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k_full, false); - hparams.n_embd_head_v = hparams.n_embd / hparams.n_head(); - ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v, false); + hparams.n_embd_head_v_full = hparams.n_embd / hparams.n_head(); + ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v_full, false); // sanity check for n_rot (optional) - hparams.n_rot = hparams.n_embd_head_k; + hparams.n_rot_full = hparams.n_embd_head_k_full; - ml.get_key(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot, false); + ml.get_key(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot_full, false); if (arch == LLM_ARCH_LLAMA || arch == LLM_ARCH_DECI || arch == LLM_ARCH_FALCON || arch == LLM_ARCH_LLAMA_EMBED) { - if (hparams.n_rot != hparams.n_embd_head_k) { - throw std::runtime_error(format("invalid n_rot: %u, expected %u", hparams.n_rot, hparams.n_embd_head_k)); + if (hparams.n_rot_full != hparams.n_embd_head_k_full) { + throw std::runtime_error(format("invalid n_rot: %u, expected %u", hparams.n_rot_full, hparams.n_embd_head_k_full)); } } } else { - hparams.n_rot = 0; - hparams.n_embd_head_k = 0; - hparams.n_embd_head_v = 0; + hparams.n_rot_full = 0; + hparams.n_embd_head_k_full = 0; + hparams.n_embd_head_v_full = 0; + } + + // head size and n_rot for SWA layers + { + hparams.n_embd_head_k_swa = hparams.n_embd_head_k_full; + hparams.n_embd_head_v_swa = hparams.n_embd_head_v_full; + ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH_SWA, hparams.n_embd_head_k_swa, false); + ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH_SWA, hparams.n_embd_head_v_swa, false); + + hparams.n_rot_swa = hparams.n_rot_full; + ml.get_key(LLM_KV_ROPE_DIMENSION_COUNT_SWA, hparams.n_rot_swa, false); } // for differentiating model types @@ -687,7 +899,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { hparams.n_attn_temp_floor_scale = 8192; hparams.f_attn_temp_scale = 0.1f; hparams.f_attn_temp_offset = 1.0f; - hparams.set_swa_pattern(4); // pattern: 3 chunked - 1 full + uint32_t swa_period = 4; // pattern: 3 chunked - 1 full + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -724,7 +938,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_AFMOE: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func, false); @@ -736,7 +950,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { // Pattern: 3 sliding - 1 full (global_attn_every_n_layers = 4) if (hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(4); + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -881,8 +1097,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_BERT: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); switch (hparams.n_layer) { case 3: @@ -904,10 +1118,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { - uint32_t swa_period = 3; hparams.swa_type = LLAMA_SWA_TYPE_SYMMETRIC; - - ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa); + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); + uint32_t swa_period = 3; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.set_swa_pattern(swa_period, true); } else { @@ -915,8 +1128,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { } ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); switch (hparams.n_layer) { case 12: @@ -931,8 +1142,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_JINA_BERT_V2: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); hparams.f_max_alibi_bias = 8.0f; switch (hparams.n_layer) { @@ -944,8 +1153,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_JINA_BERT_V3: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); switch (hparams.n_layer) { case 24: @@ -957,8 +1164,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_NOMIC_BERT_MOE: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type); ml.get_key(LLM_KV_MOE_EVERY_N_LAYERS, hparams.moe_every_n_layers, 0); if (hparams.n_layer == 12 && hparams.n_embd == 768) { @@ -972,8 +1177,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_NEO_BERT: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type); if (hparams.n_layer == 28) { type = LLM_TYPE_250M; @@ -982,8 +1185,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_EUROBERT: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type); if (hparams.n_layer == 12) { type = LLM_TYPE_SMALL; // 0.2B @@ -1011,7 +1212,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv, false); - ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias); + ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias, false); switch (hparams.n_layer) { case 32: type = LLM_TYPE_7B; break; @@ -1047,7 +1248,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { // fall through case LLM_ARCH_QWEN2: { - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer) { case 24: type = hparams.n_embd == 1024 ? LLM_TYPE_0_5B : LLM_TYPE_1B; break; @@ -1129,7 +1329,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { } break; case LLM_ARCH_QWEN3: { - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer) { case 28: type = hparams.n_embd == 1024 ? LLM_TYPE_0_6B : LLM_TYPE_1_7B; break; @@ -1260,19 +1459,15 @@ void llama_model::load_hparams(llama_model_loader & ml) { break; default: type = LLM_TYPE_UNKNOWN; } - - // Load attention parameters - ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH, hparams.n_embd_head_k, false); - ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH, hparams.n_embd_head_v, false); } break; case LLM_ARCH_PLAMO3: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { - uint32_t swa_period = 8; hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa); + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); + uint32_t swa_period = 8; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.set_swa_pattern(swa_period); } else { @@ -1335,7 +1530,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 4096; // default value of gemma 2 - hparams.set_swa_pattern(2); + uint32_t swa_period = 2; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.attn_soft_cap = true; hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -1356,14 +1553,16 @@ void llama_model::load_hparams(llama_model_loader & ml) { // ref: https://github.com/google/gemma_pytorch/blob/014acb7ac4563a5f77c76d7ff98f31b568c16508/gemma/config.py#L173 hparams.f_attention_scale = type == LLM_TYPE_27B ? 1.0f / std::sqrt(float(hparams.n_embd / hparams.n_head(0))) - : 1.0f / std::sqrt(float(hparams.n_embd_head_k)); + : 1.0f / std::sqrt(float(hparams.n_embd_head_k())); } break; case LLM_ARCH_GEMMA3: { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(6); + uint32_t swa_period = 6; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); } else { @@ -1387,12 +1586,14 @@ void llama_model::load_hparams(llama_model_loader & ml) { // ref: https://github.com/google/gemma_pytorch/blob/014acb7ac4563a5f77c76d7ff98f31b568c16508/gemma/config.py#L289 hparams.f_attention_scale = type == LLM_TYPE_27B ? 1.0f / std::sqrt(float(hparams.n_embd / hparams.n_head(0))) - : 1.0f / std::sqrt(float(hparams.n_embd_head_k)); + : 1.0f / std::sqrt(float(hparams.n_embd_head_k())); } break; case LLM_ARCH_GEMMA3N: { + uint32_t swa_period = 5; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(5); + hparams.set_swa_pattern(swa_period); hparams.n_layer_kv_from_start = 20; hparams.f_attention_scale = 1.0f; @@ -1407,17 +1608,44 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; + case LLM_ARCH_GEMMA4: + { + hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, hparams.swa_layers, hparams.n_layer); + + uint32_t n_kv_shared_layers = 0; + ml.get_key(LLM_KV_ATTENTION_SHARED_KV_LAYERS, n_kv_shared_layers, false); + + hparams.n_layer_kv_from_start = hparams.n_layer - (int32_t)n_kv_shared_layers; + hparams.f_attention_scale = 1.0f; // Gemma4 uses self.scaling = 1.0 (no pre-attn scaling) + + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); + ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); + ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + ml.get_key(LLM_KV_EMBEDDING_LENGTH_PER_LAYER, hparams.n_embd_per_layer); + ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH_SWA, hparams.n_embd_head_k_swa); + ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH_SWA, hparams.n_embd_head_v_swa); + ml.get_key(LLM_KV_FINAL_LOGIT_SOFTCAPPING, hparams.f_final_logit_softcapping, false); + + switch (hparams.n_layer) { + case 35: type = LLM_TYPE_E2B; break; + case 42: type = LLM_TYPE_E4B; break; // to confirm: E4B or E5B? + default: type = LLM_TYPE_UNKNOWN; + } + } break; case LLM_ARCH_GEMMA_EMBEDDING: { hparams.swa_type = LLAMA_SWA_TYPE_SYMMETRIC; - hparams.set_swa_pattern(6); + uint32_t swa_period = 6; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.causal_attn = false; // embeddings do not use causal attention ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_POOLING_TYPE, hparams.pooling_type); //applied only if model converted with --sentence-transformers-dense-modules ml.get_key(LLM_KV_DENSE_2_FEAT_IN, hparams.dense_2_feat_in, false); @@ -1432,7 +1660,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { case 24: type = LLM_TYPE_0_3B; break; default: type = LLM_TYPE_UNKNOWN; } - hparams.f_attention_scale = 1.0f / std::sqrt(float(hparams.n_embd_head_k)); + hparams.f_attention_scale = 1.0f / std::sqrt(float(hparams.n_embd_head_k())); } break; case LLM_ARCH_STARCODER2: @@ -1524,7 +1752,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { } switch (hparams.n_layer) { - // TODO: Jamba layers are a bit heterogenous, so naming this is hard. + // TODO: Jamba layers are a bit heterogeneous, so naming this is hard. case 12: // 900M 8x???M case 32: // 51B 16x?B default: type = LLM_TYPE_UNKNOWN; @@ -1542,7 +1770,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { } break; case LLM_ARCH_COMMAND_R: { - ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); + ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer) { case 40: type = LLM_TYPE_35B; break; @@ -1552,7 +1780,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_COHERE2: { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(4); + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -1594,7 +1824,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(4); + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = 1.0; // See olmo2.cpp @@ -1701,10 +1933,10 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_DEEPSEEK: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); switch (hparams.n_ff_exp) { case 1408: type = LLM_TYPE_16B; break; @@ -1713,12 +1945,13 @@ void llama_model::load_hparams(llama_model_loader & ml) { } } break; case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_MISTRAL4: { // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B, Kanana-2-30B-A3B const bool is_lite = (hparams.n_layer == 27 || hparams.n_layer == 26 || (hparams.n_layer == 48 && n_vocab == 128256)); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); if (!is_lite) { ml.get_key(LLM_KV_ATTENTION_Q_LORA_RANK, hparams.n_lora_q); } @@ -1749,7 +1982,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { // (optional) temperature tuning - used by mistral-large ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_SCALE, hparams.f_attn_temp_scale, false); - ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_LENGTH, hparams.n_attn_temp_floor_scale, false); + ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_LENGTH, hparams.n_attn_temp_floor_scale, false); // FIXME why not use temperature_length? hparams.f_attn_temp_offset = 0.0f; @@ -1761,6 +1994,26 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; + case LLM_ARCH_DEEPSEEK2OCR: + { + // similar to deepseek2, but without MLA + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); + ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); + ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); + ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func, false); + + if (hparams.expert_gating_func == LLAMA_EXPERT_GATING_FUNC_TYPE_NONE) { + hparams.expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX; + } + + switch (hparams.n_layer) { + case 12: type = LLM_TYPE_3B; break; + default: type = LLM_TYPE_UNKNOWN; + } + } break; case LLM_ARCH_PLM: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); @@ -1798,6 +2051,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { // NextN/MTP parameters (GLM-OCR) ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers, false); + GGML_ASSERT(hparams.nextn_predict_layers < hparams.n_layer && "nextn_predict_layers must be < n_layer"); // TODO: when MTP is implemented, this should probably be updated if needed hparams.n_layer_kv_from_start = hparams.n_layer - hparams.nextn_predict_layers; @@ -1820,7 +2074,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_USED_COUNT, hparams.n_expert_used); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); // Expert gating function (GLM-4.5 uses sigmoid) @@ -1831,6 +2085,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { // NextN/MTP parameters ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers, false); + GGML_ASSERT(hparams.nextn_predict_layers < hparams.n_layer && "nextn_predict_layers must be < n_layer"); // TODO: when MTP is implemented, this should probably be updated if needed hparams.n_layer_kv_from_start = hparams.n_layer - hparams.nextn_predict_layers; @@ -1853,7 +2108,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_USED_COUNT, hparams.n_expert_used); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); // deepseek MLA parameters @@ -1877,6 +2132,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { // NextN/MTP parameters ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers, false); + GGML_ASSERT(hparams.nextn_predict_layers < hparams.n_layer && "nextn_predict_layers must be < n_layer"); // TODO: when MTP is implemented, this should probably be updated if needed hparams.n_layer_kv_from_start = hparams.n_layer - hparams.nextn_predict_layers; @@ -1939,7 +2195,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_JAIS: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); - ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias); + ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias, false); switch (hparams.n_layer) { case 24: type = LLM_TYPE_1_3B; break; @@ -1988,10 +2244,12 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); + ml.get_key(LLM_KV_MOE_LATENT_SIZE, hparams.moe_latent_size, false); switch (hparams.n_layer) { case 52: type = LLM_TYPE_31B_A3_5B; break; // Nemotron-H_MOE 31B case 56: type = LLM_TYPE_9B; break; + case 88: type = LLM_TYPE_120B_A12B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2009,7 +2267,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { if (hparams.n_layer == 64) { // 32B hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 4096; - hparams.set_swa_pattern(4); + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -2029,7 +2289,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 128; - hparams.set_swa_pattern(4); + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -2042,9 +2304,10 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func); ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers, false); + GGML_ASSERT(hparams.nextn_predict_layers < hparams.n_layer && "nextn_predict_layers must be < n_layer"); switch (hparams.n_layer) { case 32: type = LLM_TYPE_30B_A3B; break; @@ -2126,9 +2389,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); - ml.get_key(LLM_KV_RESIDUAL_SCALE, hparams.f_residual_scale); - ml.get_key(LLM_KV_EMBEDDING_SCALE, hparams.f_embedding_scale); - ml.get_key(LLM_KV_ATTENTION_SCALE, hparams.f_attention_scale); + ml.get_key(LLM_KV_RESIDUAL_SCALE, hparams.f_residual_scale, false); + ml.get_key(LLM_KV_EMBEDDING_SCALE, hparams.f_embedding_scale, false); + ml.get_key(LLM_KV_ATTENTION_SCALE, hparams.f_attention_scale, false); // Granite uses rope_finetuned as a switch for rope, so default to true bool rope_finetuned = true; @@ -2173,7 +2436,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { switch (hparams.n_embd) { case 768: type = LLM_TYPE_350M; break; - case 1536: type = (hparams.n_embd == 2048 ? LLM_TYPE_7B_A1B : LLM_TYPE_1B); break; + case 1536: type = (hparams.n_ff() == 512 ? LLM_TYPE_7B_A1B : LLM_TYPE_1B); break; case 2048: case 2560: type = LLM_TYPE_3B; break; case 4096: type = LLM_TYPE_32B; break; default: type = LLM_TYPE_UNKNOWN; @@ -2186,7 +2449,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); hparams.f_norm_eps = 1e-5; // eps for qk-norm, torch default - ml.get_key(LLM_KV_SWIN_NORM, hparams.swin_norm); + ml.get_key(LLM_KV_SWIN_NORM, hparams.swin_norm, false); switch (hparams.n_layer) { case 32: type = LLM_TYPE_7B; break; @@ -2199,15 +2462,14 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_ATTENTION_GROUPNORM_EPS, hparams.f_norm_group_eps); ml.get_key(LLM_KV_ATTENTION_GROUPNORM_GROUPS, hparams.n_norm_groups); - ml.get_key(LLM_KV_ATTENTION_CAUSAL, hparams.causal_attn); } break; case LLM_ARCH_BAILINGMOE: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); switch (hparams.n_layer) { @@ -2219,14 +2481,15 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_BAILINGMOE2: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); - ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp); + ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func); ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.nextn_predict_layers, false); + GGML_ASSERT(hparams.nextn_predict_layers < hparams.n_layer && "nextn_predict_layers must be < n_layer"); // TODO: when MTP is implemented, this should probably be updated if needed hparams.n_layer_kv_from_start = hparams.n_layer - hparams.nextn_predict_layers; @@ -2242,10 +2505,10 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_DOTS1: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func, false); switch (hparams.n_layer) { @@ -2265,7 +2528,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); ml.get_key(LLM_KV_INTERLEAVE_MOE_LAYER_STEP, hparams.n_moe_layer_step); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); } switch (hparams.n_layer) { @@ -2310,7 +2573,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); - ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp); + ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); switch (hparams.n_layer) { case 32: type = LLM_TYPE_A13B; break; @@ -2346,7 +2609,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(2); + uint32_t swa_period = 2; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -2384,7 +2649,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { { ml.get_key(LLM_KV_SHORTCONV_L_CACHE, hparams.n_shortconv_l_cache); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func); @@ -2403,9 +2668,11 @@ void llama_model::load_hparams(llama_model_loader & ml) { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { - hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.n_swa = 4096; - hparams.set_swa_pattern(4, true); + hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + hparams.n_swa = 4096; + uint32_t swa_period = 4; + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); + hparams.set_swa_pattern(swa_period, true); hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; @@ -2428,7 +2695,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { case LLM_ARCH_GROVEMOE: { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); - ml.get_key(LLM_KV_EXPERT_CHUNK_FEED_FORWARD_LENGTH, hparams.n_ff_chexp); + ml.get_key(LLM_KV_EXPERT_CHUNK_FEED_FORWARD_LENGTH, hparams.n_ff_chexp, false); ml.get_key(LLM_KV_EXPERT_GROUP_SCALE, hparams.expert_group_scale); ml.get_key(LLM_KV_EXPERTS_PER_GROUP, hparams.n_group_experts); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); @@ -2528,7 +2795,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { } switch (hparams.n_layer) { - case 24: type = LLM_TYPE_2B; break; + case 24: type = hparams.n_embd == 1024 ? LLM_TYPE_0_8B : LLM_TYPE_2B; break; + case 32: type = hparams.n_embd == 2560 ? LLM_TYPE_4B : LLM_TYPE_9B; break; + case 64: type = LLM_TYPE_27B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2557,8 +2826,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { } switch (hparams.n_layer) { - case 28: type = LLM_TYPE_35B_A3B; break; - case 48: type = LLM_TYPE_80B_A3B; break; + case 40: type = LLM_TYPE_35B_A3B; break; + case 48: type = LLM_TYPE_122B_A10B; break; + case 60: type = LLM_TYPE_397B_A17B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2596,7 +2866,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); - ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa); + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, hparams.swa_layers, hparams.n_layer); switch (hparams.n_layer) { @@ -2610,7 +2880,6 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_KEY_LENGTH_MLA, hparams.n_embd_head_k_mla_impl); ml.get_key(LLM_KV_ATTENTION_VALUE_LENGTH_MLA, hparams.n_embd_head_v_mla_impl); ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK, hparams.n_lora_kv); - ml.get_key(LLM_KV_ROPE_DIMENSION_COUNT, hparams.n_rot); ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); ml.get_key(LLM_KV_KDA_HEAD_DIM, hparams.n_embd_head_kda); @@ -2626,8 +2895,8 @@ void llama_model::load_hparams(llama_model_loader & ml) { // MoE parameters - Kimi uses moe_intermediate_size = 1024 ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); - ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); - ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func); switch (hparams.n_layer) { @@ -2641,6 +2910,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + // full_attention layer only use half of the RoPE dimensions + hparams.n_rot_full = hparams.n_rot_full / 2; + // MoE + SWA parameters ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); @@ -2654,7 +2926,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { } ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); - ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa); + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, hparams.swa_layers, hparams.n_layer); ml.get_key_or_arr(LLM_KV_SWIGLU_CLAMP_EXP, hparams.swiglu_clamp_exp, hparams.n_layer, false); ml.get_key_or_arr(LLM_KV_SWIGLU_CLAMP_SHEXP, hparams.swiglu_clamp_shexp, hparams.n_layer, false); @@ -2664,7 +2936,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; - default: throw std::runtime_error("unsupported model architecture"); + default: throw std::runtime_error("unsupported model architecture: " + arch_name()); } pimpl->n_bytes = ml.n_bytes; @@ -2699,11 +2971,11 @@ bool llama_model::load_tensors(llama_model_loader & ml) { // build a list of buffer types for the CPU and GPU devices pimpl->cpu_buft_list = make_cpu_buft_list(devices, params.use_extra_bufts, params.no_host); - for (auto * dev : devices) { - buft_list_t buft_list = make_gpu_buft_list(dev, split_mode, tensor_split); + for (const auto & dev : devices) { + buft_list_t buft_list = make_gpu_buft_list(dev.dev, split_mode, tensor_split); // add CPU buffer types as a fallback buft_list.insert(buft_list.end(), pimpl->cpu_buft_list.begin(), pimpl->cpu_buft_list.end()); - pimpl->gpu_buft_list.emplace(dev, std::move(buft_list)); + pimpl->gpu_buft_list.emplace(dev.dev, std::move(buft_list)); } ggml_backend_dev_t cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); @@ -2717,7 +2989,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { if (all_zero) { // default split, by free memory for (size_t i = 0; i < n_devices(); ++i) { - ggml_backend_dev_t dev = devices[i]; + ggml_backend_dev_t dev = devices[i].dev; size_t total; size_t free; ggml_backend_dev_memory(dev, &free, &total); @@ -2753,7 +3025,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { return {cpu_dev, &pimpl->cpu_buft_list}; } const int layer_gpu = std::upper_bound(splits.begin(), splits.begin() + n_devices(), float(il - i_gpu_start)/act_gpu_layers) - splits.begin(); - auto * dev = devices.at(layer_gpu); + auto * dev = devices.at(layer_gpu).dev; LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(dev), is_swa); return {dev, &pimpl->gpu_buft_list.at(dev)}; }; @@ -2771,44 +3043,10 @@ bool llama_model::load_tensors(llama_model_loader & ml) { // assign the output layer pimpl->dev_output = get_layer_buft_list(n_layer); - // one ggml context per buffer type - int max_n_tensors = ml.n_tensors; - max_n_tensors += 1; // duplicated output tensor - max_n_tensors += n_layer*2; // duplicated rope freq tensors - const size_t ctx_size = ggml_tensor_overhead()*max_n_tensors; - - // define a comparator for the buft -> ctx map to ensure that the order is well-defined: - struct ggml_backend_buft_comparator { - bool operator()(const ggml_backend_buffer_type_t & lhs, const ggml_backend_buffer_type_t & rhs) const { - return strcmp(ggml_backend_buft_name(lhs), ggml_backend_buft_name(rhs)) < 0; - } - }; - std::map ctx_map; - - auto ctx_for_buft = [&](ggml_backend_buffer_type_t buft) -> ggml_context * { - auto it = ctx_map.find(buft); - if (it == ctx_map.end()) { - ggml_init_params params = { - /*.mem_size =*/ ctx_size, - /*.mem_buffer =*/ NULL, - /*.no_alloc =*/ true, - }; - - ggml_context * ctx = ggml_init(params); - if (!ctx) { - throw std::runtime_error(format("failed to create ggml context")); - } - - ctx_map.emplace(buft, ctx); - - return ctx; - } - return it->second.get(); - }; - - const auto TENSOR_DUPLICATED = llama_model_loader::TENSOR_DUPLICATED; - const auto TENSOR_NOT_REQUIRED = llama_model_loader::TENSOR_NOT_REQUIRED; - const auto TENSOR_SKIP = llama_model_loader::TENSOR_SKIP; + const auto TENSOR_DUPLICATED = llama_model_loader::TENSOR_DUPLICATED; + const auto TENSOR_NOT_REQUIRED = llama_model_loader::TENSOR_NOT_REQUIRED; + const auto TENSOR_SKIP = llama_model_loader::TENSOR_SKIP; + const auto TENSOR_SKIP_IF_VIRTUAL = llama_model_loader::TENSOR_SKIP_IF_VIRTUAL; // create tensors for the weights { @@ -2818,13 +3056,13 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_embd = hparams.n_embd; const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(); const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa(); - const int64_t n_embd_head_k = hparams.n_embd_head_k; - const int64_t n_embd_head_v = hparams.n_embd_head_v; + const int64_t n_embd_head_k = hparams.n_embd_head_k(); + const int64_t n_embd_head_v = hparams.n_embd_head_v(); const int64_t n_ff = hparams.n_ff(); const int64_t n_embd_gqa = n_embd_v_gqa; const int64_t n_vocab = vocab.n_tokens(); const int64_t n_token_types = vocab.n_token_types(); - const int64_t n_rot = hparams.n_rot; + const int64_t n_rot = hparams.n_rot(); const int64_t n_expert = hparams.n_expert; const int64_t n_expert_used = hparams.n_expert_used; const int64_t n_ctx_train = hparams.n_ctx_train; @@ -2833,147 +3071,11 @@ bool llama_model::load_tensors(llama_model_loader & ml) { throw std::runtime_error("model has expert layers but no expert layers are used"); } - int n_moved_tensors = 0; - ggml_tensor * first_moved_tensor = nullptr; - ggml_backend_buffer_type_t first_moved_from_buft = nullptr; - ggml_backend_buffer_type_t first_moved_to_buft = nullptr; - auto create_tensor = [&](const LLM_TN_IMPL & tn, const std::initializer_list & ne, int flags) -> ggml_tensor * { - ggml_tensor * t_meta = ml.get_tensor_meta(tn.str().c_str()); - - if (!t_meta) { - if (flags & TENSOR_NOT_REQUIRED) { - return nullptr; - } - throw std::runtime_error(format("missing tensor '%s'", tn.str().c_str())); - } - - // some models use the token embedding tensor as the output, but since these are used in different layers and with different ops - // the tensor is duplicated - // to handle this, we check if the tensor is duplicated, and if so, we assume that it is being loaded as the output tensor - llm_tensor tn_tensor = tn.tensor; - if (tn.tensor == LLM_TENSOR_TOKEN_EMBD && flags & TENSOR_DUPLICATED) { - tn_tensor = LLM_TENSOR_OUTPUT; - } - - llm_tensor_info info; - try { - info = llm_tensor_info_for(tn_tensor); - } catch (const std::out_of_range & e) { - throw std::runtime_error(format("missing tensor info mapping for %s", tn.str().c_str())); - } - - // skip unused tensors - if (info.op == GGML_OP_NONE || flags & TENSOR_SKIP) { - const size_t nbytes = ggml_nbytes(t_meta); - LLAMA_LOG_WARN("model has unused tensor %s (size = %zu bytes) -- ignoring\n", tn.str().c_str(), nbytes); - - ml.size_data -= nbytes; - ml.n_created++; - - return nullptr; - } - - // tensors with "bias" suffix are always used with GGML_OP_ADD or GGML_OP_ADD_ID - ggml_op op; - bool bias = tn.suffix != nullptr && strcmp(tn.suffix, "bias") == 0; - if (bias) { - if (info.op == GGML_OP_MUL_MAT_ID) { - op = GGML_OP_ADD_ID; - } else { - op = GGML_OP_ADD; - } - } else { - op = info.op; - } - - // sanity checks - if (info.layer == LLM_TENSOR_LAYER_INPUT || info.layer == LLM_TENSOR_LAYER_OUTPUT) { - if (tn.bid != -1) { - GGML_ABORT("input/output layer tensor %s used with a layer number", tn.str().c_str()); - } - } else { - if (tn.bid == -1) { - GGML_ABORT("repeating layer tensor %s used without a layer number", tn.str().c_str()); - } - } - - // select the buffer type for this tensor - buft_list_t * buft_list; - switch (info.layer) { - case LLM_TENSOR_LAYER_INPUT: - buft_list = pimpl->dev_input.buft_list; - break; - case LLM_TENSOR_LAYER_OUTPUT: - buft_list = pimpl->dev_output.buft_list; - break; - case LLM_TENSOR_LAYER_REPEATING: - buft_list = pimpl->dev_layer.at(tn.bid).buft_list; - break; - default: - GGML_ABORT("invalid layer %d for tensor %s", info.layer, tn.str().c_str()); - } - - ggml_backend_buffer_type_t buft = nullptr; - - // check overrides - if (ml.tensor_buft_overrides) { - std::string tensor_name = tn.str(); - for (const auto * overrides = ml.tensor_buft_overrides; overrides->pattern != nullptr; ++overrides) { - std::regex pattern(overrides->pattern); - if (std::regex_search(tensor_name, pattern)) { - if (overrides->buft == ggml_backend_cpu_buffer_type()) { - // when overriding to a CPU buffer, consider the extra buffer types - buft = select_weight_buft(hparams, t_meta, op, pimpl->cpu_buft_list); - } else { - buft = overrides->buft; - } - - LLAMA_LOG_DEBUG("tensor %s (%zu MiB %s) buffer type overridden to %s\n", - tensor_name.c_str(), - ggml_nbytes(t_meta) / 1024 / 1024, ggml_type_name(t_meta->type), - ggml_backend_buft_name(buft)); - break; - } - } - } - - if (!buft) { - buft = select_weight_buft(hparams, t_meta, op, *buft_list); - if (!buft) { - throw std::runtime_error(format("failed to find a compatible buffer type for tensor %s", tn.str().c_str())); - } - } - - // avoid using a host buffer when using mmap - auto * buft_dev = ggml_backend_buft_get_device(buft); - if (ml.use_mmap && buft_dev && buft == ggml_backend_dev_host_buffer_type(buft_dev)) { - auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); - if (!cpu_dev) { - throw std::runtime_error("no CPU backend found"); - } - buft = ggml_backend_dev_buffer_type(cpu_dev); - } - - if (buft != buft_list->front().second) { - n_moved_tensors++; - if (!first_moved_tensor) { - first_moved_tensor = t_meta; - first_moved_from_buft = buft_list->front().second; - first_moved_to_buft = buft; - } - } - - ggml_context * ctx = ctx_for_buft(buft); - - // if duplicated, check if the original tensor was allocated in the same buffer type context and avoid creating a new one - if (flags & TENSOR_DUPLICATED) { - ggml_tensor * t = ggml_get_tensor(ctx, tn.str().c_str()); - if (t) { - return t; - } - } - return ml.create_tensor(ctx, tn, ne, flags); + const buft_list_t * buft_list_layer = tn.bid == -1 ? nullptr : pimpl->dev_layer.at(tn.bid).buft_list; + return ml.create_tensor( + hparams, &pimpl->cpu_buft_list, pimpl->dev_input.buft_list, pimpl->dev_output.buft_list, buft_list_layer, + tn, ne, flags); }; layers.resize(n_layer); @@ -3142,6 +3244,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_LLAMA4: { + if (n_expert == 0) { + throw std::runtime_error(arch_name() + " model cannot have zero experts"); + } tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); // output @@ -3154,7 +3259,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } for (int i = 0; i < n_layer; ++i) { - bool is_moe_layer = hparams.n_moe_layer_step > 0 && (i + 1) % hparams.n_moe_layer_step == 0; + const bool is_moe_layer = hparams.n_moe_layer_step > 0 && (i + 1) % hparams.n_moe_layer_step == 0; auto & layer = layers[i]; @@ -3170,7 +3275,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_rot/2}, TENSOR_NOT_REQUIRED | (i != 0 ? TENSOR_DUPLICATED : 0)); if (is_moe_layer) { - int n_ff_exp = hparams.n_ff_exp; + const int64_t n_ff_exp = hparams.n_ff_exp; layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0); layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff_exp, n_expert}, 0); @@ -3257,8 +3362,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_MINICPM3: { - const int64_t n_embd_head_qk_rope = hparams.n_rot; - const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot; + const int64_t n_embd_head_qk_rope = hparams.n_rot(); + const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k() - hparams.n_rot(); const int64_t q_lora_rank = hparams.n_lora_q; const int64_t kv_lora_rank = hparams.n_lora_kv; @@ -3301,7 +3406,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { case LLM_ARCH_GROK: { if (n_expert == 0) { - throw std::runtime_error("Grok model cannot have zero experts"); + throw std::runtime_error(arch_name() + " model cannot have zero experts"); } tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -3473,6 +3578,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { case LLM_ARCH_NOMIC_BERT_MOE: case LLM_ARCH_JINA_BERT_V3: { + if (n_token_types == 0) { + throw std::runtime_error(arch_name() + " model needs to define token type count"); + } tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); type_embd = create_tensor(tn(LLM_TENSOR_TOKEN_TYPES, "weight"), {n_embd, n_token_types}, TENSOR_NOT_REQUIRED); @@ -3486,8 +3594,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { cls_out_b = create_tensor(tn(LLM_TENSOR_CLS_OUT, "bias"), {hparams.n_cls_out}, TENSOR_NOT_REQUIRED); } - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {n_embd}, 0); for (int i = 0; i < n_layer; ++i) { auto & layer = layers[i]; @@ -3534,7 +3642,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { case LLM_ARCH_MODERN_BERT: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); @@ -3617,8 +3725,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); // word_embeddings type_embd = create_tensor(tn(LLM_TENSOR_TOKEN_TYPES, "weight"), {n_embd, n_token_types}, 0); // token_type_embeddings - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); // LayerNorm - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0); //LayerNorm bias + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); // LayerNorm + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {n_embd}, 0); // LayerNorm bias cls = create_tensor(tn(LLM_TENSOR_CLS, "weight"), {n_embd, 1}, TENSOR_NOT_REQUIRED); cls_b = create_tensor(tn(LLM_TENSOR_CLS, "bias"), {1}, TENSOR_NOT_REQUIRED); @@ -3669,8 +3777,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { case LLM_ARCH_BLOOM: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {n_embd}, 0); // output output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); @@ -3739,8 +3847,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); layer.ffn_up_b = create_tensor(tn(LLM_TENSOR_FFN_UP, "bias", i), {n_ff}, TENSOR_NOT_REQUIRED); - layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED); - layer.attn_q_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED); + // FIXME test-llama-archs crashes if q_norm is created + layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL); + layer.attn_q_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL); layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd}, TENSOR_NOT_REQUIRED); layer.attn_k_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED); @@ -4126,8 +4235,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t dt_dim = std::max(64, int(hparams.n_embd / 16)); // attention parameters - const uint32_t qk_dim = hparams.n_embd_head_k; - const uint32_t v_dim = hparams.n_embd_head_v; + const uint32_t qk_dim = hparams.n_embd_head_k(); + const uint32_t v_dim = hparams.n_embd_head_v(); tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -4187,8 +4296,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_PLAMO3: { - const int64_t head_dim_q = hparams.n_embd_head_k; - const int64_t head_dim_v = hparams.n_embd_head_v; + const int64_t head_dim_q = hparams.n_embd_head_k(); + const int64_t head_dim_v = hparams.n_embd_head_v(); tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -4449,13 +4558,14 @@ bool llama_model::load_tensors(llama_model_loader & ml) { output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); } - tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); - tok_embd_per_layer = create_tensor(tn(LLM_TENSOR_PER_LAYER_TOKEN_EMBD, "weight"), {n_embd_altup * n_layer, n_vocab}, 0); + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); - altup_proj = create_tensor(tn(LLM_TENSOR_ALTUP_PROJ, "weight"), {n_embd, n_embd, n_altup - 1}, 0); - altup_unembd_proj = create_tensor(tn(LLM_TENSOR_ALTUP_UNEMBD_PROJ, "weight"), {n_embd, n_embd, n_altup - 1}, 0); - per_layer_model_proj = create_tensor(tn(LLM_TENSOR_PER_LAYER_MODEL_PROJ, "weight"), {n_embd, n_embd_altup * n_layer}, 0); - per_layer_proj_norm = create_tensor(tn(LLM_TENSOR_PER_LAYER_PROJ_NORM, "weight"), {n_embd_altup}, 0); + altup_proj = create_tensor(tn(LLM_TENSOR_ALTUP_PROJ, "weight"), {n_embd, n_embd, n_altup - 1}, 0); + altup_unembd_proj = create_tensor(tn(LLM_TENSOR_ALTUP_UNEMBD_PROJ, "weight"), {n_embd, n_embd, n_altup - 1}, 0); + + per_layer_tok_embd = create_tensor(tn(LLM_TENSOR_PER_LAYER_TOKEN_EMBD, "weight"), {n_embd_altup * n_layer, n_vocab}, 0); + per_layer_model_proj = create_tensor(tn(LLM_TENSOR_PER_LAYER_MODEL_PROJ, "weight", 0), {n_embd, n_embd_altup * n_layer}, 0); + per_layer_proj_norm = create_tensor(tn(LLM_TENSOR_PER_LAYER_PROJ_NORM, "weight", 0), {n_embd_altup}, 0); output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); @@ -4493,6 +4603,101 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.laurel_post_norm = create_tensor(tn(LLM_TENSOR_LAUREL_POST_NORM, "weight", i), {n_embd}, 0); } } break; + case LLM_ARCH_GEMMA4: + { + const uint32_t n_embd_per_layer = hparams.n_embd_per_layer; + const int64_t n_ff_exp = hparams.n_ff_exp; + + if (n_embd_head_k != n_embd_head_v) { + throw std::runtime_error("Gemma 4 requires n_embd_head_k == n_embd_head_v"); + } + if (hparams.n_embd_head_k_swa != hparams.n_embd_head_v_swa) { + throw std::runtime_error("Gemma 4 requires n_embd_head_k_swa == n_embd_head_v_swa"); + } + + output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED); + // if output is NULL, init from the input tok embed + if (output == NULL) { + output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); + } + + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); + + if (n_embd_per_layer > 0) { + per_layer_tok_embd = create_tensor(tn(LLM_TENSOR_PER_LAYER_TOKEN_EMBD, "weight"), {n_embd_per_layer * n_layer, n_vocab}, 0); + per_layer_model_proj = create_tensor(tn(LLM_TENSOR_PER_LAYER_MODEL_PROJ, "weight", 0), {n_embd, n_embd_per_layer * n_layer}, 0); + per_layer_proj_norm = create_tensor(tn(LLM_TENSOR_PER_LAYER_PROJ_NORM, "weight", 0), {n_embd_per_layer}, 0); + } + + output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); + + int rope_freqs_flag = 0; + + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + const int64_t n_head = hparams.n_head(i); + const int64_t n_embd_head = hparams.n_embd_head_k(i); + const int64_t n_embd_k = hparams.n_embd_k_gqa(i); + const int64_t n_embd_v = hparams.n_embd_v_gqa(i); + const int kv_flags = hparams.has_kv(i) ? 0 : TENSOR_NOT_REQUIRED; + + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); + + // note: use_alternative_attention (v_proj is optional, if it's not present, use k_proj) + layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd_head * n_head}, 0); + layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_k}, kv_flags); + layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_v}, TENSOR_NOT_REQUIRED); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head * n_head, n_embd}, 0); + + layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head}, 0); + layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head}, kv_flags); + layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0); + + layer.out_scale = create_tensor(tn(LLM_TENSOR_LAYER_OUT_SCALE, "weight", i), {1u}, TENSOR_NOT_REQUIRED); + + if (!hparams.is_swa(i)) { + // full_attention layers use rope_freqs for proportional rope + layer.rope_freqs = create_tensor(tn(LLM_TENSOR_ROPE_FREQS, "weight", i), {n_embd_head/2}, rope_freqs_flag); + rope_freqs_flag = TENSOR_DUPLICATED; + } + + // handle use_double_wide_mlp + int64_t n_ff_cur = hparams.n_ff(i); + + // for expert layers, we use normal FFN as shared expert (same as python code) + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff_cur}, 0); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff_cur}, 0); + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff_cur, n_embd}, 0); + layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0); + + // MoE router + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, TENSOR_NOT_REQUIRED); + bool has_expert = layer.ffn_gate_inp != nullptr; + + // norm + if (has_expert) { + layer.ffn_gate_inp_s = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "scale", i), {n_embd}, 0); + + layer.ffn_pre_norm_2 = create_tensor(tn(LLM_TENSOR_FFN_PRE_NORM_2, "weight", i), {n_embd}, 0); + layer.ffn_post_norm_1 = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM_1, "weight", i), {n_embd}, 0); + layer.ffn_post_norm_2 = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM_2, "weight", i), {n_embd}, 0); + + // MoE FFN + layer.ffn_gate_up_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_UP_EXPS, "weight", i), {n_embd, n_ff_exp * 2, n_expert}, 0); + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}, 0); + + // per-expert scale will be loaded as down_exps_s at the end of the current switch case + } + + // per-layer embeddings + if (n_embd_per_layer > 0) { + layer.per_layer_inp_gate = create_tensor(tn(LLM_TENSOR_PER_LAYER_INP_GATE, "weight", i), {n_embd, n_embd_per_layer}, 0); + layer.per_layer_proj = create_tensor(tn(LLM_TENSOR_PER_LAYER_PROJ, "weight", i), {n_embd_per_layer, n_embd}, 0); + layer.per_layer_post_norm = create_tensor(tn(LLM_TENSOR_PER_LAYER_POST_NORM, "weight", i), {n_embd}, 0); + } + } + } break; case LLM_ARCH_STARCODER2: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -4935,7 +5140,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_SEED_OSS: { - const uint32_t head_dim = hparams.n_embd_head_k; + const uint32_t head_dim = hparams.n_embd_head_k(); const int64_t n_qo_dim = n_head * head_dim; const int64_t n_kv_dim = n_head_kv * head_dim; @@ -5157,6 +5362,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } } break; case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_MISTRAL4: { const bool is_mla = hparams.is_mla(); @@ -5164,8 +5370,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_embd_head_k_mla = hparams.n_embd_head_k_mla(); const int64_t n_embd_head_v_mla = hparams.n_embd_head_v_mla(); - const int64_t n_embd_head_qk_rope = hparams.n_rot; + const int64_t n_embd_head_qk_rope = hparams.n_rot(); const int64_t n_embd_head_qk_nope = n_embd_head_k_mla - n_embd_head_qk_rope; + GGML_ASSERT(n_embd_head_qk_nope >= 1); const int64_t q_lora_rank = hparams.n_lora_q; const int64_t kv_lora_rank = hparams.n_lora_kv; @@ -5233,6 +5440,60 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}, 0); create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, 0); + // Shared expert branch + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff_exp * n_expert_shared, n_embd}, 0); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0); + } + } + } break; + case LLM_ARCH_DEEPSEEK2OCR: + { + // similar to deepseek2, but without MLA + const int64_t n_ff_exp = hparams.n_ff_exp; + const int64_t n_expert_shared = hparams.n_expert_shared; + + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); + + // output + output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); + // try to load output.weight, if not found, use token_embd (tied embeddings) + output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED); + if (!output) { + output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); + } + + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + + layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0); + layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd}, 0); + layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd}, 0); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0); + + // norm + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); + + if (i < (int) hparams.n_layer_dense_lead) { + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}, 0); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0); + } else { + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0); + layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert}, TENSOR_NOT_REQUIRED); + + if (n_expert == 0) { + throw std::runtime_error("n_expert must be > 0"); + } + if (n_expert_used == 0) { + throw std::runtime_error("n_expert_used must be > 0"); + } + + // MoE branch + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}, 0); + create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, 0); + // Shared expert branch layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0); layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff_exp * n_expert_shared, n_embd}, 0); @@ -5242,8 +5503,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_PLM: { - const int64_t n_embd_head_qk_rope = hparams.n_rot; - const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot; + const int64_t n_embd_head_qk_rope = hparams.n_rot(); + const int64_t n_embd_head_qk_nope = hparams.n_embd_head_k() - hparams.n_rot(); const int64_t kv_lora_rank = hparams.n_lora_kv; tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -5283,23 +5544,23 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.attn_sub_norm = create_tensor(tn(LLM_TENSOR_ATTN_SUB_NORM, "weight", i), {n_embd}, 0); layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}, 0); - layer.wq_scale = create_tensor(tn(LLM_TENSOR_ATTN_Q, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.wq_s = create_tensor(tn(LLM_TENSOR_ATTN_Q, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}, 0); - layer.wk_scale = create_tensor(tn(LLM_TENSOR_ATTN_K, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.wk_s = create_tensor(tn(LLM_TENSOR_ATTN_K, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}, 0); - layer.wv_scale = create_tensor(tn(LLM_TENSOR_ATTN_V, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.wv_s = create_tensor(tn(LLM_TENSOR_ATTN_V, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0); - layer.wo_scale = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.wo_s = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); layer.ffn_sub_norm = create_tensor(tn(LLM_TENSOR_FFN_SUB_NORM, "weight", i), {n_ff}, 0); layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0); - layer.ffn_gate_scale = create_tensor(tn(LLM_TENSOR_FFN_GATE, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.ffn_gate_s = create_tensor(tn(LLM_TENSOR_FFN_GATE, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0); - layer.ffn_down_scale = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.ffn_down_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "scale", i), {1}, TENSOR_NOT_REQUIRED); layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); - layer.ffn_up_scale = create_tensor(tn(LLM_TENSOR_FFN_UP, "scale", i), {1}, TENSOR_NOT_REQUIRED); + layer.ffn_up_s = create_tensor(tn(LLM_TENSOR_FFN_UP, "scale", i), {1}, TENSOR_NOT_REQUIRED); } } break; case LLM_ARCH_T5: @@ -5357,7 +5618,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.attn_norm_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_NORM, "weight", i), {n_embd}, 0); // this tensor seems to be unused in HF transformers implementation - layer.attn_rel_b_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED); + layer.attn_rel_b_cross = create_tensor( + tn(LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "weight", i), {n_head, n_rel_attn_bkts}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL); layer.wq_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_Q, "weight", i), {n_embd, n_embd_k_gqa}, 0); layer.wk_cross = create_tensor(tn(LLM_TENSOR_DEC_CROSS_ATTN_K, "weight", i), {n_embd, n_embd_k_gqa}, 0); @@ -5680,7 +5942,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_embd_head_k_mla = hparams.n_embd_head_k_mla(); const int64_t n_embd_head_v_mla = hparams.n_embd_head_v_mla(); - const int64_t n_embd_head_qk_rope = hparams.n_rot; + const int64_t n_embd_head_qk_rope = hparams.n_rot(); const int64_t n_embd_head_qk_nope = n_embd_head_k_mla - n_embd_head_qk_rope; const int64_t q_lora_rank = hparams.n_lora_q; @@ -5819,6 +6081,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_ssm_head = hparams.ssm_dt_rank; const int64_t n_group = hparams.ssm_n_group; const int64_t d_in_proj = 2*d_inner + 2*n_group*d_state + n_ssm_head; + const int64_t moe_n_embd = hparams.moe_latent_size > 0 ? hparams.moe_latent_size : n_embd; // embeddings tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -5878,8 +6141,11 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert }, 0); // MoE branch - layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}, 0); - layer.ffn_up_exps = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), { n_embd, n_ff_exp, n_expert}, 0); + layer.ffn_latent_down = create_tensor(tn(LLM_TENSOR_FFN_LATENT_DOWN, "weight", i), {n_embd, moe_n_embd}, TENSOR_NOT_REQUIRED); + layer.ffn_latent_up = create_tensor(tn(LLM_TENSOR_FFN_LATENT_UP, "weight", i), {moe_n_embd, n_embd}, TENSOR_NOT_REQUIRED); + + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, moe_n_embd, n_expert}, 0); + layer.ffn_up_exps = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), {moe_n_embd, n_ff_exp, n_expert}, 0); // Shared expert branch layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd}, 0); @@ -5963,8 +6229,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_ff_exp = hparams.n_ff_exp; const int64_t n_expert = hparams.n_expert; const int64_t n_expert_used = hparams.n_expert_used; - const int64_t n_ff_shexp = hparams.n_ff_shexp; - const int64_t head_dim = hparams.n_embd_head_k; + const int64_t n_ff_shexp = hparams.n_ff_shexp > 0 ? hparams.n_ff_shexp : n_ff_exp; + const int64_t head_dim = hparams.n_embd_head_k(); const int64_t n_qo_dim = n_head * head_dim; const int64_t n_kv_dim = n_head_kv * head_dim; @@ -6041,8 +6307,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); // Block 0, LN0 - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {n_embd}, 0); // output output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); @@ -6156,8 +6422,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); // Block 0, LN0 - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {n_embd}, 0); - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {n_embd}, 0); + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {n_embd}, 0); // output output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); @@ -6328,8 +6594,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {hparams.n_embd, n_vocab}, 0); - conv1d = create_tensor(tn(LLM_TENSOR_CONV1D, "weight"), {7, hparams.n_embd, hparams.posnet.n_embd}, 0); - conv1d_b = create_tensor(tn(LLM_TENSOR_CONV1D, "bias"), {1, hparams.posnet.n_embd}, 0); + conv1d = create_tensor(tn(LLM_TENSOR_CONV1D, "weight", 0), {7, hparams.n_embd, hparams.posnet.n_embd}, 0); + conv1d_b = create_tensor(tn(LLM_TENSOR_CONV1D, "bias", 0), {1, hparams.posnet.n_embd}, 0); // posnet { @@ -6394,8 +6660,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { GGML_ASSERT(hparams.posnet.n_embd == hparams.convnext.n_embd); - tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight"), {hparams.posnet.n_embd}, 0); - tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias"), {hparams.posnet.n_embd}, 0); + tok_norm = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "weight", 0), {hparams.posnet.n_embd}, 0); + tok_norm_b = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD_NORM, "bias", 0), {hparams.posnet.n_embd}, 0); // convnext { @@ -6824,6 +7090,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { for (int i = 0; i < n_layer; ++i) { auto & layer = layers[i]; + const uint32_t n_ff_shexp = hparams.n_ff_shexp > 0 ? hparams.n_ff_shexp : hparams.n_ff(i); layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); @@ -6842,9 +7109,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), { n_ff, n_embd, n_expert}, 0); layer.ffn_up_exps = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), {n_embd, n_ff, n_expert}, 0); - layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, hparams.n_ff_shexp}, 0); - layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, hparams.n_ff_shexp}, 0); - layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {hparams.n_ff_shexp, n_embd}, 0); + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_shexp}, 0); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, n_ff_shexp}, 0); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd}, 0); } } break; case LLM_ARCH_HUNYUAN_DENSE: @@ -7180,15 +7447,14 @@ bool llama_model::load_tensors(llama_model_loader & ml) { const int64_t n_embd_head_v_kda = hparams.n_embd_head_kda; const int64_t ssm_d_conv = hparams.ssm_d_conv; - // Try loading KDA specific tensors (using SSM_ prefix) - // Conv1d weights: try 4D first, then 3D (quantization may remove trailing 1) - // 4D: [d_conv, 1, d_inner, 1], 3D: [d_conv, 1, d_inner] - layer.ssm_q_conv = create_tensor(tn(LLM_TENSOR_SSM_CONV1D_Q, "weight", i), {ssm_d_conv, 1, n_embd_head_k_kda * n_head, 1}, TENSOR_NOT_REQUIRED); - if (!layer.ssm_q_conv) { - layer.ssm_q_conv = create_tensor(tn(LLM_TENSOR_SSM_CONV1D_Q, "weight", i), {ssm_d_conv, 1, n_embd_head_k_kda * n_head}, TENSOR_NOT_REQUIRED); - } + if (hparams.is_recurrent(i)) { + // Conv1d weights: try 4D first, then 3D (quantization may remove trailing 1) + // 4D: [d_conv, 1, d_inner, 1], 3D: [d_conv, 1, d_inner] + layer.ssm_q_conv = create_tensor(tn(LLM_TENSOR_SSM_CONV1D_Q, "weight", i), {ssm_d_conv, 1, n_embd_head_k_kda * n_head, 1}, TENSOR_NOT_REQUIRED); + if (!layer.ssm_q_conv) { + layer.ssm_q_conv = create_tensor(tn(LLM_TENSOR_SSM_CONV1D_Q, "weight", i), {ssm_d_conv, 1, n_embd_head_k_kda * n_head}, 0); + } - if (layer.ssm_q_conv) { // KDA Layer - Conv1d weights may be 3D or 4D layer.ssm_k_conv = create_tensor(tn(LLM_TENSOR_SSM_CONV1D_K, "weight", i), {ssm_d_conv, 1, n_embd_head_k_kda * n_head, 1}, TENSOR_NOT_REQUIRED); if (!layer.ssm_k_conv) { @@ -7252,10 +7518,11 @@ bool llama_model::load_tensors(llama_model_loader & ml) { // Kimi: qk_rope_head_dim = 64 (actual RoPE dimension for MLA) // Note: hparams.n_rot may be 72 (from conversion) but actual is 64 - const int64_t qk_rope_head_dim = hparams.n_rot; // From config: qk_rope_head_dim + const int64_t qk_rope_head_dim = hparams.n_rot(); // From config: qk_rope_head_dim layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + qk_rope_head_dim}, 0); // Support Legacy GGUFs that don't split wkv_b (MLA KV cache disabled) - layer.wkv_b = create_tensor(tn(LLM_TENSOR_ATTN_KV_B, "weight", i), {kv_lora_rank, n_head * (n_embd_head_k_mla - qk_rope_head_dim + n_embd_head_v_mla)}, TENSOR_NOT_REQUIRED); + layer.wkv_b = create_tensor(tn(LLM_TENSOR_ATTN_KV_B, "weight", i), + {kv_lora_rank, n_head * (n_embd_head_k_mla - qk_rope_head_dim + n_embd_head_v_mla)}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL); if (!layer.wkv_b) { // MLA KV cache enabled layer.wk_b = create_tensor(tn(LLM_TENSOR_ATTN_K_B, "weight", i), {n_embd_head_k_mla - qk_rope_head_dim, kv_lora_rank, n_head}, 0); layer.wv_b = create_tensor(tn(LLM_TENSOR_ATTN_V_B, "weight", i), {kv_lora_rank, n_embd_head_v_mla, n_head}, 0); @@ -7375,6 +7642,10 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_QWEN3NEXT: { + if (n_expert == 0) { + throw std::runtime_error(arch_name() + " model cannot have zero experts"); + } + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0); // output @@ -7403,6 +7674,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { for (int i = 0; i < n_layer; ++i) { auto & layer = layers[i]; + const uint32_t n_ff_shexp = hparams.n_ff_shexp > 0 ? hparams.n_ff_shexp : hparams.n_ff(i); layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, 0); layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), { n_embd }, 0); @@ -7438,9 +7710,9 @@ bool llama_model::load_tensors(llama_model_loader & ml) { // Shared experts layer.ffn_gate_inp_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP_SHEXP, "weight", i), { n_embd }, 0); - layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), { n_embd, hparams.n_ff_shexp }, 0); - layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), { n_embd, hparams.n_ff_shexp }, 0); - layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { hparams.n_ff_shexp, n_embd }, 0); + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), { n_embd, n_ff_shexp }, 0); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), { n_embd, n_ff_shexp }, 0); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff_shexp, n_embd }, 0); } } break; case LLM_ARCH_QWEN35MOE: @@ -7617,7 +7889,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { // ("rope_freqs.weight") and ggml uses only the first (n_rot_l/2) entries per layer. uint32_t n_rot_max = 0; for (int i = 0; i < n_layer; ++i) { - n_rot_max = std::max(n_rot_max, hparams.n_rot); + n_rot_max = std::max(n_rot_max, hparams.n_rot(i)); } if (n_rot_max == 0) { n_rot_max = n_rot; @@ -7706,27 +7978,158 @@ bool llama_model::load_tensors(llama_model_loader & ml) { throw std::runtime_error("unknown architecture"); } - if (n_moved_tensors > 0) { - LLAMA_LOG_DEBUG("%s: tensor '%s' (%s) (and %d others) cannot be used with preferred buffer type %s, using %s instead\n", - __func__, first_moved_tensor->name, ggml_type_name(first_moved_tensor->type), n_moved_tensors - 1, - ggml_backend_buft_name(first_moved_from_buft), ggml_backend_buft_name(first_moved_to_buft)); + // generic pass: load optional per-tensor/per-expert ".scale" tensors (e.g. NVFP4 scale2) + // this avoids having to add scale loading to every architecture + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + + // attention weight scales (per-tensor, shape {1}) + if (!layer.wq_s && layer.wq) { + layer.wq_s = create_tensor(tn(LLM_TENSOR_ATTN_Q, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wk_s && layer.wk) { + layer.wk_s = create_tensor(tn(LLM_TENSOR_ATTN_K, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wv_s && layer.wv) { + layer.wv_s = create_tensor(tn(LLM_TENSOR_ATTN_V, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wo_s && layer.wo) { + layer.wo_s = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wqkv_s && layer.wqkv) { + layer.wqkv_s = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wqkv_gate_s && layer.wqkv_gate) { + layer.wqkv_gate_s = create_tensor(tn(LLM_TENSOR_ATTN_GATE, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + + // dense FFN weight scales (per-tensor, shape {1}) + if (!layer.ffn_gate_s && layer.ffn_gate) { + layer.ffn_gate_s = create_tensor(tn(LLM_TENSOR_FFN_GATE, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_s && layer.ffn_down) { + layer.ffn_down_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_s && layer.ffn_up) { + layer.ffn_up_s = create_tensor(tn(LLM_TENSOR_FFN_UP, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_gate_shexp_s && layer.ffn_gate_shexp) { + layer.ffn_gate_shexp_s = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_shexp_s && layer.ffn_down_shexp) { + layer.ffn_down_shexp_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_shexp_s && layer.ffn_up_shexp) { + layer.ffn_up_shexp_s = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + + // MoE expert weight scales (per-expert, shape {n_expert}) + if (!layer.ffn_gate_exps_s && layer.ffn_gate_exps) { + layer.ffn_gate_exps_s = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_exps_s && layer.ffn_down_exps) { + layer.ffn_down_exps_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_exps_s && layer.ffn_up_exps) { + layer.ffn_up_exps_s = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + + // recurrent / linear-attention weight scales (per-tensor, shape {1}) + if (!layer.ssm_in_s && layer.ssm_in) { + layer.ssm_in_s = create_tensor(tn(LLM_TENSOR_SSM_IN, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_out_s && layer.ssm_out) { + layer.ssm_out_s = create_tensor(tn(LLM_TENSOR_SSM_OUT, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_alpha_s && layer.ssm_alpha) { + layer.ssm_alpha_s = create_tensor(tn(LLM_TENSOR_SSM_ALPHA, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_beta_s && layer.ssm_beta) { + layer.ssm_beta_s = create_tensor(tn(LLM_TENSOR_SSM_BETA, "scale", i), {1}, TENSOR_NOT_REQUIRED); + } + + // input scales + if (!layer.wq_in_s && layer.wq) { + layer.wq_in_s = create_tensor(tn(LLM_TENSOR_ATTN_Q, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wk_in_s && layer.wk) { + layer.wk_in_s = create_tensor(tn(LLM_TENSOR_ATTN_K, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wv_in_s && layer.wv) { + layer.wv_in_s = create_tensor(tn(LLM_TENSOR_ATTN_V, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wo_in_s && layer.wo) { + layer.wo_in_s = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wqkv_in_s && layer.wqkv) { + layer.wqkv_in_s = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.wqkv_gate_in_s && layer.wqkv_gate) { + layer.wqkv_gate_in_s = create_tensor(tn(LLM_TENSOR_ATTN_GATE, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_gate_in_s && layer.ffn_gate) { + layer.ffn_gate_in_s = create_tensor(tn(LLM_TENSOR_FFN_GATE, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_in_s && layer.ffn_down) { + layer.ffn_down_in_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_in_s && layer.ffn_up) { + layer.ffn_up_in_s = create_tensor(tn(LLM_TENSOR_FFN_UP, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_gate_exps_in_s && layer.ffn_gate_exps) { + layer.ffn_gate_exps_in_s = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "input_scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_exps_in_s && layer.ffn_down_exps) { + layer.ffn_down_exps_in_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "input_scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_exps_in_s && layer.ffn_up_exps) { + layer.ffn_up_exps_in_s = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "input_scale", i), {n_expert}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_gate_shexp_in_s && layer.ffn_gate_shexp) { + layer.ffn_gate_shexp_in_s = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_down_shexp_in_s && layer.ffn_down_shexp) { + layer.ffn_down_shexp_in_s = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ffn_up_shexp_in_s && layer.ffn_up_shexp) { + layer.ffn_up_shexp_in_s = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_in_in_s && layer.ssm_in) { + layer.ssm_in_in_s = create_tensor(tn(LLM_TENSOR_SSM_IN, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_out_in_s && layer.ssm_out) { + layer.ssm_out_in_s = create_tensor(tn(LLM_TENSOR_SSM_OUT, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_alpha_in_s && layer.ssm_alpha) { + layer.ssm_alpha_in_s = create_tensor(tn(LLM_TENSOR_SSM_ALPHA, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } + if (!layer.ssm_beta_in_s && layer.ssm_beta) { + layer.ssm_beta_in_s = create_tensor(tn(LLM_TENSOR_SSM_BETA, "input_scale", i), {1}, TENSOR_NOT_REQUIRED); + } } } ml.done_getting_tensors(); + // populate tensors_by_name + for (auto & [_, ctx_ptr] : ml.ctx_map) { + for (auto * cur = ggml_get_first_tensor(ctx_ptr.get()); cur != NULL; cur = ggml_get_next_tensor(ctx_ptr.get(), cur)) { + tensors_by_name.emplace_back(ggml_get_name(cur), cur); + } + } + ml.init_mappings(true, use_mlock ? &pimpl->mlock_mmaps : nullptr); pimpl->mappings.reserve(ml.mappings.size()); // create the backend buffers std::vector> ctx_buf_maps; - ctx_buf_maps.reserve(ctx_map.size()); + ctx_buf_maps.reserve(ml.ctx_map.size()); // Ensure we have enough capacity for the maximum backend buffer we will potentially create - const size_t n_max_backend_buffer = ctx_map.size() * ml.files.size(); + const size_t n_max_backend_buffer = ml.ctx_map.size() * ml.files.size(); pimpl->ctxs_bufs.reserve(n_max_backend_buffer); - for (auto & [buft, ctx_ptr] : ctx_map) { + for (auto & [buft, ctx_ptr] : ml.ctx_map) { ggml_context * ctx = ctx_ptr.get(); // skip contexts without tensors @@ -7797,14 +8200,15 @@ bool llama_model::load_tensors(llama_model_loader & ml) { buf_map.emplace(idx, buf); } } - pimpl->ctxs_bufs.emplace_back(std::move(ctx_ptr), std::move(bufs)); - for (auto & buf : buf_map) { + for (auto & buf : bufs) { // indicate that this buffer contains weights // this is used by ggml_backend_sched to improve op scheduling: ops that use a weight are preferably scheduled to the backend that contains the weight - ggml_backend_buffer_set_usage(buf.second, GGML_BACKEND_BUFFER_USAGE_WEIGHTS); + ggml_backend_buffer_set_usage(buf.get(), GGML_BACKEND_BUFFER_USAGE_WEIGHTS); } + pimpl->ctxs_bufs.emplace_back(std::move(ctx_ptr), std::move(bufs)); + ctx_buf_maps.emplace_back(ctx, buf_map); } @@ -7832,13 +8236,6 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } } - // populate tensors_by_name - for (auto & [ctx, _] : pimpl->ctxs_bufs) { - for (auto * cur = ggml_get_first_tensor(ctx.get()); cur != NULL; cur = ggml_get_next_tensor(ctx.get(), cur)) { - tensors_by_name.emplace_back(ggml_get_name(cur), cur); - } - } - if (ml.no_alloc) { return true; } @@ -7883,6 +8280,10 @@ size_t llama_model::n_devices() const { return devices.size(); } +const float * llama_model::tensor_split() const { + return params.tensor_split; +} + uint32_t llama_model::n_gpu_layers() const { return params.n_gpu_layers >= 0 ? params.n_gpu_layers : hparams.n_layer + 1; } @@ -7958,11 +8359,11 @@ void llama_model::print_info() const { LLAMA_LOG_INFO("%s: n_layer = %u\n", __func__, hparams.n_layer); LLAMA_LOG_INFO("%s: n_head = %s\n", __func__, print_f([&](uint32_t il) { return hparams.n_head(il); }, hparams.n_layer).c_str()); LLAMA_LOG_INFO("%s: n_head_kv = %s\n", __func__, print_f([&](uint32_t il) { return hparams.n_head_kv(il); }, hparams.n_layer).c_str()); - LLAMA_LOG_INFO("%s: n_rot = %u\n", __func__, hparams.n_rot); + LLAMA_LOG_INFO("%s: n_rot = %u\n", __func__, hparams.n_rot_full); LLAMA_LOG_INFO("%s: n_swa = %u\n", __func__, hparams.n_swa); LLAMA_LOG_INFO("%s: is_swa_any = %u\n", __func__, hparams.is_swa_any()); - LLAMA_LOG_INFO("%s: n_embd_head_k = %u\n", __func__, hparams.n_embd_head_k); - LLAMA_LOG_INFO("%s: n_embd_head_v = %u\n", __func__, hparams.n_embd_head_v); + LLAMA_LOG_INFO("%s: n_embd_head_k = %u\n", __func__, hparams.n_embd_head_k_full); + LLAMA_LOG_INFO("%s: n_embd_head_v = %u\n", __func__, hparams.n_embd_head_v_full); LLAMA_LOG_INFO("%s: n_gqa = %s\n", __func__, print_f([&](uint32_t il) { return hparams.n_gqa(il); }, hparams.n_layer).c_str()); LLAMA_LOG_INFO("%s: n_embd_k_gqa = %s\n", __func__, print_f([&](uint32_t il) { return hparams.n_embd_k_gqa(il); }, hparams.n_layer).c_str()); LLAMA_LOG_INFO("%s: n_embd_v_gqa = %s\n", __func__, print_f([&](uint32_t il) { return hparams.n_embd_v_gqa(il); }, hparams.n_layer).c_str()); @@ -7986,6 +8387,9 @@ void llama_model::print_info() const { if (hparams.swa_type != LLAMA_SWA_TYPE_NONE) { LLAMA_LOG_INFO("%s: freq_base_swa = %.1f\n", __func__, hparams.rope_freq_base_train_swa); LLAMA_LOG_INFO("%s: freq_scale_swa = %g\n", __func__, hparams.rope_freq_scale_train_swa); + LLAMA_LOG_INFO("%s: n_embd_head_k_swa = %u\n", __func__, hparams.n_embd_head_k_swa); + LLAMA_LOG_INFO("%s: n_embd_head_v_swa = %u\n", __func__, hparams.n_embd_head_v_swa); + LLAMA_LOG_INFO("%s: n_rot_swa = %u\n", __func__, hparams.n_rot_swa); } LLAMA_LOG_INFO("%s: n_ctx_orig_yarn = %u\n", __func__, hparams.n_ctx_orig_yarn); LLAMA_LOG_INFO("%s: rope_yarn_log_mul = %.4f\n", __func__, hparams.rope_yarn_log_mul); @@ -8044,7 +8448,7 @@ void llama_model::print_info() const { LLAMA_LOG_INFO("%s: expert_weights_scale = %.1f\n", __func__, hparams.expert_weights_scale); } - if (arch == LLM_ARCH_DEEPSEEK2 || arch == LLM_ARCH_GLM_DSA) { + if (arch == LLM_ARCH_DEEPSEEK2 || arch == LLM_ARCH_DEEPSEEK2OCR || arch == LLM_ARCH_GLM_DSA || arch == LLM_ARCH_MISTRAL4) { LLAMA_LOG_INFO("%s: n_layer_dense_lead = %d\n", __func__, hparams.n_layer_dense_lead); LLAMA_LOG_INFO("%s: n_lora_q = %d\n", __func__, hparams.n_lora_q); LLAMA_LOG_INFO("%s: n_lora_kv = %d\n", __func__, hparams.n_lora_kv); @@ -8302,7 +8706,7 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params, } else { llama_memory_i::layer_reuse_cb reuse = nullptr; - if (arch == LLM_ARCH_GEMMA3N) { + if (arch == LLM_ARCH_GEMMA3N || arch == LLM_ARCH_GEMMA4) { reuse = [&](int32_t il) { if (il >= (int32_t) hparams.n_layer_kv_from_start) { return (int32_t) hparams.n_layer_kv_from_start - (hparams.is_swa(il) ? 2 : 1); @@ -8555,6 +8959,10 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { { llm = std::make_unique(*this, params); } break; + case LLM_ARCH_GEMMA4: + { + llm = std::make_unique(*this, params); + } break; case LLM_ARCH_GEMMA_EMBEDDING: { llm = std::make_unique(*this, params); @@ -8621,7 +9029,9 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { llm = std::make_unique(*this, params); } break; case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_DEEPSEEK2OCR: case LLM_ARCH_GLM_DSA: + case LLM_ARCH_MISTRAL4: { llm = std::make_unique(*this, params); } break; @@ -9020,6 +9430,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_ARCTIC: case LLM_ARCH_DEEPSEEK: case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_DEEPSEEK2OCR: case LLM_ARCH_PLM: case LLM_ARCH_CHATGLM: case LLM_ARCH_GRANITE: @@ -9033,6 +9444,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_ERNIE4_5: case LLM_ARCH_ERNIE4_5_MOE: case LLM_ARCH_MISTRAL3: + case LLM_ARCH_MISTRAL4: case LLM_ARCH_LLAMA_EMBED: case LLM_ARCH_MAINCODER: case LLM_ARCH_GLM_DSA: @@ -9071,6 +9483,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_GEMMA2: case LLM_ARCH_GEMMA3: case LLM_ARCH_GEMMA3N: + case LLM_ARCH_GEMMA4: case LLM_ARCH_GEMMA_EMBEDDING: case LLM_ARCH_STARCODER2: case LLM_ARCH_OPENELM: diff --git a/src/llama-model.h b/src/llama-model.h index d7c3e7d1c1..bba70012e1 100644 --- a/src/llama-model.h +++ b/src/llama-model.h @@ -54,6 +54,7 @@ enum llm_type { LLM_TYPE_0_3B, LLM_TYPE_0_5B, LLM_TYPE_0_6B, + LLM_TYPE_0_8B, LLM_TYPE_1B, LLM_TYPE_1_2B, LLM_TYPE_1_3B, @@ -125,12 +126,15 @@ enum llm_type { LLM_TYPE_100B_A6B, LLM_TYPE_102B_A12B, // Solar-Open LLM_TYPE_106B_A12B, // GLM-4.5-Air + LLM_TYPE_120B_A12B, // Nemotron 3 Super + LLM_TYPE_122B_A10B, // Qwen3.5 LLM_TYPE_196B_A11B, // Step3.5-Flash LLM_TYPE_230B_A10B, // Minimax M2 LLM_TYPE_235B_A22B, LLM_TYPE_300B_A47B, // Ernie MoE big LLM_TYPE_310B_A15B, // /MiMo-V2-Flash LLM_TYPE_355B_A32B, // GLM-4.5 + LLM_TYPE_397B_A17B, // Qwen3.5 LLM_TYPE_744B_A40B, // GLM-5 LLM_TYPE_E2B, LLM_TYPE_E4B, @@ -266,6 +270,9 @@ struct llama_layer { struct ggml_tensor * ffn_norm = nullptr; struct ggml_tensor * ffn_norm_b = nullptr; struct ggml_tensor * ffn_post_norm = nullptr; + struct ggml_tensor * ffn_post_norm_1 = nullptr; // gemma4 + struct ggml_tensor * ffn_post_norm_2 = nullptr; // gemma4 + struct ggml_tensor * ffn_pre_norm_2 = nullptr; // gemma4 struct ggml_tensor * layer_out_norm = nullptr; struct ggml_tensor * layer_out_norm_b = nullptr; struct ggml_tensor * ffn_norm_exps = nullptr; @@ -281,6 +288,7 @@ struct llama_layer { // ff MoE struct ggml_tensor * ffn_gate_inp = nullptr; + struct ggml_tensor * ffn_gate_inp_s = nullptr; // gemma4 struct ggml_tensor * ffn_gate_exps = nullptr; struct ggml_tensor * ffn_down_exps = nullptr; struct ggml_tensor * ffn_up_exps = nullptr; @@ -291,6 +299,15 @@ struct llama_layer { struct ggml_tensor * ffn_up_exps_b = nullptr; struct ggml_tensor * ffn_gate_up_exps_b = nullptr; + // ff MoE per-expert scales (NVFP4 per-tensor scale2) + struct ggml_tensor * ffn_gate_exps_s = nullptr; + struct ggml_tensor * ffn_down_exps_s = nullptr; + struct ggml_tensor * ffn_up_exps_s = nullptr; + + // ff MoE latent proj + struct ggml_tensor * ffn_latent_down = nullptr; + struct ggml_tensor * ffn_latent_up = nullptr; + // ff shared expert (shexp) struct ggml_tensor * ffn_gate_inp_shexp = nullptr; struct ggml_tensor * ffn_gate_shexp = nullptr; @@ -384,13 +401,43 @@ struct llama_layer { struct ggml_tensor * rope_freqs = nullptr; // bitnet scale - struct ggml_tensor * wq_scale = nullptr; - struct ggml_tensor * wk_scale = nullptr; - struct ggml_tensor * wv_scale = nullptr; - struct ggml_tensor * wo_scale = nullptr; - struct ggml_tensor * ffn_gate_scale = nullptr; - struct ggml_tensor * ffn_up_scale = nullptr; - struct ggml_tensor * ffn_down_scale = nullptr; + struct ggml_tensor * wq_s = nullptr; + struct ggml_tensor * wk_s = nullptr; + struct ggml_tensor * wv_s = nullptr; + struct ggml_tensor * wo_s = nullptr; + struct ggml_tensor * wqkv_s = nullptr; + struct ggml_tensor * wqkv_gate_s = nullptr; + struct ggml_tensor * ffn_gate_s = nullptr; + struct ggml_tensor * ffn_up_s = nullptr; + struct ggml_tensor * ffn_down_s = nullptr; + struct ggml_tensor * ffn_gate_shexp_s = nullptr; + struct ggml_tensor * ffn_up_shexp_s = nullptr; + struct ggml_tensor * ffn_down_shexp_s = nullptr; + struct ggml_tensor * ssm_in_s = nullptr; + struct ggml_tensor * ssm_out_s = nullptr; + struct ggml_tensor * ssm_alpha_s = nullptr; + struct ggml_tensor * ssm_beta_s = nullptr; + + // input scales + struct ggml_tensor * wq_in_s = nullptr; + struct ggml_tensor * wk_in_s = nullptr; + struct ggml_tensor * wv_in_s = nullptr; + struct ggml_tensor * wo_in_s = nullptr; + struct ggml_tensor * wqkv_in_s = nullptr; + struct ggml_tensor * wqkv_gate_in_s = nullptr; + struct ggml_tensor * ffn_gate_in_s = nullptr; + struct ggml_tensor * ffn_up_in_s = nullptr; + struct ggml_tensor * ffn_down_in_s = nullptr; + struct ggml_tensor * ffn_gate_exps_in_s = nullptr; + struct ggml_tensor * ffn_down_exps_in_s = nullptr; + struct ggml_tensor * ffn_up_exps_in_s = nullptr; + struct ggml_tensor * ffn_gate_shexp_in_s= nullptr; + struct ggml_tensor * ffn_up_shexp_in_s = nullptr; + struct ggml_tensor * ffn_down_shexp_in_s= nullptr; + struct ggml_tensor * ssm_in_in_s = nullptr; + struct ggml_tensor * ssm_out_in_s = nullptr; + struct ggml_tensor * ssm_alpha_in_s = nullptr; + struct ggml_tensor * ssm_beta_in_s = nullptr; // altup & laurel struct ggml_tensor * per_layer_inp_gate = nullptr; @@ -440,6 +487,9 @@ struct llama_layer { struct ggml_tensor * indexer_attn_k = nullptr; struct ggml_tensor * indexer_attn_q_b = nullptr; // note: for lora a/b, not bias + // gemma4 layer output scale + struct ggml_tensor * out_scale = nullptr; + struct llama_layer_posnet posnet; struct llama_layer_convnext convnext; @@ -449,6 +499,19 @@ struct llama_layer { struct llama_layer_nextn nextn; }; +struct llama_device { + bool is_meta; + + ggml_backend_dev_t dev; +}; + +struct llama_meta_device_get_split_state_userdata { + size_t n_devices; + const struct llama_model * model; +}; + +struct ggml_backend_meta_split_state llama_meta_device_get_split_state(const struct ggml_tensor * tensor, void * userdata); + struct llama_model { llm_type type = LLM_TYPE_UNKNOWN; llm_arch arch = LLM_ARCH_UNKNOWN; @@ -484,9 +547,9 @@ struct llama_model { struct ggml_tensor * conv1d_b = nullptr; // gemma3n altup - struct ggml_tensor * tok_embd_per_layer = nullptr; struct ggml_tensor * altup_proj = nullptr; struct ggml_tensor * altup_unembd_proj = nullptr; + struct ggml_tensor * per_layer_tok_embd = nullptr; struct ggml_tensor * per_layer_model_proj = nullptr; struct ggml_tensor * per_layer_proj_norm = nullptr; @@ -503,7 +566,7 @@ struct llama_model { std::unordered_map gguf_kv; // list of devices used in this model - std::vector devices; + std::vector devices; // for quantize-stats only std::vector> tensors_by_name; @@ -511,6 +574,9 @@ struct llama_model { // for keeping track of associated LoRA adapters std::unordered_set loras; + // statically allocated context for assigning + struct llama_meta_device_get_split_state_userdata get_split_state_ud; + int64_t t_load_us = 0; int64_t t_start_us = 0; @@ -531,6 +597,7 @@ struct llama_model { size_t size() const; // file size size_t n_tensors() const; size_t n_devices() const; + const float * tensor_split() const; uint32_t n_gpu_layers() const; llama_split_mode split_mode() const; diff --git a/src/llama-quant.cpp b/src/llama-quant.cpp index 24770430e1..f91d795b3e 100644 --- a/src/llama-quant.cpp +++ b/src/llama-quant.cpp @@ -1,7 +1,7 @@ -#include "llama-quant.h" #include "llama-impl.h" #include "llama-model.h" #include "llama-model-loader.h" +#include "llama-ext.h" #include #include @@ -13,10 +13,28 @@ #include #include -// Quantization types. Changes to this struct must be replicated in quantize.cpp -struct tensor_quantization { +// result of parsing --tensor-type option +// (changes to this struct must be reflected in tools/quantize/quantize.cpp) +struct tensor_type_option { std::string name; - ggml_type quant = GGML_TYPE_COUNT; + ggml_type type = GGML_TYPE_COUNT; +}; + +// tensor categorization - used to avoid repeated string matching in quantization logic. +// this is different from LLM_TN - we want broad categories, not specific tensor names per arch. +enum class tensor_category { + TOKEN_EMBD, + ATTENTION_Q, + ATTENTION_V, + ATTENTION_K, + ATTENTION_QKV, + ATTENTION_KV_B, + ATTENTION_OUTPUT, + FFN_UP, + FFN_GATE, + FFN_DOWN, + OUTPUT, + OTHER }; static void zeros(std::ofstream & file, size_t n) { @@ -54,7 +72,7 @@ static std::string remap_layer(const std::string & orig_name, const std::vector< return orig_name; } -static std::string remap_imatrix (const std::string & orig_name, const std::map & mapped) { +static std::string remap_imatrix(const std::string & orig_name, const std::map & mapped) { if (mapped.empty()) { return orig_name; } @@ -66,7 +84,6 @@ static std::string remap_imatrix (const std::string & orig_name, const std::map< for (const auto & p : mapped) { if (p.second == blk) { - LLAMA_LOG_DEBUG("(blk.%d imatrix) ", p.first); return new_name.replace(match.position(1), match.length(1), std::to_string(p.first)); } } @@ -76,6 +93,73 @@ static std::string remap_imatrix (const std::string & orig_name, const std::map< return orig_name; } +// +// helper functions for tensor name matching +// + +static bool tensor_name_match_token_embd(const char * tensor_name) { + return std::strcmp(tensor_name, "token_embd.weight") == 0 || + std::strcmp(tensor_name, "per_layer_token_embd.weight") == 0; +} + +static bool tensor_name_match_output_weight(const char * tensor_name) { + return std::strcmp(tensor_name, "output.weight") == 0; +} + +// +// tensor categorization for quantization +// +// (this is different from LLM_TN - we want broad categories, not specific tensor names per arch) +// + +static tensor_category tensor_get_category(const std::string & tensor_name) { + if (tensor_name_match_output_weight(tensor_name.c_str())) { + return tensor_category::OUTPUT; + } + if (tensor_name_match_token_embd(tensor_name.c_str())) { + return tensor_category::TOKEN_EMBD; + } + if (tensor_name.find("attn_qkv.weight") != std::string::npos) { + return tensor_category::ATTENTION_QKV; + } + if (tensor_name.find("attn_kv_b.weight") != std::string::npos) { + return tensor_category::ATTENTION_KV_B; + } + if (tensor_name.find("attn_v.weight") != std::string::npos) { + return tensor_category::ATTENTION_V; + } + if (tensor_name.find("attn_k.weight") != std::string::npos) { + return tensor_category::ATTENTION_K; + } + if (tensor_name.find("attn_q.weight") != std::string::npos) { + return tensor_category::ATTENTION_Q; + } + if (tensor_name.find("attn_output.weight") != std::string::npos) { + return tensor_category::ATTENTION_OUTPUT; + } + if (tensor_name.find("ffn_up") != std::string::npos) { + return tensor_category::FFN_UP; + } + if (tensor_name.find("ffn_gate") != std::string::npos) { + return tensor_category::FFN_GATE; + } + if (tensor_name.find("ffn_down") != std::string::npos) { + return tensor_category::FFN_DOWN; + } + return tensor_category::OTHER; +} + +// check if category is for attention-v-like tensors (more sensitive to quantization) +static bool category_is_attn_v(tensor_category cat) { + return cat == tensor_category::ATTENTION_V || + cat == tensor_category::ATTENTION_QKV || + cat == tensor_category::ATTENTION_KV_B; +} + +// +// quantization state +// + struct quantize_state_impl { const llama_model & model; const llama_model_quantize_params * params; @@ -89,20 +173,42 @@ struct quantize_state_impl { int i_ffn_gate = 0; int i_ffn_up = 0; - int n_k_quantized = 0; int n_fallback = 0; bool has_imatrix = false; - // used to figure out if a model shares tok_embd with the output weight - bool has_output = false; + // used to figure out if a model has tied embeddings (tok_embd shares weights with output) + bool has_tied_embeddings = true; // assume tied until we see output.weight - quantize_state_impl(const llama_model & model, const llama_model_quantize_params * params) - : model(model) - , params(params) - {} + // tensor type override patterns (compiled once, used twice) + std::vector> tensor_type_patterns; + + quantize_state_impl(const llama_model & model, const llama_model_quantize_params * params): + model(model), params(params) + { + // compile regex patterns once - they are expensive + if (params->tt_overrides) { + for (const auto * p = params->tt_overrides; p->pattern != nullptr; p++) { + tensor_type_patterns.emplace_back(std::regex(p->pattern), p->type); + } + } + } }; +// per-tensor metadata, computed in the preliminary loop and used in the main loop +struct tensor_metadata { + std::string name; + ggml_type target_type; + tensor_category category; + std::string remapped_imatrix_name; + bool allows_quantization; + bool requires_imatrix; +}; + +// +// dequantization +// + static void llama_tensor_dequantize_impl( ggml_tensor * tensor, std::vector> & output, std::vector & workers, const size_t nelements, const int nthread @@ -175,12 +281,138 @@ static void llama_tensor_dequantize_impl( workers.clear(); } -static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_type, const ggml_tensor * tensor, llama_ftype ftype) { +// +// do we allow this tensor to be quantized? +// + +static bool tensor_allows_quantization(const llama_model_quantize_params * params, llm_arch arch, const ggml_tensor * tensor) { + // trivial checks first -- no string ops needed + if (params->only_copy) return false; + + // quantize only 2D and 3D tensors (experts) + if (ggml_n_dims(tensor) < 2) return false; + + const std::string name = ggml_get_name(tensor); + + // This used to be a regex, but has an extreme cost to compile times. + bool quantize = name.rfind("weight") == name.size() - 6; // ends with 'weight'? + + // do not quantize norm tensors + quantize &= name.find("_norm.weight") == std::string::npos; + + quantize &= params->quantize_output_tensor || name != "output.weight"; + + // do not quantize expert gating tensors + // NOTE: can't use LLM_TN here because the layer number is not known + quantize &= name.find("ffn_gate_inp.weight") == std::string::npos; + + // these are very small (e.g. 4x4) + quantize &= name.find("altup") == std::string::npos; + quantize &= name.find("laurel") == std::string::npos; + + // these are not too big so keep them as it is + quantize &= name.find("per_layer_model_proj") == std::string::npos; + + // do not quantize positional embeddings and token types (BERT) + quantize &= name != LLM_TN(arch)(LLM_TENSOR_POS_EMBD, "weight"); + quantize &= name != LLM_TN(arch)(LLM_TENSOR_TOKEN_TYPES, "weight"); + + // do not quantize Mamba/Kimi's small conv1d weights + // NOTE: can't use LLM_TN here because the layer number is not known + quantize &= name.find("ssm_conv1d") == std::string::npos; + quantize &= name.find("shortconv.conv.weight") == std::string::npos; + + // do not quantize RWKV's small yet 2D weights + quantize &= name.find("time_mix_first.weight") == std::string::npos; + quantize &= name.find("time_mix_w0.weight") == std::string::npos; + quantize &= name.find("time_mix_w1.weight") == std::string::npos; + quantize &= name.find("time_mix_w2.weight") == std::string::npos; + quantize &= name.find("time_mix_v0.weight") == std::string::npos; + quantize &= name.find("time_mix_v1.weight") == std::string::npos; + quantize &= name.find("time_mix_v2.weight") == std::string::npos; + quantize &= name.find("time_mix_a0.weight") == std::string::npos; + quantize &= name.find("time_mix_a1.weight") == std::string::npos; + quantize &= name.find("time_mix_a2.weight") == std::string::npos; + quantize &= name.find("time_mix_g1.weight") == std::string::npos; + quantize &= name.find("time_mix_g2.weight") == std::string::npos; + quantize &= name.find("time_mix_decay_w1.weight") == std::string::npos; + quantize &= name.find("time_mix_decay_w2.weight") == std::string::npos; + quantize &= name.find("time_mix_lerp_fused.weight") == std::string::npos; + + // do not quantize relative position bias (T5) + quantize &= name.find("attn_rel_b.weight") == std::string::npos; + + // do not quantize specific multimodal tensors + quantize &= name.find(".position_embd") == std::string::npos; + quantize &= name.find("sam.pos_embd") == std::string::npos; + quantize &= name.find("sam.neck.") == std::string::npos; + quantize &= name.find("sam.net_") == std::string::npos; + quantize &= name.find(".rel_pos") == std::string::npos; + quantize &= name.find(".patch_embd") == std::string::npos; + quantize &= name.find(".patch_merger") == std::string::npos; + + return quantize; +} + +// +// tensor type selection +// + +// incompatible tensor shapes are handled here - fallback to a compatible type +static ggml_type tensor_type_fallback(quantize_state_impl & qs, const ggml_tensor * t, const ggml_type target_type) { + ggml_type return_type = target_type; + + const int64_t ncols = t->ne[0]; + const int64_t qk_k = ggml_blck_size(target_type); + + if (ncols % qk_k != 0) { // this tensor's shape is incompatible with this quant + LLAMA_LOG_WARN("warning: %-36s - ncols %6" PRId64 " not divisible by %3" PRId64 " (required for type %7s) ", + t->name, ncols, qk_k, ggml_type_name(target_type)); + ++qs.n_fallback; + + switch (target_type) { + // types on the left: block size 256 + case GGML_TYPE_IQ1_S: + case GGML_TYPE_IQ1_M: + case GGML_TYPE_IQ2_XXS: + case GGML_TYPE_IQ2_XS: + case GGML_TYPE_IQ2_S: + case GGML_TYPE_IQ3_XXS: + case GGML_TYPE_IQ3_S: // types on the right: block size 32 + case GGML_TYPE_IQ4_XS: return_type = GGML_TYPE_IQ4_NL; break; + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_TQ1_0: + case GGML_TYPE_TQ2_0: return_type = GGML_TYPE_Q4_0; break; + case GGML_TYPE_Q4_K: return_type = GGML_TYPE_Q5_0; break; + case GGML_TYPE_Q5_K: return_type = GGML_TYPE_Q5_1; break; + case GGML_TYPE_Q6_K: return_type = GGML_TYPE_Q8_0; break; + default: + throw std::runtime_error(format("no tensor type fallback is defined for type %s", + ggml_type_name(target_type))); + } + if (ncols % ggml_blck_size(return_type) != 0) { + // + // the fallback return type is still not compatible for this tensor! + // + // most likely, this tensor's first dimension is not divisible by 32. + // this is very rare. we can either abort the quantization, or + // fallback to F16 / F32. + // + LLAMA_LOG_WARN("(WARNING: must use F16 due to unusual shape) "); + return_type = GGML_TYPE_F16; + } + LLAMA_LOG_WARN("-> falling back to %7s\n", ggml_type_name(return_type)); + } + return return_type; +} + +// internal standard logic for selecting the target tensor type based on tensor category, ftype, and model arch +static ggml_type llama_tensor_get_type_impl(quantize_state_impl & qs, ggml_type new_type, const ggml_tensor * tensor, llama_ftype ftype, tensor_category category) { const std::string name = ggml_get_name(tensor); // TODO: avoid hardcoded tensor names - use the TN_* constants const llm_arch arch = qs.model.arch; - const auto tn = LLM_TN(arch); auto use_more_bits = [](int i_layer, int n_layers) -> bool { return i_layer < n_layers/8 || i_layer >= 7*n_layers/8 || (i_layer - n_layers/8)%3 == 2; @@ -204,7 +436,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t // for arches that share the same tensor between the token embeddings and the output, we quantize the token embeddings // with the quantization of the output tensor - if (name == tn(LLM_TENSOR_OUTPUT, "weight") || (!qs.has_output && name == tn(LLM_TENSOR_TOKEN_EMBD, "weight"))) { + if (category == tensor_category::OUTPUT || (qs.has_tied_embeddings && category == tensor_category::TOKEN_EMBD)) { if (qs.params->output_tensor_type < GGML_TYPE_COUNT) { new_type = qs.params->output_tensor_type; } else { @@ -234,7 +466,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t } else { new_type = GGML_TYPE_Q8_0; } - } else if (name == "token_embd.weight" || name == "per_layer_token_embd.weight") { + } else if (category == tensor_category::TOKEN_EMBD) { if (qs.params->token_embedding_type < GGML_TYPE_COUNT) { new_type = qs.params->token_embedding_type; } else { @@ -254,21 +486,21 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t } } else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) { - if (name.find("attn_v.weight") != std::string::npos) { + if (category_is_attn_v(category)) { if (qs.model.hparams.n_gqa() >= 4 || qs.model.hparams.n_expert >= 4) new_type = GGML_TYPE_Q4_K; else new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K; ++qs.i_attention_wv; } - else if (qs.model.hparams.n_expert == 8 && name.find("attn_k.weight") != std::string::npos) { + else if (qs.model.hparams.n_expert == 8 && category == tensor_category::ATTENTION_K) { new_type = GGML_TYPE_Q4_K; } - else if (name.find("ffn_down") != std::string::npos) { + else if (category == tensor_category::FFN_DOWN) { if (qs.i_ffn_down < qs.n_ffn_down/8) { new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K; } ++qs.i_ffn_down; } - else if (name.find("attn_output.weight") != std::string::npos) { + else if (category == tensor_category::ATTENTION_OUTPUT) { if (qs.model.hparams.n_expert == 8) { new_type = GGML_TYPE_Q5_K; } else { @@ -276,7 +508,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M) new_type = GGML_TYPE_IQ3_S; } } - } else if (name.find("attn_v.weight") != std::string::npos) { + } else if (category_is_attn_v(category)) { if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) { new_type = qs.model.hparams.n_gqa() >= 4 ? GGML_TYPE_Q4_K : GGML_TYPE_Q3_K; } @@ -314,7 +546,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t new_type = GGML_TYPE_Q8_0; } ++qs.i_attention_wv; - } else if (name.find("attn_k.weight") != std::string::npos) { + } else if (category == tensor_category::ATTENTION_K) { if (qs.model.hparams.n_expert == 8) { // for the 8-expert model, bumping this to Q8_0 trades just ~128MB // TODO: explore better strategies @@ -326,14 +558,14 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) { new_type = GGML_TYPE_IQ2_S; } - } else if (name.find("attn_q.weight") != std::string::npos) { + } else if (category == tensor_category::ATTENTION_Q) { if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) { new_type = GGML_TYPE_IQ3_XXS; } else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) { new_type = GGML_TYPE_IQ2_S; } - } else if (name.find("ffn_down") != std::string::npos) { + } else if (category == tensor_category::FFN_DOWN) { auto info = layer_info(qs.i_ffn_down, qs.n_ffn_down, name.c_str()); int i_layer = info.first, n_layer = info.second; if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K; @@ -378,7 +610,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t new_type = ftype == LLAMA_FTYPE_MOSTLY_Q4_0 ? GGML_TYPE_Q4_1 : GGML_TYPE_Q5_1; } ++qs.i_ffn_down; - } else if (name.find("attn_output.weight") != std::string::npos) { + } else if (category == tensor_category::ATTENTION_OUTPUT) { if (arch != LLM_ARCH_FALCON) { if (qs.model.hparams.n_expert == 8) { if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS || @@ -398,14 +630,14 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) new_type = GGML_TYPE_Q4_K; } } - else if (name.find("attn_qkv.weight") != std::string::npos) { + else if (category == tensor_category::ATTENTION_QKV) { if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ3_M) { new_type = GGML_TYPE_Q4_K; } else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M) new_type = GGML_TYPE_Q5_K; else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K; } - else if (name.find("ffn_gate") != std::string::npos) { + else if (category == tensor_category::FFN_GATE) { auto info = layer_info(qs.i_ffn_gate, qs.n_ffn_gate, name.c_str()); int i_layer = info.first, n_layer = info.second; if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS && (i_layer >= n_layer/8 && i_layer < 7*n_layer/8)) { @@ -413,7 +645,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t } ++qs.i_ffn_gate; } - else if (name.find("ffn_up") != std::string::npos) { + else if (category == tensor_category::FFN_UP) { auto info = layer_info(qs.i_ffn_up, qs.n_ffn_up, name.c_str()); int i_layer = info.first, n_layer = info.second; if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS && (i_layer >= n_layer/8 && i_layer < 7*n_layer/8)) { @@ -425,6 +657,55 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t return new_type; } +// outer wrapper: determine the ggml_type that this tensor should be quantized to +static ggml_type llama_tensor_get_type(quantize_state_impl & qs, const llama_model_quantize_params * params, const ggml_tensor * tensor, ggml_type default_type, const tensor_metadata & tm) { + if (!tensor_allows_quantization(params, qs.model.arch, tensor)) { + return tensor->type; + } + if (params->token_embedding_type < GGML_TYPE_COUNT && tm.category == tensor_category::TOKEN_EMBD) { + return params->token_embedding_type; + } + if (params->output_tensor_type < GGML_TYPE_COUNT && tm.category == tensor_category::OUTPUT) { + return params->output_tensor_type; + } + + ggml_type new_type = default_type; + + // get more optimal quantization type based on the tensor shape, layer, etc. + if (!params->pure && ggml_is_quantized(default_type)) { + // if the user provided tensor types - use those + bool manual = false; + if (!qs.tensor_type_patterns.empty()) { + const std::string tensor_name(tensor->name); + for (const auto & [pattern, qtype] : qs.tensor_type_patterns) { + if (std::regex_search(tensor_name, pattern)) { + if (qtype != new_type) { + LLAMA_LOG_WARN("%s: %-36s - applying manual override: %s -> %s\n", + __func__, tensor_name.c_str(), ggml_type_name(new_type), ggml_type_name(qtype)); + new_type = qtype; + manual = true; + break; + } + } + } + } + + // if not manual - use the standard logic for choosing the quantization type based on the selected mixture + if (!manual) { + new_type = llama_tensor_get_type_impl(qs, new_type, tensor, params->ftype, tm.category); + } + + // incompatible tensor shapes are handled here - fallback to a compatible type + new_type = tensor_type_fallback(qs, tensor, new_type); + } + + return new_type; +} + +// +// quantization implementation +// + static size_t llama_tensor_quantize_impl(enum ggml_type new_type, const float * f32_data, void * new_data, const int64_t chunk_size, int64_t nrows, int64_t n_per_row, const float * imatrix, std::vector & workers, const int nthread) { if (nthread < 2) { // single-thread @@ -479,61 +760,102 @@ static size_t llama_tensor_quantize_impl(enum ggml_type new_type, const float * return new_size; } -static bool tensor_type_requires_imatrix(const ggml_tensor * t, const ggml_type dst_type, const llama_ftype ftype) { - return ( - dst_type == GGML_TYPE_IQ2_XXS || dst_type == GGML_TYPE_IQ2_XS || - dst_type == GGML_TYPE_IQ3_XXS || dst_type == GGML_TYPE_IQ1_S || - dst_type == GGML_TYPE_IQ2_S || dst_type == GGML_TYPE_IQ1_M || - ( // Q2_K_S is the worst k-quant type - only allow it without imatrix for token embeddings - dst_type == GGML_TYPE_Q2_K && ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S && strcmp(t->name, "token_embd.weight") != 0 - ) - ); +// +// imatrix requirement check +// + +static bool tensor_requires_imatrix(const char * tensor_name, const ggml_type dst_type, const llama_ftype ftype) { + if (tensor_name_match_token_embd(tensor_name) || tensor_name_match_output_weight(tensor_name)) { + return false; + } + switch (dst_type) { + case GGML_TYPE_IQ3_XXS: + case GGML_TYPE_IQ2_XXS: + case GGML_TYPE_IQ2_XS: + case GGML_TYPE_IQ2_S: + case GGML_TYPE_IQ1_M: + case GGML_TYPE_IQ1_S: + return true; + case GGML_TYPE_Q2_K: + // as a general rule, the k-type quantizations don't require imatrix data. + // the only exception is Q2_K tensors that are part of a Q2_K_S file. + return ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S; + default: + return false; + } } -static void llama_model_quantize_impl(const std::string & fname_inp, const std::string & fname_out, const llama_model_quantize_params * params) { - ggml_type default_type; - llama_ftype ftype = params->ftype; +// +// given a file type, get the default tensor type +// - switch (params->ftype) { - case LLAMA_FTYPE_MOSTLY_Q4_0: default_type = GGML_TYPE_Q4_0; break; - case LLAMA_FTYPE_MOSTLY_Q4_1: default_type = GGML_TYPE_Q4_1; break; - case LLAMA_FTYPE_MOSTLY_Q5_0: default_type = GGML_TYPE_Q5_0; break; - case LLAMA_FTYPE_MOSTLY_Q5_1: default_type = GGML_TYPE_Q5_1; break; - case LLAMA_FTYPE_MOSTLY_Q8_0: default_type = GGML_TYPE_Q8_0; break; - case LLAMA_FTYPE_MOSTLY_F16: default_type = GGML_TYPE_F16; break; - case LLAMA_FTYPE_MOSTLY_BF16: default_type = GGML_TYPE_BF16; break; - case LLAMA_FTYPE_ALL_F32: default_type = GGML_TYPE_F32; break; +ggml_type llama_ftype_get_default_type(llama_ftype ftype) { + switch (ftype) { + case LLAMA_FTYPE_MOSTLY_Q4_0: return GGML_TYPE_Q4_0; + case LLAMA_FTYPE_MOSTLY_Q4_1: return GGML_TYPE_Q4_1; + case LLAMA_FTYPE_MOSTLY_Q5_0: return GGML_TYPE_Q5_0; + case LLAMA_FTYPE_MOSTLY_Q5_1: return GGML_TYPE_Q5_1; + case LLAMA_FTYPE_MOSTLY_Q8_0: return GGML_TYPE_Q8_0; + case LLAMA_FTYPE_MOSTLY_F16: return GGML_TYPE_F16; + case LLAMA_FTYPE_MOSTLY_BF16: return GGML_TYPE_BF16; + case LLAMA_FTYPE_ALL_F32: return GGML_TYPE_F32; + case LLAMA_FTYPE_MOSTLY_Q1_0: return GGML_TYPE_Q1_0; - case LLAMA_FTYPE_MOSTLY_MXFP4_MOE: default_type = GGML_TYPE_MXFP4; break; + case LLAMA_FTYPE_MOSTLY_MXFP4_MOE: return GGML_TYPE_MXFP4; // K-quants case LLAMA_FTYPE_MOSTLY_Q2_K_S: - case LLAMA_FTYPE_MOSTLY_Q2_K: default_type = GGML_TYPE_Q2_K; break; - case LLAMA_FTYPE_MOSTLY_IQ3_XS: default_type = GGML_TYPE_IQ3_S; break; + case LLAMA_FTYPE_MOSTLY_Q2_K: return GGML_TYPE_Q2_K; + case LLAMA_FTYPE_MOSTLY_IQ3_XS: return GGML_TYPE_IQ3_S; case LLAMA_FTYPE_MOSTLY_Q3_K_S: case LLAMA_FTYPE_MOSTLY_Q3_K_M: - case LLAMA_FTYPE_MOSTLY_Q3_K_L: default_type = GGML_TYPE_Q3_K; break; + case LLAMA_FTYPE_MOSTLY_Q3_K_L: return GGML_TYPE_Q3_K; case LLAMA_FTYPE_MOSTLY_Q4_K_S: - case LLAMA_FTYPE_MOSTLY_Q4_K_M: default_type = GGML_TYPE_Q4_K; break; + case LLAMA_FTYPE_MOSTLY_Q4_K_M: return GGML_TYPE_Q4_K; case LLAMA_FTYPE_MOSTLY_Q5_K_S: - case LLAMA_FTYPE_MOSTLY_Q5_K_M: default_type = GGML_TYPE_Q5_K; break; - case LLAMA_FTYPE_MOSTLY_Q6_K: default_type = GGML_TYPE_Q6_K; break; - case LLAMA_FTYPE_MOSTLY_TQ1_0: default_type = GGML_TYPE_TQ1_0; break; - case LLAMA_FTYPE_MOSTLY_TQ2_0: default_type = GGML_TYPE_TQ2_0; break; - case LLAMA_FTYPE_MOSTLY_IQ2_XXS: default_type = GGML_TYPE_IQ2_XXS; break; - case LLAMA_FTYPE_MOSTLY_IQ2_XS: default_type = GGML_TYPE_IQ2_XS; break; - case LLAMA_FTYPE_MOSTLY_IQ2_S: default_type = GGML_TYPE_IQ2_XS; break; - case LLAMA_FTYPE_MOSTLY_IQ2_M: default_type = GGML_TYPE_IQ2_S; break; - case LLAMA_FTYPE_MOSTLY_IQ3_XXS: default_type = GGML_TYPE_IQ3_XXS; break; - case LLAMA_FTYPE_MOSTLY_IQ1_S: default_type = GGML_TYPE_IQ1_S; break; - case LLAMA_FTYPE_MOSTLY_IQ1_M: default_type = GGML_TYPE_IQ1_M; break; - case LLAMA_FTYPE_MOSTLY_IQ4_NL: default_type = GGML_TYPE_IQ4_NL; break; - case LLAMA_FTYPE_MOSTLY_IQ4_XS: default_type = GGML_TYPE_IQ4_XS; break; - case LLAMA_FTYPE_MOSTLY_IQ3_S: default_type = GGML_TYPE_IQ3_S; break; - case LLAMA_FTYPE_MOSTLY_IQ3_M: default_type = GGML_TYPE_IQ3_S; break; + case LLAMA_FTYPE_MOSTLY_Q5_K_M: return GGML_TYPE_Q5_K; + case LLAMA_FTYPE_MOSTLY_Q6_K: return GGML_TYPE_Q6_K; + case LLAMA_FTYPE_MOSTLY_TQ1_0: return GGML_TYPE_TQ1_0; + case LLAMA_FTYPE_MOSTLY_TQ2_0: return GGML_TYPE_TQ2_0; + case LLAMA_FTYPE_MOSTLY_IQ2_XXS: return GGML_TYPE_IQ2_XXS; + case LLAMA_FTYPE_MOSTLY_IQ2_XS: return GGML_TYPE_IQ2_XS; + case LLAMA_FTYPE_MOSTLY_IQ2_S: return GGML_TYPE_IQ2_XS; + case LLAMA_FTYPE_MOSTLY_IQ2_M: return GGML_TYPE_IQ2_S; + case LLAMA_FTYPE_MOSTLY_IQ3_XXS: return GGML_TYPE_IQ3_XXS; + case LLAMA_FTYPE_MOSTLY_IQ1_S: return GGML_TYPE_IQ1_S; + case LLAMA_FTYPE_MOSTLY_IQ1_M: return GGML_TYPE_IQ1_M; + case LLAMA_FTYPE_MOSTLY_IQ4_NL: return GGML_TYPE_IQ4_NL; + case LLAMA_FTYPE_MOSTLY_IQ4_XS: return GGML_TYPE_IQ4_XS; + case LLAMA_FTYPE_MOSTLY_IQ3_S: + case LLAMA_FTYPE_MOSTLY_IQ3_M: return GGML_TYPE_IQ3_S; - default: throw std::runtime_error(format("invalid output file type %d\n", ftype)); + default: return GGML_TYPE_COUNT; } +} + + +static void init_quantize_state_counters(quantize_state_impl & qs, std::vector & metadata) { + for (auto & tm : metadata) { + tensor_category cat = tensor_get_category(tm.name); + tm.category = cat; + + if (category_is_attn_v(cat)) { + ++qs.n_attention_wv; + } + + if (cat == tensor_category::OUTPUT) { + qs.has_tied_embeddings = false; + } + } + qs.n_ffn_down = qs.n_ffn_gate = qs.n_ffn_up = (int)qs.model.hparams.n_layer; +} + +// +// main quantization driver +// + +static void llama_model_quantize_impl(const std::string & fname_inp, const std::string & fname_out, const llama_model_quantize_params * params) { + llama_ftype ftype = params->ftype; int nthread = params->nthread; @@ -541,6 +863,11 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: nthread = std::thread::hardware_concurrency(); } + ggml_type default_type = llama_ftype_get_default_type(ftype); + if (default_type == GGML_TYPE_COUNT) { + throw std::runtime_error(format("invalid output file type %d\n", ftype)); + } + // mmap consistently increases speed on Linux, and also increases speed on Windows with // hot cache. It may cause a slowdown on macOS, possibly related to free memory. #if defined(__linux__) || defined(_WIN32) @@ -549,14 +876,10 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: constexpr bool use_mmap = false; #endif - llama_model_kv_override * kv_overrides = nullptr; - if (params->kv_overrides) { - auto * v = (std::vector*)params->kv_overrides; - kv_overrides = v->data(); - } - + const llama_model_kv_override * kv_overrides = params->kv_overrides; std::vector splits = {}; - llama_model_loader ml(fname_inp, splits, use_mmap, /*use_direct_io*/ false, /*check_tensors*/ true, /*no_alloc*/ false, kv_overrides, nullptr); + llama_model_loader ml(/*metadata*/ nullptr, /*set_tensor_data*/ nullptr, /*set_tensor_data_ud*/ nullptr, + fname_inp, splits, /*file*/ nullptr, use_mmap, /*use_direct_io*/ false, /*check_tensors*/ true, /*no_alloc*/ false, kv_overrides, nullptr); ml.init_mappings(false); // no prefetching llama_model model(llama_model_default_params()); @@ -570,11 +893,16 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: if (params->only_copy) { ftype = ml.ftype; } + std::unordered_map> i_data; const std::unordered_map> * imatrix_data = nullptr; if (params->imatrix) { - imatrix_data = static_cast>*>(params->imatrix); + for (const llama_model_imatrix_data * p = params->imatrix; p->name != nullptr; p++) { + i_data.emplace(p->name, std::vector(p->data, p->data + p->size)); + } + imatrix_data = & i_data; if (imatrix_data) { - LLAMA_LOG_INFO("================================ Have weights data with %d entries\n",int(imatrix_data->size())); + LLAMA_LOG_INFO("\n%s: have importance matrix data with %d entries\n", + __func__, (int)imatrix_data->size()); qs.has_imatrix = true; // check imatrix for nans or infs for (const auto & kv : *imatrix_data) { @@ -592,11 +920,13 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: std::vector prune_list = {}; if (params->prune_layers) { - prune_list = *static_cast *>(params->prune_layers); + for (const int32_t * p = params->prune_layers; * p != -1; p++) { + prune_list.push_back(* p); + } } // copy the KV pairs from the input file - gguf_set_kv (ctx_out.get(), ml.meta.get()); + gguf_set_kv (ctx_out.get(), ml.metadata); gguf_set_val_u32(ctx_out.get(), "general.quantization_version", GGML_QNT_VERSION); // TODO: use LLM_KV gguf_set_val_u32(ctx_out.get(), "general.file_type", ftype); // TODO: use LLM_KV @@ -606,20 +936,18 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: gguf_remove_key(ctx_out.get(), ml.llm_kv(LLM_KV_SPLIT_TENSORS_COUNT).c_str()); if (params->kv_overrides) { - const std::vector & overrides = *(const std::vector *)params->kv_overrides; - for (const auto & o : overrides) { - if (o.key[0] == 0) break; - if (o.tag == LLAMA_KV_OVERRIDE_TYPE_FLOAT) { - gguf_set_val_f32(ctx_out.get(), o.key, o.val_f64); - } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_INT) { + for (const llama_model_kv_override * o = params->kv_overrides; o->key[0] != 0; ++o) { + if (o->tag == LLAMA_KV_OVERRIDE_TYPE_FLOAT) { + gguf_set_val_f32(ctx_out.get(), o->key, o->val_f64); + } else if (o->tag == LLAMA_KV_OVERRIDE_TYPE_INT) { // Setting type to UINT32. See https://github.com/ggml-org/llama.cpp/pull/14182 for context - gguf_set_val_u32(ctx_out.get(), o.key, (uint32_t)std::abs(o.val_i64)); - } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_BOOL) { - gguf_set_val_bool(ctx_out.get(), o.key, o.val_bool); - } else if (o.tag == LLAMA_KV_OVERRIDE_TYPE_STR) { - gguf_set_val_str(ctx_out.get(), o.key, o.val_str); + gguf_set_val_u32(ctx_out.get(), o->key, (uint32_t)std::abs(o->val_i64)); + } else if (o->tag == LLAMA_KV_OVERRIDE_TYPE_BOOL) { + gguf_set_val_bool(ctx_out.get(), o->key, o->val_bool); + } else if (o->tag == LLAMA_KV_OVERRIDE_TYPE_STR) { + gguf_set_val_str(ctx_out.get(), o->key, o->val_str); } else { - LLAMA_LOG_WARN("%s: unknown KV override type for key %s\n", __func__, o.key); + LLAMA_LOG_WARN("%s: unknown KV override type for key %s\n", __func__, o->key); } } } @@ -657,35 +985,16 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: }); } - for (const auto * it : tensors) { - const struct ggml_tensor * tensor = it->tensor; - - const std::string name = ggml_get_name(tensor); - - // TODO: avoid hardcoded tensor names - use the TN_* constants - if (name.find("attn_v.weight") != std::string::npos || - name.find("attn_qkv.weight") != std::string::npos || - name.find("attn_kv_b.weight")!= std::string::npos) { - ++qs.n_attention_wv; - } else if (name == LLM_TN(model.arch)(LLM_TENSOR_OUTPUT, "weight")) { - qs.has_output = true; - } + // compute tensor metadata once and cache it + std::vector metadata(tensors.size()); + for (size_t i = 0; i < tensors.size(); ++i) { + metadata[i].name = ggml_get_name(tensors[i]->tensor); } - qs.n_ffn_down = qs.n_ffn_gate = qs.n_ffn_up = (int)model.hparams.n_layer; - - size_t total_size_org = 0; - size_t total_size_new = 0; - - std::vector workers; - workers.reserve(nthread); + // initialize quantization state counters and metadata categories + init_quantize_state_counters(qs, metadata); int idx = 0; - - std::vector> read_data; - std::vector> work; - std::vector> f32_conv_buf; - uint16_t n_split = 1; // Assume split index is continuous @@ -697,14 +1006,48 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: std::vector ctx_outs(n_split); ctx_outs[0] = std::move(ctx_out); - // populate the original tensors so we get an initial meta data - for (const auto * it : tensors) { + // flag for --dry-run + bool will_require_imatrix = false; + + // + // preliminary iteration over all weights + // + + for (size_t i = 0; i < tensors.size(); ++i) { + const auto * it = tensors[i]; + const struct ggml_tensor * tensor = it->tensor; + uint16_t i_split = params->keep_split ? it->idx : 0; - ggml_tensor * tensor = it->tensor; if (!ctx_outs[i_split]) { ctx_outs[i_split].reset(gguf_init_empty()); } gguf_add_tensor(ctx_outs[i_split].get(), tensor); + + metadata[i].allows_quantization = tensor_allows_quantization(params, model.arch, tensor); + + if (metadata[i].allows_quantization) { + metadata[i].target_type = llama_tensor_get_type(qs, params, tensor, default_type, metadata[i]); + } else { + metadata[i].target_type = tensor->type; + } + + metadata[i].requires_imatrix = tensor_requires_imatrix(tensor->name, metadata[i].target_type, ftype); + + if (params->imatrix) { + metadata[i].remapped_imatrix_name = remap_imatrix(tensor->name, mapped); + } else if (metadata[i].allows_quantization && metadata[i].requires_imatrix) { + if (params->dry_run) { + will_require_imatrix = true; + } else { + LLAMA_LOG_ERROR("\n============================================================================\n" + " ERROR: this quantization requires an importance matrix!\n" + " - offending tensor: %s\n" + " - target type: %s\n" + "============================================================================\n\n", + metadata[i].name.c_str(), ggml_type_name(metadata[i].target_type)); + throw std::runtime_error("this quantization requires an imatrix!"); + } + } } // Set split info if needed @@ -716,6 +1059,16 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: } } + size_t total_size_org = 0; + size_t total_size_new = 0; + + std::vector workers; + workers.reserve(nthread); + + std::vector> read_data; + std::vector> work; + std::vector> f32_conv_buf; + int cur_split = -1; std::ofstream fout; auto close_ofstream = [&]() { @@ -745,26 +1098,25 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: ::zeros(fout, meta_size); }; - const auto tn = LLM_TN(model.arch); - // no output file for --dry-run if (!params->dry_run) { new_ofstream(0); } - // flag for `--dry-run`, to let the user know if imatrix will be required for a real - // quantization, as a courtesy - bool will_require_imatrix = false; + // + // main loop: iterate over all weights + // - for (const auto * it : tensors) { - const auto & weight = *it; + for (size_t i = 0; i < tensors.size(); ++i) { + const auto & weight = *tensors[i]; + const auto & tm = metadata[i]; ggml_tensor * tensor = weight.tensor; + if (!params->dry_run && (weight.idx != cur_split && params->keep_split)) { close_ofstream(); new_ofstream(weight.idx); } - const std::string name = ggml_get_name(tensor); const size_t tensor_size = ggml_nbytes(tensor); if (!params->dry_run) { @@ -777,162 +1129,31 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: ml.load_data_for(tensor); } - LLAMA_LOG_INFO("[%4d/%4d] %36s - [%s], type = %6s, ", + LLAMA_LOG_INFO("[%4d/%4d] %-36s - [%s], type = %6s, ", ++idx, ml.n_tensors, ggml_get_name(tensor), llama_format_tensor_shape(tensor).c_str(), ggml_type_name(tensor->type)); - // This used to be a regex, but has an extreme cost to compile times. - bool quantize = name.rfind("weight") == name.size() - 6; // ends with 'weight'? + const ggml_type cur_type = tensor->type; + const ggml_type new_type = tm.target_type; - // quantize only 2D and 3D tensors (experts) - quantize &= (ggml_n_dims(tensor) >= 2); + // If we've decided to quantize to the same type the tensor is already + // in then there's nothing to do. + bool quantize = cur_type != new_type; - // do not quantize norm tensors - quantize &= name.find("_norm.weight") == std::string::npos; - - quantize &= params->quantize_output_tensor || name != "output.weight"; - quantize &= !params->only_copy; - - // do not quantize expert gating tensors - // NOTE: can't use LLM_TN here because the layer number is not known - quantize &= name.find("ffn_gate_inp.weight") == std::string::npos; - - // these are very small (e.g. 4x4) - quantize &= name.find("altup") == std::string::npos; - quantize &= name.find("laurel") == std::string::npos; - - // these are not too big so keep them as it is - quantize &= name.find("per_layer_model_proj") == std::string::npos; - - // do not quantize positional embeddings and token types (BERT) - quantize &= name != LLM_TN(model.arch)(LLM_TENSOR_POS_EMBD, "weight"); - quantize &= name != LLM_TN(model.arch)(LLM_TENSOR_TOKEN_TYPES, "weight"); - - // do not quantize Mamba /Kimi's small conv1d weights - // NOTE: can't use LLM_TN here because the layer number is not known - quantize &= name.find("ssm_conv1d") == std::string::npos; - quantize &= name.find("shortconv.conv.weight") == std::string::npos; - - // do not quantize RWKV's small yet 2D weights - quantize &= name.find("time_mix_first.weight") == std::string::npos; - quantize &= name.find("time_mix_w0.weight") == std::string::npos; - quantize &= name.find("time_mix_w1.weight") == std::string::npos; - quantize &= name.find("time_mix_w2.weight") == std::string::npos; - quantize &= name.find("time_mix_v0.weight") == std::string::npos; - quantize &= name.find("time_mix_v1.weight") == std::string::npos; - quantize &= name.find("time_mix_v2.weight") == std::string::npos; - quantize &= name.find("time_mix_a0.weight") == std::string::npos; - quantize &= name.find("time_mix_a1.weight") == std::string::npos; - quantize &= name.find("time_mix_a2.weight") == std::string::npos; - quantize &= name.find("time_mix_g1.weight") == std::string::npos; - quantize &= name.find("time_mix_g2.weight") == std::string::npos; - quantize &= name.find("time_mix_decay_w1.weight") == std::string::npos; - quantize &= name.find("time_mix_decay_w2.weight") == std::string::npos; - quantize &= name.find("time_mix_lerp_fused.weight") == std::string::npos; - - // do not quantize relative position bias (T5) - quantize &= name.find("attn_rel_b.weight") == std::string::npos; - - // do not quantize specific multimodal tensors - quantize &= name.find(".position_embd.") == std::string::npos; - - ggml_type new_type; void * new_data; size_t new_size; - if (quantize) { - new_type = default_type; - - // get more optimal quantization type based on the tensor shape, layer, etc. - if (!params->pure && ggml_is_quantized(default_type)) { - // if the user provided tensor types - use those - bool manual = false; - if (params->tensor_types) { - const std::vector & tensor_types = *static_cast *>(params->tensor_types); - const std::string tensor_name(tensor->name); - for (const auto & [tname, qtype] : tensor_types) { - if (std::regex pattern(tname); std::regex_search(tensor_name, pattern)) { - if (qtype != new_type) { - LLAMA_LOG_WARN("(manual override: %s -> %s) ", ggml_type_name(new_type), ggml_type_name(qtype)); - new_type = qtype; // if two or more types are specified for the same tensor, the last match wins - manual = true; - break; - } - } - } - } - - // if not manual - use the standard logic for choosing the quantization type based on the selected mixture - if (!manual) { - new_type = llama_tensor_get_type(qs, new_type, tensor, ftype); - } - - // incompatible tensor shapes are handled here - fallback to a compatible type - { - bool convert_incompatible_tensor = false; - - const int64_t nx = tensor->ne[0]; - const int64_t ny = tensor->ne[1]; - const int64_t qk_k = ggml_blck_size(new_type); - - if (nx % qk_k != 0) { - LLAMA_LOG_WARN("\n\n%s : tensor cols %" PRId64 " x %" PRId64 " are not divisible by %" PRId64 ", required for %s", __func__, nx, ny, qk_k, ggml_type_name(new_type)); - convert_incompatible_tensor = true; - } else { - ++qs.n_k_quantized; - } - - if (convert_incompatible_tensor) { - switch (new_type) { - case GGML_TYPE_TQ1_0: - case GGML_TYPE_TQ2_0: new_type = GGML_TYPE_Q4_0; break; // TODO: use a symmetric type instead - case GGML_TYPE_IQ2_XXS: - case GGML_TYPE_IQ2_XS: - case GGML_TYPE_IQ2_S: - case GGML_TYPE_IQ3_XXS: - case GGML_TYPE_IQ3_S: - case GGML_TYPE_IQ1_S: - case GGML_TYPE_IQ1_M: - case GGML_TYPE_Q2_K: - case GGML_TYPE_Q3_K: - case GGML_TYPE_IQ4_XS: new_type = GGML_TYPE_IQ4_NL; break; - case GGML_TYPE_Q4_K: new_type = GGML_TYPE_Q5_0; break; - case GGML_TYPE_Q5_K: new_type = GGML_TYPE_Q5_1; break; - case GGML_TYPE_Q6_K: new_type = GGML_TYPE_Q8_0; break; - default: throw std::runtime_error("\nUnsupported tensor size encountered\n"); - } - if (tensor->ne[0] % ggml_blck_size(new_type) != 0) { - new_type = GGML_TYPE_F16; - } - LLAMA_LOG_WARN(" - using fallback quantization %s\n", ggml_type_name(new_type)); - ++qs.n_fallback; - } - } - } - if (params->token_embedding_type < GGML_TYPE_COUNT && strcmp(tensor->name, "token_embd.weight") == 0) { - new_type = params->token_embedding_type; - } - if (params->output_tensor_type < GGML_TYPE_COUNT && strcmp(tensor->name, "output.weight") == 0) { - new_type = params->output_tensor_type; - } - - // If we've decided to quantize to the same type the tensor is already - // in then there's nothing to do. - quantize = tensor->type != new_type; - } - - // we have now decided on the target type for this tensor if (params->dry_run) { - // the --dry-run option calculates the final quantization size without quantizting + // the --dry-run option calculates the final quantization size without quantizing if (quantize) { new_size = ggml_nrows(tensor) * ggml_row_size(new_type, tensor->ne[0]); LLAMA_LOG_INFO("size = %8.2f MiB -> %8.2f MiB (%s)\n", tensor_size/1024.0/1024.0, new_size/1024.0/1024.0, ggml_type_name(new_type)); - if (!will_require_imatrix && tensor_type_requires_imatrix(tensor, new_type, params->ftype)) { + if (!will_require_imatrix && tm.requires_imatrix) { will_require_imatrix = true; } } else { @@ -945,7 +1166,6 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: } else { // no --dry-run, perform quantization if (!quantize) { - new_type = tensor->type; new_data = tensor->data; new_size = tensor_size; LLAMA_LOG_INFO("size = %8.3f MiB\n", tensor_size/1024.0/1024.0); @@ -954,7 +1174,7 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: const float * imatrix = nullptr; if (imatrix_data) { - auto it = imatrix_data->find(remap_imatrix(tensor->name, mapped)); + auto it = imatrix_data->find(tm.remapped_imatrix_name); if (it == imatrix_data->end()) { LLAMA_LOG_INFO("\n====== %s: did not find weights for %s\n", __func__, tensor->name); } else { @@ -968,14 +1188,14 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: // this is a significant error and it may be good idea to abort the process if this happens, // since many people will miss the error and not realize that most of the model is being quantized without an imatrix // tok_embd should be ignored in this case, since it always causes this warning - if (name != tn(LLM_TENSOR_TOKEN_EMBD, "weight")) { + if (!tensor_name_match_token_embd(tensor->name)) { throw std::runtime_error(format("imatrix size %d is different from tensor size %d for %s", int(it->second.size()), int(tensor->ne[0]*tensor->ne[2]), tensor->name)); } } } } - if (!imatrix && tensor_type_requires_imatrix(tensor, new_type, params->ftype)) { + if (!imatrix && tm.requires_imatrix) { LLAMA_LOG_ERROR("\n\n============================================================\n"); LLAMA_LOG_ERROR("Missing importance matrix for tensor %s in a very low-bit quantization\n", tensor->name); LLAMA_LOG_ERROR("The result will be garbage, so bailing out\n"); @@ -1020,29 +1240,6 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: const float * imatrix_03 = imatrix ? imatrix + i03 * n_per_row : nullptr; new_size += llama_tensor_quantize_impl(new_type, f32_data_03, new_data_03, chunk_size, nrows, n_per_row, imatrix_03, workers, nthread_use); - - // TODO: temporary sanity check that the F16 -> MXFP4 is lossless -#if 0 - if (new_type == GGML_TYPE_MXFP4) { - auto * x = f32_data_03; - - //LLAMA_LOG_INFO("nrows = %d, n_per_row = %d\n", nrows, n_per_row); - std::vector deq(nrows*n_per_row); - const ggml_type_traits * qtype = ggml_get_type_traits(new_type); - qtype->to_float(new_data_03, deq.data(), deq.size()); - - double err = 0.0f; - for (int i = 0; i < (int) deq.size(); ++i) { - err += fabsf(deq[i] - x[i]); - //if (fabsf(deq[i] - x[i]) > 0.00001 && i < 256) { - if (deq[i] != x[i]) { - LLAMA_LOG_INFO("deq[%d] = %f, x[%d] = %f\n", i, deq[i], i, x[i]); - } - } - //LLAMA_LOG_INFO("err = %f\n", err); - GGML_ASSERT(err == 0.00000); - } -#endif } LLAMA_LOG_INFO("size = %8.2f MiB -> %8.2f MiB\n", tensor_size/1024.0/1024.0, new_size/1024.0/1024.0); } @@ -1050,15 +1247,15 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: total_size_new += new_size; // update the gguf meta data as we go - gguf_set_tensor_type(ctx_outs[cur_split].get(), name.c_str(), new_type); - GGML_ASSERT(gguf_get_tensor_size(ctx_outs[cur_split].get(), gguf_find_tensor(ctx_outs[cur_split].get(), name.c_str())) == new_size); - gguf_set_tensor_data(ctx_outs[cur_split].get(), name.c_str(), new_data); + gguf_set_tensor_type(ctx_outs[cur_split].get(), metadata[i].name.c_str(), new_type); + GGML_ASSERT(gguf_get_tensor_size(ctx_outs[cur_split].get(), gguf_find_tensor(ctx_outs[cur_split].get(), metadata[i].name.c_str())) == new_size); + gguf_set_tensor_data(ctx_outs[cur_split].get(), metadata[i].name.c_str(), new_data); // write tensor data + padding fout.write((const char *) new_data, new_size); zeros(fout, GGML_PAD(new_size, align) - new_size); } // no --dry-run - } // iterate over tensors + } // main loop if (!params->dry_run) { close_ofstream(); @@ -1075,7 +1272,7 @@ static void llama_model_quantize_impl(const std::string & fname_inp, const std:: if (qs.n_fallback > 0) { LLAMA_LOG_WARN("%s: WARNING: %d of %d tensor(s) required fallback quantization\n", - __func__, qs.n_fallback, qs.n_k_quantized + qs.n_fallback); + __func__, qs.n_fallback, ml.n_tensors); } } @@ -1117,3 +1314,89 @@ uint32_t llama_model_quantize( return 0; } + +// +// Helper functions for external tools exposed in llama-ext.h +// + +quantize_state_impl * llama_quant_init( + const llama_model * model, + const llama_model_quantize_params * params) { + return new quantize_state_impl(*model, params); +} + +void llama_quant_free(quantize_state_impl * qs) { + delete qs; +} + +llama_model * llama_quant_model_from_metadata(const llama_quant_model_desc * desc) { + struct llama_model_params mparams = llama_model_default_params(); + auto * model = new llama_model(mparams); + + model->arch = llm_arch_from_string(desc->architecture); + + // infer llm_type: only LLM_TYPE_70B matters for quantization logic + if (model->arch == LLM_ARCH_LLAMA && desc->n_layer == 80 && desc->n_head != desc->n_head_kv) { + model->type = LLM_TYPE_70B; + } + + model->hparams.n_embd = desc->n_embd; + model->hparams.n_embd_head_k_full = desc->n_embd_head_k; + model->hparams.n_embd_head_v_full = desc->n_embd_head_v; + model->hparams.n_layer = desc->n_layer; + model->hparams.n_expert = desc->n_expert; + + for (uint32_t i = 0; i < desc->n_layer; i++) { + model->hparams.n_head_arr[i] = desc->n_head; + model->hparams.n_head_kv_arr[i] = desc->n_head_kv; + model->hparams.n_ff_arr[i] = desc->n_ff; + } + + return model; +} + +bool llama_quant_tensor_allows_quantization( + const quantize_state_impl * qs, + const ggml_tensor * tensor) { + return tensor_allows_quantization(qs->params, qs->model.arch, tensor); +} + +void llama_quant_compute_types( + quantize_state_impl * qs, + llama_ftype ftype, + ggml_tensor ** tensors, + ggml_type * result_types, + size_t n_tensors) { + // reset per-computation state + qs->n_attention_wv = 0; + qs->n_ffn_down = 0; + qs->n_ffn_gate = 0; + qs->n_ffn_up = 0; + qs->i_attention_wv = 0; + qs->i_ffn_down = 0; + qs->i_ffn_gate = 0; + qs->i_ffn_up = 0; + qs->n_fallback = 0; + qs->has_imatrix = false; + qs->has_tied_embeddings = true; + + // build metadata from tensor names + std::vector metadata(n_tensors); + for (size_t i = 0; i < n_tensors; i++) { + metadata[i].name = ggml_get_name(tensors[i]); + } + + // initialize counters and categories + init_quantize_state_counters(*qs, metadata); + + // use a local copy of params with the requested ftype + llama_model_quantize_params local_params = *qs->params; + local_params.ftype = ftype; + + ggml_type default_type = llama_ftype_get_default_type(ftype); + + // compute types + for (size_t i = 0; i < n_tensors; i++) { + result_types[i] = llama_tensor_get_type(*qs, &local_params, tensors[i], default_type, metadata[i]); + } +} diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index 194eed238e..163f222ef6 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -493,6 +493,16 @@ struct llm_tokenizer_bpe : llm_tokenizer { "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?(?:\\p{L}\\p{M}*(?: \\p{L}\\p{M}*)*)+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n/]?|\\s*[\\r\\n]|\\s+(?!\\S)|\\s+", }; break; + case LLAMA_VOCAB_PRE_TYPE_GEMMA4: + // Gemma4 uses SPM-style BPE: spaces are replaced with ▁ by the + // normalizer, then BPE merges run on the whole text without + // word-level pre-splitting. We only need to split on newlines + // since BPE merge lookup asserts no newlines in tokens. + regex_exprs = { + "[^\\n]+|[\\n]+", + }; + byte_encode = false; // uses raw UTF-8, not GPT-2 byte encoding + break; default: // default regex for BPE tokenization pre-processing regex_exprs = { @@ -506,6 +516,7 @@ struct llm_tokenizer_bpe : llm_tokenizer { } std::vector regex_exprs; + bool byte_encode = true; // GPT-2 byte encoding; false for SPM-style BPE (raw UTF-8) }; struct llm_tokenizer_bpe_session { @@ -550,9 +561,10 @@ struct llm_tokenizer_bpe_session { void tokenize(const std::string & text, std::vector & output) { int final_prev_index = -1; - const auto word_collection = unicode_regex_split(text, tokenizer.regex_exprs); + const auto word_collection = unicode_regex_split(text, tokenizer.regex_exprs, tokenizer.byte_encode); symbols_final.clear(); + auto tok_pre = vocab.get_pre_type(); for (const auto & word : word_collection) { work_queue = llm_bigram_bpe::queue(); @@ -565,6 +577,13 @@ struct llm_tokenizer_bpe_session { if (vocab.get_ignore_merges() && vocab.text_to_token(word) != LLAMA_TOKEN_NULL) { symbols.emplace_back(llm_symbol{-1, -1, word.c_str(), word.size()}); offset = word.size(); + } else if (tok_pre == LLAMA_VOCAB_PRE_TYPE_GEMMA4 && word.find_first_not_of('\n') == std::string::npos) { + // fix for gemma 4, ref: https://github.com/ggml-org/llama.cpp/pull/21343 + auto tok = vocab.text_to_token(word); + if (tok != LLAMA_TOKEN_NULL) { + symbols.emplace_back(llm_symbol{-1, -1, word.c_str(), word.size()}); + offset = word.size(); + } } while (offset < word.size()) { @@ -640,8 +659,17 @@ struct llm_tokenizer_bpe_session { if (token == LLAMA_TOKEN_NULL) { for (auto j = str.begin(); j != str.end(); ++j) { - std::string byte_str(1, *j); - auto token_multibyte = vocab.text_to_token(byte_str); + llama_token token_multibyte = LLAMA_TOKEN_NULL; + if (tokenizer.byte_encode) { + std::string byte_str(1, *j); + token_multibyte = vocab.text_to_token(byte_str); + } else { + // For non-byte-encoded BPE (e.g. gemma-4), byte tokens use <0xXX> format + static const char * hex = "0123456789ABCDEF"; + const uint8_t ch = (uint8_t)*j; + const char buf[7] = { '<', '0', 'x', hex[ch >> 4], hex[ch & 15], '>', 0 }; + token_multibyte = vocab.text_to_token(buf); + } if (token_multibyte != LLAMA_TOKEN_NULL) { output.push_back(token_multibyte); } @@ -1719,7 +1747,7 @@ private: }; void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { - struct gguf_context * ctx = ml.meta.get(); + struct gguf_context * ctx = ml.metadata; // determine vocab type { @@ -1833,7 +1861,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { const char * pc = (const char *) gguf_get_arr_data(ctx, precompiled_charsmap_keyidx); precompiled_charsmap.assign(pc, pc + n_precompiled_charsmap); #if defined(__BYTE_ORDER__) && defined(__ORDER_BIG_ENDIAN__) && __BYTE_ORDER__ == __ORDER_BIG_ENDIAN__ - // correct endiannes of data in precompiled_charsmap binary blob + // correct endianness of data in precompiled_charsmap binary blob uint32_t * xcda_blob_size = (uint32_t *) &precompiled_charsmap[0]; *xcda_blob_size = __builtin_bswap32(*xcda_blob_size); assert(*xcda_blob_size + sizeof(uint32_t) < n_precompiled_charsmap); @@ -1863,6 +1891,42 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { special_sep_id = LLAMA_TOKEN_NULL; special_pad_id = 3; // <|plamo:pad|> special_mask_id = LLAMA_TOKEN_NULL; + } else if (tokenizer_model == "gemma4") { + type = LLAMA_VOCAB_TYPE_BPE; + + // read bpe merges and populate bpe ranks + const int merges_keyidx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_MERGES).c_str()); + if (merges_keyidx == -1) { + throw std::runtime_error("cannot find tokenizer merges in model file\n"); + } + { + const int n_merges = gguf_get_arr_n(ctx, merges_keyidx); + for (int i = 0; i < n_merges; i++) { + const std::string word = gguf_get_arr_str(ctx, merges_keyidx, i); + + std::string first; + std::string second; + + const size_t pos = word.find(' ', 1); + + if (pos != std::string::npos) { + first = word.substr(0, pos); + second = word.substr(pos + 1); + } + + bpe_ranks.emplace(std::make_pair(first, second), i); + } + } + + // default special tokens (to be read from GGUF) + special_bos_id = LLAMA_TOKEN_NULL; + special_eos_id = LLAMA_TOKEN_NULL; + special_unk_id = LLAMA_TOKEN_NULL; + special_sep_id = LLAMA_TOKEN_NULL; + special_pad_id = LLAMA_TOKEN_NULL; + special_mask_id = LLAMA_TOKEN_NULL; + + tokenizer_pre = "gemma4"; } else { throw std::runtime_error(format("unknown tokenizer: '%s'", tokenizer_model.c_str())); } @@ -1870,6 +1934,7 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { // for now, only BPE models have pre-tokenizers if (type == LLAMA_VOCAB_TYPE_BPE) { add_space_prefix = false; + escape_whitespaces = false; clean_spaces = true; if (tokenizer_pre.empty()) { LLAMA_LOG_WARN("%s: missing pre-tokenizer type, using: 'default'\n", __func__); @@ -1936,6 +2001,10 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { } else if ( tokenizer_pre == "jais-2") { pre_type = LLAMA_VOCAB_PRE_TYPE_JAIS2; + } else if ( + tokenizer_pre == "gemma4") { + pre_type = LLAMA_VOCAB_PRE_TYPE_GEMMA4; + escape_whitespaces = true; } else if ( tokenizer_pre == "jina-v1-en" || tokenizer_pre == "jina-v2-code" || @@ -1952,7 +2021,8 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { } else if ( tokenizer_pre == "qwen2" || tokenizer_pre == "deepseek-r1-qwen" || - tokenizer_pre == "kormo") { + tokenizer_pre == "kormo" || + tokenizer_pre == "f2llmv2") { pre_type = LLAMA_VOCAB_PRE_TYPE_QWEN2; clean_spaces = false; } else if ( @@ -2129,19 +2199,28 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { throw std::runtime_error("cannot find tokenizer vocab in model file\n"); } + const uint32_t n_tokens = gguf_get_arr_n(ctx, token_idx); + const float * scores = nullptr; const int score_idx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_SCORES).c_str()); if (score_idx != -1) { + const uint32_t n_scores = gguf_get_arr_n(ctx, score_idx); + if (n_scores < n_tokens) { + throw std::runtime_error("Index out of array bounds for scores (" + std::to_string(n_scores) + " < " + std::to_string(n_tokens) + ")\n"); + } scores = (const float * ) gguf_get_arr_data(ctx, score_idx); } const int * toktypes = nullptr; const int toktype_idx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_TOKEN_TYPE).c_str()); if (toktype_idx != -1) { + const uint32_t n_toktypes = gguf_get_arr_n(ctx, toktype_idx); + if (n_toktypes < n_tokens) { + throw std::runtime_error("Index out of array bounds for toktypes (" + std::to_string(n_toktypes) + " < " + std::to_string(n_tokens) + ")\n"); + } toktypes = (const int * ) gguf_get_arr_data(ctx, toktype_idx); } - uint32_t n_tokens = gguf_get_arr_n(ctx, token_idx); id_to_token.resize(n_tokens); for (uint32_t i = 0; i < n_tokens; i++) { @@ -2255,6 +2334,14 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { if (ml.get_key(LLM_KV_TOKENIZER_ADD_SEP, temp, false)) { add_sep = temp; } + + // workaround for Gemma 4 + // ref: https://github.com/ggml-org/llama.cpp/pull/21500 + if (pre_type == LLAMA_VOCAB_PRE_TYPE_GEMMA4 && !add_bos) { + add_bos = true; + + LLAMA_LOG_WARN("%s: override '%s' to 'true' for Gemma4\n", __func__, kv(LLM_KV_TOKENIZER_ADD_BOS).c_str()); + } } // auto-detect special tokens by text @@ -2480,6 +2567,10 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { || t.first == "[EOS]" // Kimi-K2 || t.first == "<|end_of_text|>" || t.first == "" // smoldocling + || t.first == "" // gemma4 + || t.first == "" // gemma4 + || t.first == "<|tool_response>" // gemma4 + || t.first == "<|end▁of▁sentence|>" // deepseek-ocr ) { special_eog_ids.insert(t.second); if ((attr & LLAMA_TOKEN_ATTR_CONTROL) == 0) { @@ -2564,6 +2655,33 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { LLAMA_LOG_WARN("%s: special_eog_ids contains both '<|return|>' and '<|call|>', or '<|calls|>' and '<|flush|>' tokens, removing '<|end|>' token from EOG list\n", __func__); } } + + // workaround for gemma4 and paddleocr: do not include as an eog token + { + bool has_tool_response = false; + bool has_s = false; + + llama_token s_id = LLAMA_TOKEN_NULL; + + for (auto tid : special_eog_ids) { + const auto & text = id_to_token[tid].text; + if (text == "<|tool_response>") { + has_tool_response = true; + } else if (text == "") { + has_s = true; + s_id = tid; + } + } + + if (has_tool_response && has_s) { + special_eog_ids.erase(s_id); + + auto & attr = id_to_token[s_id].attr; + attr = LLAMA_TOKEN_ATTR_NORMAL; + + LLAMA_LOG_WARN("%s: special_eog_ids contains '<|tool_response>', removing '' token from EOG list\n", __func__); + } + } } // build special tokens cache @@ -2732,7 +2850,9 @@ uint8_t llama_vocab::impl::token_to_byte(llama_token id) const { return strtol(buf.c_str(), NULL, 16); } case LLAMA_VOCAB_TYPE_BPE: { - GGML_ABORT("fatal error"); + // Gemma4 uses BPE with SPM-style byte fallback tokens (<0xXX>) + auto buf = token_data.text.substr(3, 2); + return strtol(buf.c_str(), NULL, 16); } case LLAMA_VOCAB_TYPE_WPM: { GGML_ABORT("fatal error"); @@ -3021,6 +3141,10 @@ std::vector llama_vocab::impl::tokenize( if (fragment.type == FRAGMENT_BUFFER_VARIANT_TYPE_RAW_TEXT) { std::string text = fragment.raw_text.substr(fragment.offset, fragment.length); + if (escape_whitespaces) { + llama_escape_whitespace(text); + } + #ifdef PRETOKENIZERDEBUG LLAMA_LOG_WARN("TT: (%ld %ld %ld) '%s'\n", text.length(), fragment.offset, fragment.length, text.c_str()); #endif @@ -3200,9 +3324,19 @@ int32_t llama_vocab::impl::token_to_piece(llama_token token, char * buf, int32_t return _try_copy(token_text.data(), token_text.size()); } if (attr & LLAMA_TOKEN_ATTR_NORMAL) { + if (escape_whitespaces) { + // SPM-style BPE: tokens contain ▁ for spaces + std::string result = token_text; + llama_unescape_whitespace(result); + return _try_copy(result.data(), result.size()); + } std::string result = llama_decode_text(token_text); return _try_copy(result.data(), result.size()); } + if (attr & LLAMA_TOKEN_ATTR_BYTE) { + char byte = (char) token_to_byte(token); + return _try_copy((char*) &byte, 1); + } break; } case LLAMA_VOCAB_TYPE_RWKV: { @@ -3630,9 +3764,7 @@ int llama_vocab::max_token_len() const { int llama_vocab::find_bpe_rank(const std::string & token_left, const std::string & token_right) const { GGML_ASSERT(token_left.find(' ') == std::string::npos); - GGML_ASSERT(token_left.find('\n') == std::string::npos); GGML_ASSERT(token_right.find(' ') == std::string::npos); - GGML_ASSERT(token_right.find('\n') == std::string::npos); auto it = pimpl->bpe_ranks.find(std::make_pair(token_left, token_right)); if (it == pimpl->bpe_ranks.end()) { diff --git a/src/llama-vocab.h b/src/llama-vocab.h index be5b08012d..dd38f45d3a 100644 --- a/src/llama-vocab.h +++ b/src/llama-vocab.h @@ -58,6 +58,7 @@ enum llama_vocab_pre_type { LLAMA_VOCAB_PRE_TYPE_TINY_AYA = 47, LLAMA_VOCAB_PRE_TYPE_JOYAI_LLM = 48, LLAMA_VOCAB_PRE_TYPE_JAIS2 = 49, + LLAMA_VOCAB_PRE_TYPE_GEMMA4 = 50, }; struct LLM_KV; diff --git a/src/llama.cpp b/src/llama.cpp index 6da90d6f1f..ce57524671 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -11,7 +11,12 @@ #include "llama-model.h" #include "ggml.h" +#include "ggml-cpp.h" #include "ggml-backend.h" +#include "gguf.h" + +// TODO: tmp until the ggml meta backend matures and becomes public +#include "../src/ggml-ext.h" #include #include @@ -22,6 +27,7 @@ #include #include #include +#include #if defined(_MSC_VER) #pragma warning(disable: 4244 4267) // possible loss of data @@ -51,7 +57,7 @@ struct llama_device_memory_data { static std::vector llama_get_device_memory_data( const char * path_model, const llama_model_params * mparams, const llama_context_params * cparams, - std::vector & devs, uint32_t & hp_ngl, uint32_t & hp_n_ctx_train, uint32_t & hp_n_expert, + std::vector & devs, uint32_t & hp_ngl, uint32_t & hp_n_ctx_train, uint32_t & hp_n_expert, const ggml_log_level log_level) { struct user_data_t { struct { @@ -102,7 +108,7 @@ static std::vector llama_get_device_memory_data( continue; } for (size_t i = 0; i < ret.size(); i++) { - if (model->devices[i] == dev) { + if (model->devices[i].dev == dev) { ret[i].mb.model += mb.model; ret[i].mb.context += mb.context; ret[i].mb.compute += mb.compute; @@ -113,7 +119,7 @@ static std::vector llama_get_device_memory_data( for (size_t i = 0; i < ret.size(); i++) { size_t free; size_t total; - ggml_backend_dev_memory(model->devices[i], &free, &total); + ggml_backend_dev_memory(model->devices[i].dev, &free, &total); // devices can return 0 bytes for free and total memory if they do not // have any to report. in this case, we will use the host memory as a fallback @@ -160,11 +166,14 @@ static void llama_params_fit_impl( const char * path_model, struct llama_model_params * mparams, struct llama_context_params * cparams, float * tensor_split, struct llama_model_tensor_buft_override * tensor_buft_overrides, size_t * margins_s, uint32_t n_ctx_min, enum ggml_log_level log_level) { + if (mparams->split_mode == LLAMA_SPLIT_MODE_TENSOR) { + throw llama_params_fit_exception("llama_params_fit is not implemented for SPLIT_MODE_TENSOR, abort"); + } constexpr int64_t MiB = 1024*1024; typedef std::vector dmds_t; const llama_model_params default_mparams = llama_model_default_params(); - std::vector devs; + std::vector devs; uint32_t hp_ngl = 0; // hparams.n_gpu_layers uint32_t hp_nct = 0; // hparams.n_ctx_train uint32_t hp_nex = 0; // hparams.n_expert @@ -189,10 +198,10 @@ static void llama_params_fit_impl( { dev_names.reserve(nd); size_t max_length = 0; - for (ggml_backend_dev_t dev : devs) { - std::string name = ggml_backend_dev_name(dev); + for (const llama_device & dev : devs) { + std::string name = ggml_backend_dev_name(dev.dev); name += " ("; - name += ggml_backend_dev_description(dev); + name += ggml_backend_dev_description(dev.dev); name += ")"; dev_names.push_back(name); max_length = std::max(max_length, name.length()); @@ -363,14 +372,14 @@ static void llama_params_fit_impl( case LAYER_FRACTION_ATTN: { static std::array patterns; if (patterns[il].empty()) { - patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(up|gate|down).*"; + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(gate|up|gate_up|down).*"; } return patterns[il].c_str(); } case LAYER_FRACTION_UP: { static std::array patterns; if (patterns[il].empty()) { - patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(gate|down).*"; + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(gate|gate_up|down).*"; } return patterns[il].c_str(); } @@ -384,7 +393,7 @@ static void llama_params_fit_impl( case LAYER_FRACTION_MOE: { static std::array patterns; if (patterns[il].empty()) { - patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(up|down|gate)_(ch|)exps"; + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(up|down|gate_up|gate)_(ch|)exps"; } return patterns[il].c_str(); } @@ -478,7 +487,7 @@ static void llama_params_fit_impl( int64_t global_surplus_cpu_moe = 0; if (hp_nex > 0) { - const static std::string pattern_moe_all = "blk\\.\\d+\\.ffn_(up|down|gate)_(ch|)exps"; // matches all MoE tensors + const static std::string pattern_moe_all = "blk\\.\\d+\\.ffn_(up|down|gate_up|gate)_(ch|)exps"; // matches all MoE tensors ggml_backend_buffer_type_t cpu_buft = ggml_backend_cpu_buffer_type(); tensor_buft_overrides[0] = {pattern_moe_all.c_str(), cpu_buft}; tensor_buft_overrides[1] = {nullptr, nullptr}; @@ -683,7 +692,7 @@ static void llama_params_fit_impl( ngl_per_device_test[id].overflow_type = LAYER_FRACTION_UP; std::vector overflow_bufts_test = overflow_bufts; if (id < nd - 1) { - overflow_bufts_test[id] = ggml_backend_dev_buffer_type(devs[id + 1]); + overflow_bufts_test[id] = ggml_backend_dev_buffer_type(devs[id + 1].dev); } LLAMA_LOG_DEBUG("%s: trying to fit one extra layer with overflow_type=LAYER_FRACTION_UP\n", __func__); std::vector mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts_test); @@ -825,7 +834,8 @@ int64_t llama_time_us(void) { } // Returns 0 on success, -1 on error, and -2 on cancellation via llama_progress_callback -static int llama_model_load(const std::string & fname, std::vector & splits, llama_model & model, llama_model_params & params) { +static int llama_model_load(struct gguf_context * metadata, llama_model_set_tensor_data_t set_tensor_data, void * set_tensor_data_ud, + const std::string & fname, std::vector & splits, FILE * file, llama_model & model, llama_model_params & params) { // loading time will be recalculated after the first eval, so // we take page faults deferred by mmap() into consideration model.t_load_us = 0; @@ -834,7 +844,8 @@ static int llama_model_load(const std::string & fname, std::vector model.t_start_us = tm.t_start_us; try { - llama_model_loader ml(fname, splits, params.use_mmap, params.use_direct_io, params.check_tensors, params.no_alloc, params.kv_overrides, params.tensor_buft_overrides); + llama_model_loader ml(metadata, set_tensor_data, set_tensor_data_ud, fname, splits, file, params.use_mmap, params.use_direct_io, + params.check_tensors, params.no_alloc, params.kv_overrides, params.tensor_buft_overrides); ml.print_info(); @@ -880,9 +891,29 @@ static int llama_model_load(const std::string & fname, std::vector } static struct llama_model * llama_model_load_from_file_impl( + struct gguf_context * metadata, + llama_model_set_tensor_data_t set_tensor_data, + void * set_tensor_data_ud, const std::string & path_model, std::vector & splits, + FILE * file, struct llama_model_params params) { + { + int n_sources_defined = 0; + if (metadata != nullptr) { + n_sources_defined++; + } + if (!path_model.empty()) { + n_sources_defined++; + } + if (file != nullptr) { + n_sources_defined++; + } + if (n_sources_defined != 1) { + LLAMA_LOG_ERROR("%s: exactly one out metadata, path_model, and file must be defined\n", __func__); + return nullptr; + } + } ggml_time_init(); if (!params.vocab_only && ggml_backend_reg_count() == 0) { @@ -911,58 +942,111 @@ static struct llama_model * llama_model_load_from_file_impl( // create list of devices to use with this model if (params.devices) { - for (ggml_backend_dev_t * dev = params.devices; *dev; ++dev) { - model->devices.push_back(*dev); + if (params.split_mode == LLAMA_SPLIT_MODE_TENSOR) { + size_t n_devs = 0; + while (params.devices[n_devs]) { + n_devs++; + } + if (n_devs == 0) { + LLAMA_LOG_ERROR("%s: LLAMA_SPLIT_MODE_TENSOR needs >= 1 devices\n", __func__); + return nullptr; + } + LLAMA_LOG_INFO("%s: creating a Meta device with %zu devices\n", __func__, n_devs); + for (size_t i = 0; i < n_devs; ++i) { + LLAMA_LOG_INFO("%s: - device %zu: %s\n", __func__, i, ggml_backend_dev_name(params.devices[i])); + } + model->get_split_state_ud.n_devices = n_devs; + model->get_split_state_ud.model = model; + model->devices.push_back({ + true, ggml_backend_meta_device( + params.devices, n_devs, llama_meta_device_get_split_state, &model->get_split_state_ud) + }); + } else { + for (ggml_backend_dev_t * dev = params.devices; *dev; ++dev) { + model->devices.push_back({false, *dev}); + } } } else { // default device selection // build list of available devices - std::vector gpus; - std::vector igpus; - std::vector rpc_servers; + std::vector gpus; + std::vector igpus; + std::vector rpc_servers; - for (size_t i = 0; i < ggml_backend_dev_count(); ++i) { - ggml_backend_dev_t dev = ggml_backend_dev_get(i); - switch (ggml_backend_dev_type(dev)) { - case GGML_BACKEND_DEVICE_TYPE_CPU: - case GGML_BACKEND_DEVICE_TYPE_ACCEL: - // skip CPU backends since they are handled separately - break; - - case GGML_BACKEND_DEVICE_TYPE_GPU: { - ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev); - if (ggml_backend_reg_name(reg) == std::string("RPC")) { - rpc_servers.push_back(dev); - } else { - // check if there is already a GPU with the same device id - ggml_backend_dev_props props; - ggml_backend_dev_get_props(dev, &props); - auto it = std::find_if(gpus.begin(), gpus.end(), [&props](ggml_backend_dev_t d) { - ggml_backend_dev_props d_props; - ggml_backend_dev_get_props(d, &d_props); - if (props.device_id && d_props.device_id) { - return strcmp(props.device_id, d_props.device_id) == 0; - } - return false; - }); - - if (it != gpus.end()) { - LLAMA_LOG_INFO("%s: skipping device %s (%s) with id %s - already using device %s (%s) with the same id\n", - __func__, - ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), - props.device_id ? props.device_id : "unknown id", - ggml_backend_dev_name(*it), ggml_backend_dev_description(*it)); - } else { - gpus.push_back(dev); - } - } - break; + if (params.split_mode == LLAMA_SPLIT_MODE_TENSOR) { + std::vector devs; + devs.reserve(ggml_backend_dev_count()); + for (size_t i = 0; i < ggml_backend_dev_count(); ++i) { + auto * dev = ggml_backend_dev_get(i); + if (ggml_backend_dev_buffer_type(dev) == ggml_backend_cpu_buffer_type()) { + LLAMA_LOG_INFO("%s: skipping %s (%s) for tensor parallelism\n", __func__, ggml_backend_dev_name(dev), ggml_backend_dev_description(dev)); + continue; } + devs.push_back(dev); + } + if (devs.empty()) { + LLAMA_LOG_ERROR("%s: LLAMA_SPLIT_MODE_TENSOR needs >= 1 devices\n", __func__); + return nullptr; + } - case GGML_BACKEND_DEVICE_TYPE_IGPU: - igpus.push_back(dev); - break; + LLAMA_LOG_INFO("%s: creating a Meta device for tensor parallelism from %zu devices:\n", __func__, devs.size()); + for (size_t i = 0; i < devs.size(); ++i) { + LLAMA_LOG_INFO("%s: - device %zu: %s (%s)\n", __func__, i, ggml_backend_dev_name(devs[i]), ggml_backend_dev_description(devs[i])); + } + + GGML_ASSERT(!devs.empty()); + model->get_split_state_ud.n_devices = devs.size(); + model->get_split_state_ud.model = model; + gpus.push_back({ + true, ggml_backend_meta_device( + devs.data(), devs.size(), llama_meta_device_get_split_state, &model->get_split_state_ud) + }); + } else { + for (size_t i = 0; i < ggml_backend_dev_count(); ++i) { + ggml_backend_dev_t dev = ggml_backend_dev_get(i); + switch (ggml_backend_dev_type(dev)) { + case GGML_BACKEND_DEVICE_TYPE_CPU: + case GGML_BACKEND_DEVICE_TYPE_ACCEL: + // skip CPU backends since they are handled separately + break; + + case GGML_BACKEND_DEVICE_TYPE_GPU: { + ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev); + if (ggml_backend_reg_name(reg) == std::string("RPC")) { + rpc_servers.push_back({false, dev}); + } else { + // check if there is already a GPU with the same device id + ggml_backend_dev_props props; + ggml_backend_dev_get_props(dev, &props); + auto it = std::find_if(gpus.begin(), gpus.end(), [&props](const llama_device & d) { + ggml_backend_dev_props d_props; + ggml_backend_dev_get_props(d.dev, &d_props); + if (props.device_id && d_props.device_id) { + return strcmp(props.device_id, d_props.device_id) == 0; + } + return false; + }); + + if (it != gpus.end()) { + LLAMA_LOG_INFO("%s: skipping device %s (%s) with id %s - already using device %s (%s) with the same id\n", + __func__, + ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), + props.device_id ? props.device_id : "unknown id", + ggml_backend_dev_name(it->dev), ggml_backend_dev_description(it->dev)); + } else { + gpus.push_back({false, dev}); + } + } + break; + } + + case GGML_BACKEND_DEVICE_TYPE_IGPU: + igpus.push_back({false, dev}); + break; + case GGML_BACKEND_DEVICE_TYPE_META: + GGML_ABORT("fatal error"); + } } } @@ -988,22 +1072,22 @@ static struct llama_model * llama_model_load_from_file_impl( llama_model_free(model); return nullptr; } - ggml_backend_dev_t main_gpu = model->devices[params.main_gpu]; + llama_device main_gpu = model->devices[params.main_gpu]; model->devices.clear(); model->devices.push_back(main_gpu); } } - for (auto * dev : model->devices) { + for (const auto & dev : model->devices) { ggml_backend_dev_props props; - ggml_backend_dev_get_props(dev, &props); + ggml_backend_dev_get_props(dev.dev, &props); LLAMA_LOG_INFO("%s: using device %s (%s) (%s) - %zu MiB free\n", __func__, - ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), + ggml_backend_dev_name(dev.dev), ggml_backend_dev_description(dev.dev), props.device_id ? props.device_id : "unknown id", props.memory_free/1024/1024); } - const int status = llama_model_load(path_model, splits, *model, params); + const int status = llama_model_load(metadata, set_tensor_data, set_tensor_data_ud, path_model, splits, file, *model, params); GGML_ASSERT(status <= 0); if (status < 0) { if (status == -1) { @@ -1019,6 +1103,18 @@ static struct llama_model * llama_model_load_from_file_impl( return model; } +struct llama_model * llama_model_init_from_user( + struct gguf_context * metadata, + llama_model_set_tensor_data_t set_tensor_data, + void * set_tensor_data_ud, + struct llama_model_params params) { + GGML_ASSERT(metadata != nullptr); + std::string path_model; + std::vector splits = {}; + params.use_mmap = false; + params.use_extra_bufts = false; + return llama_model_load_from_file_impl(metadata, set_tensor_data, set_tensor_data_ud, path_model, splits, /*file*/ nullptr, params); +} // deprecated struct llama_model * llama_load_model_from_file( const char * path_model, @@ -1030,7 +1126,7 @@ struct llama_model * llama_model_load_from_file( const char * path_model, struct llama_model_params params) { std::vector splits = {}; - return llama_model_load_from_file_impl(path_model, splits, params); + return llama_model_load_from_file_impl(nullptr, nullptr, nullptr, path_model, splits, /*file*/ nullptr, params); } struct llama_model * llama_model_load_from_splits( @@ -1046,11 +1142,21 @@ struct llama_model * llama_model_load_from_splits( for (size_t i = 0; i < n_paths; ++i) { splits.push_back(paths[i]); } - return llama_model_load_from_file_impl(splits.front(), splits, params); + return llama_model_load_from_file_impl(nullptr, nullptr, nullptr, splits.front(), splits, /*file*/ nullptr, params); +} + +struct llama_model * llama_model_load_from_file_ptr(FILE * file, struct llama_model_params params) { + if (!file) { + LLAMA_LOG_ERROR("%s: file is NULL\n", __func__); + return nullptr; + } + std::string path_model; + std::vector splits = {}; + return llama_model_load_from_file_impl(nullptr, nullptr, nullptr, path_model, splits, file, params); } void llama_model_save_to_file(const struct llama_model * model, const char * path_model) { - llama_model_saver ms(*model); + llama_model_saver ms(model); ms.add_kv_from_model(); ms.add_tensors_from_model(); ms.save(path_model); diff --git a/src/models/afmoe.cpp b/src/models/afmoe.cpp index 6a752a403f..9aabe25c96 100644 --- a/src/models/afmoe.cpp +++ b/src/models/afmoe.cpp @@ -1,8 +1,8 @@ #include "models.h" llm_build_afmoe::llm_build_afmoe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -127,7 +127,6 @@ llm_build_afmoe::llm_build_afmoe(const llama_model & model, const llm_graph_para n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, // norm_w (route_norm=True) - hparams.expert_weights_scale, // scale_w hparams.expert_weights_scale, // w_scale (route_scale=2.826) (llama_expert_gating_func_type) hparams.expert_gating_func, il); diff --git a/src/models/apertus.cpp b/src/models/apertus.cpp index 9af19c1bfe..4d65614e46 100644 --- a/src/models/apertus.cpp +++ b/src/models/apertus.cpp @@ -3,10 +3,10 @@ llm_build_apertus::llm_build_apertus(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/arcee.cpp b/src/models/arcee.cpp index aa6167dba1..20b9ffd49e 100644 --- a/src/models/arcee.cpp +++ b/src/models/arcee.cpp @@ -2,10 +2,10 @@ llm_build_arcee::llm_build_arcee(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/arctic.cpp b/src/models/arctic.cpp index e8f028a723..b712e08cbd 100644 --- a/src/models/arctic.cpp +++ b/src/models/arctic.cpp @@ -1,11 +1,10 @@ #include "models.h" - llm_build_arctic::llm_build_arctic(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -104,7 +103,7 @@ llm_build_arctic::llm_build_arctic(const llama_model & model, const llm_graph_pa nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/baichuan.cpp b/src/models/baichuan.cpp index c04b0c98b0..abd03cd0b9 100644 --- a/src/models/baichuan.cpp +++ b/src/models/baichuan.cpp @@ -2,10 +2,10 @@ llm_build_baichuan::llm_build_baichuan(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -56,6 +56,7 @@ llm_build_baichuan::llm_build_baichuan(const llama_model & model, const llm_grap ); break; case LLM_TYPE_13B: + case LLM_TYPE_UNKNOWN: break; default: GGML_ABORT("fatal error"); diff --git a/src/models/bailingmoe.cpp b/src/models/bailingmoe.cpp index ed56b9c471..25e3369c31 100644 --- a/src/models/bailingmoe.cpp +++ b/src/models/bailingmoe.cpp @@ -1,6 +1,5 @@ #include "models.h" - llm_build_bailingmoe::llm_build_bailingmoe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { ggml_tensor * cur; ggml_tensor * inpL; @@ -97,7 +96,7 @@ llm_build_bailingmoe::llm_build_bailingmoe(const llama_model & model, const llm_ nullptr, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - false, hparams.expert_weights_scale, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/bailingmoe2.cpp b/src/models/bailingmoe2.cpp index fbf7b210c4..4209862466 100644 --- a/src/models/bailingmoe2.cpp +++ b/src/models/bailingmoe2.cpp @@ -1,13 +1,11 @@ #include "models.h" - - llm_build_bailingmoe2::llm_build_bailingmoe2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -90,7 +88,7 @@ llm_build_bailingmoe2::llm_build_bailingmoe2(const llama_model & model, const ll model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/bert.cpp b/src/models/bert.cpp index bca0e254fc..6ab8c13685 100644 --- a/src/models/bert.cpp +++ b/src/models/bert.cpp @@ -1,12 +1,10 @@ #include "models.h" - - llm_build_bert::llm_build_bert(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -30,8 +28,8 @@ llm_build_bert::llm_build_bert(const llama_model & model, const llm_graph_params cb(inpL, "inp_embd", -1); // embed layer norm - inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1); - cb(inpL, "inp_norm", -1); + inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, 0); + cb(inpL, "inp_norm", 0); auto * inp_attn = build_attn_inp_no_cache(); @@ -129,9 +127,17 @@ llm_build_bert::llm_build_bert(const llama_model & model, const llm_graph_params // feed-forward network if (hparams.moe_every_n_layers > 0 && il % hparams.moe_every_n_layers == 1) { // MoE branch - cur = build_moe_ffn(cur, model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, nullptr, - model.layers[il].ffn_down_exps, nullptr, hparams.n_expert, hparams.n_expert_used, - LLM_FFN_GELU, false, false, 0.0f, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); + cur = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + nullptr, + model.layers[il].ffn_down_exps, + nullptr, + hparams.n_expert, hparams.n_expert_used, + LLM_FFN_GELU, false, + hparams.expert_weights_scale, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il); cb(cur, "ffn_moe_out", il); } else if (model.arch == LLM_ARCH_BERT || model.arch == LLM_ARCH_NOMIC_BERT_MOE || model.arch == LLM_ARCH_JINA_BERT_V3) { diff --git a/src/models/bitnet.cpp b/src/models/bitnet.cpp index 331a3f1119..9f41b7d82d 100644 --- a/src/models/bitnet.cpp +++ b/src/models/bitnet.cpp @@ -2,9 +2,9 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -29,10 +29,7 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa // self-attention { // compute Q and K and RoPE them - ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); - if (model.layers[il].wq_scale) { - Qcur = ggml_mul(ctx0, Qcur, model.layers[il].wq_scale); - } + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); cb(Qcur, "Qcur", il); if (model.layers[il].bq) { Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); @@ -40,10 +37,7 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa } // B1.K - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); - if (model.layers[il].wk_scale) { - Kcur = ggml_mul(ctx0, Kcur, model.layers[il].wk_scale); - } + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); if (model.layers[il].bk) { Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); @@ -51,10 +45,7 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa } // B1.V - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); - if (model.layers[il].wv_scale) { - Vcur = ggml_mul(ctx0, Vcur, model.layers[il].wv_scale); - } + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); if (model.layers[il].bv) { Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); @@ -90,10 +81,7 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa LLM_NORM_RMS, il); cb(cur, "attn_sub_norm", il); - cur = build_lora_mm(model.layers[il].wo, cur); - if (model.layers[il].wo_scale) { - cur = ggml_mul(ctx0, cur, model.layers[il].wo_scale); - } + cur = build_lora_mm(model.layers[il].wo, cur, model.layers[il].wo_s); if (model.layers[il].bo) { cur = ggml_add(ctx0, cur, model.layers[il].bo); } @@ -115,8 +103,8 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa cb(cur, "ffn_norm", il); cur = build_ffn(cur, - model.layers[il].ffn_up, NULL, model.layers[il].ffn_up_scale, - model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_scale, + model.layers[il].ffn_up, NULL, model.layers[il].ffn_up_s, + model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_s, NULL, NULL, NULL, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); @@ -127,15 +115,15 @@ llm_build_bitnet::llm_build_bitnet(const llama_model & model, const llm_graph_pa LLM_NORM_RMS, il); cb(cur, "ffn_sub_norm", il); - cur = build_lora_mm(model.layers[il].ffn_down, cur); - if (model.layers[il].ffn_down_scale) { - cur = ggml_mul(ctx0, cur, model.layers[il].ffn_down_scale); - } + cur = build_lora_mm(model.layers[il].ffn_down, cur, model.layers[il].ffn_down_s); cb(cur, "ffn_down", il); cur = ggml_add(ctx0, cur, ffn_inp); cb(cur, "l_out", il); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + // input for next layer inpL = cur; } diff --git a/src/models/bloom.cpp b/src/models/bloom.cpp index 2c552d1d15..aa4b939b71 100644 --- a/src/models/bloom.cpp +++ b/src/models/bloom.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_bloom::llm_build_bloom(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -16,8 +16,8 @@ llm_build_bloom::llm_build_bloom(const llama_model & model, const llm_graph_para inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, - LLM_NORM, -1); - cb(inpL, "inp_norm", -1); + LLM_NORM, 0); + cb(inpL, "inp_norm", 0); ggml_tensor * inp_out_ids = build_inp_out_ids(); diff --git a/src/models/chameleon.cpp b/src/models/chameleon.cpp index 184511aed4..2f24105fa1 100644 --- a/src/models/chameleon.cpp +++ b/src/models/chameleon.cpp @@ -3,10 +3,10 @@ #include llm_build_chameleon::llm_build_chameleon(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/chatglm.cpp b/src/models/chatglm.cpp index 2685d4fbcb..cd11581a55 100644 --- a/src/models/chatglm.cpp +++ b/src/models/chatglm.cpp @@ -2,10 +2,10 @@ llm_build_chatglm::llm_build_chatglm(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -111,8 +111,13 @@ llm_build_chatglm::llm_build_chatglm(const llama_model & model, const llm_graph_ } - inpL = ggml_add(ctx0, cur, ffn_inp); - cb(inpL, "l_out", il); + cur = ggml_add(ctx0, cur, ffn_inp); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; } cur = build_norm(inpL, diff --git a/src/models/codeshell.cpp b/src/models/codeshell.cpp index 0b3bdbff52..e8e13e143f 100644 --- a/src/models/codeshell.cpp +++ b/src/models/codeshell.cpp @@ -1,11 +1,11 @@ #include "models.h" llm_build_codeshell::llm_build_codeshell(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/cogvlm.cpp b/src/models/cogvlm.cpp index 0ceae3aaeb..fa7a54ba1c 100644 --- a/src/models/cogvlm.cpp +++ b/src/models/cogvlm.cpp @@ -2,11 +2,11 @@ llm_build_cogvlm::llm_build_cogvlm(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const float kq_scale = 1.0f / sqrtf(float(n_embd_head)); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * inpL; ggml_tensor * cur; @@ -86,6 +86,10 @@ llm_build_cogvlm::llm_build_cogvlm(const llama_model & model, const llm_graph_pa cur = ggml_add(ctx0, cur, ffn_inp); cb(cur, "ffn_out", il); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer inpL = cur; } diff --git a/src/models/cohere2-iswa.cpp b/src/models/cohere2-iswa.cpp index 9334b5e426..7c71a59ae7 100644 --- a/src/models/cohere2-iswa.cpp +++ b/src/models/cohere2-iswa.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_cohere2_iswa::llm_build_cohere2_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); const float f_logit_scale = hparams.f_logit_scale; diff --git a/src/models/command-r.cpp b/src/models/command-r.cpp index 4d3b643b44..ba1230f041 100644 --- a/src/models/command-r.cpp +++ b/src/models/command-r.cpp @@ -4,9 +4,9 @@ llm_build_command_r::llm_build_command_r(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); const float f_logit_scale = hparams.f_logit_scale; diff --git a/src/models/dbrx.cpp b/src/models/dbrx.cpp index 6d2a0ebf1b..73eb5cd24e 100644 --- a/src/models/dbrx.cpp +++ b/src/models/dbrx.cpp @@ -1,12 +1,11 @@ #include "models.h" - llm_build_dbrx::llm_build_dbrx(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -89,7 +88,7 @@ llm_build_dbrx::llm_build_dbrx(const llama_model & model, const llm_graph_params nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/deci.cpp b/src/models/deci.cpp index 7410a3a46d..ac448bfcaa 100644 --- a/src/models/deci.cpp +++ b/src/models/deci.cpp @@ -3,10 +3,10 @@ llm_build_deci::llm_build_deci(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/deepseek.cpp b/src/models/deepseek.cpp index 17866c0d88..3432359e03 100644 --- a/src/models/deepseek.cpp +++ b/src/models/deepseek.cpp @@ -1,13 +1,11 @@ #include "models.h" - - llm_build_deepseek::llm_build_deepseek(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -100,7 +98,7 @@ llm_build_deepseek::llm_build_deepseek(const llama_model & model, const llm_grap nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, hparams.expert_weights_scale, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/deepseek2.cpp b/src/models/deepseek2.cpp index b608396e50..ef9c8420e3 100644 --- a/src/models/deepseek2.cpp +++ b/src/models/deepseek2.cpp @@ -2,13 +2,16 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B + bool is_ocr = model.arch == LLM_ARCH_DEEPSEEK2OCR; + const bool is_mla = hparams.is_mla(); // note: these are the actual head sizes you get when treating as MHA or after "decompression" using wv_b for MLA const int64_t n_embd_head_k = hparams.n_embd_head_k_mla(); const int64_t n_embd_head_v = hparams.n_embd_head_v_mla(); - const int64_t n_embd_head_qk_rope = hparams.n_rot; + const int64_t n_embd_head_qk_rope = hparams.n_rot(); const int64_t n_embd_head_qk_nope = n_embd_head_k - n_embd_head_qk_rope; const uint32_t kv_lora_rank = hparams.n_lora_kv; @@ -54,7 +57,38 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr cb(cur, "attn_norm", il); // self_attention - { + if (is_ocr) { + const int n_embed_head = hparams.n_embd / hparams.n_head(); + const int ocr_rope_type = GGML_ROPE_TYPE_NEOX; + GGML_ASSERT(n_embed_head == n_embd_head_k && n_embed_head == n_embd_head_v); + + ggml_tensor * Qcur = NULL; + ggml_tensor * Kcur = NULL; + ggml_tensor * Vcur = NULL; + + Qcur = ggml_mul_mat(ctx0, model.layers[il].wq, cur); + Kcur = ggml_mul_mat(ctx0, model.layers[il].wk, cur); + Vcur = ggml_mul_mat(ctx0, model.layers[il].wv, cur); + cb(Qcur, "q", il); + cb(Kcur, "k", il); + cb(Vcur, "v", il); + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embed_head, n_head, n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embed_head, n_head, n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embed_head, n_head, n_tokens); + + GGML_ASSERT(fabs(freq_base - 10000.0) < 1e-4); + Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, nullptr, n_embed_head, ocr_rope_type, 0, freq_base, 1, 0, 1, 0, 0); + Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, nullptr, n_embed_head, ocr_rope_type, 0, freq_base, 1, 0, 1, 0, 0); + cb(Qcur, "q_pe", il); + cb(Kcur, "k_pe", il); + + cur = build_attn(inp_attn_kv, + model.layers[il].wo, NULL, + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + } + else { ggml_tensor * q = NULL; const bool is_lite = model.layers[il].wq; @@ -146,7 +180,7 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr cb(Qcur, "Qcur_attn_temp_scaled", il); } - // note: MLA with the absorption optimzation converts into MQA (ie: GQA with 1 group) + // note: MLA with the absorption optimization converts into MQA (ie: GQA with 1 group) cur = build_attn(inp_attn_k, model.layers[il].wo, NULL, Qcur, Kcur, Vcur, nullptr, nullptr, model.layers[il].wv_b, kq_scale, il); @@ -216,7 +250,7 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - hparams.expert_weights_scale, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il, nullptr, diff --git a/src/models/delta-net-base.cpp b/src/models/delta-net-base.cpp index 99f1fdd953..6bc989c950 100644 --- a/src/models/delta-net-base.cpp +++ b/src/models/delta-net-base.cpp @@ -1,6 +1,6 @@ #include "models.h" -#define CHUNK_SIZE 64 +#include "llama-impl.h" // utility to get one slice from the third dimension // input dim: [x, y, c, b] @@ -57,7 +57,7 @@ std::pair llm_build_delta_net_base::build_delta_ne g = ggml_permute(ctx0, g, 0, 2, 1, 3); // [g_0, n_tokens, H_v, n_seqs] b = ggml_permute(ctx0, b, 0, 2, 1, 3); // [ 1, n_tokens, H_v, n_seqs] - const int CS = CHUNK_SIZE; + const int CS = kda ? 16 : 64; // chunk size const int pad = (CS - n_tokens % CS) % CS; const int n_chunks = (n_tokens + pad) / CS; @@ -225,9 +225,8 @@ std::pair llm_build_delta_net_base::build_delta_ne ggml_tensor * kg_t = ggml_cont(ctx0, ggml_transpose(ctx0, kg)); cb(kg_t, "key_gdiff_t", il); - ggml_tensor * s_t = ggml_transpose(ctx0, s); - s_t = ggml_cont_4d(ctx0, s_t, S_v, S_v, 1, H_v * n_seqs); - cb(s_t, "dnet_add_ch_state", il); + s = ggml_reshape_4d(ctx0, s, S_v, S_v, 1, H_v * n_seqs); + cb(s, "dnet_add_ch_state", il); // [CS, S_v, n_chunks, H_v * n_seqs] ggml_tensor * v_t = ggml_cont(ctx0, ggml_transpose(ctx0, v)); @@ -240,7 +239,7 @@ std::pair llm_build_delta_net_base::build_delta_ne ggml_tensor * ch_kg_t = get_slice_2d(ctx0, kg_t, chunk); // [ CS, S_k, 1, H_v * n_seqs] // [CS, S_v, 1, H_v * n_seqs] - ggml_tensor * v_t_p = ggml_mul_mat(ctx0, ch_k_cd, s_t); + ggml_tensor * v_t_p = ggml_mul_mat(ctx0, ch_k_cd, s); cb(v_t_p, "v_prime", il); // [CS, S_v, 1, H_v * n_seqs] @@ -252,7 +251,7 @@ std::pair llm_build_delta_net_base::build_delta_ne cb(v_attn, "v_attn", il); // [S_v, CS, 1, H_v * n_seqs] - ggml_tensor * attn_inter = ggml_mul_mat(ctx0, s_t, ch_q_g_exp); + ggml_tensor * attn_inter = ggml_mul_mat(ctx0, s, ch_q_g_exp); cb(attn_inter, "attn_inter", il); // [S_v, CS, 1, H_v * n_seqs] @@ -268,13 +267,11 @@ std::pair llm_build_delta_net_base::build_delta_ne // last_recurrent_state = last_recurrent_state * g_last + kgdmulvnew ggml_tensor * ch_g_last_exp_t = get_slice_2d(ctx0, g_last_exp_t, chunk); - s_t = ggml_mul(ctx0, s_t, ch_g_last_exp_t); - s_t = ggml_add(ctx0, s_t, kgv); - cb(s_t, "dnet_add_ch_state", il); + s = ggml_mul(ctx0, s, ch_g_last_exp_t); + s = ggml_add(ctx0, s, kgv); + cb(s, "dnet_add_ch_state", il); } - s_t = ggml_reshape_4d(ctx0, s_t, S_v, S_v, H_v, n_seqs); - // truncate padded tokens ggml_tensor * o = ggml_view_4d(ctx0, v, S_v, n_tokens, H_v, n_seqs, @@ -282,7 +279,7 @@ std::pair llm_build_delta_net_base::build_delta_ne ggml_row_size(v->type, S_v * CS * n_chunks), ggml_row_size(v->type, S_v * CS * n_chunks * H_v), 0); o = ggml_permute (ctx0, o, 0, 2, 1, 3); // [S_v, H_v, n_tokens, n_seqs] - s = ggml_transpose(ctx0, s_t); + s = ggml_reshape_4d(ctx0, s, S_v, S_v, H_v, n_seqs); cb(s, "output_state", il); return {o, s}; @@ -341,11 +338,9 @@ std::pair llm_build_delta_net_base::build_delta_ne g = ggml_exp(ctx0, g); s = ggml_mul(ctx0, s, g); - ggml_tensor * s_t = ggml_cont(ctx0, ggml_transpose(ctx0, s)); - // [1, S_v, H_v, n_seqs] ggml_tensor * sk; - sk = ggml_mul (ctx0, s_t, k); + sk = ggml_mul (ctx0, s, k); sk = ggml_sum_rows(ctx0, sk); // [S_v, 1, H_v, n_seqs] @@ -362,15 +357,89 @@ std::pair llm_build_delta_net_base::build_delta_ne k = ggml_repeat(ctx0, k, s); kd = ggml_mul (ctx0, k, d_t); - s_t = ggml_add(ctx0, s_t, kd); + s = ggml_add(ctx0, s, kd); - cb(s_t, "dnet_add_ar_state", il); + cb(s, "dnet_add_ar_state", il); - ggml_tensor * s_q = ggml_mul (ctx0, s_t, q); + ggml_tensor * s_q = ggml_mul (ctx0, s, q); ggml_tensor * o = ggml_sum_rows(ctx0, s_q); o = ggml_permute (ctx0, o, 2, 0, 1, 3); // [S_v, H_v, n_tokens, n_seqs] - s = ggml_transpose(ctx0, s_t); // [S_v, S_v, H_v, n_seqs] return {o, s}; } + +std::pair llm_build_delta_net_base::build_delta_net_fused( + ggml_tensor * q, + ggml_tensor * k, + ggml_tensor * v, + ggml_tensor * g, + ggml_tensor * b, + ggml_tensor * s, + int il) { + const int64_t S_k = q->ne[0]; + const int64_t H_k = q->ne[1]; + const int64_t n_tokens = q->ne[2]; + const int64_t n_seqs = q->ne[3]; + + const int64_t S_v = v->ne[0]; + const int64_t H_v = v->ne[1]; + + GGML_ASSERT(S_k == S_v); + GGML_ASSERT(H_v % H_k == 0); + + GGML_ASSERT(q->ne[0] == S_k && q->ne[1] == H_k && q->ne[2] == n_tokens && q->ne[3] == n_seqs); + GGML_ASSERT(k->ne[0] == S_k && k->ne[1] == H_k && k->ne[2] == n_tokens && k->ne[3] == n_seqs); + GGML_ASSERT(v->ne[0] == S_v && v->ne[1] == H_v && v->ne[2] == n_tokens && v->ne[3] == n_seqs); + + GGML_ASSERT(g->ne[0] == 1 || g->ne[0] == S_v); + GGML_ASSERT( g->ne[1] == H_v && g->ne[2] == n_tokens && g->ne[3] == n_seqs); + GGML_ASSERT(b->ne[0] == 1 && b->ne[1] == H_v && b->ne[2] == n_tokens && b->ne[3] == n_seqs); + GGML_ASSERT(s->ne[0] == S_v && s->ne[1] == S_v && s->ne[2] == H_v && s->ne[3] == n_seqs); + + ggml_tensor * result = ggml_gated_delta_net(ctx0, q, k, v, g, b, s); + if (n_tokens == 1) { + cb(result, LLAMA_TENSOR_NAME_FGDN_AR, il); + } else { + cb(result, LLAMA_TENSOR_NAME_FGDN_CH, il); + } + + ggml_tensor * output = ggml_view_4d(ctx0, result, + S_v, H_v, n_tokens, n_seqs, + ggml_row_size(result->type, S_v), + ggml_row_size(result->type, S_v * H_v), + ggml_row_size(result->type, S_v * H_v * n_tokens), 0); + + ggml_tensor * new_state = ggml_view_4d(ctx0, result, + S_v, S_v, H_v, n_seqs, + ggml_row_size(result->type, S_v), + ggml_row_size(result->type, S_v * S_v), + ggml_row_size(result->type, S_v * S_v * H_v), + ggml_row_size(result->type, S_v * H_v * n_tokens * n_seqs)); + + return {output, new_state}; +} + +std::pair llm_build_delta_net_base::build_delta_net( + ggml_tensor * q, + ggml_tensor * k, + ggml_tensor * v, + ggml_tensor * g, + ggml_tensor * b, + ggml_tensor * s, + int il) { + const int64_t n_seq_tokens = q->ne[2]; + + if (n_seq_tokens == 1) { + if (cparams.fused_gdn_ar) { + return build_delta_net_fused(q, k, v, g, b, s, il); + } + return build_delta_net_autoregressive(q, k, v, g, b, s, il); + } + + if (cparams.fused_gdn_ch) { + return build_delta_net_fused(q, k, v, g, b, s, il); + } + + return build_delta_net_chunking(q, k, v, g, b, s, il); +} diff --git a/src/models/dots1.cpp b/src/models/dots1.cpp index 09c36f82fe..07236dd27c 100644 --- a/src/models/dots1.cpp +++ b/src/models/dots1.cpp @@ -1,13 +1,11 @@ #include "models.h" - - llm_build_dots1::llm_build_dots1(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -91,7 +89,7 @@ llm_build_dots1::llm_build_dots1(const llama_model & model, const llm_graph_para model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/dream.cpp b/src/models/dream.cpp index 2aafbae139..4edc8530cb 100644 --- a/src/models/dream.cpp +++ b/src/models/dream.cpp @@ -5,10 +5,10 @@ llm_build_dream::llm_build_dream(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { //copied from qwen2 - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/ernie4-5-moe.cpp b/src/models/ernie4-5-moe.cpp index 0d96d14e6f..63baf152c4 100644 --- a/src/models/ernie4-5-moe.cpp +++ b/src/models/ernie4-5-moe.cpp @@ -1,13 +1,11 @@ #include "models.h" - - llm_build_ernie4_5_moe::llm_build_ernie4_5_moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -103,7 +101,7 @@ llm_build_ernie4_5_moe::llm_build_ernie4_5_moe(const llama_model & model, const model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/ernie4-5.cpp b/src/models/ernie4-5.cpp index 99aead5328..d548de0547 100644 --- a/src/models/ernie4-5.cpp +++ b/src/models/ernie4-5.cpp @@ -2,10 +2,10 @@ llm_build_ernie4_5::llm_build_ernie4_5(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/eurobert.cpp b/src/models/eurobert.cpp index 86e3176edc..4ca9af873e 100644 --- a/src/models/eurobert.cpp +++ b/src/models/eurobert.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_eurobert::llm_build_eurobert(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -82,6 +82,7 @@ llm_build_eurobert::llm_build_eurobert(const llama_model & model, const llm_grap cur = ggml_add(ctx0, cur, ffn_inp); + // input for next layer inpL = cur; } cur = inpL; diff --git a/src/models/exaone-moe.cpp b/src/models/exaone-moe.cpp index bef5b2ad35..ea75701c52 100644 --- a/src/models/exaone-moe.cpp +++ b/src/models/exaone-moe.cpp @@ -1,12 +1,11 @@ #include "models.h" - llm_build_exaone_moe::llm_build_exaone_moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_k; + const int64_t n_embd_head = hparams.n_embd_head_k(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_v); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_v()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -100,7 +99,7 @@ llm_build_exaone_moe::llm_build_exaone_moe(const llama_model & model, const llm_ model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/exaone.cpp b/src/models/exaone.cpp index 62602b284d..d4eea58e2f 100644 --- a/src/models/exaone.cpp +++ b/src/models/exaone.cpp @@ -4,10 +4,10 @@ llm_build_exaone::llm_build_exaone(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/exaone4.cpp b/src/models/exaone4.cpp index 8b7e3dc06e..755af3b747 100644 --- a/src/models/exaone4.cpp +++ b/src/models/exaone4.cpp @@ -4,10 +4,10 @@ template llm_build_exaone4::llm_build_exaone4(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_k; + const int64_t n_embd_head = hparams.n_embd_head_k(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_v); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_v()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/falcon-h1.cpp b/src/models/falcon-h1.cpp index 785a7e5e66..ff842d93a4 100644 --- a/src/models/falcon-h1.cpp +++ b/src/models/falcon-h1.cpp @@ -2,7 +2,7 @@ llm_build_falcon_h1::llm_build_falcon_h1(const llama_model & model, const llm_graph_params & params) : llm_build_mamba_base(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/falcon.cpp b/src/models/falcon.cpp index db1ccdb500..9fcba50887 100644 --- a/src/models/falcon.cpp +++ b/src/models/falcon.cpp @@ -2,11 +2,11 @@ llm_build_falcon::llm_build_falcon(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/gemma-embedding.cpp b/src/models/gemma-embedding.cpp index 944c198bf9..b2499d8e6a 100644 --- a/src/models/gemma-embedding.cpp +++ b/src/models/gemma-embedding.cpp @@ -2,14 +2,14 @@ llm_build_gemma_embedding::llm_build_gemma_embedding(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_k; + const int64_t n_embd_head = hparams.n_embd_head_k(); ggml_tensor * cur; ggml_tensor * inpL; inpL = build_inp_embd(model.tok_embd); - // important: do not normalize weights for raw embeddings input (i.e. encoded image emdeddings) + // important: do not normalize weights for raw embeddings input (i.e. encoded image embeddings) inpL = ggml_scale(ctx0, inpL, ubatch.token ? sqrtf(n_embd) : 1.0f); cb(inpL, "inp_scaled", -1); diff --git a/src/models/gemma.cpp b/src/models/gemma.cpp index 4893d9af4b..1869efd389 100644 --- a/src/models/gemma.cpp +++ b/src/models/gemma.cpp @@ -2,7 +2,7 @@ llm_build_gemma::llm_build_gemma(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/gemma2-iswa.cpp b/src/models/gemma2-iswa.cpp index 7a9198193a..3927ddd297 100644 --- a/src/models/gemma2-iswa.cpp +++ b/src/models/gemma2-iswa.cpp @@ -1,7 +1,7 @@ #include "models.h" llm_build_gemma2_iswa::llm_build_gemma2_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_k; + const int64_t n_embd_head = hparams.n_embd_head_k(); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/gemma3.cpp b/src/models/gemma3.cpp index dec3fc4b8b..b7697436c7 100644 --- a/src/models/gemma3.cpp +++ b/src/models/gemma3.cpp @@ -2,14 +2,14 @@ template llm_build_gemma3::llm_build_gemma3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_k; + const int64_t n_embd_head = hparams.n_embd_head_k(); ggml_tensor * cur; ggml_tensor * inpL; inpL = build_inp_embd(model.tok_embd); - // important: do not normalize weights for raw embeddings input (i.e. encoded image emdeddings) + // important: do not normalize weights for raw embeddings input (i.e. encoded image embeddings) inpL = ggml_scale(ctx0, inpL, ubatch.token ? sqrtf(n_embd) : 1.0f); cb(inpL, "inp_scaled", -1); diff --git a/src/models/gemma3n-iswa.cpp b/src/models/gemma3n-iswa.cpp index 7db6d3bf4e..ad982808bc 100644 --- a/src/models/gemma3n-iswa.cpp +++ b/src/models/gemma3n-iswa.cpp @@ -1,9 +1,16 @@ #include "models.h" +// get 2D slice view from a 3D tensor, the idx corresponds to the 3rd dim +static ggml_tensor * ggml_view_2d_slice(ggml_context * ctx0, ggml_tensor * x, int idx) { + GGML_ASSERT(idx < (int) x->ne[2]); + return ggml_view_2d(ctx0, x, x->ne[0], x->ne[1], ggml_row_size(x->type, x->ne[0]), + idx * x->ne[0] * x->ne[1] * ggml_element_size(x)); +} + llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params), model(model), - n_embd_head(model.hparams.n_embd_head_k), + n_embd_head(model.hparams.n_embd_head_k()), n_embd_altup(model.hparams.n_embd_altup), n_altup(model.hparams.n_altup), i_altup_act(model.hparams.i_altup_act) { @@ -12,7 +19,7 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const inpL = build_inp_embd(model.tok_embd); - // important: do not normalize weights for raw embeddings input (i.e. encoded image emdeddings) + // important: do not normalize weights for raw embeddings input (i.e. encoded image embeddings) inpL = ggml_scale(ctx0, inpL, ubatch.token ? sqrtf(n_embd) : 1.0f); cb(inpL, "inp_scaled", -1); @@ -22,8 +29,11 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const // TODO: is causal == true correct? might need some changes auto * inp_attn = build_attn_inp_kv_iswa(); - // inp_per_layer shape: [n_embd_altup, n_tokens, n_layer] - ggml_tensor * inp_per_layer = project_per_layer_inputs(inpL, get_per_layer_inputs()); + ggml_tensor * inp_per_layer = build_inp_per_layer(); + ggml_build_forward_expand(gf, inp_per_layer); + + // inp_per_layer now has shape: [n_embd_altup, n_tokens, n_layer] + inp_per_layer = project_per_layer_inputs(inpL, inp_per_layer); // inpL now has only 1 altup, project it to the rest of the altups // these "added" altups will be concat to the last dim of inpL @@ -37,8 +47,7 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const inpL = ggml_concat(ctx0, inpL, altup_added, 2); // shape: [n_embd, n_tokens, n_altup] cb(inpL, "inp_stacked", -1); } - // inpL now has shape: [n_embd, n_tokens, n_altup] - // inp_per_layer now has shape: [n_embd_altup, n_tokens, n_layer] + // inpL now has shape: [n_embd, n_tokens, n_altup] for (int il = 0; il < n_layer; ++il) { // this block is made to be closely resemble Gemma3p5DecoderLayer on python code @@ -49,8 +58,8 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const ggml_tensor * predictions = altup_predict(cur, il); // [n_embd, n_tokens, n_altup] // predicted value will go through self-attention and laurel - ggml_tensor * active_prediction = view_2d_slice(predictions, i_altup_act); // [n_embd, n_tokens] - cur = active_prediction; + ggml_tensor * active_prediction = ggml_view_2d_slice(ctx0, predictions, i_altup_act); // [n_embd, n_tokens] + cur = active_prediction; cb(cur, "active_prediction", il); // norm @@ -151,12 +160,13 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const ggml_tensor * first_prediction; // [n_embd, n_tokens] { - first_prediction = view_2d_slice(corrected, i_altup_act); // [n_embd, n_tokens] + first_prediction = ggml_view_2d_slice(ctx0, corrected, i_altup_act); // [n_embd, n_tokens] first_prediction = ggml_mul(ctx0, first_prediction, model.layers[il].altup_correct_scale); first_prediction = build_lora_mm(model.layers[il].per_layer_inp_gate, first_prediction); first_prediction = ggml_gelu(ctx0, first_prediction); // [n_embd_altup, n_tokens] cb(first_prediction, "first_prediction_gated", il); - ggml_tensor * inp_this_layer = view_2d_slice(inp_per_layer, il); // [n_embd_altup, n_tokens] + + ggml_tensor * inp_this_layer = ggml_view_2d_slice(ctx0, inp_per_layer, il); // [n_embd_altup, n_tokens] first_prediction = ggml_mul(ctx0, first_prediction, inp_this_layer); // [n_embd_altup, n_tokens] cb(first_prediction, "first_prediction_scaled", il); @@ -167,7 +177,7 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const } // equivalent to python code: corrected_predictions[1:] += first_prediction { - ggml_tensor * slice_first = view_2d_slice(corrected, 0); + ggml_tensor * slice_first = ggml_view_2d_slice(ctx0, corrected, 0); ggml_tensor * slice_rest = ggml_view_3d( ctx0, corrected, n_embd, n_tokens, n_altup - 1, ggml_row_size(corrected->type, n_embd), ggml_row_size(corrected->type, n_embd * n_tokens), n_embd * n_tokens * ggml_element_size(corrected)); @@ -185,7 +195,7 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const // cur now has multiple altup(s), we want to merge them back to 1 altup { - ggml_tensor * target_magnitude = calc_magnitude(view_2d_slice(cur, i_altup_act)); // [n_embd, n_tokens] + ggml_tensor * target_magnitude = calc_magnitude(ggml_view_2d_slice(ctx0, cur, i_altup_act)); // [n_embd, n_tokens] // do a view to skip the first slice (active altup) ggml_tensor * alt_slice = ggml_view_3d(ctx0, cur, n_embd, n_tokens, n_altup - 1, ggml_row_size(cur->type, n_embd), @@ -197,9 +207,9 @@ llm_build_gemma3n_iswa::llm_build_gemma3n_iswa(const llama_model & model, const cb(altup_unembd, "altup_unembd", -1); // equivalent to torch.mean(hidden_states, dim=0) - cur = view_2d_slice(cur, 0); // [n_embd, n_tokens] + cur = ggml_view_2d_slice(ctx0, cur, 0); // [n_embd, n_tokens] for (int i = 0; i < n_altup - 1; ++i) { - cur = ggml_add(ctx0, cur, view_2d_slice(altup_unembd, i)); + cur = ggml_add(ctx0, cur, ggml_view_2d_slice(ctx0, altup_unembd, i)); } cur = ggml_scale(ctx0, cur, 1.0f / float(n_altup)); // [n_embd, n_tokens] cb(cur, "unembd_merged", -1); @@ -235,39 +245,34 @@ ggml_tensor * llm_build_gemma3n_iswa::calc_magnitude(ggml_tensor * x) { return ggml_sqrt(ctx0, ggml_sum_rows(ctx0, ggml_sqr(ctx0, x))); } -// get 2D slice view from a 3D tensor, the idx corresponds to the 3rd dim -ggml_tensor * llm_build_gemma3n_iswa::view_2d_slice(ggml_tensor * x, int idx) { - GGML_ASSERT(idx < (int) x->ne[2]); - return ggml_view_2d(ctx0, x, x->ne[0], x->ne[1], ggml_row_size(x->type, x->ne[0]), - idx * x->ne[0] * x->ne[1] * ggml_element_size(x)); -} - // equivalent to get_per_layer_inputs() in python code // output shape: [n_embd_altup, n_layer, n_tokens] -ggml_tensor * llm_build_gemma3n_iswa::get_per_layer_inputs() { +ggml_tensor * llm_build_gemma3n_iswa::build_inp_per_layer() { auto inp = std::make_unique(n_embd); ggml_tensor * inp_per_layer; + float tok_embd_scale = sqrtf((float) n_embd_altup); if (ubatch.token) { inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, ubatch.n_tokens); ggml_set_input(inp->tokens); res->t_inp_tokens = inp->tokens; - inp_per_layer = ggml_get_rows(ctx0, model.tok_embd_per_layer, inp->tokens); + inp_per_layer = ggml_get_rows (ctx0, model.per_layer_tok_embd, inp->tokens); inp_per_layer = ggml_reshape_3d(ctx0, inp_per_layer, n_embd_altup, n_layer, n_tokens); - inp_per_layer = ggml_scale(ctx0, inp_per_layer, sqrtf((float) n_embd_altup)); + inp_per_layer = ggml_scale (ctx0, inp_per_layer, tok_embd_scale); cb(inp_per_layer, "inp_per_layer_selected", -1); res->add_input(std::move(inp)); } else { - // Vision embedding path: use padding token (ID=0) embedding + // Multimodal embedding path: use padding token (ID=0) embedding // TODO: verify if this is the correct behavior in transformers implementation - const int64_t embd_size = model.tok_embd_per_layer->ne[0]; // n_embd_altup * n_layer + const int64_t embd_size = model.per_layer_tok_embd->ne[0]; // n_embd_altup * n_layer // Extract and dequantize padding token embedding (row 0) - ggml_tensor * padding = ggml_view_1d(ctx0, model.tok_embd_per_layer, embd_size, 0); - inp_per_layer = ggml_cast(ctx0, padding, GGML_TYPE_F32); + ggml_tensor * padding = ggml_view_1d(ctx0, model.per_layer_tok_embd, embd_size, 0); + inp_per_layer = ggml_cast (ctx0, padding, GGML_TYPE_F32); + inp_per_layer = ggml_scale(ctx0, inp_per_layer, tok_embd_scale); // Reshape to [n_embd_altup, n_layer, 1] inp_per_layer = ggml_reshape_3d(ctx0, inp_per_layer, n_embd_altup, n_layer, 1); - cb(inp_per_layer, "inp_per_layer_vision", -1); + cb(inp_per_layer, "inp_per_layer_multimodal", -1); } return inp_per_layer; } @@ -275,18 +280,19 @@ ggml_tensor * llm_build_gemma3n_iswa::get_per_layer_inputs() { // equivalent to project_per_layer_inputs() in python code // this calculates the per-layer inputs, so the final tensor shape will have n_layer as the last dim // output shape: [n_embd_altup, n_tokens, n_layer] -ggml_tensor * llm_build_gemma3n_iswa::project_per_layer_inputs(ggml_tensor * inputs_embeds, ggml_tensor * inp_per_layer) { +ggml_tensor * llm_build_gemma3n_iswa::project_per_layer_inputs(ggml_tensor * inp_batch, ggml_tensor * inp_per_layer) { const float per_layer_projection_scale = 1.0f / sqrtf((float) n_embd); const float per_layer_input_scale = 1.0f / sqrtf(2.0f); - ggml_tensor * per_layer_proj = ggml_mul_mat(ctx0, model.per_layer_model_proj, inputs_embeds); - per_layer_proj = ggml_scale(ctx0, per_layer_proj, per_layer_projection_scale); - per_layer_proj = ggml_reshape_3d(ctx0, per_layer_proj, n_embd_altup, n_layer, n_tokens); - per_layer_proj = build_norm(per_layer_proj, model.per_layer_proj_norm, NULL, LLM_NORM_RMS, - -1); // [n_embd_altup, n_layer, n_tokens] + ggml_tensor * per_layer_proj; + per_layer_proj = ggml_mul_mat (ctx0, model.per_layer_model_proj, inp_batch); + per_layer_proj = ggml_scale (ctx0, per_layer_proj, per_layer_projection_scale); + per_layer_proj = ggml_reshape_3d(ctx0, per_layer_proj, n_embd_altup, n_layer, n_tokens); + + per_layer_proj = build_norm(per_layer_proj, model.per_layer_proj_norm, NULL, LLM_NORM_RMS, -1); cb(per_layer_proj, "per_layer_proj", -1); - inp_per_layer = ggml_add(ctx0, per_layer_proj, inp_per_layer); + inp_per_layer = ggml_add (ctx0, per_layer_proj, inp_per_layer); inp_per_layer = ggml_scale(ctx0, inp_per_layer, per_layer_input_scale); cb(inp_per_layer, "inp_per_layer", -1); @@ -337,7 +343,7 @@ ggml_tensor * llm_build_gemma3n_iswa::altup_compute_router_modalities(ggml_tenso // input cur shape: [n_embd, n_tokens, n_altup] // output shape: [n_embd, n_tokens, n_altup] ggml_tensor * llm_build_gemma3n_iswa::altup_predict(ggml_tensor * cur, int il) { - ggml_tensor * activated = view_2d_slice(cur, i_altup_act); // [n_embd, n_tokens] + ggml_tensor * activated = ggml_view_2d_slice(ctx0, cur, i_altup_act); // [n_embd, n_tokens] ggml_tensor * modalities = altup_compute_router_modalities(activated, il); // [n_altup, n_tokens] cb(modalities, "modalities", il); @@ -365,7 +371,7 @@ ggml_tensor * llm_build_gemma3n_iswa::altup_correct(ggml_tensor * predictions, g ggml_tensor * modalities = altup_compute_router_modalities(activated, il); // [n_altup, n_tokens] cb(modalities, "modalities", il); - ggml_tensor * active_prediction = view_2d_slice(predictions, i_altup_act); + ggml_tensor * active_prediction = ggml_view_2d_slice(ctx0, predictions, i_altup_act); ggml_tensor * innovation = ggml_sub(ctx0, activated, active_prediction); // [n_embd, n_tokens] cb(innovation, "innovation", il); diff --git a/src/models/gemma4-iswa.cpp b/src/models/gemma4-iswa.cpp new file mode 100644 index 0000000000..405cdadc13 --- /dev/null +++ b/src/models/gemma4-iswa.cpp @@ -0,0 +1,322 @@ +#include "models.h" + +// get 2D slice view from a 3D tensor, the idx corresponds to the 3rd dim +static ggml_tensor * ggml_view_2d_slice(ggml_context * ctx0, ggml_tensor * x, int idx) { + GGML_ASSERT(idx < (int) x->ne[2]); + return ggml_view_2d(ctx0, x, x->ne[0], x->ne[1], ggml_row_size(x->type, x->ne[0]), + idx * x->ne[0] * x->ne[1] * ggml_element_size(x)); +} + +llm_build_gemma4_iswa::llm_build_gemma4_iswa(const llama_model & model, const llm_graph_params & params) : + llm_graph_context(params), + model(model), + n_embd_per_layer(model.hparams.n_embd_per_layer) { + ggml_tensor * cur; + ggml_tensor * inpL; + + inpL = build_inp_embd(model.tok_embd); + + // important: do not normalize weights for raw embeddings input (i.e. encoded image emdeddings) + inpL = ggml_scale(ctx0, inpL, ubatch.token ? sqrtf(n_embd) : 1.0f); + cb(inpL, "inp_scaled", -1); + + // inp_pos - contains the positions + ggml_tensor * inp_pos = build_inp_pos(); + + // TODO: is causal == true correct? might need some changes + auto * inp_attn = build_attn_inp_kv_iswa(); + + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + ggml_tensor * inp_per_layer = nullptr; + if (model.per_layer_tok_embd) { + inp_per_layer = build_inp_per_layer(); + ggml_build_forward_expand(gf, inp_per_layer); + + // inp_per_layer shape: [n_embd_per_layer, n_tokens, n_layer] + inp_per_layer = project_per_layer_inputs(inpL, inp_per_layer); + } + + for (int il = 0; il < n_layer; ++il) { + const int64_t n_embd_head = hparams.n_embd_head_k(il); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_v(il)); + + const int64_t n_head = hparams.n_head(il); + const int64_t n_head_kv = hparams.n_head_kv(il); + + const float freq_base_l = model.get_rope_freq_base(cparams, il); + const float freq_scale_l = model.get_rope_freq_scale(cparams, il); + const int n_rot_l = hparams.n_rot(il); + + // norm + cur = build_norm(inpL, model.layers[il].attn_norm, nullptr, LLM_NORM_RMS, il); + cb(cur, "attn_norm", il); + + ggml_tensor * freq_factors = nullptr; + if (!hparams.is_swa(il)) { + // full_attention layers use rope_freqs for proportional rope + freq_factors = model.layers[il].rope_freqs; + } + + // Q projection (shared for both non-KV and KV layers) + // this is to mirror Gemma4Attention in pytorch code + ggml_tensor * Qcur; + { + Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); + + Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, nullptr, LLM_NORM_RMS, il); + cb(Qcur, "Qcur_normed", il); + + Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, freq_factors, n_rot_l, rope_type, n_ctx_orig, freq_base_l, freq_scale_l, + ext_factor, attn_factor, beta_fast, beta_slow); + cb(Qcur, "Qcur_pos", il); + } + + // self-attention + if (hparams.has_kv(il)) { + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + + ggml_tensor * Vcur = model.layers[il].wv + ? build_lora_mm(model.layers[il].wv, cur) + : Kcur; // if v_proj is not present, use Kcur as Vcur + cb(Vcur, "Vcur", il); + + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens); + + Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, nullptr, LLM_NORM_RMS, il); + Vcur = ggml_rms_norm(ctx0, Vcur, hparams.f_norm_rms_eps); + + cb(Kcur, "Kcur_normed", il); + cb(Vcur, "Vcur_normed", il); + + Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, freq_factors, n_rot_l, rope_type, n_ctx_orig, freq_base_l, freq_scale_l, + ext_factor, attn_factor, beta_fast, beta_slow); + + cb(Kcur, "Kcur_pos", il); + + cur = build_attn(inp_attn, model.layers[il].wo, + nullptr, Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, + hparams.f_attention_scale, il); + } else { + // reuse KV cache of earlier layers + cur = build_attn(inp_attn, + model.layers[il].wo, nullptr, + Qcur, nullptr, nullptr, nullptr, nullptr, nullptr, hparams.f_attention_scale, il); + } + + // TODO @ngxson : strip unused token right after the last KV layer to speed up prompt processing + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpL = ggml_get_rows(ctx0, inpL, inp_out_ids); + } + cur = build_norm(cur, + model.layers[il].attn_post_norm, nullptr, + LLM_NORM_RMS, il); + cb(cur, "attn_post_norm", il); + + ggml_tensor * attn_out = ggml_add(ctx0, cur, inpL); + cb(attn_out, "attn_out", il); + + // feed-forward network + const bool is_moe_layer = model.layers[il].ffn_gate_inp != nullptr; + if (is_moe_layer) { + // MLP (shared exp) + ggml_tensor * cur_mlp = build_norm(attn_out, + model.layers[il].ffn_norm, nullptr, + LLM_NORM_RMS, il); + cb(cur_mlp, "ffn_norm_1", il); + + cur_mlp = build_ffn(cur_mlp, + model.layers[il].ffn_up, nullptr, nullptr, + model.layers[il].ffn_gate, nullptr, nullptr, + model.layers[il].ffn_down, nullptr, nullptr, + nullptr, + LLM_FFN_GELU, LLM_FFN_PAR, il); + cur_mlp = build_norm(cur_mlp, + model.layers[il].ffn_post_norm_1, nullptr, + LLM_NORM_RMS, il); + cb(cur_mlp, "ffn_mlp", il); + + // Expert FFN + ggml_tensor * cur_moe = build_norm(attn_out, + model.layers[il].ffn_pre_norm_2, nullptr, + LLM_NORM_RMS, il); + cb(cur_moe, "ffn_norm_2", il); + + // custom MoE logits calculation (router operates on attn_out, not cur) + ggml_tensor * tmp = ggml_rms_norm(ctx0, attn_out, hparams.f_norm_rms_eps); + tmp = ggml_scale(ctx0, tmp, 1.0f / sqrtf((float) n_embd)); + tmp = ggml_mul(ctx0, tmp, model.layers[il].ffn_gate_inp_s); + ggml_tensor * logits = build_lora_mm(model.layers[il].ffn_gate_inp, tmp); // [n_expert, n_tokens] + cb(logits, "ffn_moe_logits", il); + + cur_moe = build_moe_ffn(cur_moe, + nullptr, // gate_inp + nullptr, // up_exps + nullptr, // gate_exps + model.layers[il].ffn_down_exps, + nullptr, // exp_probs_b (not used for gemma4) + n_expert, n_expert_used, + LLM_FFN_GELU, true, + 1.0f, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il, logits, + model.layers[il].ffn_gate_up_exps, + nullptr, // up_exps_s + nullptr, // gate_exps_s + model.layers[il].ffn_down_exps_s); + cur_moe = build_norm(cur_moe, + model.layers[il].ffn_post_norm_2, nullptr, + LLM_NORM_RMS, il); + cb(cur_moe, "ffn_moe", il); + + cur = ggml_add(ctx0, cur_mlp, cur_moe); + cb(cur, "ffn_moe_combined", il); + } else { + cur = build_norm(attn_out, + model.layers[il].ffn_norm, nullptr, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + cur = build_ffn(cur, + model.layers[il].ffn_up, nullptr, nullptr, + model.layers[il].ffn_gate, nullptr, nullptr, + model.layers[il].ffn_down, nullptr, nullptr, + nullptr, + LLM_FFN_GELU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + } + cur = build_norm(cur, + model.layers[il].ffn_post_norm, nullptr, + LLM_NORM_RMS, -1); + cb(cur, "ffn_post_norm", il); + + // residual connection + cur = ggml_add(ctx0, cur, attn_out); + + // per-layer embedding + if (inp_per_layer) { + ggml_tensor * pe_in = cur; + cb(cur, "pe_in", il); + + cur = build_lora_mm(model.layers[il].per_layer_inp_gate, cur); // [n_embd_per_layer, n_tokens] + cur = ggml_gelu(ctx0, cur); + + ggml_tensor * inp_this_layer = ggml_view_2d_slice(ctx0, inp_per_layer, il); // [n_embd_per_layer, n_tokens] + + // TODO @ngxson : improve this + if (il == n_layer - 1 && inp_out_ids) { + inp_this_layer = ggml_get_rows(ctx0, inp_this_layer, inp_out_ids); + } + + cur = ggml_mul(ctx0, cur, inp_this_layer); + cur = build_lora_mm(model.layers[il].per_layer_proj, cur); // [n_embd, n_tokens] + cur = build_norm(cur, model.layers[il].per_layer_post_norm, nullptr, LLM_NORM_RMS, il); + cb(cur, "per_layer_embd_out", il); + + // residual connection + cur = ggml_add(ctx0, pe_in, cur); + } + + // layer_scalar + if (model.layers[il].out_scale) { + cur = ggml_mul(ctx0, cur, model.layers[il].out_scale); + cb(cur, "out_scaled", il); + } + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + cur = inpL; + + cur = build_norm(cur, + model.output_norm, nullptr, + LLM_NORM_RMS, -1); + + cb(cur, "result_norm", -1); + res->t_embd = cur; + + // lm_head + cur = build_lora_mm(model.output, cur); + + if (hparams.f_final_logit_softcapping) { + cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_final_logit_softcapping); + cur = ggml_tanh(ctx0, cur); + cur = ggml_scale(ctx0, cur, hparams.f_final_logit_softcapping); + } + + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} + +// equivalent to get_per_layer_inputs() in python code +// output shape: [n_embd_per_layer, n_layer, n_tokens] +ggml_tensor * llm_build_gemma4_iswa::build_inp_per_layer() { + auto inp = std::make_unique(n_embd); + + ggml_tensor * inp_per_layer; + float tok_embd_scale = sqrtf((float) n_embd_per_layer); + if (ubatch.token) { + inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, ubatch.n_tokens); + ggml_set_input(inp->tokens); + res->t_inp_tokens = inp->tokens; + + inp_per_layer = ggml_get_rows (ctx0, model.per_layer_tok_embd, inp->tokens); + inp_per_layer = ggml_reshape_3d(ctx0, inp_per_layer, n_embd_per_layer, n_layer, n_tokens); + inp_per_layer = ggml_scale (ctx0, inp_per_layer, tok_embd_scale); + cb(inp_per_layer, "inp_per_layer_selected", -1); + + res->add_input(std::move(inp)); + } else { + // Multimodal embedding path: use padding token (ID=0) embedding + // TODO: verify if this is the correct behavior in transformers implementation + const int64_t embd_size = model.per_layer_tok_embd->ne[0]; // n_embd_per_layer * n_layer + + // Extract and dequantize padding token embedding (row 0) + ggml_tensor * padding = ggml_view_1d(ctx0, model.per_layer_tok_embd, embd_size, 0); + inp_per_layer = ggml_cast (ctx0, padding, GGML_TYPE_F32); + inp_per_layer = ggml_scale(ctx0, inp_per_layer, tok_embd_scale); + + // Reshape to [n_embd_per_layer, n_layer, 1] + inp_per_layer = ggml_reshape_3d(ctx0, inp_per_layer, n_embd_per_layer, n_layer, 1); + cb(inp_per_layer, "inp_per_layer_multimodal", -1); + } + return inp_per_layer; +} + +// equivalent to project_per_layer_inputs() in python code +// this calculates the per-layer inputs, so the final tensor shape will have n_layer as the last dim +// inp_batch shape: [n_embd, n_tokens] +// inp_per_layer shape: [n_embd_per_layer, n_layer, n_tokens] (from build_inp_per_layer) +// output shape: [n_embd_per_layer, n_tokens, n_layer] +ggml_tensor * llm_build_gemma4_iswa::project_per_layer_inputs(ggml_tensor * inp_batch, ggml_tensor * inp_per_layer) { + const float per_layer_projection_scale = 1.0f / sqrtf((float) n_embd); + const float per_layer_input_scale = 1.0f / sqrtf(2.0f); + + // note: this matrix multiplication will be performed in the input layer (i.e. on the CPU) + ggml_tensor * per_layer_proj; + per_layer_proj = ggml_mul_mat (ctx0, model.per_layer_model_proj, inp_batch); + per_layer_proj = ggml_scale (ctx0, per_layer_proj, per_layer_projection_scale); + per_layer_proj = ggml_reshape_3d(ctx0, per_layer_proj, n_embd_per_layer, n_layer, n_tokens); + + per_layer_proj = build_norm(per_layer_proj, model.per_layer_proj_norm, nullptr, LLM_NORM_RMS, -1); + cb(per_layer_proj, "per_layer_proj", -1); + + inp_per_layer = ggml_add (ctx0, per_layer_proj, inp_per_layer); + inp_per_layer = ggml_scale(ctx0, inp_per_layer, per_layer_input_scale); + cb(inp_per_layer, "inp_per_layer", -1); + + // permute to shape: [n_embd_per_layer, n_tokens, n_layer] + inp_per_layer = ggml_cont(ctx0, ggml_permute(ctx0, inp_per_layer, 0, 2, 1, 3)); + return inp_per_layer; +} diff --git a/src/models/glm4-moe.cpp b/src/models/glm4-moe.cpp index 003f70f739..7938545ed8 100644 --- a/src/models/glm4-moe.cpp +++ b/src/models/glm4-moe.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_glm4_moe::llm_build_glm4_moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); int sections[4]; std::copy(std::begin(hparams.rope_sections), std::begin(hparams.rope_sections) + 4, sections); @@ -128,7 +128,7 @@ llm_build_glm4_moe::llm_build_glm4_moe(const llama_model & model, const llm_grap model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, hparams.expert_weights_norm, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(routed_out, "ffn_moe_out", il); diff --git a/src/models/glm4.cpp b/src/models/glm4.cpp index bcd837b30d..b6ad8febed 100644 --- a/src/models/glm4.cpp +++ b/src/models/glm4.cpp @@ -3,10 +3,10 @@ llm_build_glm4::llm_build_glm4(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); int sections[4]; std::copy(std::begin(hparams.rope_sections), std::begin(hparams.rope_sections) + 4, sections); diff --git a/src/models/gpt2.cpp b/src/models/gpt2.cpp index 60761c8e76..cb1238f2d3 100644 --- a/src/models/gpt2.cpp +++ b/src/models/gpt2.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_gpt2::llm_build_gpt2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * pos; diff --git a/src/models/gptneox.cpp b/src/models/gptneox.cpp index 2151b14e93..1c8fe6c836 100644 --- a/src/models/gptneox.cpp +++ b/src/models/gptneox.cpp @@ -2,10 +2,10 @@ llm_build_gptneox::llm_build_gptneox(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/granite-hybrid.cpp b/src/models/granite-hybrid.cpp index 726ecdcca7..9b54a38c38 100644 --- a/src/models/granite-hybrid.cpp +++ b/src/models/granite-hybrid.cpp @@ -1,10 +1,9 @@ #include "models.h" - llm_build_granite_hybrid::llm_build_granite_hybrid(const llama_model & model, const llm_graph_params & params) : llm_build_mamba_base(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -160,7 +159,7 @@ ggml_tensor * llm_build_granite_hybrid::build_layer_ffn(ggml_tensor * cur, nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/granite.cpp b/src/models/granite.cpp index 18748e9c26..7a7e1664c2 100644 --- a/src/models/granite.cpp +++ b/src/models/granite.cpp @@ -1,15 +1,14 @@ #include "models.h" - llm_build_granite::llm_build_granite( const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -175,7 +174,7 @@ ggml_tensor * llm_build_granite::build_layer_ffn( nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/grok.cpp b/src/models/grok.cpp index 3c54dfee63..580d63e36a 100644 --- a/src/models/grok.cpp +++ b/src/models/grok.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_grok::llm_build_grok(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -99,7 +99,7 @@ llm_build_grok::llm_build_grok(const llama_model & model, const llm_graph_params nullptr, n_expert, n_expert_used, LLM_FFN_GELU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/grovemoe.cpp b/src/models/grovemoe.cpp index 56b6db9a3d..aa60d3e938 100644 --- a/src/models/grovemoe.cpp +++ b/src/models/grovemoe.cpp @@ -1,14 +1,12 @@ #include "models.h" - - llm_build_grovemoe::llm_build_grovemoe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_chunk_expert = n_expert / hparams.n_group_experts; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -90,7 +88,7 @@ llm_build_grovemoe::llm_build_grovemoe(const llama_model & model, const llm_grap nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, probs); @@ -106,7 +104,7 @@ llm_build_grovemoe::llm_build_grovemoe(const llama_model & model, const llm_grap nullptr, n_chunk_expert, n_expert_used > n_chunk_expert ? n_chunk_expert : n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, probs); diff --git a/src/models/hunyuan-dense.cpp b/src/models/hunyuan-dense.cpp index 7d5dcc7828..6a51707c85 100644 --- a/src/models/hunyuan-dense.cpp +++ b/src/models/hunyuan-dense.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_hunyuan_dense::llm_build_hunyuan_dense(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/hunyuan-moe.cpp b/src/models/hunyuan-moe.cpp index 77e39de5b8..806c30b366 100644 --- a/src/models/hunyuan-moe.cpp +++ b/src/models/hunyuan-moe.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_hunyuan_moe::llm_build_hunyuan_moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -119,8 +119,7 @@ llm_build_hunyuan_moe::llm_build_hunyuan_moe(const llama_model & model, const ll n_expert, n_expert_used, LLM_FFN_SILU, true, // norm_topk_prob - false, - 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur_moe, "ffn_moe_out", il); diff --git a/src/models/internlm2.cpp b/src/models/internlm2.cpp index 387e821127..441d250268 100644 --- a/src/models/internlm2.cpp +++ b/src/models/internlm2.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_internlm2::llm_build_internlm2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/jais.cpp b/src/models/jais.cpp index 3e3376e6a6..b28243901a 100644 --- a/src/models/jais.cpp +++ b/src/models/jais.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_jais::llm_build_jais(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -66,8 +66,14 @@ llm_build_jais::llm_build_jais(const llama_model & model, const llm_graph_params LLM_FFN_SILU, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); } - inpL = ggml_add(ctx0, cur, ffn_inp); - cb(inpL, "l_out", il); + + cur = ggml_add(ctx0, cur, ffn_inp); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; } cur = build_norm(inpL, model.output_norm, diff --git a/src/models/jais2.cpp b/src/models/jais2.cpp index a69fcaa3bb..2cfe484eb5 100644 --- a/src/models/jais2.cpp +++ b/src/models/jais2.cpp @@ -3,10 +3,10 @@ // JAIS-2 model graph builder // Uses: LayerNorm (not RMSNorm), relu2 activation, separate Q/K/V, RoPE embeddings llm_build_jais2::llm_build_jais2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/jamba.cpp b/src/models/jamba.cpp index ceab581740..c0c89de187 100644 --- a/src/models/jamba.cpp +++ b/src/models/jamba.cpp @@ -1,7 +1,7 @@ #include "models.h" llm_build_jamba::llm_build_jamba(const llama_model & model, const llm_graph_params & params) : llm_build_mamba_base(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); ggml_tensor * cur; ggml_tensor * inpL; @@ -76,7 +76,7 @@ llm_build_jamba::llm_build_jamba(const llama_model & model, const llm_graph_para nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/kimi-linear.cpp b/src/models/kimi-linear.cpp index 83d11241f8..f189b71076 100644 --- a/src/models/kimi-linear.cpp +++ b/src/models/kimi-linear.cpp @@ -1,5 +1,4 @@ #include "models.h" -#include "ggml.h" #include "llama-memory-recurrent.h" @@ -103,7 +102,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll const int64_t kv_lora_rank = hparams.n_lora_kv; // qk_rope_head_dim = 64 (from Kimi config) which is hparams.n_rot // Confirmed from tensor shape: wkv_a_mqa [2304, 576] = [n_embd, kv_lora_rank + qk_rope_head_dim] - const int64_t n_embd_head_qk_rope = hparams.n_rot; // config.qk_rope_head_dim + const int64_t n_embd_head_qk_rope = hparams.n_rot(); // config.qk_rope_head_dim const int64_t n_embd_head_qk_nope = n_embd_head_k_mla - n_embd_head_qk_rope; // 192 - 64 = 128 // Attention scale for MLA const float kq_scale_mla = 1.0f / sqrtf((float)n_embd_head_k_mla); @@ -118,12 +117,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll ggml_build_forward_expand(gf, cur); - // Check layer type by checking which tensors exist - // KDA layers have ssm_a_log tensor, MLA layers have wkv_a_mqa tensor - bool is_kda = (layer.ssm_a != nullptr); - bool is_mla = (layer.wkv_a_mqa != nullptr); - - if (is_kda) { + if (hparams.is_recurrent(il)) { // === KDA Layer (Kimi Delta Attention) with Recurrent State === // Reference: vLLM kda.py const auto * mctx_cur = inp_rs->mctx; @@ -175,9 +169,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll Kcur = ggml_l2_norm(ctx0, Kcur, eps_norm); // Choose between build_delta_net_chunking and build_delta_net_recurrent based on n_tokens - std::pair attn_out = n_seq_tokens == 1 ? - build_delta_net_autoregressive(Qcur, Kcur, Vcur, g1, beta, state, il) : - build_delta_net_chunking(Qcur, Kcur, Vcur, g1, beta, state, il); + auto attn_out = build_delta_net(Qcur, Kcur, Vcur, g1, beta, state, il); ggml_tensor * output = ggml_cont(ctx0, attn_out.first); ggml_tensor * new_state = attn_out.second; @@ -211,7 +203,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll cur = ggml_mul_mat(ctx0, layer.wo, gated); cb(cur, "kda_out", il); - } else if (is_mla) { + } else { // === MLA Layer (Multi-head Latent Attention) without KV Cache === // Reference: vLLM mla.py // Step 1: Q projection and reshape @@ -310,9 +302,6 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll cur = build_attn(inp_attn_kv, layer.wo, NULL, Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale_mla, il); cb(cur, "mla_out", il); } - } else { - // Unknown layer type - this should not happen - GGML_ABORT("Kimi layer is neither KDA nor MLA - missing required tensors"); } // On last layer, select only the output tokens @@ -349,7 +338,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll hparams.n_expert, hparams.n_expert_used, LLM_FFN_SILU, true, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(moe_out, "ffn_moe_out", il); @@ -373,6 +362,7 @@ llm_build_kimi_linear::llm_build_kimi_linear(const llama_model & model, const ll cur = build_cvec(cur, il); cb(cur, "l_out", il); + // input for next layer inpL = cur; } cur = inpL; diff --git a/src/models/lfm2.cpp b/src/models/lfm2.cpp index cf01ad6255..925c3dc9b2 100644 --- a/src/models/lfm2.cpp +++ b/src/models/lfm2.cpp @@ -23,17 +23,23 @@ llm_build_lfm2::llm_build_lfm2(const llama_model & model, const llm_graph_ }; auto build_moe_feed_forward = [&model, this](ggml_tensor * cur, int il) -> ggml_tensor * { return build_moe_ffn(cur, - model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, - model.layers[il].ffn_gate_exps, model.layers[il].ffn_down_exps, - model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, true, false, 0.0, - static_cast(hparams.expert_gating_func), il); + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + model.layers[il].ffn_exp_probs_b, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + hparams.expert_weights_scale, + static_cast(hparams.expert_gating_func), + il); }; auto build_attn_block = [&model, this](ggml_tensor * cur, ggml_tensor * inp_pos, inp_attn_type * inp_attn, int il) -> ggml_tensor * { GGML_ASSERT(hparams.n_embd_v_gqa(il) == hparams.n_embd_k_gqa(il)); - const auto n_embd_head = hparams.n_embd_head_v; + const auto n_embd_head = hparams.n_embd_head_v(); const auto n_head_kv = hparams.n_head_kv(il); auto * q = build_lora_mm(model.layers[il].wq, cur); @@ -171,6 +177,9 @@ llm_build_lfm2::llm_build_lfm2(const llama_model & model, const llm_graph_ cb(ffn_norm_out, "model.layers.{}.ffn_out", il); cur = ggml_add(ctx0, cur, ffn_out); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); } cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1); diff --git a/src/models/llada-moe.cpp b/src/models/llada-moe.cpp index 5f64686f5f..18de88fde1 100644 --- a/src/models/llada-moe.cpp +++ b/src/models/llada-moe.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_llada_moe::llm_build_llada_moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -90,7 +90,7 @@ llm_build_llada_moe::llm_build_llada_moe(const llama_model & model, const llm_gr nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/llada.cpp b/src/models/llada.cpp index 857033660a..0dac9d616a 100644 --- a/src/models/llada.cpp +++ b/src/models/llada.cpp @@ -2,10 +2,10 @@ llm_build_llada::llm_build_llada(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { // LLaDA is similar to LLaMA but uses non-causal attention for diffusion - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/llama-iswa.cpp b/src/models/llama-iswa.cpp index 61dd2c179f..67cb9a10ec 100644 --- a/src/models/llama-iswa.cpp +++ b/src/models/llama-iswa.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_llama_iswa::llm_build_llama_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -134,7 +134,7 @@ llm_build_llama_iswa::llm_build_llama_iswa(const llama_model & model, const llm_ nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID, il); diff --git a/src/models/llama.cpp b/src/models/llama.cpp index 42b5fcdf42..e08ae0c0b0 100644 --- a/src/models/llama.cpp +++ b/src/models/llama.cpp @@ -2,10 +2,10 @@ template llm_build_llama::llm_build_llama(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -43,19 +43,19 @@ llm_build_llama::llm_build_llama(const llama_model & model, const llm_gra ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); // compute Q and K and RoPE them - ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); cb(Qcur, "Qcur", il); if (model.layers[il].bq) { Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); cb(Qcur, "Qcur", il); } - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); if (model.layers[il].bk) { Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); cb(Kcur, "Kcur", il); } - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); if (model.layers[il].bv) { Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); @@ -91,6 +91,9 @@ llm_build_llama::llm_build_llama(const llama_model & model, const llm_gra cur = build_attn(inp_attn, model.layers[il].wo, model.layers[il].bo, Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il); + if (model.layers[il].wo_s) { + cur = ggml_mul(ctx0, cur, model.layers[il].wo_s); + } cb(cur, "attn_out", il); } if (il == n_layer - 1 && inp_out_ids) { @@ -109,9 +112,9 @@ llm_build_llama::llm_build_llama(const llama_model & model, const llm_gra cb(cur, "ffn_norm", il); cur = build_ffn(cur, - model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, - model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL, - model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, + model.layers[il].ffn_up, model.layers[il].ffn_up_b, model.layers[il].ffn_up_s, + model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, model.layers[il].ffn_gate_s, + model.layers[il].ffn_down, model.layers[il].ffn_down_b, model.layers[il].ffn_down_s, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); @@ -130,9 +133,13 @@ llm_build_llama::llm_build_llama(const llama_model & model, const llm_gra nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, - il); + il, + nullptr, nullptr, + model.layers[il].ffn_up_exps_s, + model.layers[il].ffn_gate_exps_s, + model.layers[il].ffn_down_exps_s); cb(cur, "ffn_moe_out", il); } cur = ggml_add(ctx0, cur, ffn_inp); diff --git a/src/models/maincoder.cpp b/src/models/maincoder.cpp index da57308167..a72b7790a1 100644 --- a/src/models/maincoder.cpp +++ b/src/models/maincoder.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_maincoder::llm_build_maincoder(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/mamba-base.cpp b/src/models/mamba-base.cpp index aaac9487df..c37f29c487 100644 --- a/src/models/mamba-base.cpp +++ b/src/models/mamba-base.cpp @@ -30,6 +30,7 @@ ggml_tensor * llm_build_mamba_base::build_mamba_layer(llm_graph_input_rs * inp, GGML_ASSERT(n_seqs != 0); GGML_ASSERT(ubatch.equal_seqs()); GGML_ASSERT(ubatch.n_tokens == n_seq_tokens * n_seqs); + GGML_ASSERT(d_inner % n_head == 0); ggml_tensor * conv_states_all = mctx_cur->get_r_l(il); ggml_tensor * ssm_states_all = mctx_cur->get_s_l(il); @@ -41,7 +42,7 @@ ggml_tensor * llm_build_mamba_base::build_mamba_layer(llm_graph_input_rs * inp, cur = ggml_reshape_3d(ctx0, cur, cur->ne[0], n_seq_tokens, n_seqs); // {n_embd, 2*d_inner} @ {n_embd, n_seq_tokens, n_seqs} => {2*d_inner, n_seq_tokens, n_seqs} - ggml_tensor * xz = build_lora_mm(layer.ssm_in, cur); + ggml_tensor * xz = build_lora_mm(layer.ssm_in, cur, layer.ssm_in_s); // split the above in two // => {d_inner, n_seq_tokens, n_seqs} ggml_tensor * x = ggml_view_3d(ctx0, xz, d_inner, xz->ne[1], xz->ne[2], xz->nb[1], xz->nb[2], 0); @@ -136,7 +137,7 @@ ggml_tensor * llm_build_mamba_base::build_mamba_layer(llm_graph_input_rs * inp, y = ggml_swiglu_split(ctx0, ggml_cont(ctx0, z), y); // {d_inner, n_embd} @ {d_inner, n_seq_tokens, n_seqs} => {n_embd, n_seq_tokens, n_seqs} - cur = build_lora_mm(layer.ssm_out, y); + cur = build_lora_mm(layer.ssm_out, y, layer.ssm_out_s); } // {n_embd, n_seq_tokens, n_seqs} => {n_embd, n_tokens} @@ -167,6 +168,9 @@ ggml_tensor * llm_build_mamba_base::build_mamba2_layer(llm_graph_input_rs * inp, GGML_ASSERT(n_seqs != 0); GGML_ASSERT(ubatch.equal_seqs()); GGML_ASSERT(ubatch.n_tokens == n_seq_tokens * n_seqs); + GGML_ASSERT(d_inner % n_head == 0); + GGML_ASSERT(d_inner % d_state == 0); + GGML_ASSERT(d_inner % n_group == 0); ggml_tensor * conv_states_all = mctx_cur->get_r_l(il); ggml_tensor * ssm_states_all = mctx_cur->get_s_l(il); @@ -180,7 +184,7 @@ ggml_tensor * llm_build_mamba_base::build_mamba2_layer(llm_graph_input_rs * inp, // d_in_proj = 2 * self.d_inner + 2 * self.ngroups * self.d_state + self.nheads // {n_embd, d_in_proj} @ {n_embd, n_seq_tokens, n_seqs} => {d_in_proj, n_seq_tokens, n_seqs} - ggml_tensor * zxBCdt = build_lora_mm(model.layers[il].ssm_in, cur); + ggml_tensor * zxBCdt = build_lora_mm(model.layers[il].ssm_in, cur, model.layers[il].ssm_in_s); // split the above in three ggml_tensor * z = ggml_view_4d(ctx0, zxBCdt, head_dim, n_head, n_seq_tokens, n_seqs, head_dim * zxBCdt->nb[0], @@ -274,7 +278,7 @@ ggml_tensor * llm_build_mamba_base::build_mamba2_layer(llm_graph_input_rs * inp, y = ggml_reshape_3d(ctx0, y, d_inner, n_seq_tokens, n_seqs); // {d_inner, n_embd} @ {d_inner, n_seq_tokens, n_seqs} => {n_embd, n_seq_tokens, n_seqs} - cur = build_lora_mm(model.layers[il].ssm_out, y); + cur = build_lora_mm(model.layers[il].ssm_out, y, model.layers[il].ssm_out_s); } // {n_embd, n_seq_tokens, n_seqs} => {n_embd, n_tokens} diff --git a/src/models/mimo2-iswa.cpp b/src/models/mimo2-iswa.cpp index edc87cc9f0..06956915ea 100644 --- a/src/models/mimo2-iswa.cpp +++ b/src/models/mimo2-iswa.cpp @@ -1,4 +1,3 @@ - #include "models.h" llm_build_mimo2_iswa::llm_build_mimo2_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { @@ -88,10 +87,17 @@ llm_build_mimo2_iswa::llm_build_mimo2_iswa(const llama_model & model, const llm_ cb(cur, "ffn_out", il); } else { // MoE branch - cur = build_moe_ffn(cur, model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, - model.layers[il].ffn_gate_exps, model.layers[il].ffn_down_exps, - model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, true, false, - 0.0, LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID, il); + cur = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + model.layers[il].ffn_exp_probs_b, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + hparams.expert_weights_scale, + LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID, + il); cb(cur, "ffn_moe_out", il); } diff --git a/src/models/minicpm3.cpp b/src/models/minicpm3.cpp index 297cc34ba5..89dd710515 100644 --- a/src/models/minicpm3.cpp +++ b/src/models/minicpm3.cpp @@ -5,10 +5,10 @@ llm_build_minicpm3::llm_build_minicpm3(const llama_model & model, const llm_grap const int64_t n_embd_base = 256; const float scale_embd = 12.0f; const float scale_depth = 1.4f; - const float kq_scale = 1.0f / sqrtf(float(hparams.n_embd_head_k)); + const float kq_scale = 1.0f / sqrtf(float(hparams.n_embd_head_k())); - const uint32_t n_embd_head_qk_rope = hparams.n_rot; - const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot; + const uint32_t n_embd_head_qk_rope = hparams.n_rot(); + const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k() - hparams.n_rot(); const uint32_t kv_lora_rank = hparams.n_lora_kv; @@ -51,21 +51,21 @@ llm_build_minicpm3::llm_build_minicpm3(const llama_model & model, const llm_grap LLM_NORM_RMS, il); cb(q, "q", il); - // {q_lora_rank, n_head * hparams.n_embd_head_k} * {q_lora_rank, n_tokens} -> {n_head * hparams.n_embd_head_k, n_tokens} + // {q_lora_rank, n_head * hparams.n_embd_head_k()} * {q_lora_rank, n_tokens} -> {n_head * hparams.n_embd_head_k(), n_tokens} q = ggml_mul_mat(ctx0, model.layers[il].wq_b, q); cb(q, "q", il); // split into {n_head * n_embd_head_qk_nope, n_tokens} ggml_tensor * q_nope = ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens, - ggml_row_size(q->type, hparams.n_embd_head_k), - ggml_row_size(q->type, hparams.n_embd_head_k * n_head), + ggml_row_size(q->type, hparams.n_embd_head_k()), + ggml_row_size(q->type, hparams.n_embd_head_k() * n_head), 0); cb(q_nope, "q_nope", il); // and {n_head * n_embd_head_qk_rope, n_tokens} ggml_tensor * q_pe = ggml_view_3d(ctx0, q, n_embd_head_qk_rope, n_head, n_tokens, - ggml_row_size(q->type, hparams.n_embd_head_k), - ggml_row_size(q->type, hparams.n_embd_head_k * n_head), + ggml_row_size(q->type, hparams.n_embd_head_k()), + ggml_row_size(q->type, hparams.n_embd_head_k() * n_head), ggml_row_size(q->type, n_embd_head_qk_nope)); cb(q_pe, "q_pe", il); @@ -97,15 +97,15 @@ llm_build_minicpm3::llm_build_minicpm3(const llama_model & model, const llm_grap // split into {n_head * n_embd_head_qk_nope, n_tokens} ggml_tensor * k_nope = ggml_view_3d(ctx0, kv, n_embd_head_qk_nope, n_head, n_tokens, - ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v), - ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v)), + ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v()), + ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v())), 0); cb(k_nope, "k_nope", il); // and {n_head * n_embd_head_v, n_tokens} - ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v, n_head, n_tokens, - ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)), - ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)*n_head), + ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v(), n_head, n_tokens, + ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v())), + ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v())*n_head), ggml_row_size(kv->type, (n_embd_head_qk_nope))); cb(v_states, "v_states", il); diff --git a/src/models/minimax-m2.cpp b/src/models/minimax-m2.cpp index f7001badf7..83d0916c08 100644 --- a/src/models/minimax-m2.cpp +++ b/src/models/minimax-m2.cpp @@ -1,11 +1,10 @@ - #include "models.h" llm_build_minimax_m2::llm_build_minimax_m2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - // GGML_ASSERT(n_embd_head == hparams.n_rot); this is wrong in case of minimax, head_dim = 128, n_rot = 64 + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + // GGML_ASSERT(n_embd_head == n_rot); this is wrong in case of minimax, head_dim = 128, n_rot = 64 ggml_tensor * cur; ggml_tensor * inpL; @@ -91,7 +90,7 @@ llm_build_minimax_m2::llm_build_minimax_m2(const llama_model & model, const llm_ model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/mistral3.cpp b/src/models/mistral3.cpp index 0b67223591..42a5117ff0 100644 --- a/src/models/mistral3.cpp +++ b/src/models/mistral3.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_mistral3::llm_build_mistral3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -127,7 +127,7 @@ llm_build_mistral3::llm_build_mistral3(const llama_model & model, const llm_grap nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/models.h b/src/models/models.h index 0712d03d8d..a6682ebb28 100644 --- a/src/models/models.h +++ b/src/models/models.h @@ -3,7 +3,7 @@ #include "llama-model.h" #include "llama-graph.h" -// note: almost all graphs require atleast sqrtf, so include cmath globally +// note: almost all graphs require at least sqrtf, so include cmath globally #include // @@ -44,6 +44,26 @@ struct llm_build_delta_net_base : public llm_graph_context { ggml_tensor * b, ggml_tensor * s, int il); + + // use the ggml_gated_delta_net fused operator + std::pair build_delta_net_fused( + ggml_tensor * q, + ggml_tensor * k, + ggml_tensor * v, + ggml_tensor * g, + ggml_tensor * b, + ggml_tensor * s, + int il); + + // choose one of two implementations above based on the number of tokens + std::pair build_delta_net( + ggml_tensor * q, + ggml_tensor * k, + ggml_tensor * v, + ggml_tensor * g, + ggml_tensor * b, + ggml_tensor * s, + int il); }; struct llm_build_rwkv6_base : public llm_graph_context { @@ -236,9 +256,11 @@ struct llm_build_gemma3n_iswa : public llm_graph_context { llm_build_gemma3n_iswa(const llama_model & model, const llm_graph_params & params); ggml_tensor * calc_magnitude(ggml_tensor * x); - ggml_tensor * view_2d_slice(ggml_tensor * x, int idx); - ggml_tensor * get_per_layer_inputs(); - ggml_tensor * project_per_layer_inputs(ggml_tensor * inputs_embeds, ggml_tensor * inp_per_layer); + + // TODO: refactor in common "per-layer" functionality [TAG_PER_LAYER] + ggml_tensor * build_inp_per_layer(); + ggml_tensor * project_per_layer_inputs(ggml_tensor * inp_batch, ggml_tensor * inp_per_layer); + ggml_tensor * gaussian_topk(ggml_tensor * x); ggml_tensor * altup_compute_router_modalities(ggml_tensor * x, int il); ggml_tensor * altup_predict(ggml_tensor * cur, int il); @@ -246,6 +268,18 @@ struct llm_build_gemma3n_iswa : public llm_graph_context { ggml_tensor * altup_correct(ggml_tensor * predictions, ggml_tensor * activated, int il); }; +struct llm_build_gemma4_iswa : public llm_graph_context { + const llama_model & model; + + const int64_t n_embd_per_layer; + + llm_build_gemma4_iswa(const llama_model & model, const llm_graph_params & params); + + // TODO: refactor in common "per-layer" functionality [TAG_PER_LAYER] + ggml_tensor * build_inp_per_layer(); + ggml_tensor * project_per_layer_inputs(ggml_tensor * inp_batch, ggml_tensor * inp_per_layer); +}; + struct llm_build_gemma_embedding : public llm_graph_context { llm_build_gemma_embedding(const llama_model & model, const llm_graph_params & params); }; diff --git a/src/models/modern-bert.cpp b/src/models/modern-bert.cpp index 32066c712b..7662321093 100644 --- a/src/models/modern-bert.cpp +++ b/src/models/modern-bert.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_modern_bert::llm_build_modern_bert(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -15,8 +15,8 @@ llm_build_modern_bert::llm_build_modern_bert(const llama_model & model, const ll cb(inpL, "inp_embd", -1); // embed layer norm - inpL = build_norm(inpL, model.tok_norm, nullptr, LLM_NORM, -1); - cb(inpL, "inp_norm", -1); + inpL = build_norm(inpL, model.tok_norm, nullptr, LLM_NORM, 0); + cb(inpL, "inp_norm", 0); ggml_tensor * inp_out_ids = build_inp_out_ids(); diff --git a/src/models/mpt.cpp b/src/models/mpt.cpp index 2328e027a7..ce44a805f5 100644 --- a/src/models/mpt.cpp +++ b/src/models/mpt.cpp @@ -3,10 +3,10 @@ llm_build_mpt::llm_build_mpt(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * pos; diff --git a/src/models/nemotron-h.cpp b/src/models/nemotron-h.cpp index d61d62a8c9..d3fccfb70d 100644 --- a/src/models/nemotron-h.cpp +++ b/src/models/nemotron-h.cpp @@ -2,8 +2,8 @@ llm_build_nemotron_h::llm_build_nemotron_h(const llama_model & model, const llm_graph_params & params) : llm_build_mamba_base(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -107,16 +107,25 @@ ggml_tensor * llm_build_nemotron_h::build_attention_layer(ggml_tensor * ggml_tensor * llm_build_nemotron_h::build_ffn_layer(ggml_tensor * cur, const llama_model & model, int il) { if (model.layers[il].ffn_gate_inp == nullptr) { cur = build_ffn(cur, - model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, + model.layers[il].ffn_up, model.layers[il].ffn_up_b, model.layers[il].ffn_up_s, NULL, NULL, NULL, - model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, + model.layers[il].ffn_down, model.layers[il].ffn_down_b, model.layers[il].ffn_down_s, NULL, LLM_FFN_RELU_SQR, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); } else { - ggml_tensor * ffn_inp = cur; + ggml_tensor * inp_emb = cur; + ggml_tensor * inp_latent = cur; + + if (model.layers[il].ffn_latent_down) { + inp_latent = ggml_mul_mat(ctx0, model.layers[il].ffn_latent_down, cur); + } + + ggml_tensor * router_logits = build_lora_mm(model.layers[il].ffn_gate_inp, cur); + cb(router_logits, "ffn_moe_logits", il); + ggml_tensor * moe_out = - build_moe_ffn(ffn_inp, + build_moe_ffn(inp_latent, model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, nullptr, // no gate @@ -124,15 +133,23 @@ ggml_tensor * llm_build_nemotron_h::build_ffn_layer(ggml_tensor * cur, const lla model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, LLM_FFN_RELU_SQR, hparams.expert_weights_norm, - true, hparams.expert_weights_scale, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID, - il); + il, + router_logits, nullptr, + model.layers[il].ffn_up_exps_s, + nullptr, // no gate + model.layers[il].ffn_down_exps_s); cb(moe_out, "ffn_moe_out", il); - ggml_tensor * ffn_shexp = build_ffn(ffn_inp, - model.layers[il].ffn_up_shexp, NULL, NULL, - NULL /* no gate */ , NULL, NULL, - model.layers[il].ffn_down_shexp, NULL, NULL, + if (model.layers[il].ffn_latent_up) { + moe_out = ggml_mul_mat(ctx0, model.layers[il].ffn_latent_up, moe_out); + } + + ggml_tensor * ffn_shexp = build_ffn(inp_emb, + model.layers[il].ffn_up_shexp, NULL, model.layers[il].ffn_up_shexp_s, + NULL /* no gate */ , NULL, NULL, + model.layers[il].ffn_down_shexp, NULL, model.layers[il].ffn_down_shexp_s, NULL, LLM_FFN_RELU_SQR, LLM_FFN_PAR, il); cb(ffn_shexp, "ffn_shexp", il); diff --git a/src/models/nemotron.cpp b/src/models/nemotron.cpp index fcead041f0..34aa6fa5ec 100644 --- a/src/models/nemotron.cpp +++ b/src/models/nemotron.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_nemotron::llm_build_nemotron(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - //GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + //GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/neo-bert.cpp b/src/models/neo-bert.cpp index 7c32bfca5f..2fdf4a3692 100644 --- a/src/models/neo-bert.cpp +++ b/src/models/neo-bert.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_neo_bert::llm_build_neo_bert(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/olmo.cpp b/src/models/olmo.cpp index bbd623f111..26f4b6ee62 100644 --- a/src/models/olmo.cpp +++ b/src/models/olmo.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_olmo::llm_build_olmo(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/olmo2.cpp b/src/models/olmo2.cpp index 713552dab8..5076359e3f 100644 --- a/src/models/olmo2.cpp +++ b/src/models/olmo2.cpp @@ -2,10 +2,10 @@ template llm_build_olmo2::llm_build_olmo2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/olmoe.cpp b/src/models/olmoe.cpp index b8b6988f89..83a56a0b3b 100644 --- a/src/models/olmoe.cpp +++ b/src/models/olmoe.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_olmoe::llm_build_olmoe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -92,7 +92,7 @@ llm_build_olmoe::llm_build_olmoe(const llama_model & model, const llm_graph_para nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/openai-moe-iswa.cpp b/src/models/openai-moe-iswa.cpp index dbe3ca1851..403f130bc4 100644 --- a/src/models/openai-moe-iswa.cpp +++ b/src/models/openai-moe-iswa.cpp @@ -95,7 +95,7 @@ llm_build_openai_moe_iswa::llm_build_openai_moe_iswa(const llama_model & model, nullptr, n_expert, n_expert_used, LLM_FFN_SWIGLU_OAI_MOE, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX_WEIGHT, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/openelm.cpp b/src/models/openelm.cpp index fbf682ec83..5df6fe3e3c 100644 --- a/src/models/openelm.cpp +++ b/src/models/openelm.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_openelm::llm_build_openelm(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/orion.cpp b/src/models/orion.cpp index bb02273bfe..48c01efe36 100644 --- a/src/models/orion.cpp +++ b/src/models/orion.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_orion::llm_build_orion(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/paddleocr.cpp b/src/models/paddleocr.cpp index 39a368df53..340455c2d5 100644 --- a/src/models/paddleocr.cpp +++ b/src/models/paddleocr.cpp @@ -5,10 +5,10 @@ llm_build_paddleocr::llm_build_paddleocr(const llama_model & model, const llm_gr // NOTE: same with qwen2vl.cpp, but bias tensors are optional - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/pangu-embedded.cpp b/src/models/pangu-embedded.cpp index 664572a500..1cf0938e68 100644 --- a/src/models/pangu-embedded.cpp +++ b/src/models/pangu-embedded.cpp @@ -2,10 +2,10 @@ llm_build_pangu_embedded::llm_build_pangu_embedded(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/phi2.cpp b/src/models/phi2.cpp index 22dbf61076..32d40d71fb 100644 --- a/src/models/phi2.cpp +++ b/src/models/phi2.cpp @@ -2,10 +2,10 @@ llm_build_phi2::llm_build_phi2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * attn_norm_output; diff --git a/src/models/phi3.cpp b/src/models/phi3.cpp index c8e5da33db..3d11a9459c 100644 --- a/src/models/phi3.cpp +++ b/src/models/phi3.cpp @@ -2,10 +2,10 @@ template llm_build_phi3::llm_build_phi3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; @@ -114,7 +114,7 @@ llm_build_phi3::llm_build_phi3(const llama_model & model, const llm_graph_ nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(cur, "ffn_moe_out", il); diff --git a/src/models/plamo.cpp b/src/models/plamo.cpp index 04ff709f9c..b7a7121104 100644 --- a/src/models/plamo.cpp +++ b/src/models/plamo.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_plamo::llm_build_plamo(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/plamo2.cpp b/src/models/plamo2.cpp index 3af236843b..0bde0b3d8f 100644 --- a/src/models/plamo2.cpp +++ b/src/models/plamo2.cpp @@ -27,7 +27,7 @@ llm_build_plamo2::llm_build_plamo2(const llama_model & model, const llm_graph_pa cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il); // check if this layer is Mamba or Attention - bool is_mamba_layer = hparams.is_recurrent(il); + const bool is_mamba_layer = hparams.is_recurrent(il); if (is_mamba_layer) { // PLaMo-2 Mamba layer @@ -71,6 +71,7 @@ llm_build_plamo2::llm_build_plamo2(const llama_model & model, const llm_graph_pa cur = ggml_add(ctx0, cur, residual); cb(cur, "ffn_residual", il); + // input for next layer inpL = cur; } @@ -106,9 +107,9 @@ ggml_tensor * llm_build_plamo2::build_plamo2_attn_layer(llm_graph_input_attn_kv cb(qkv, "wqkv", il); // split QKV tensor into Q, K, V - const int64_t n_embd_head_q = hparams.n_embd_head_k; - const int64_t n_embd_head_k = hparams.n_embd_head_k; - const int64_t n_embd_head_v = hparams.n_embd_head_v; + const int64_t n_embd_head_q = hparams.n_embd_head_k(); + const int64_t n_embd_head_k = hparams.n_embd_head_k(); + const int64_t n_embd_head_v = hparams.n_embd_head_v(); int32_t n_head = hparams.n_head(il); int32_t n_head_kv = hparams.n_head_kv(il); @@ -171,6 +172,8 @@ ggml_tensor * llm_build_plamo2::build_plamo2_mamba_layer(llm_graph_input_rs * in GGML_ASSERT(n_seqs != 0); GGML_ASSERT(ubatch.equal_seqs()); GGML_ASSERT(ubatch.n_tokens == n_seq_tokens * n_seqs); + GGML_ASSERT(d_inner % n_head == 0); + GGML_ASSERT(n_group == 0); ggml_tensor * conv_states_all = mctx_cur->get_r_l(il); ggml_tensor * ssm_states_all = mctx_cur->get_s_l(il); diff --git a/src/models/plamo3.cpp b/src/models/plamo3.cpp index 55c8064679..7cb9da6e7d 100644 --- a/src/models/plamo3.cpp +++ b/src/models/plamo3.cpp @@ -3,8 +3,8 @@ template llm_build_plamo3::llm_build_plamo3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t head_dim_q = hparams.n_embd_head_k; - const int64_t head_dim_v = hparams.n_embd_head_v; + const int64_t head_dim_q = hparams.n_embd_head_k(); + const int64_t head_dim_v = hparams.n_embd_head_v(); ggml_tensor * cur; ggml_tensor * inpL = build_inp_embd(model.tok_embd); @@ -109,6 +109,8 @@ llm_build_plamo3::llm_build_plamo3(const llama_model & model, const llm_gr cur = build_cvec(cur, il); cb(cur, "l_out", il); + + // input for next layer inpL = cur; } diff --git a/src/models/plm.cpp b/src/models/plm.cpp index 612a487c56..bcb651ce54 100644 --- a/src/models/plm.cpp +++ b/src/models/plm.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_plm::llm_build_plm(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const float kq_scale = 1.0f/sqrtf(float(hparams.n_embd_head_k)); + const float kq_scale = 1.0f/sqrtf(float(hparams.n_embd_head_k())); - const uint32_t n_embd_head_qk_rope = hparams.n_rot; - const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k - hparams.n_rot; + const uint32_t n_embd_head_qk_rope = hparams.n_rot(); + const uint32_t n_embd_head_qk_nope = hparams.n_embd_head_k() - hparams.n_rot(); const uint32_t kv_lora_rank = hparams.n_lora_kv; @@ -38,15 +38,15 @@ llm_build_plm::llm_build_plm(const llama_model & model, const llm_graph_params & // split into {n_head * n_embd_head_qk_nope, n_tokens} ggml_tensor * q_nope = ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens, - ggml_row_size(q->type, hparams.n_embd_head_k), - ggml_row_size(q->type, hparams.n_embd_head_k * n_head), + ggml_row_size(q->type, hparams.n_embd_head_k()), + ggml_row_size(q->type, hparams.n_embd_head_k() * n_head), 0); cb(q_nope, "q_nope", il); // and {n_head * n_embd_head_qk_rope, n_tokens} ggml_tensor * q_pe = ggml_view_3d(ctx0, q, n_embd_head_qk_rope, n_head, n_tokens, - ggml_row_size(q->type, hparams.n_embd_head_k), - ggml_row_size(q->type, hparams.n_embd_head_k * n_head), + ggml_row_size(q->type, hparams.n_embd_head_k()), + ggml_row_size(q->type, hparams.n_embd_head_k() * n_head), ggml_row_size(q->type, n_embd_head_qk_nope)); cb(q_pe, "q_pe", il); @@ -78,23 +78,23 @@ llm_build_plm::llm_build_plm(const llama_model & model, const llm_graph_params & // split into {n_head * n_embd_head_qk_nope, n_tokens} ggml_tensor * k_nope = ggml_view_3d(ctx0, kv, n_embd_head_qk_nope, n_head, n_tokens, - ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v), - ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v)), + ggml_row_size(kv->type, n_embd_head_qk_nope + hparams.n_embd_head_v()), + ggml_row_size(kv->type, n_head * (n_embd_head_qk_nope + hparams.n_embd_head_v())), 0); cb(k_nope, "k_nope", il); // and {n_head * n_embd_head_v, n_tokens} - ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v, n_head, n_tokens, - ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)), - ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v)*n_head), + ggml_tensor * v_states = ggml_view_3d(ctx0, kv, hparams.n_embd_head_v(), n_head, n_tokens, + ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v())), + ggml_row_size(kv->type, (n_embd_head_qk_nope + hparams.n_embd_head_v())*n_head), ggml_row_size(kv->type, (n_embd_head_qk_nope))); cb(v_states, "v_states", il); v_states = ggml_cont(ctx0, v_states); cb(v_states, "v_states", il); - v_states = ggml_view_2d(ctx0, v_states, hparams.n_embd_head_v * n_head, n_tokens, - ggml_row_size(kv->type, hparams.n_embd_head_v * n_head), + v_states = ggml_view_2d(ctx0, v_states, hparams.n_embd_head_v() * n_head, n_tokens, + ggml_row_size(kv->type, hparams.n_embd_head_v() * n_head), 0); cb(v_states, "v_states", il); diff --git a/src/models/qwen.cpp b/src/models/qwen.cpp index 31fd9b7376..7390f1320b 100644 --- a/src/models/qwen.cpp +++ b/src/models/qwen.cpp @@ -2,9 +2,9 @@ llm_build_qwen::llm_build_qwen(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/qwen2.cpp b/src/models/qwen2.cpp index 3da4dea3c1..58c1062250 100644 --- a/src/models/qwen2.cpp +++ b/src/models/qwen2.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_qwen2::llm_build_qwen2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/qwen2moe.cpp b/src/models/qwen2moe.cpp index 49142b7123..60761789dc 100644 --- a/src/models/qwen2moe.cpp +++ b/src/models/qwen2moe.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_qwen2moe::llm_build_qwen2moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -94,7 +94,7 @@ llm_build_qwen2moe::llm_build_qwen2moe(const llama_model & model, const llm_grap nullptr, n_expert, n_expert_used, LLM_FFN_SILU, false, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/qwen2vl.cpp b/src/models/qwen2vl.cpp index 9be38675cf..9004bab9db 100644 --- a/src/models/qwen2vl.cpp +++ b/src/models/qwen2vl.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_qwen2vl::llm_build_qwen2vl(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/qwen3.cpp b/src/models/qwen3.cpp index a5cfffa531..5208166847 100644 --- a/src/models/qwen3.cpp +++ b/src/models/qwen3.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_qwen3::llm_build_qwen3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -30,13 +30,13 @@ llm_build_qwen3::llm_build_qwen3(const llama_model & model, const llm_graph_para // self-attention { // compute Q and K and RoPE them - ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); cb(Qcur, "Qcur", il); - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); @@ -68,6 +68,9 @@ llm_build_qwen3::llm_build_qwen3(const llama_model & model, const llm_graph_para cur = build_attn(inp_attn, model.layers[il].wo, model.layers[il].bo, Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il); + if (model.layers[il].wo_s) { + cur = ggml_mul(ctx0, cur, model.layers[il].wo_s); + } } if (il == n_layer - 1 && inp_out_ids) { cur = ggml_get_rows(ctx0, cur, inp_out_ids); @@ -83,9 +86,9 @@ llm_build_qwen3::llm_build_qwen3(const llama_model & model, const llm_graph_para cb(cur, "ffn_norm", il); cur = build_ffn(cur, - model.layers[il].ffn_up, NULL, NULL, - model.layers[il].ffn_gate, NULL, NULL, - model.layers[il].ffn_down, NULL, NULL, + model.layers[il].ffn_up, NULL, model.layers[il].ffn_up_s, + model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_s, + model.layers[il].ffn_down, NULL, model.layers[il].ffn_down_s, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); diff --git a/src/models/qwen35.cpp b/src/models/qwen35.cpp index bacf7a4c2e..28df353050 100644 --- a/src/models/qwen35.cpp +++ b/src/models/qwen35.cpp @@ -4,9 +4,9 @@ llm_build_qwen35::llm_build_qwen35(const llama_model & model, const llm_graph_params & params) : llm_build_delta_net_base(params), model(model) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); int sections[4]; std::copy(std::begin(hparams.rope_sections), std::begin(hparams.rope_sections) + 4, sections); @@ -64,6 +64,9 @@ llm_build_qwen35::llm_build_qwen35(const llama_model & model, const llm_graph_pa cur = ggml_add(ctx0, cur, ffn_residual); cb(cur, "post_ffn", il); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + // Input for next layer inpL = cur; } @@ -90,11 +93,11 @@ std::pair llm_build_qwen35::build_qkvz( const int64_t n_seqs = ubatch.n_seqs; const int64_t n_seq_tokens = ubatch.n_seq_tokens; - ggml_tensor * qkv_mixed = build_lora_mm(model.layers[il].wqkv, input); + ggml_tensor * qkv_mixed = build_lora_mm(model.layers[il].wqkv, input, model.layers[il].wqkv_s); qkv_mixed = ggml_reshape_3d(ctx0, qkv_mixed, qkv_mixed->ne[0], n_seq_tokens, n_seqs); cb(qkv_mixed, "linear_attn_qkv_mixed", il); - ggml_tensor * z = build_lora_mm(model.layers[il].wqkv_gate, input); + ggml_tensor * z = build_lora_mm(model.layers[il].wqkv_gate, input, model.layers[il].wqkv_gate_s); cb(z, "z", il); return { qkv_mixed, z }; @@ -117,13 +120,13 @@ ggml_tensor * llm_build_qwen35::build_layer_attn( ggml_tensor * inp_pos, int * sections, int il) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); // Order: joint QG projection, QG split, Q norm, KV projection, K norm, RoPE, attention // Qwen3Next uses a single Q projection that outputs query + gate - ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur); // [ (n_embd_head * 2) * n_head, n_tokens ] + ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); // [ (n_embd_head * 2) * n_head, n_tokens ] cb(Qcur_full, "Qcur_full", il); ggml_tensor * Qcur = ggml_view_3d(ctx0, Qcur_full, n_embd_head, n_head, n_tokens, @@ -135,10 +138,10 @@ ggml_tensor * llm_build_qwen35::build_layer_attn( Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, nullptr, LLM_NORM_RMS, il); cb(Qcur, "Qcur_normed", il); - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); // Apply K normalization @@ -186,7 +189,7 @@ ggml_tensor * llm_build_qwen35::build_layer_attn( cur = ggml_mul(ctx0, cur, gate_sigmoid); cb(cur, "attn_gated", il); - cur = build_lora_mm(model.layers[il].wo, cur); + cur = build_lora_mm(model.layers[il].wo, cur, model.layers[il].wo_s); cb(cur, "attn_output", il); return cur; @@ -217,14 +220,15 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( ggml_tensor * qkv_mixed = qkvz.first; ggml_tensor * z = qkvz.second; - ggml_tensor * beta = build_lora_mm(model.layers[il].ssm_beta, cur); + ggml_tensor * beta = build_lora_mm(model.layers[il].ssm_beta, cur, model.layers[il].ssm_beta_s); beta = ggml_reshape_4d(ctx0, beta, 1, num_v_heads, n_seq_tokens, n_seqs); cb(beta, "beta", il); beta = ggml_sigmoid(ctx0, beta); + cb(beta, "beta_sigmoid", il); - ggml_tensor * alpha = build_lora_mm(model.layers[il].ssm_alpha, cur); - alpha = ggml_cont_3d(ctx0, alpha, num_v_heads, n_seq_tokens, n_seqs); + ggml_tensor * alpha = build_lora_mm(model.layers[il].ssm_alpha, cur, model.layers[il].ssm_alpha_s); + alpha = ggml_reshape_3d(ctx0, alpha, num_v_heads, n_seq_tokens, n_seqs); cb(alpha, "alpha", il); ggml_tensor * alpha_biased = ggml_add(ctx0, alpha, model.layers[il].ssm_dt); @@ -266,7 +270,7 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( cb(last_conv_states, "last_conv_states", il); ggml_tensor * state_update_target = - ggml_view_1d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels * n_seqs, + ggml_view_2d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels, n_seqs, conv_states_all->nb[1], kv_head * (conv_kernel_size - 1) * conv_channels * ggml_element_size(conv_states_all)); cb(state_update_target, "state_update_target", il); @@ -321,9 +325,9 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( //v_conv = ggml_cont_4d(ctx0, v_conv, head_v_dim, num_v_heads, n_seq_tokens, n_seqs); // if head keys and value keys are different, repeat to force tensors into matching shapes - if (num_k_heads != num_v_heads) { + // note: need explicit repeat only if we are not using the fused GDN + if (num_k_heads != num_v_heads && (!cparams.fused_gdn_ar || !cparams.fused_gdn_ch)) { GGML_ASSERT(num_v_heads % num_k_heads == 0); - // TODO: try to avoid these explicit repeats by utilizing op broadcast q_conv = ggml_repeat_4d(ctx0, q_conv, head_k_dim, num_v_heads, n_seq_tokens, n_seqs); k_conv = ggml_repeat_4d(ctx0, k_conv, head_k_dim, num_v_heads, n_seq_tokens, n_seqs); } @@ -332,13 +336,8 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( cb(k_conv, "k_conv_predelta", il); cb(v_conv, "v_conv_predelta", il); - // Choose between build_delta_net_chunking, build_delta_net_recurrent, and build_delta_net_autoregressive based on n_tokens - std::pair attn_out; // pair of (output, new_state) - if (n_seq_tokens == 1) { - attn_out = build_delta_net_autoregressive(q_conv, k_conv, v_conv, gate, beta, state, il); - } else { - attn_out = build_delta_net_chunking(q_conv, k_conv, v_conv, gate, beta, state, il); - } + auto attn_out = build_delta_net(q_conv, k_conv, v_conv, gate, beta, state, il); + ggml_tensor * output = attn_out.first; ggml_tensor * new_state = attn_out.second; cb(output, "attn_output", il); @@ -347,7 +346,7 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( // Update the recurrent states ggml_build_forward_expand(gf, ggml_cpy(ctx0, new_state, - ggml_view_1d(ctx0, ssm_states_all, hparams.n_embd_s() * n_seqs, + ggml_view_2d(ctx0, ssm_states_all, hparams.n_embd_s(), n_seqs, ssm_states_all->nb[1], kv_head * hparams.n_embd_s() * ggml_element_size(ssm_states_all)))); // z: [head_dim, n_heads, n_tokens, n_seqs] -> [n_heads * n_tokens * n_seqs, head_dim] @@ -361,7 +360,7 @@ ggml_tensor * llm_build_qwen35::build_layer_attn_linear( cb(final_output, "final_output", il); // Output projection - cur = build_lora_mm(model.layers[il].ssm_out, final_output); + cur = build_lora_mm(model.layers[il].ssm_out, final_output, model.layers[il].ssm_out_s); cb(cur, "linear_attn_out", il); // Reshape back to original dimensions @@ -375,9 +374,9 @@ ggml_tensor * llm_build_qwen35::build_layer_ffn(ggml_tensor * cur, const int il) GGML_ASSERT(model.layers[il].ffn_gate_inp == nullptr); cur = build_ffn(cur, - model.layers[il].ffn_up, NULL, NULL, - model.layers[il].ffn_gate, NULL, NULL, - model.layers[il].ffn_down, NULL, NULL, + model.layers[il].ffn_up, NULL, model.layers[il].ffn_up_s, + model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_s, + model.layers[il].ffn_down, NULL, model.layers[il].ffn_down_s, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); diff --git a/src/models/qwen35moe.cpp b/src/models/qwen35moe.cpp index 22d708f206..0cc8032f1f 100644 --- a/src/models/qwen35moe.cpp +++ b/src/models/qwen35moe.cpp @@ -4,9 +4,9 @@ llm_build_qwen35moe::llm_build_qwen35moe(const llama_model & model, const llm_graph_params & params) : llm_build_delta_net_base(params), model(model) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); int sections[4]; std::copy(std::begin(hparams.rope_sections), std::begin(hparams.rope_sections) + 4, sections); @@ -64,6 +64,9 @@ llm_build_qwen35moe::llm_build_qwen35moe(const llama_model & model, const llm_gr cur = ggml_add(ctx0, cur, ffn_residual); cb(cur, "post_moe", il); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + // Input for next layer inpL = cur; } @@ -90,11 +93,11 @@ std::pair llm_build_qwen35moe::build_qkvz( const int64_t n_seqs = ubatch.n_seqs; const int64_t n_seq_tokens = ubatch.n_seq_tokens; - ggml_tensor * qkv_mixed = build_lora_mm(model.layers[il].wqkv, input); + ggml_tensor * qkv_mixed = build_lora_mm(model.layers[il].wqkv, input, model.layers[il].wqkv_s); qkv_mixed = ggml_reshape_3d(ctx0, qkv_mixed, qkv_mixed->ne[0], n_seq_tokens, n_seqs); cb(qkv_mixed, "linear_attn_qkv_mixed", il); - ggml_tensor * z = build_lora_mm(model.layers[il].wqkv_gate, input); + ggml_tensor * z = build_lora_mm(model.layers[il].wqkv_gate, input, model.layers[il].wqkv_gate_s); cb(z, "z", il); return { qkv_mixed, z }; @@ -117,13 +120,13 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn( ggml_tensor * inp_pos, int * sections, int il) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); // Order: joint QG projection, QG split, Q norm, KV projection, K norm, RoPE, attention // Qwen3Next uses a single Q projection that outputs query + gate - ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur); // [ (n_embd_head * 2) * n_head, n_tokens ] + ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); // [ (n_embd_head * 2) * n_head, n_tokens ] cb(Qcur_full, "Qcur_full", il); ggml_tensor * Qcur = ggml_view_3d(ctx0, Qcur_full, n_embd_head, n_head, n_tokens, @@ -135,10 +138,10 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn( Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, nullptr, LLM_NORM_RMS, il); cb(Qcur, "Qcur_normed", il); - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); // Apply K normalization @@ -186,7 +189,7 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn( cur = ggml_mul(ctx0, cur, gate_sigmoid); cb(cur, "attn_gated", il); - cur = build_lora_mm(model.layers[il].wo, cur); + cur = build_lora_mm(model.layers[il].wo, cur, model.layers[il].wo_s); cb(cur, "attn_output", il); return cur; @@ -217,14 +220,15 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( ggml_tensor * qkv_mixed = qkvz.first; ggml_tensor * z = qkvz.second; - ggml_tensor * beta = build_lora_mm(model.layers[il].ssm_beta, cur); + ggml_tensor * beta = build_lora_mm(model.layers[il].ssm_beta, cur, model.layers[il].ssm_beta_s); beta = ggml_reshape_4d(ctx0, beta, 1, num_v_heads, n_seq_tokens, n_seqs); cb(beta, "beta", il); beta = ggml_sigmoid(ctx0, beta); + cb(beta, "beta_sigmoid", il); - ggml_tensor * alpha = build_lora_mm(model.layers[il].ssm_alpha, cur); - alpha = ggml_cont_3d(ctx0, alpha, num_v_heads, n_seq_tokens, n_seqs); + ggml_tensor * alpha = build_lora_mm(model.layers[il].ssm_alpha, cur, model.layers[il].ssm_alpha_s); + alpha = ggml_reshape_3d(ctx0, alpha, num_v_heads, n_seq_tokens, n_seqs); cb(alpha, "alpha", il); ggml_tensor * alpha_biased = ggml_add(ctx0, alpha, model.layers[il].ssm_dt); @@ -266,7 +270,7 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( cb(last_conv_states, "last_conv_states", il); ggml_tensor * state_update_target = - ggml_view_1d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels * n_seqs, + ggml_view_2d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels, n_seqs, conv_states_all->nb[1], kv_head * (conv_kernel_size - 1) * conv_channels * ggml_element_size(conv_states_all)); cb(state_update_target, "state_update_target", il); @@ -321,9 +325,9 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( //v_conv = ggml_cont_4d(ctx0, v_conv, head_v_dim, num_v_heads, n_seq_tokens, n_seqs); // if head keys and value keys are different, repeat to force tensors into matching shapes - if (num_k_heads != num_v_heads) { + // note: need explicit repeat only if we are not using the fused GDN + if (num_k_heads != num_v_heads && (!cparams.fused_gdn_ar || !cparams.fused_gdn_ch)) { GGML_ASSERT(num_v_heads % num_k_heads == 0); - // TODO: try to avoid these explicit repeats by utilizing op broadcast q_conv = ggml_repeat_4d(ctx0, q_conv, head_k_dim, num_v_heads, n_seq_tokens, n_seqs); k_conv = ggml_repeat_4d(ctx0, k_conv, head_k_dim, num_v_heads, n_seq_tokens, n_seqs); } @@ -332,13 +336,8 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( cb(k_conv, "k_conv_predelta", il); cb(v_conv, "v_conv_predelta", il); - // Choose between build_delta_net_chunking, build_delta_net_recurrent, and build_delta_net_autoregressive based on n_tokens - std::pair attn_out; // pair of (output, new_state) - if (n_seq_tokens == 1) { - attn_out = build_delta_net_autoregressive(q_conv, k_conv, v_conv, gate, beta, state, il); - } else { - attn_out = build_delta_net_chunking(q_conv, k_conv, v_conv, gate, beta, state, il); - } + auto attn_out = build_delta_net(q_conv, k_conv, v_conv, gate, beta, state, il); + ggml_tensor * output = attn_out.first; ggml_tensor * new_state = attn_out.second; cb(output, "attn_output", il); @@ -347,7 +346,7 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( // Update the recurrent states ggml_build_forward_expand(gf, ggml_cpy(ctx0, new_state, - ggml_view_1d(ctx0, ssm_states_all, hparams.n_embd_s() * n_seqs, + ggml_view_2d(ctx0, ssm_states_all, hparams.n_embd_s(), n_seqs, ssm_states_all->nb[1], kv_head * hparams.n_embd_s() * ggml_element_size(ssm_states_all)))); // z: [head_dim, n_heads, n_tokens, n_seqs] -> [n_heads * n_tokens * n_seqs, head_dim] @@ -361,7 +360,7 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_attn_linear( cb(final_output, "final_output", il); // Output projection - cur = build_lora_mm(model.layers[il].ssm_out, final_output); + cur = build_lora_mm(model.layers[il].ssm_out, final_output, model.layers[il].ssm_out_s); cb(cur, "linear_attn_out", il); // Reshape back to original dimensions @@ -376,21 +375,28 @@ ggml_tensor * llm_build_qwen35moe ::build_layer_ffn(ggml_tensor * cur, const int ggml_tensor * moe_out = build_moe_ffn(cur, - model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, - model.layers[il].ffn_gate_exps, model.layers[il].ffn_down_exps, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, nullptr, - n_expert, n_expert_used, LLM_FFN_SILU, - true, false, 0.0, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, - nullptr, model.layers[il].ffn_gate_up_exps); + n_expert, n_expert_used, + LLM_FFN_SILU, true, + hparams.expert_weights_scale, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, + nullptr, model.layers[il].ffn_gate_up_exps, + model.layers[il].ffn_up_exps_s, + model.layers[il].ffn_gate_exps_s, + model.layers[il].ffn_down_exps_s); cb(moe_out, "ffn_moe_out", il); // Add shared experts if present - following Qwen3Next reference implementation if (model.layers[il].ffn_up_shexp != nullptr) { ggml_tensor * ffn_shexp = build_ffn(cur, - model.layers[il].ffn_up_shexp, NULL, NULL, - model.layers[il].ffn_gate_shexp, NULL, NULL, - model.layers[il].ffn_down_shexp, NULL, NULL, + model.layers[il].ffn_up_shexp, NULL, model.layers[il].ffn_up_shexp_s, + model.layers[il].ffn_gate_shexp, NULL, model.layers[il].ffn_gate_shexp_s, + model.layers[il].ffn_down_shexp, NULL, model.layers[il].ffn_down_shexp_s, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); cb(ffn_shexp, "ffn_shexp", il); diff --git a/src/models/qwen3moe.cpp b/src/models/qwen3moe.cpp index 888534fb34..dba46618ff 100644 --- a/src/models/qwen3moe.cpp +++ b/src/models/qwen3moe.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_qwen3moe::llm_build_qwen3moe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -30,13 +30,13 @@ llm_build_qwen3moe::llm_build_qwen3moe(const llama_model & model, const llm_grap // self_attention { // compute Q and K and RoPE them - ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s); cb(Qcur, "Qcur", il); - ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s); cb(Kcur, "Kcur", il); - ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s); cb(Vcur, "Vcur", il); Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); @@ -68,6 +68,9 @@ llm_build_qwen3moe::llm_build_qwen3moe(const llama_model & model, const llm_grap cur = build_attn(inp_attn, model.layers[il].wo, model.layers[il].bo, Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il); + if (model.layers[il].wo_s) { + cur = ggml_mul(ctx0, cur, model.layers[il].wo_s); + } } if (il == n_layer - 1 && inp_out_ids) { cur = ggml_get_rows(ctx0, cur, inp_out_ids); @@ -91,9 +94,13 @@ llm_build_qwen3moe::llm_build_qwen3moe(const llama_model & model, const llm_grap nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, - il); + il, + nullptr, nullptr, + model.layers[il].ffn_up_exps_s, + model.layers[il].ffn_gate_exps_s, + model.layers[il].ffn_down_exps_s); cb(moe_out, "ffn_moe_out", il); cur = moe_out; diff --git a/src/models/qwen3next.cpp b/src/models/qwen3next.cpp index f2621200f2..5fb0a1de98 100644 --- a/src/models/qwen3next.cpp +++ b/src/models/qwen3next.cpp @@ -56,6 +56,9 @@ llm_build_qwen3next::llm_build_qwen3next(const llama_model & model, const llm_gr cur = ggml_add(ctx0, cur, ffn_residual); cb(cur, "post_moe", il); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + // Input for next layer inpL = cur; } @@ -100,8 +103,8 @@ ggml_tensor * llm_build_qwen3next::build_layer_attn( ggml_tensor * cur, ggml_tensor * inp_pos, int il) { - const int64_t n_embd_head = hparams.n_embd_head_v; - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); // Order: joint QG projection, QG split, Q norm, KV projection, K norm, RoPE, attention @@ -351,7 +354,7 @@ ggml_tensor * llm_build_qwen3next::build_layer_attn_linear( cb(last_conv_states, "last_conv_states", il); ggml_tensor * state_update_target = - ggml_view_1d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels * n_seqs, + ggml_view_2d(ctx0, conv_states_all, (conv_kernel_size - 1) * conv_channels, n_seqs, conv_states_all->nb[1], kv_head * (conv_kernel_size - 1) * conv_channels * ggml_element_size(conv_states_all)); cb(state_update_target, "state_update_target", il); @@ -406,23 +409,24 @@ ggml_tensor * llm_build_qwen3next::build_layer_attn_linear( //v_conv = ggml_cont_4d(ctx0, v_conv, head_v_dim, num_v_heads, n_seq_tokens, n_seqs); // if head keys and value keys are different, repeat to force tensors into matching shapes + // TODO: avoid repeats for fused GDN, needs broadcast configuration for GDN op [TAG_GGML_GDN_BCAST] if (num_k_heads != num_v_heads) { GGML_ASSERT(num_v_heads % num_k_heads == 0); int64_t repeat_factor = num_v_heads / num_k_heads; - // repeat interleave: reshape to (repeat part, 1, remaining part), do repeat, then reshape back - ggml_tensor * q_reshaped = ggml_reshape_3d(ctx0, q_conv, head_k_dim, 1, num_k_heads * n_seq_tokens * n_seqs); - ggml_tensor * k_reshaped = ggml_reshape_3d(ctx0, k_conv, head_k_dim, 1, num_k_heads * n_seq_tokens * n_seqs); + // repeat interleave: reshape to (repeat part, 1, remaining part...), do repeat, then reshape back + ggml_tensor * q_reshaped = ggml_reshape_4d(ctx0, q_conv, head_k_dim, 1, num_k_heads, n_seq_tokens * n_seqs); + ggml_tensor * k_reshaped = ggml_reshape_4d(ctx0, k_conv, head_k_dim, 1, num_k_heads, n_seq_tokens * n_seqs); // Repeat along the third dimension (the new dimension with size 1) ggml_tensor * q_repeated = - ggml_repeat_4d(ctx0, q_reshaped, head_k_dim, repeat_factor, num_k_heads * n_seq_tokens * n_seqs, 1); + ggml_repeat_4d(ctx0, q_reshaped, head_k_dim, repeat_factor, num_k_heads, n_seq_tokens * n_seqs); ggml_tensor * k_repeated = - ggml_repeat_4d(ctx0, k_reshaped, head_k_dim, repeat_factor, num_k_heads * n_seq_tokens * n_seqs, 1); + ggml_repeat_4d(ctx0, k_reshaped, head_k_dim, repeat_factor, num_k_heads, n_seq_tokens * n_seqs); // Reshape back to merge the head and repeat dimensions - // From [head_dim, num_k_heads, repeat_factor, n_seq_tokens * n_seqs] - // Back to [head_dim, num_k_heads * repeat_factor, n_seq_tokens, n_seqs] + // From [head_dim, repeat_factor, num_k_heads, n_seq_tokens * n_seqs] + // Back to [head_dim, repeat_factor * num_k_heads, n_seq_tokens, n_seqs] q_conv = ggml_reshape_4d(ctx0, q_repeated, head_k_dim, num_k_heads * repeat_factor, n_seq_tokens, n_seqs); k_conv = ggml_reshape_4d(ctx0, k_repeated, head_k_dim, num_k_heads * repeat_factor, n_seq_tokens, n_seqs); } @@ -431,13 +435,8 @@ ggml_tensor * llm_build_qwen3next::build_layer_attn_linear( cb(k_conv, "k_conv_predelta", il); cb(v_conv, "v_conv_predelta", il); - // Choose between build_delta_net_chunking, build_delta_net_recurrent, and build_delta_net_autoregressive based on n_tokens - std::pair attn_out; // pair of (output, new_state) - if (n_seq_tokens == 1) { - attn_out = build_delta_net_autoregressive(q_conv, k_conv, v_conv, gate, beta, state, il); - } else { - attn_out = build_delta_net_chunking(q_conv, k_conv, v_conv, gate, beta, state, il); - } + auto attn_out = build_delta_net(q_conv, k_conv, v_conv, gate, beta, state, il); + ggml_tensor * output = attn_out.first; ggml_tensor * new_state = attn_out.second; cb(output, "attn_output", il); @@ -446,7 +445,7 @@ ggml_tensor * llm_build_qwen3next::build_layer_attn_linear( // Update the recurrent states ggml_build_forward_expand(gf, ggml_cpy(ctx0, new_state, - ggml_view_1d(ctx0, ssm_states_all, hparams.n_embd_s() * n_seqs, + ggml_view_2d(ctx0, ssm_states_all, hparams.n_embd_s(), n_seqs, ssm_states_all->nb[1], kv_head * hparams.n_embd_s() * ggml_element_size(ssm_states_all)))); // z: [head_dim, n_heads, n_tokens, n_seqs] -> [n_heads * n_tokens * n_seqs, head_dim] @@ -475,11 +474,15 @@ ggml_tensor * llm_build_qwen3next::build_layer_ffn(ggml_tensor * cur, const int // MoE branch ggml_tensor * moe_out = build_moe_ffn(cur, - model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, - model.layers[il].ffn_gate_exps, model.layers[il].ffn_down_exps, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, nullptr, - n_expert, n_expert_used, LLM_FFN_SILU, - true, false, 0.0, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + hparams.expert_weights_scale, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il, nullptr, model.layers[il].ffn_gate_up_exps); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/qwen3vl-moe.cpp b/src/models/qwen3vl-moe.cpp index e5e1a2150c..195daea66c 100644 --- a/src/models/qwen3vl-moe.cpp +++ b/src/models/qwen3vl-moe.cpp @@ -4,10 +4,10 @@ llm_build_qwen3vlmoe::llm_build_qwen3vlmoe(const llama_model & model, const llm_ const size_t n_deepstack_layers = hparams.n_deepstack_layers; const int64_t n_embd = hparams.n_embd; - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -99,7 +99,7 @@ llm_build_qwen3vlmoe::llm_build_qwen3vlmoe(const llama_model & model, const llm_ nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/qwen3vl.cpp b/src/models/qwen3vl.cpp index 0f8315b324..bbd5f42ba5 100644 --- a/src/models/qwen3vl.cpp +++ b/src/models/qwen3vl.cpp @@ -4,10 +4,10 @@ llm_build_qwen3vl::llm_build_qwen3vl(const llama_model & model, const llm_graph_ const size_t n_deepstack_layers = hparams.n_deepstack_layers; const int64_t n_embd = hparams.n_embd; - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/refact.cpp b/src/models/refact.cpp index ff5eb2841d..140700d9e2 100644 --- a/src/models/refact.cpp +++ b/src/models/refact.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_refact::llm_build_refact(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/rnd1.cpp b/src/models/rnd1.cpp index 46b3dc3efc..c8e1f43400 100644 --- a/src/models/rnd1.cpp +++ b/src/models/rnd1.cpp @@ -2,10 +2,10 @@ // RND1 is a Qwen3Moe AR model converted to diffusion model. llm_build_rnd1::llm_build_rnd1(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -93,7 +93,7 @@ llm_build_rnd1::llm_build_rnd1(const llama_model & model, const llm_graph_params nullptr, n_expert, n_expert_used, LLM_FFN_SILU, true, - false, 0.0, + hparams.expert_weights_scale, LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il); cb(moe_out, "ffn_moe_out", il); diff --git a/src/models/rwkv6.cpp b/src/models/rwkv6.cpp index 15453fbf50..032b219d6c 100644 --- a/src/models/rwkv6.cpp +++ b/src/models/rwkv6.cpp @@ -8,7 +8,7 @@ llm_build_rwkv6::llm_build_rwkv6(const llama_model & model, const llm_graph_para ggml_tensor * inpL; inpL = build_inp_embd(model.tok_embd); - inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1); + inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, 0); auto * rs_inp = build_rs_inp(); diff --git a/src/models/rwkv7.cpp b/src/models/rwkv7.cpp index 5caf6553df..16ffa6901b 100644 --- a/src/models/rwkv7.cpp +++ b/src/models/rwkv7.cpp @@ -9,7 +9,7 @@ llm_build_rwkv7::llm_build_rwkv7(const llama_model & model, const llm_graph_para ggml_tensor * v_first = nullptr; inpL = build_inp_embd(model.tok_embd); - inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, -1); + inpL = build_norm(inpL, model.tok_norm, model.tok_norm_b, LLM_NORM, 0); auto * rs_inp = build_rs_inp(); diff --git a/src/models/seed-oss.cpp b/src/models/seed-oss.cpp index 0dc33c50ba..a4d0b75d84 100644 --- a/src/models/seed-oss.cpp +++ b/src/models/seed-oss.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_seed_oss::llm_build_seed_oss(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/smallthinker.cpp b/src/models/smallthinker.cpp index 4c497ca76f..0f7ef462b0 100644 --- a/src/models/smallthinker.cpp +++ b/src/models/smallthinker.cpp @@ -2,10 +2,10 @@ template llm_build_smallthinker::llm_build_smallthinker(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params){ - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; @@ -93,7 +93,7 @@ llm_build_smallthinker::llm_build_smallthinker(const llama_model & model, nullptr, n_expert, n_expert_used, LLM_FFN_RELU, true, - false, 0.0, + hparams.expert_weights_scale, static_cast(hparams.expert_gating_func), il, probs); @@ -101,6 +101,7 @@ llm_build_smallthinker::llm_build_smallthinker(const llama_model & model, cur = ffn_out; cur = ggml_add(ctx0, cur, ffn_inp); + cur = build_cvec(cur, il); cb(cur, "l_out", il); diff --git a/src/models/smollm3.cpp b/src/models/smollm3.cpp index 97c30deed5..e267fd8f32 100644 --- a/src/models/smollm3.cpp +++ b/src/models/smollm3.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_smollm3::llm_build_smollm3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/stablelm.cpp b/src/models/stablelm.cpp index bed1915c00..ff5aced93b 100644 --- a/src/models/stablelm.cpp +++ b/src/models/stablelm.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_stablelm::llm_build_stablelm(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/starcoder.cpp b/src/models/starcoder.cpp index e197af4a8c..941cee9821 100644 --- a/src/models/starcoder.cpp +++ b/src/models/starcoder.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_starcoder::llm_build_starcoder(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/starcoder2.cpp b/src/models/starcoder2.cpp index e40ef2cb74..a5965aceb3 100644 --- a/src/models/starcoder2.cpp +++ b/src/models/starcoder2.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_starcoder2::llm_build_starcoder2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/step35-iswa.cpp b/src/models/step35-iswa.cpp index f8737815a6..c80cb26c5a 100644 --- a/src/models/step35-iswa.cpp +++ b/src/models/step35-iswa.cpp @@ -52,7 +52,7 @@ llm_build_step35_iswa::llm_build_step35_iswa(const llama_model & model, const ll // RoPE (partial rotary factors per layer) const bool is_swa = hparams.is_swa(il); ggml_tensor * rope_factors = is_swa ? nullptr : model.get_rope_factors(cparams, il); - const int64_t n_rot_l = is_swa ? hparams.n_rot : (hparams.n_rot / 2); + const int64_t n_rot_l = hparams.n_rot(il); Qcur = ggml_rope_ext( ctx0, Qcur, inp_pos, rope_factors, n_rot_l, rope_type, n_ctx_orig, freq_base_l, freq_scale_l, @@ -119,9 +119,6 @@ llm_build_step35_iswa::llm_build_step35_iswa(const llama_model & model, const ll cb(cur, "ffn_out", il); } else { // MoE routed experts - const bool norm_w = hparams.expert_weights_norm; - const float w_scale = hparams.expert_weights_scale; - const bool scale_w = w_scale != 0.0f; ggml_tensor * moe_out = build_moe_ffn(cur, model.layers[il].ffn_gate_inp, model.layers[il].ffn_up_exps, @@ -129,8 +126,8 @@ llm_build_step35_iswa::llm_build_step35_iswa(const llama_model & model, const ll model.layers[il].ffn_down_exps, model.layers[il].ffn_exp_probs_b, n_expert, n_expert_used, - LLM_FFN_SILU, - norm_w, scale_w, w_scale, + LLM_FFN_SILU, hparams.expert_weights_norm, + hparams.expert_weights_scale, (llama_expert_gating_func_type) hparams.expert_gating_func, il); cb(moe_out, "ffn_moe_out", il); @@ -148,9 +145,11 @@ llm_build_step35_iswa::llm_build_step35_iswa(const llama_model & model, const ll cb(cur, "ffn_out", il); } cur = ggml_add(ctx0, cur, ffn_inp); + cur = build_cvec(cur, il); cb(cur, "l_out", il); + // input for next layer inpL = cur; } diff --git a/src/models/t5-dec.cpp b/src/models/t5-dec.cpp index 297e450de7..8ca8372bd4 100644 --- a/src/models/t5-dec.cpp +++ b/src/models/t5-dec.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_t5_dec::llm_build_t5_dec(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); //const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/t5-enc.cpp b/src/models/t5-enc.cpp index 70e1d80dcd..395dfb5104 100644 --- a/src/models/t5-enc.cpp +++ b/src/models/t5-enc.cpp @@ -1,9 +1,9 @@ #include "models.h" llm_build_t5_enc::llm_build_t5_enc(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/models/wavtokenizer-dec.cpp b/src/models/wavtokenizer-dec.cpp index 537a0d4124..a7776d9cdc 100644 --- a/src/models/wavtokenizer-dec.cpp +++ b/src/models/wavtokenizer-dec.cpp @@ -93,7 +93,7 @@ llm_build_wavtokenizer_dec::llm_build_wavtokenizer_dec(const llama_model & model cur = build_norm(cur, model.tok_norm, model.tok_norm_b, - LLM_NORM, -1); + LLM_NORM, 0); cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); diff --git a/src/models/xverse.cpp b/src/models/xverse.cpp index 364797dd31..3a8dfafcce 100644 --- a/src/models/xverse.cpp +++ b/src/models/xverse.cpp @@ -1,10 +1,10 @@ #include "models.h" llm_build_xverse::llm_build_xverse(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_head = hparams.n_embd_head_v(); - GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); - GGML_ASSERT(n_embd_head == hparams.n_rot); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); ggml_tensor * cur; ggml_tensor * inpL; diff --git a/src/unicode.cpp b/src/unicode.cpp index 1475b53b65..dc13e53f09 100644 --- a/src/unicode.cpp +++ b/src/unicode.cpp @@ -470,6 +470,141 @@ static std::vector unicode_regex_split_custom_llama3(const std::string & return bpe_offsets; } +// Qwen2 system regex: "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+" +static std::vector unicode_regex_split_custom_qwen2(const std::string & text, const std::vector & offsets) { + std::vector bpe_offsets; // store the offset of each word + bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size + + const auto cpts = unicode_cpts_from_utf8(text); + + size_t start = 0; + for (auto offset : offsets) { + const size_t offset_ini = start; + const size_t offset_end = start + offset; + assert(offset_end <= cpts.size()); + start = offset_end; + + static const uint32_t OUT_OF_RANGE = 0xFFFFFFFF; + auto _get_cpt = [&] (const size_t pos) -> uint32_t { + return (offset_ini <= pos && pos < offset_end) ? cpts[pos] : OUT_OF_RANGE; + }; + + auto _get_flags = [&] (const size_t pos) -> unicode_cpt_flags { + return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags_from_cpt(cpts[pos]) : unicode_cpt_flags{}; + }; + + size_t _prev_end = offset_ini; + auto _add_token = [&] (const size_t end) -> size_t { + assert(_prev_end <= end && end <= offset_end); + size_t len = end - _prev_end; + if (len > 0) { + bpe_offsets.push_back(len); + } + _prev_end = end; + //if (len > 0) { + // std::string s = ""; + // for(size_t p = end-len; p < end; p++) + // s += unicode_cpt_to_utf8(cpts[p]); + // printf(">>> '%s'\n", s.c_str()); + //} + return len; + }; + + for (size_t pos = offset_ini; pos < offset_end; /*pos++*/ ) { + const uint32_t cpt = _get_cpt(pos); + const auto flags = _get_flags(pos); + + // regex: (?i:'s|'t|'re|'ve|'m|'ll|'d) // case insensitive + if (cpt == '\'' && pos+1 < offset_end) { + uint32_t cpt_next = unicode_tolower(_get_cpt(pos+1)); + if (cpt_next == 's' || cpt_next == 't' || cpt_next == 'm' || cpt_next == 'd') { + pos += _add_token(pos+2); + continue; + } + if (pos+2 < offset_end) { + uint32_t cpt_next_next = unicode_tolower(_get_cpt(pos+2)); + if ((cpt_next == 'r' && cpt_next_next == 'e') || + (cpt_next == 'v' && cpt_next_next == 'e') || + (cpt_next == 'l' && cpt_next_next == 'l')) { + pos += _add_token(pos+3); + continue; + } + } + } + + // regex: [^\r\n\p{L}\p{N}]?\p{L}+ + if (!(cpt == '\r' || cpt == '\n' || flags.is_number)) { + if (flags.is_letter || _get_flags(pos+1).is_letter) { // one or more letters + pos++; + while (_get_flags(pos).is_letter) { + pos++; + } + _add_token(pos); + continue; + } + } + + // regex: \p{N} + if (flags.is_number) { + pos++; + _add_token(pos); + continue; + } + + // regex: ?[^\s\p{L}\p{N}]+[\r\n]* + auto flags2 = (cpt == ' ' ? _get_flags(pos+1) : flags); + if (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags.as_uint()) { + pos += (cpt == ' '); + while (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) { + flags2 = _get_flags(++pos); + } + uint32_t cpt2 = _get_cpt(pos); + while (cpt2 == '\r' || cpt2 == '\n') { + cpt2 = _get_cpt(++pos); + } + _add_token(pos); + continue; + } + + size_t num_whitespaces = 0; + size_t last_end_r_or_n = 0; + while (_get_flags(pos+num_whitespaces).is_whitespace) { + uint32_t cpt2 = _get_cpt(pos+num_whitespaces); + if (cpt2 == '\r' || cpt2 == '\n') { + last_end_r_or_n = pos + num_whitespaces + 1; + } + num_whitespaces++; + } + + // regex: \s*[\r\n]+ + if (last_end_r_or_n > 0) { + pos = last_end_r_or_n; + _add_token(pos); + continue; + } + + // regex: \s+(?!\S) + if (num_whitespaces > 1 && _get_cpt(pos+num_whitespaces) != OUT_OF_RANGE) { + pos += num_whitespaces - 1; + _add_token(pos); + continue; + } + + // regex: \s+ + if (num_whitespaces > 0) { + pos += num_whitespaces; + _add_token(pos); + continue; + } + + // no matches + _add_token(++pos); + } + } + + return bpe_offsets; +} + template static std::vector unicode_regex_split_stl(const std::basic_string & text, const std::basic_string & regex, const std::vector & offsets) { using BidirIt = typename std::basic_string::const_iterator; @@ -753,6 +888,35 @@ static std::vector unicode_regex_split_custom_afmoe(const std::string & return bpe_offsets; } +// regex: [^\n]+|[\n]+ +// splits text into runs of non-newline characters and runs of newline characters +static std::vector unicode_regex_split_custom_newlines(const std::string & text, const std::vector & offsets) { + std::vector bpe_offsets; + bpe_offsets.reserve(offsets.size()); + + const auto cpts = unicode_cpts_from_utf8(text); + + size_t start = 0; + for (auto offset : offsets) { + const size_t offset_ini = start; + const size_t offset_end = start + offset; + assert(offset_end <= cpts.size()); + start = offset_end; + + size_t pos = offset_ini; + while (pos < offset_end) { + const bool is_newline = (cpts[pos] == '\n'); + const size_t run_start = pos; + while (pos < offset_end && (cpts[pos] == '\n') == is_newline) { + pos++; + } + bpe_offsets.push_back(pos - run_start); + } + } + + return bpe_offsets; +} + static std::vector unicode_regex_split_custom(const std::string & text, const std::string & regex_expr, const std::vector & offsets) { std::vector bpe_offsets; @@ -761,19 +925,23 @@ static std::vector unicode_regex_split_custom(const std::string & text, } else if ( regex_expr == "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+" || regex_expr == "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+") { - bpe_offsets = unicode_regex_split_custom_llama3(text, offsets); + } else if ( + regex_expr == "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+") { + bpe_offsets = unicode_regex_split_custom_qwen2(text, offsets); } else if (regex_expr == "\\p{Han}+") { // K2's first pattern - handle all K2 patterns together bpe_offsets = unicode_regex_split_custom_kimi_k2(text, offsets); } else if (regex_expr == "\\p{AFMoE_digits}") { // AFMOE digit pattern - use custom implementation for proper splitting bpe_offsets = unicode_regex_split_custom_afmoe(text, offsets); + } else if (regex_expr == "[^\\n]+|[\\n]+") { + bpe_offsets = unicode_regex_split_custom_newlines(text, offsets); } else if (regex_expr == "\\d{1,3}(?=(?:\\d{3})*\\b)") { // tiny_aya digit grouping pattern from tokenizer.json: // {"type": "Split", "pattern": {"Regex": "\\d{1,3}(?=(?:\\d{3})*\\b)"}, "behavior": "Isolated"} // Splits digits into groups of 3 from the right (e.g., 1234567 -> 1, 234, 567) - // TODO: Revisit this regex, incase there are any subtle tokenization differences with the original regex. + // TODO: Revisit this regex, in case there are any subtle tokenization differences with the original regex. bpe_offsets = unicode_regex_split_custom_afmoe(text, offsets); } @@ -912,7 +1080,7 @@ bool unicode_cpt_is_han(uint32_t cpt) { return false; } -std::vector unicode_regex_split(const std::string & text, const std::vector & regex_exprs) { +std::vector unicode_regex_split(const std::string & text, const std::vector & regex_exprs, bool byte_encode) { // unicode categories static const std::map k_ucat_enum = { { "\\p{N}", unicode_cpt_flags::NUMBER }, @@ -1099,5 +1267,9 @@ std::vector unicode_regex_split(const std::string & text, const std start += offset; } - return unicode_byte_encoding_process(bpe_words); + if (byte_encode) { + return unicode_byte_encoding_process(bpe_words); + } + + return bpe_words; } diff --git a/src/unicode.h b/src/unicode.h index 5bd1362ff4..600ab9216b 100644 --- a/src/unicode.h +++ b/src/unicode.h @@ -108,4 +108,4 @@ uint32_t unicode_tolower(uint32_t cpt); bool unicode_cpt_is_han(uint32_t cpt); -std::vector unicode_regex_split(const std::string & text, const std::vector & regex_exprs); +std::vector unicode_regex_split(const std::string & text, const std::vector & regex_exprs, bool byte_encode = true); diff --git a/tests/.gitignore b/tests/.gitignore index ba2b164fac..52b292b1f8 100644 --- a/tests/.gitignore +++ b/tests/.gitignore @@ -1,5 +1,6 @@ * !*.* +!snapshots/ *.o ggml-common.h **/*.swp diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index 7e0b17a7c1..cd4bc5ef1d 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -124,6 +124,7 @@ llama_test(test-tokenizer-0 NAME test-tokenizer-0-command-r ARGS ${PROJE llama_test(test-tokenizer-0 NAME test-tokenizer-0-deepseek-coder ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-deepseek-coder.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-deepseek-llm ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-deepseek-llm.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-falcon ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-falcon.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-gemma-4 ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-gemma-4.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-gpt-2 ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-gpt-2.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-llama-bpe ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-llama-bpe.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-llama-spm ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-llama-spm.gguf) @@ -149,6 +150,7 @@ endif () if (NOT WIN32 OR NOT BUILD_SHARED_LIBS) # these tests are disabled on Windows because they use internal functions not exported with LLAMA_API (when building with shared libraries) llama_build_and_test(test-sampling.cpp) + llama_build_and_test(test-reasoning-budget.cpp) llama_build_and_test(test-grammar-parser.cpp) llama_build_and_test(test-grammar-integration.cpp) llama_build_and_test(test-llama-grammar.cpp) @@ -185,13 +187,15 @@ if (NOT WIN32 OR NOT BUILD_SHARED_LIBS) #llama_test(test-tokenizer-1-spm NAME test-tokenizer-1-baichuan ARGS ${PROJECT_SOURCE_DIR}/models/ggml-vocab-baichuan.gguf) # llama_build_and_test(test-double-float.cpp) # SLOW + + llama_build_and_test(test-llama-archs.cpp) endif() -llama_build_and_test(test-chat-parser.cpp) llama_build_and_test(test-chat-peg-parser.cpp peg-parser/simple-tokenize.cpp) -llama_build_and_test(test-chat-template.cpp) llama_build_and_test(test-jinja.cpp) llama_test(test-jinja NAME test-jinja-py ARGS -py LABEL python) +llama_build_and_test(test-chat-auto-parser.cpp WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}) +llama_build_and_test(test-chat-template.cpp) llama_build_and_test(test-json-partial.cpp) llama_build_and_test(test-log.cpp) llama_build_and_test( @@ -201,6 +205,7 @@ llama_build_and_test( peg-parser/test-gbnf-generation.cpp peg-parser/test-json-parser.cpp peg-parser/test-json-serialization.cpp + peg-parser/test-python-dict-parser.cpp peg-parser/test-unicode.cpp peg-parser/tests.h ) @@ -256,6 +261,7 @@ endif() set(LLAMA_TEST_NAME test-mtmd-c-api) llama_build_and_test(test-mtmd-c-api.c) target_link_libraries(${LLAMA_TEST_NAME} PRIVATE mtmd) +unset(LLAMA_TEST_NAME) # GGUF model data fetcher library for tests that need real model metadata # Only compile when cpp-httplib has SSL support (CPPHTTPLIB_OPENSSL_SUPPORT) @@ -269,6 +275,12 @@ if (TARGET cpp-httplib) add_executable(test-gguf-model-data test-gguf-model-data.cpp) target_link_libraries(test-gguf-model-data PRIVATE gguf-model-data common) llama_test(test-gguf-model-data LABEL "model") + + # test-quant-type-selection requires gguf-model-data for remote model metadata + llama_build_and_test(test-quant-type-selection.cpp LABEL "model") + target_link_libraries(test-quant-type-selection PRIVATE gguf-model-data) + target_compile_definitions(test-quant-type-selection PRIVATE + SNAPSHOT_DIR="${CMAKE_CURRENT_SOURCE_DIR}/snapshots") endif() endif() @@ -279,3 +291,10 @@ target_link_libraries(${TEST_TARGET} PRIVATE llama) llama_build_and_test(test-alloc.cpp) target_include_directories(test-alloc PRIVATE ${PROJECT_SOURCE_DIR}/ggml/src) + +llama_build(export-graph-ops.cpp) +target_include_directories(export-graph-ops PRIVATE ${PROJECT_SOURCE_DIR}/ggml/src) +if (TARGET gguf-model-data) + target_link_libraries(export-graph-ops PRIVATE gguf-model-data) + target_compile_definitions(export-graph-ops PRIVATE LLAMA_HF_FETCH) +endif() diff --git a/tests/export-graph-ops.cpp b/tests/export-graph-ops.cpp new file mode 100644 index 0000000000..64cf6dcea3 --- /dev/null +++ b/tests/export-graph-ops.cpp @@ -0,0 +1,226 @@ +#include "arg.h" +#include "common.h" +#include "log.h" +#include "llama-cpp.h" +#include "../src/llama-ext.h" +#include "ggml.h" +#include "gguf-model-data.h" +#include "gguf.h" +#include "ggml-backend.h" +#include "download.h" + +#include +#include +#include +#include +#include +#include + +// Noop because weights are not needed +static void set_tensor_data(struct ggml_tensor * tensor, void * userdata) { + GGML_UNUSED(tensor); + GGML_UNUSED(userdata); +} + +struct input_tensor { + ggml_type type; + std::array ne; + std::array nb; + + input_tensor(ggml_type type, int64_t * ne, size_t * nb): type(type) { + memcpy(this->ne.data(), ne, 4 * sizeof(int64_t)); + memcpy(this->nb.data(), nb, 4 * sizeof(size_t)); + } + + bool operator<(const input_tensor &b) const { + return std::tie(type, ne, nb) < + std::tie(b.type, b.ne, b.nb); + } + + void serialize(std::ostream& out) const { + out << type << ' '; + for (size_t i = 0; i < 4; i++) { + out << ne[i] << ' '; + } + for (size_t i = 0; i < 4; i++) { + out << nb[i] << ' '; + } + } +}; + +struct test_object { + ggml_op op; + ggml_type type; + std::array ne; + std::vector op_params; + std::vector sources; + std::string name; + + void serialize(std::ostream& out) const { + out << op << ' ' << type << ' '; + for (size_t i = 0; i < 4; i++) { + out << ne[i] << ' '; + } + + out << op_params.size() << ' '; + for (size_t i = 0; i < op_params.size(); i++) { + out << op_params[i] << ' '; + } + + out << sources.size() << ' '; + for (size_t s = 0; s < sources.size(); s++) { + sources[s].serialize(out); + } + + if (!name.empty()) { + out << name; + } else { + out << '-'; + } + + out << '\n'; + } + + bool operator<(const test_object &b) const { + return std::tie(op, type, ne, op_params, sources) < + std::tie(b.op, b.type, b.ne, b.op_params, b.sources); + } +}; + +static void extract_graph_ops(ggml_cgraph * cgraph, const char * label, std::set & tests) { + int n_nodes = ggml_graph_n_nodes(cgraph); + int n_skipped = 0; + int n_before = (int) tests.size(); + for (int i = 0; i < n_nodes; i++) { + ggml_tensor * node = ggml_graph_node(cgraph, i); + + if (node->op == GGML_OP_NONE || node->op == GGML_OP_VIEW || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_TRANSPOSE) { + n_skipped++; + continue; + } + + test_object test; + + test.op = node->op; + test.type = node->type; + memcpy(&test.ne, node->ne, 4 * sizeof(int64_t)); + + test.op_params.resize(GGML_MAX_OP_PARAMS / sizeof(int32_t)); + memcpy(test.op_params.data(), node->op_params, GGML_MAX_OP_PARAMS); + + for (size_t s = 0; s < GGML_MAX_SRC; s++) { + if (node->src[s] == nullptr) { + break; + } + + test.sources.emplace_back(node->src[s]->type, node->src[s]->ne, node->src[s]->nb); + } + + test.name = node->name; + tests.insert(test); + } + + int n_new = (int) tests.size() - n_before; + LOG_INF("%s: %d unique ops, %d total nodes, %d skipped (view ops)\n", + label, n_new, n_nodes, n_skipped); +} + +int main(int argc, char ** argv) { + common_params params; + params.out_file = "tests.txt"; + + common_init(); + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_EXPORT_GRAPH_OPS)) { + return 1; + } + + // Load CPU-only + ggml_backend_dev_t cpu_device = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); + params.devices = { cpu_device, nullptr }; + params.fit_params = false; + params.n_gpu_layers = 0; + + params.warmup = false; + + llama_context * ctx; + common_init_result_ptr init_result; + llama_context_ptr ctx2; + llama_model_ptr model; + + if (params.model.hf_repo.empty()) { + init_result = common_init_from_params(params); + + ctx = init_result->context(); + } else { +#ifdef LLAMA_HF_FETCH + auto [hf_repo, hf_quant] = common_download_split_repo_tag(params.model.hf_repo); + if (hf_quant.empty() || hf_quant == "latest") { + hf_quant = "Q4_K_M"; + } + + gguf_context_ptr gguf_ctx = gguf_fetch_gguf_ctx(hf_repo, hf_quant); + if (!gguf_ctx) { + LOG_ERR("failed to fetch GGUF metadata from %s\n", hf_repo.c_str()); + return 1; + } + + llama_model_params model_params = llama_model_default_params(); + model_params.devices = params.devices.data(); + model_params.no_alloc = true; + + model.reset(llama_model_init_from_user(gguf_ctx.get(), set_tensor_data, nullptr, model_params)); + + if (!model) { + LOG_ERR("failed to create llama_model from %s\n", hf_repo.c_str()); + return 1; + } + + llama_context_params ctx_params = llama_context_default_params(); + ctx2.reset(llama_init_from_model(model.get(), ctx_params)); + ctx = ctx2.get(); + + if (!ctx) { + LOG_ERR("failed to create llama_context\n"); + return 1; + } +#else + LOG_ERR("export-graph-ops compiled without HF fetch support\n"); + return 1; +#endif + } + + const uint32_t n_seqs = llama_n_seq_max(ctx); + const uint32_t n_tokens = std::min(llama_n_ctx(ctx), llama_n_ubatch(ctx)); + + std::set tests; + + auto * gf_pp = llama_graph_reserve(ctx, n_tokens, n_seqs, n_tokens); + if (!gf_pp) { + LOG_ERR("failed to reserve prompt processing graph\n"); + return 1; + } + extract_graph_ops(gf_pp, "pp", tests); + + auto * gf_tg = llama_graph_reserve(ctx, n_seqs, n_seqs, n_seqs); + if (!gf_tg) { + LOG_ERR("failed to reserve token generation graph\n"); + return 1; + } + extract_graph_ops(gf_tg, "tg", tests); + + LOG_INF("%d unique ops total\n", (int) tests.size()); + + std::ofstream f(params.out_file); + + if (!f.is_open()) { + LOG_ERR("unable to open output file: %s\n", params.out_file.c_str()); + return 1; + } + + for (const auto& test : tests) { + test.serialize(f); + } + + return 0; +} diff --git a/tests/gguf-model-data.cpp b/tests/gguf-model-data.cpp index 3bc82c88da..d277173c46 100644 --- a/tests/gguf-model-data.cpp +++ b/tests/gguf-model-data.cpp @@ -4,6 +4,7 @@ #include "gguf-model-data.h" #include "common.h" +#include "ggml-cpp.h" #include "gguf.h" #include @@ -124,6 +125,35 @@ static bool gguf_skip_value(gguf_buf_reader & r, int32_t vtype) { } static bool gguf_read_uint32_val(gguf_buf_reader & r, int32_t vtype, uint32_t & out) { + // Handle array-valued fields (e.g. per-layer head counts in hybrid models) + // by reading the first element as a representative value. + if (vtype == GGUF_TYPE_ARRAY) { + int32_t elem_type; + uint64_t count; + if (!r.read_val(elem_type)) { + return false; + } + if (!r.read_val(count)) { + return false; + } + if (count == 0) { + return false; + } + // Read first element, skip the rest + if (!gguf_read_uint32_val(r, elem_type, out)) { + return false; + } + for (uint64_t i = 1; i < count; i++) { + size_t sz = gguf_val_type_size(elem_type); + if (sz == 0) { + return false; + } + if (!r.skip(sz)) { + return false; + } + } + return true; + } if (vtype == GGUF_TYPE_UINT8) { uint8_t v; if (!r.read_val(v)) { @@ -486,7 +516,8 @@ static std::string detect_gguf_filename(const std::string & repo, const std::str static std::optional fetch_and_parse( const std::string & repo, const std::string & filename, - const std::string & cache_path) { + const std::string & cache_path, + bool verbose) { std::string url = "https://huggingface.co/" + repo + "/resolve/main/" + filename; // Progressive download inspired by RangeView.fetchChunk() @@ -495,7 +526,9 @@ static std::optional fetch_and_parse( const size_t max_chunk = 64 * 1024 * 1024; while (chunk_size <= max_chunk) { - fprintf(stderr, "gguf_fetch: downloading %zu bytes from %s\n", chunk_size, filename.c_str()); + if (verbose) { + fprintf(stderr, "gguf_fetch: downloading %zu bytes from %s\n", chunk_size, filename.c_str()); + } char range_buf[64]; snprintf(range_buf, sizeof(range_buf), "bytes=0-%zu", chunk_size - 1); @@ -531,34 +564,42 @@ static std::optional fetch_and_parse( return std::nullopt; } +static std::string get_cache_file_path(const std::string& cdir, const std::string& repo_part, const std::string& filename) { + std::string fname_part = sanitize_for_path(filename); + return cdir + "/" + repo_part + "--" + fname_part + ".partial"; +} + // Try cache first, then fetch and parse a single GGUF shard. static std::optional fetch_or_cached( const std::string & repo, const std::string & filename, const std::string & cdir, - const std::string & repo_part) { - std::string fname_part = sanitize_for_path(filename); - std::string cache_path = cdir + "/" + repo_part + "--" + fname_part + ".partial"; + const std::string & repo_part, + bool verbose) { + std::string cache_path = get_cache_file_path(cdir, repo_part, filename); { std::vector cached; if (std::filesystem::exists(cache_path) && read_file(cache_path, cached)) { auto result = gguf_parse_meta(cached); if (result.has_value()) { - fprintf(stderr, "gguf_fetch: loaded from cache: %s\n", cache_path.c_str()); + if (verbose) { + fprintf(stderr, "gguf_fetch: loaded from cache: %s\n", cache_path.c_str()); + } return result; } } } fs_create_directory_with_parents(cdir); - return fetch_and_parse(repo, filename, cache_path); + return fetch_and_parse(repo, filename, cache_path, verbose); } std::optional gguf_fetch_model_meta( const std::string & repo, const std::string & quant, - const std::string & cache_dir) { + const std::string & cache_dir, + bool verbose) { std::string cdir = cache_dir.empty() ? get_default_cache_dir() : cache_dir; std::string repo_part = sanitize_for_path(repo); @@ -568,7 +609,7 @@ std::optional gguf_fetch_model_meta( return std::nullopt; } - auto model_opt = fetch_or_cached(repo, filename, cdir, repo_part); + auto model_opt = fetch_or_cached(repo, filename, cdir, repo_part, verbose); if (!model_opt.has_value()) { fprintf(stderr, "gguf_fetch: failed to fetch %s\n", filename.c_str()); return std::nullopt; @@ -583,8 +624,10 @@ std::optional gguf_fetch_model_meta( return std::nullopt; } - fprintf(stderr, "gguf_fetch: split model with %u shards, fetching remaining %u...\n", - model.n_split, model.n_split - 1); + if (verbose) { + fprintf(stderr, "gguf_fetch: split model with %u shards, fetching remaining %u...\n", + model.n_split, model.n_split - 1); + } for (int i = 2; i <= model.n_split; i++) { char num_buf[6], total_buf[6]; @@ -592,7 +635,7 @@ std::optional gguf_fetch_model_meta( snprintf(total_buf, sizeof(total_buf), "%05d", (int)model.n_split); std::string shard_name = split_prefix + "-" + num_buf + "-of-" + total_buf + ".gguf"; - auto shard = fetch_or_cached(repo, shard_name, cdir, repo_part); + auto shard = fetch_or_cached(repo, shard_name, cdir, repo_part, verbose); if (!shard.has_value()) { fprintf(stderr, "gguf_fetch: failed to fetch shard %d: %s\n", i, shard_name.c_str()); return std::nullopt; @@ -611,3 +654,87 @@ std::optional gguf_fetch_model_meta( return model_opt; } + +gguf_context_ptr gguf_fetch_gguf_ctx( + const std::string & repo, + const std::string & quant, + const std::string & cache_dir, + bool verbose) { + std::string cdir = cache_dir.empty() ? get_default_cache_dir() : cache_dir; + std::string repo_part = sanitize_for_path(repo); + + std::string split_prefix; + std::string filename = detect_gguf_filename(repo, quant, split_prefix); + + if (filename.empty()) { + return nullptr; + } + + auto model_opt = fetch_or_cached(repo, filename, cdir, repo_part, verbose); + if (!model_opt.has_value()) { + fprintf(stderr, "gguf_fetch: failed to fetch %s\n", filename.c_str()); + return nullptr; + } + + auto & model = model_opt.value(); + + const std::string cache_path = get_cache_file_path(cdir, repo_part, filename); + + ggml_context_ptr ggml_ctx_ptr; + ggml_context * ggml_ctx{}; + gguf_init_params params{true, &ggml_ctx}; + gguf_context_ptr ctx{gguf_init_from_file(cache_path.c_str(), params)}; + ggml_ctx_ptr.reset(ggml_ctx); + + if (ctx == nullptr) { + fprintf(stderr, "gguf_fetch: gguf_init_from_file failed\n"); + return nullptr; + } + + // If the model is split across multiple files we need to fetch the remaining shards metadata + if (model.n_split > 1) { + if (split_prefix.empty()) { + fprintf(stderr, "gguf_fetch: model reports %u splits but filename has no split pattern\n", model.n_split); + return nullptr; + } + + if (verbose) { + fprintf(stderr, "gguf_fetch: split model with %u shards, fetching remaining %u...\n", + model.n_split, model.n_split - 1); + } + + for (int i = 2; i <= model.n_split; i++) { + char num_buf[6], total_buf[6]; + snprintf(num_buf, sizeof(num_buf), "%05d", i); + snprintf(total_buf, sizeof(total_buf), "%05d", (int)model.n_split); + std::string shard_name = split_prefix + "-" + num_buf + "-of-" + total_buf + ".gguf"; + + auto shard = fetch_or_cached(repo, shard_name, cdir, repo_part, verbose); + if (!shard.has_value()) { + fprintf(stderr, "gguf_fetch: failed to fetch shard %d: %s\n", i, shard_name.c_str()); + return nullptr; + } + + // Load tensors from shard and add to main gguf_context + const std::string shard_path = get_cache_file_path(cdir, repo_part, shard_name); + ggml_context_ptr shard_ggml_ctx_ptr; + ggml_context * shard_ggml_ctx{}; + gguf_init_params shard_params{true, &shard_ggml_ctx}; + gguf_context_ptr shard_ctx{gguf_init_from_file(shard_path.c_str(), shard_params)}; + shard_ggml_ctx_ptr.reset(shard_ggml_ctx); + + if (shard_ctx == nullptr) { + fprintf(stderr, "gguf_fetch: shard gguf_init_from_file failed\n"); + return nullptr; + } + + for (ggml_tensor * t = ggml_get_first_tensor(shard_ggml_ctx); t; t = ggml_get_next_tensor(shard_ggml_ctx, t)) { + gguf_add_tensor(ctx.get(), t); + } + } + + gguf_set_val_u16(ctx.get(), "split.count", 1); + } + + return ctx; +} diff --git a/tests/gguf-model-data.h b/tests/gguf-model-data.h index ed433791ad..aa9d817348 100644 --- a/tests/gguf-model-data.h +++ b/tests/gguf-model-data.h @@ -1,6 +1,7 @@ #pragma once -#include "ggml.h" +#include "ggml-cpp.h" +#include "gguf.h" #include #include @@ -39,4 +40,11 @@ struct gguf_remote_model { std::optional gguf_fetch_model_meta( const std::string & repo, const std::string & quant = "Q8_0", - const std::string & cache_dir = ""); // empty = default + const std::string & cache_dir = "", // empty = default + bool verbose = true); + +gguf_context_ptr gguf_fetch_gguf_ctx( + const std::string & repo, + const std::string & quant = "Q8_0", + const std::string & cache_dir = "", + bool verbose = true); diff --git a/tests/peg-parser/test-basic.cpp b/tests/peg-parser/test-basic.cpp index 1bda6f2e69..b6af61491d 100644 --- a/tests/peg-parser/test-basic.cpp +++ b/tests/peg-parser/test-basic.cpp @@ -1,3 +1,4 @@ +#include "peg-parser.h" #include "tests.h" void test_basic(testing & t) { @@ -119,7 +120,7 @@ void test_basic(testing & t) { return p.literal("hello") + p.optional(p.literal(" world")); }); - auto ctx = common_peg_parse_context("hello", false); + auto ctx = common_peg_parse_context("hello"); auto result = parser.parse(ctx); t.assert_equal("optional_absent", true, result.success()); t.assert_equal("optional_absent_end", 5u, result.end); @@ -131,7 +132,7 @@ void test_basic(testing & t) { return p.literal("hello") + p.optional(p.literal(" world")); }); - auto ctx = common_peg_parse_context("hello ", true); + auto ctx = common_peg_parse_context("hello ", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("partial_match_need_more", true, result.need_more_input()); }); @@ -214,7 +215,7 @@ void test_basic(testing & t) { t.test("sequence_partial_match_1", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("") + p.literal(""); }); - auto ctx = common_peg_parse_context("") + p.literal(""); }); - auto ctx = common_peg_parse_context("") + p.literal(""); }); - auto ctx = common_peg_parse_context("I am common_chat_combinator_parser", true); + auto ctx = common_peg_parse_context("I am common_chat_combinator_parser", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("sequence_no_match", true, result.fail()); }); @@ -259,7 +260,7 @@ void test_basic(testing & t) { t.test("choices_partial_match_1", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("option1") | p.literal("option2"); }); - auto ctx = common_peg_parse_context("opt", true); + auto ctx = common_peg_parse_context("opt", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("choices_partial_match_1", true, result.need_more_input()); }); @@ -269,7 +270,7 @@ void test_basic(testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("choice_a") | p.literal("choice_b"); }); - auto ctx = common_peg_parse_context("choice", true); + auto ctx = common_peg_parse_context("choice", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("choices_partial_match_2", true, result.need_more_input()); }); @@ -278,7 +279,7 @@ void test_basic(testing & t) { t.test("choices_full_match_1", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("first") | p.literal("second"); }); - auto ctx = common_peg_parse_context("first", false); + auto ctx = common_peg_parse_context("first"); auto result = parser.parse(ctx); t.assert_equal("choices_full_match_1", true, result.success()); }); @@ -287,7 +288,7 @@ void test_basic(testing & t) { t.test("choices_full_match_2", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("alpha") | p.literal("beta"); }); - auto ctx = common_peg_parse_context("beta", false); + auto ctx = common_peg_parse_context("beta"); auto result = parser.parse(ctx); t.assert_equal("choices_full_match_2", true, result.success()); }); @@ -296,7 +297,7 @@ void test_basic(testing & t) { t.test("choices_no_match", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("good") | p.literal("better"); }); - auto ctx = common_peg_parse_context("best", false); + auto ctx = common_peg_parse_context("best"); auto result = parser.parse(ctx); t.assert_equal("choices_no_match", true, result.fail()); }); @@ -305,7 +306,7 @@ void test_basic(testing & t) { t.test("zero_or_more_partial_match_1", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("ab")); }); - auto ctx = common_peg_parse_context("a", true); + auto ctx = common_peg_parse_context("a", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("zero_or_more_partial_match_1", true, result.need_more_input()); }); @@ -314,7 +315,7 @@ void test_basic(testing & t) { t.test("zero_or_more_partial_match_2", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("xy")); }); - auto ctx = common_peg_parse_context("xyx", true); + auto ctx = common_peg_parse_context("xyx", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("zero_or_more_partial_match_2", true, result.need_more_input()); }); @@ -323,7 +324,7 @@ void test_basic(testing & t) { t.test("zero_or_more_full_match", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("test")); }); - auto ctx = common_peg_parse_context("test", false); + auto ctx = common_peg_parse_context("test"); auto result = parser.parse(ctx); t.assert_equal("zero_or_more_full_match", true, result.success()); }); @@ -332,7 +333,7 @@ void test_basic(testing & t) { t.test("one_or_more_partial_match_1", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("repeat")); }); - auto ctx = common_peg_parse_context("rep", true); + auto ctx = common_peg_parse_context("rep", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("one_or_more_partial_match_1", true, result.need_more_input()); }); @@ -341,7 +342,7 @@ void test_basic(testing & t) { t.test("one_or_more_partial_match_2", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("ab")); }); - auto ctx = common_peg_parse_context("aba", true); + auto ctx = common_peg_parse_context("aba", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_equal("one_or_more_partial_match_2", true, result.need_more_input()); }); @@ -350,7 +351,7 @@ void test_basic(testing & t) { t.test("one_or_more_full_match", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("single")); }); - auto ctx = common_peg_parse_context("single", false); + auto ctx = common_peg_parse_context("single"); auto result = parser.parse(ctx); t.assert_equal("one_or_more_full_match", true, result.success()); }); @@ -359,7 +360,7 @@ void test_basic(testing & t) { t.test("one_or_more_no_match", [&](testing & t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("()")); }); - auto ctx = common_peg_parse_context("success", false); + auto ctx = common_peg_parse_context("success"); auto result = parser.parse(ctx); t.assert_equal("one_or_more_no_match", true, result.fail()); }); @@ -375,7 +376,7 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("1", false); + common_peg_parse_context ctx("1"); auto result = value_parser.parse(ctx); t.assert_equal("result_is_success", true, result.success()); @@ -389,7 +390,7 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("[1]", false); + common_peg_parse_context ctx("[1]"); auto result = value_parser.parse(ctx); t.assert_equal("result_is_success", true, result.success()); @@ -403,7 +404,7 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("[[2]]", false); + common_peg_parse_context ctx("[[2]]"); auto result = value_parser.parse(ctx); t.assert_equal("result_is_success", true, result.success()); @@ -417,7 +418,7 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("[[[3]]]", false); + common_peg_parse_context ctx("[[[3]]]"); auto result = value_parser.parse(ctx); t.assert_equal("result_is_success", true, result.success()); @@ -431,7 +432,7 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("[[", true); + common_peg_parse_context ctx("[[", COMMON_PEG_PARSE_FLAG_LENIENT); auto result = value_parser.parse(ctx); t.assert_equal("result_is_need_more_input", true, result.need_more_input()); @@ -445,10 +446,26 @@ void test_basic(testing & t) { return p.rule("value", p.ref("number") | p.ref("list")); }); - common_peg_parse_context ctx("[a]", false); + common_peg_parse_context ctx("[a]"); auto result = value_parser.parse(ctx); t.assert_equal("result_is_fail", true, result.fail()); }); + + // Test markers + t.test("marker", [](testing &t) { + auto bracket_parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.marker(); + }); + + common_peg_parse_context ctx_square("[marker]"); + common_peg_parse_context ctx_sharp(""); + + auto result_square = bracket_parser.parse(ctx_square); + auto result_sharp = bracket_parser.parse(ctx_sharp); + + t.assert_true("result_square_is_success", result_square.success()); + t.assert_true("result_sharp_is_success", result_sharp.success()); + }); }); } diff --git a/tests/peg-parser/test-gbnf-generation.cpp b/tests/peg-parser/test-gbnf-generation.cpp index 68857a5e88..1ab9a7ede3 100644 --- a/tests/peg-parser/test-gbnf-generation.cpp +++ b/tests/peg-parser/test-gbnf-generation.cpp @@ -213,6 +213,66 @@ void test_gbnf_generation(testing &t) { )""", gbnf); }); + t.test("tagged choice inside sequence gets parenthesized", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("a") + p.tag("t", p.literal("b") | p.literal("c")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "a" ("b" | "c") + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("tagged sequence inside choice gets parenthesized", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.tag("t", p.literal("a") + p.literal("b")) | p.literal("c"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "a" "b" | "c" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("atomic choice inside repetition gets parenthesized", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.one_or_more(p.atomic(p.literal("a") | p.literal("b"))); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= ("a" | "b")+ + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("nested transparent wrappers get parenthesized", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("x") + p.tag("outer", p.atomic(p.literal("a") | p.literal("b"))); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "x" ("a" | "b") + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + t.test("emit only trigger rules (and references)", [](testing &t) { auto parser = build_peg_parser([](common_peg_parser_builder & p) { auto rule1 = p.rule("rule-1", p.literal("a") + p.ref("rule-2")); diff --git a/tests/peg-parser/test-json-parser.cpp b/tests/peg-parser/test-json-parser.cpp index 48351cd66f..5dd00115ce 100644 --- a/tests/peg-parser/test-json-parser.cpp +++ b/tests/peg-parser/test-json-parser.cpp @@ -46,7 +46,7 @@ void test_json_parser(testing &t) { auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); std::string input = R"({"name": "test", "value": )"; - common_peg_parse_context ctx(input, true); + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = json.parse(ctx); @@ -58,7 +58,7 @@ void test_json_parser(testing &t) { auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); std::string input = R"([1, 2, 3, )"; - common_peg_parse_context ctx(input, true); + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = json.parse(ctx); @@ -70,7 +70,7 @@ void test_json_parser(testing &t) { auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); std::string input = R"({"data": {"nested": )"; - common_peg_parse_context ctx(input, true); + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = json.parse(ctx); @@ -84,7 +84,7 @@ void test_json_parser(testing &t) { t.test("success", [&](testing &t) { std::string input = R"("name": "bob")"; - common_peg_parse_context ctx(input, false); + common_peg_parse_context ctx(input); auto result = parser.parse(ctx); t.assert_true("success", result.success()); @@ -92,7 +92,7 @@ void test_json_parser(testing &t) { t.test("partial", [&](testing &t) { std::string input = R"("name": "bo)"; - common_peg_parse_context ctx(input, true); + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); t.assert_true("need more input", result.need_more_input()); @@ -100,7 +100,7 @@ void test_json_parser(testing &t) { t.test("failed", [&](testing &t) { std::string input = R"([])"; - common_peg_parse_context ctx(input, false); + common_peg_parse_context ctx(input); auto result = parser.parse(ctx); t.assert_true("fail", result.fail()); diff --git a/tests/peg-parser/test-python-dict-parser.cpp b/tests/peg-parser/test-python-dict-parser.cpp new file mode 100644 index 0000000000..1a549106b8 --- /dev/null +++ b/tests/peg-parser/test-python-dict-parser.cpp @@ -0,0 +1,318 @@ +#include "tests.h" + +void test_python_dict_parser(testing &t) { + // Test parsing a simple Python dict object with single quotes + t.test("simple Python dict object parsing", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'name': 'test', 'value': 42, 'flag': True}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing a Python array with mixed types + t.test("Python array with mixed types", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "[1, 'hello', True, None, 3.14]"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing nested Python dict with objects and arrays + t.test("nested Python dict with objects and arrays", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = + "{'users': [{'id': 1, 'name': 'Alice'}, {'id': 2, 'name': 'Bob'}], 'count': 2, 'metadata': {'version': '1.0', 'tags': ['admin', 'user']}}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing Python dict with escaped single quotes + t.test("Python dict with escaped single quotes", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'message': 'It\\'s working!'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing Python dict with double quotes inside single quotes + t.test("Python dict with double quotes inside single quotes", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'quote': 'He said \"Hello\"'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test the example from the requirements + t.test("complex Python dict example from requirements", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{ 'obj' : { 'something': 1, 'other \"something\"' : 'foo\\'s bar' } }"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test need_more_input() parsing - incomplete object + t.test("need_more_input() parsing - incomplete object", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'name': 'test', 'value': "; + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + // Test need_more_input() parsing - incomplete single-quoted string + t.test("need_more_input() parsing - incomplete single-quoted string", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'name': 'test"; + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + // Test unicode in Python dict strings + t.test("unicode in Python dict strings", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'message': 'Hello, 世界!'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test Python dict with unicode escapes + t.test("Python dict with unicode escapes", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{'unicode': 'Hello\\u0041'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test that Python parser accepts double-quoted strings too + t.test("Python parser accepts double-quoted strings", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{\"name\": \"test\"}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test Python parser with mixed quote styles + t.test("Python parser with mixed quote styles", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + std::string input = "{\"name\": 'test', 'value': \"hello\"}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test Python True/False/None + t.test("Python True/False/None", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); + + t.test("True", [&](testing &t) { + std::string input = "True"; + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("False", [&](testing &t) { + std::string input = "False"; + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("None", [&](testing &t) { + std::string input = "None"; + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("rejects JSON-style true/false/null", [&](testing &t) { + for (const auto & kw : {"true", "false", "null"}) { + std::string input = kw; + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + t.assert_true(std::string("rejects ") + kw, result.fail()); + } + }); + }); + + // Test single-quoted string content parser directly + t.test("single-quoted string content parser", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.sequence({ p.literal("'"), p.string_content('\''), p.literal("'"), p.space() }); + }); + + t.test("simple string", [&](testing &t) { + std::string input = "'hello'"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("string with escaped single quote", [&](testing &t) { + std::string input = "'it\\'s'"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("string with double quotes", [&](testing &t) { + std::string input = "'say \"hello\"'"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("incomplete string", [&](testing &t) { + std::string input = "'hello"; + common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); + + auto result = parser.parse(ctx); + t.assert_true("need_more_input", result.need_more_input()); + }); + }); + + // Test json() with pre-registered flexible json-string rule (python dict support) + t.test("json() parser with flexible json-string rule", [](testing &t) { + t.test("json() rejects single quotes by default", [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.json(); + }); + + std::string input = "{'name': 'test'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("fail", result.fail()); + }); + + t.test("json() accepts single quotes with pre-registered flexible json-string rule", [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + // Pre-register json-string rule with both quote styles + p.rule("json-string", [&]() { + return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); + }); + return p.json(); + }); + + std::string input = "{'name': 'test'}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("json() still accepts double quotes with flexible json-string rule", [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("json-string", [&]() { + return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); + }); + return p.json(); + }); + + std::string input = "{\"name\": \"test\"}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("json() accepts mixed quote styles with flexible json-string rule", [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("json-string", [&]() { + return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); + }); + return p.json(); + }); + + std::string input = "{\"name\": 'test', 'value': \"hello\"}"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + + t.test("complex nested structure with flexible json-string rule", [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("json-string", [&]() { + return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); + }); + return p.json(); + }); + + std::string input = "{ 'obj' : { 'something': 1, 'other \"something\"' : 'foo\\'s bar' } }"; + common_peg_parse_context ctx(input); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + t.assert_equal("end", input.size(), result.end); + }); + }); +} diff --git a/tests/peg-parser/test-unicode.cpp b/tests/peg-parser/test-unicode.cpp index 19d9b9e41c..24663d7017 100644 --- a/tests/peg-parser/test-unicode.cpp +++ b/tests/peg-parser/test-unicode.cpp @@ -58,7 +58,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); // Assert result type matches @@ -101,7 +101,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); // Assert result type matches @@ -142,7 +142,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); // Assert result type matches @@ -187,7 +187,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); // Assert result type matches @@ -225,7 +225,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, false); + common_peg_parse_context ctx(tc.input); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -259,7 +259,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -293,7 +293,7 @@ void test_unicode(testing &t) { std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); t.test(test_name, [&](testing &t) { - common_peg_parse_context ctx(tc.input, false); + common_peg_parse_context ctx(tc.input); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -327,10 +327,10 @@ void test_unicode(testing &t) { t.test(test_name, [&](testing &t) { auto parser = build_peg_parser([](common_peg_parser_builder& p) { - return p.sequence({p.json_string_content(), p.literal("\"")}); + return p.sequence({p.string_content('"'), p.literal("\"")}); }); - common_peg_parse_context ctx(tc.input, false); + common_peg_parse_context ctx(tc.input); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -364,10 +364,10 @@ void test_unicode(testing &t) { t.test(test_name, [&](testing &t) { auto parser = build_peg_parser([](common_peg_parser_builder& p) { - return p.json_string_content(); + return p.string_content('"'); }); - common_peg_parse_context ctx(tc.input, true); + common_peg_parse_context ctx(tc.input, COMMON_PEG_PARSE_FLAG_LENIENT); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -390,9 +390,6 @@ void test_unicode(testing &t) { // Invalid continuation byte {std::string("\xC3\x28"), "", COMMON_PEG_PARSE_RESULT_FAIL}, - - // Overlong encoding (security issue) - {std::string("\xC0\x80"), "", COMMON_PEG_PARSE_RESULT_FAIL}, }; for (size_t i = 0; i < test_cases.size(); i++) { @@ -401,10 +398,10 @@ void test_unicode(testing &t) { t.test(test_name, [&](testing &t) { auto parser = build_peg_parser([](common_peg_parser_builder& p) { - return p.json_string_content(); + return p.string_content('"'); }); - common_peg_parse_context ctx(tc.input, false); + common_peg_parse_context ctx(tc.input); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); @@ -430,10 +427,10 @@ void test_unicode(testing &t) { t.test(test_name, [&](testing &t) { auto parser = build_peg_parser([](common_peg_parser_builder& p) { - return p.sequence({p.json_string_content(), p.literal("\"")}); + return p.sequence({p.string_content('"'), p.literal("\"")}); }); - common_peg_parse_context ctx(tc.input, false); + common_peg_parse_context ctx(tc.input); auto result = parser.parse(ctx); assert_result_equal(t, tc.expected_result, result.type); diff --git a/tests/peg-parser/tests.h b/tests/peg-parser/tests.h index 4d3f4e9eaf..debd4286c5 100644 --- a/tests/peg-parser/tests.h +++ b/tests/peg-parser/tests.h @@ -22,3 +22,4 @@ void test_json_parser(testing &t); void test_gbnf_generation(testing &t); void test_unicode(testing &t); void test_json_serialization(testing &t); +void test_python_dict_parser(testing &t); diff --git a/tests/run-json-schema-to-grammar.mjs b/tests/run-json-schema-to-grammar.mjs deleted file mode 100644 index 450c3dde0a..0000000000 --- a/tests/run-json-schema-to-grammar.mjs +++ /dev/null @@ -1,10 +0,0 @@ -import { readFileSync } from "fs" -import { SchemaConverter } from "../tools/server/public_legacy/json-schema-to-grammar.mjs" - -const [, , file] = process.argv -const url = `file://${file}` -let schema = JSON.parse(readFileSync(file, "utf8")); -const converter = new SchemaConverter({}) -schema = await converter.resolveRefs(schema, url) -converter.visit(schema, '') -console.log(converter.formatGrammar()) diff --git a/tests/snapshots/deepseek-v3.1.schema b/tests/snapshots/deepseek-v3.1.schema new file mode 100644 index 0000000000..0e9dfd6ed4 --- /dev/null +++ b/tests/snapshots/deepseek-v3.1.schema @@ -0,0 +1,3356 @@ +# Model: DeepSeek-V3.1 +# n_embd=7168, n_ff=18432, n_vocab=129280, n_layer=61, n_head=128, n_head_kv=1, n_expert=256 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q6_K + +[Q4_1] q4_1 +output.weight q6_K + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q6_K + +[Q5_1] q5_1 +output.weight q6_K + +[Q2_K] q2_K +output.weight q6_K +blk.0.attn_k_b.weight q4_0 +blk.0.attn_output.weight q3_K +blk.0.ffn_down.weight q3_K +blk.1.attn_k_b.weight 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q8_0 +blk.58.attn_q_b.weight q8_0 +blk.58.ffn_down_shexp.weight q8_0 +blk.58.ffn_gate_shexp.weight q8_0 +blk.58.ffn_up_shexp.weight q8_0 +blk.59.attn_kv_a_mqa.weight q8_0 +blk.59.attn_output.weight q8_0 +blk.59.attn_q_a.weight q8_0 +blk.59.attn_q_b.weight q8_0 +blk.59.ffn_down_shexp.weight q8_0 +blk.59.ffn_gate_shexp.weight q8_0 +blk.59.ffn_up_shexp.weight q8_0 +blk.60.attn_kv_a_mqa.weight q8_0 +blk.60.attn_output.weight q8_0 +blk.60.attn_q_a.weight q8_0 +blk.60.attn_q_b.weight q8_0 +blk.60.ffn_down_shexp.weight q8_0 +blk.60.ffn_gate_shexp.weight q8_0 +blk.60.ffn_up_shexp.weight q8_0 diff --git a/tests/snapshots/gemma-3-4b-it.schema b/tests/snapshots/gemma-3-4b-it.schema new file mode 100644 index 0000000000..cb8718a889 --- /dev/null +++ b/tests/snapshots/gemma-3-4b-it.schema @@ -0,0 +1,1452 @@ +# Model: gemma-3-4b-it +# n_embd=2560, n_ff=10240, n_vocab=262144, n_layer=34, n_head=8, n_head_kv=4 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +token_embd.weight q6_K + +[Q4_1] q4_1 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@@ -0,0 +1,4052 @@ +# Model: GLM-4.6V +# n_embd=4096, n_ff=10944, n_vocab=151552, n_layer=46, n_head=96, n_head_kv=8, n_expert=128 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q6_K + +[Q4_1] q4_1 +output.weight q6_K + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q6_K + +[Q5_1] q5_1 +output.weight q6_K + +[Q2_K] q2_K +output.weight q6_K +blk.0.attn_output.weight q3_K +blk.0.attn_v.weight q4_K +blk.0.ffn_down.weight q4_0 +blk.1.attn_output.weight q3_K +blk.1.attn_v.weight q4_K +blk.1.ffn_down_exps.weight q4_0 +blk.1.ffn_down_shexp.weight q4_0 +blk.2.attn_output.weight q3_K +blk.2.attn_v.weight q4_K +blk.2.ffn_down_exps.weight q4_0 +blk.2.ffn_down_shexp.weight q4_0 +blk.3.attn_output.weight q3_K +blk.3.attn_v.weight q4_K +blk.3.ffn_down_exps.weight q4_0 +blk.3.ffn_down_shexp.weight q4_0 +blk.4.attn_output.weight q3_K +blk.4.attn_v.weight q4_K +blk.4.ffn_down_exps.weight q4_0 +blk.4.ffn_down_shexp.weight q4_0 +blk.5.attn_output.weight q3_K +blk.5.attn_v.weight q4_K 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a/tests/snapshots/gpt-oss-120b.schema b/tests/snapshots/gpt-oss-120b.schema new file mode 100644 index 0000000000..25c98f23cd --- /dev/null +++ b/tests/snapshots/gpt-oss-120b.schema @@ -0,0 +1,5597 @@ +# Model: gpt-oss-120b +# n_embd=2880, n_ff=2880, n_vocab=0, n_layer=36, n_head=64, n_head_kv=8, n_expert=128 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q8_0 + +[Q4_1] q4_1 +output.weight q8_0 + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q8_0 + +[Q5_1] q5_1 +output.weight q8_0 + +[Q2_K] q2_K +output.weight q8_0 +token_embd.weight q4_0 +blk.0.attn_k.weight q4_0 +blk.0.attn_output.weight q3_K +blk.0.attn_q.weight q4_0 +blk.0.attn_v.weight q5_0 +blk.0.ffn_down_exps.weight q4_0 +blk.0.ffn_gate_exps.weight q4_0 +blk.0.ffn_up_exps.weight q4_0 +blk.1.attn_k.weight q4_0 +blk.1.attn_output.weight q3_K +blk.1.attn_q.weight q4_0 +blk.1.attn_v.weight q5_0 +blk.1.ffn_down_exps.weight q4_0 +blk.1.ffn_gate_exps.weight q4_0 +blk.1.ffn_up_exps.weight q4_0 +blk.2.attn_k.weight q4_0 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+blk.26.attn_output.weight q8_0 +blk.26.attn_q.weight q8_0 +blk.26.attn_v.weight q8_0 +blk.26.ffn_down.weight q8_0 +blk.26.ffn_gate.weight q8_0 +blk.26.ffn_up.weight q8_0 +blk.27.attn_k.weight q8_0 +blk.27.attn_output.weight q8_0 +blk.27.attn_q.weight q8_0 +blk.27.attn_v.weight q8_0 +blk.27.ffn_down.weight q8_0 +blk.27.ffn_gate.weight q8_0 +blk.27.ffn_up.weight q8_0 diff --git a/tests/snapshots/qwen3-14b.schema b/tests/snapshots/qwen3-14b.schema new file mode 100644 index 0000000000..2fdd908bd0 --- /dev/null +++ b/tests/snapshots/qwen3-14b.schema @@ -0,0 +1,1905 @@ +# Model: Qwen3-14B +# n_embd=5120, n_ff=17408, n_vocab=151936, n_layer=40, n_head=40, n_head_kv=8 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q6_K + +[Q4_1] q4_1 +output.weight q6_K + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q6_K + +[Q5_1] q5_1 +output.weight q6_K + +[Q2_K] q2_K +output.weight q6_K +blk.0.attn_output.weight q3_K +blk.0.attn_v.weight q4_K +blk.0.ffn_down.weight q3_K +blk.1.attn_output.weight 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+blk.39.attn_v.weight q8_0 +blk.39.ffn_down.weight q8_0 +blk.39.ffn_gate.weight q8_0 +blk.39.ffn_up.weight q8_0 diff --git a/tests/snapshots/qwen3-coder-next.schema b/tests/snapshots/qwen3-coder-next.schema new file mode 100644 index 0000000000..3862a48ce6 --- /dev/null +++ b/tests/snapshots/qwen3-coder-next.schema @@ -0,0 +1,2138 @@ +# Model: Qwen3-Coder-Next +# n_embd=2048, n_ff=5120, n_vocab=151936, n_layer=48, n_head=16, n_head_kv=2, n_expert=512 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q6_K + +[Q4_1] q4_1 +output.weight q6_K + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q6_K + +[Q5_1] q5_1 +output.weight q6_K + +[Q2_K] q2_K +output.weight q6_K +blk.0.attn_qkv.weight q4_K +blk.0.ffn_down_exps.weight q3_K +blk.0.ffn_down_shexp.weight q3_K +blk.1.attn_qkv.weight q4_K +blk.1.ffn_down_exps.weight q3_K +blk.1.ffn_down_shexp.weight q3_K +blk.2.attn_qkv.weight q4_K +blk.2.ffn_down_exps.weight q3_K +blk.2.ffn_down_shexp.weight q3_K +blk.3.attn_output.weight q3_K 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0000000000..4080205336 --- /dev/null +++ b/tests/snapshots/qwen3.5-27b.schema @@ -0,0 +1,2406 @@ +# Model: Qwen3.5-27B +# n_embd=5120, n_ff=17408, n_vocab=248320, n_layer=64, n_head=24, n_head_kv=4 + +[F32] f32 + +[F16] f16 + +[Q4_0] q4_0 +output.weight q6_K + +[Q4_1] q4_1 +output.weight q6_K + +[Q8_0] q8_0 + +[Q5_0] q5_0 +output.weight q6_K + +[Q5_1] q5_1 +output.weight q6_K + +[Q2_K] q2_K +output.weight q6_K +blk.0.attn_qkv.weight q4_K +blk.0.ffn_down.weight q3_K +blk.1.attn_qkv.weight q4_K +blk.1.ffn_down.weight q3_K +blk.2.attn_qkv.weight q4_K +blk.2.ffn_down.weight q3_K +blk.3.attn_output.weight q3_K +blk.3.attn_v.weight q4_K +blk.3.ffn_down.weight q3_K +blk.4.attn_qkv.weight q4_K +blk.4.ffn_down.weight q3_K +blk.5.attn_qkv.weight q4_K +blk.5.ffn_down.weight q3_K +blk.6.attn_qkv.weight q4_K +blk.6.ffn_down.weight q3_K +blk.7.attn_output.weight q3_K +blk.7.attn_v.weight q4_K +blk.7.ffn_down.weight q3_K +blk.8.attn_qkv.weight q4_K +blk.8.ffn_down.weight q3_K +blk.9.attn_qkv.weight 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a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index e8e237c6ec..e2efae94bc 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -31,10 +31,12 @@ #include #include #include +#include #include #include #include #include +#include #include #include #include @@ -1868,9 +1870,9 @@ struct test_case { }; -// ################################### -// ## Section 2: GGML Op Defintions ## -// ################################### +// #################################### +// ## Section 2: GGML Op Definitions ## +// #################################### // The following is an example showing the bare minimum for creating a test for a GGML op. @@ -2977,6 +2979,7 @@ struct test_bin_bcast : public test_case { const std::array nr; int nf; // number of fused ops, nf == 1 -> single op (no fusion) bool perm1; // permute src1? + bool src_overlap; // src0 and src1 are overlapping views of the same buffer bool run_whole_graph() override { return nf > 1; } @@ -2992,8 +2995,8 @@ struct test_bin_bcast : public test_case { std::array ne = {10, 10, 1, 1}, std::array nr = {1, 2, 1, 1}, int nf = 1, - bool perm1 = false) - : op(op), type(type), ne(ne), nr(nr), nf(nf), perm1(perm1) {} + bool perm1 = false, bool src_overlap = false) + : op(op), type(type), ne(ne), nr(nr), nf(nf), perm1(perm1), src_overlap(src_overlap) {} ggml_tensor * build_graph(ggml_context * ctx) override { GGML_ASSERT(nf <= 16); @@ -3008,6 +3011,8 @@ struct test_bin_bcast : public test_case { b[i] = ggml_new_tensor_4d(ctx, type, ne[p[0]], ne[p[1]], ne[p[2]], ne[p[3]]); b[i] = ggml_permute(ctx, b[i], p[0], p[1], p[2], p[3]); + } else if (src_overlap) { + b[i] = ggml_view_4d(ctx, a, ne[0], ne[1], ne[2], 2 * (ne[3] / 3), a->nb[1], a->nb[2], a->nb[3], (ne[3] / 3) * a->nb[3]); } else { b[i] = ggml_new_tensor(ctx, type, 4, ne.data()); } @@ -3021,7 +3026,13 @@ struct test_bin_bcast : public test_case { ggml_set_param(b[0]); } - ggml_tensor * out = a; + ggml_tensor *out; + + if (src_overlap) { + out = ggml_view_4d(ctx, a, ne[0], ne[1], ne[2], 2 * (ne[3] / 3), a->nb[1], a->nb[2], a->nb[3], 0); + } else { + out = a; + } for (int i = 0; i < nf; ++i) { out = op(ctx, out, b[i]); @@ -3118,39 +3129,6 @@ struct test_add_id : public test_case { } }; -// GGML_OP_ADD1 -struct test_add1 : public test_case { - const ggml_type type; - const std::array ne; - - std::string vars() override { - return VARS_TO_STR2(type, ne); - } - - test_add1(ggml_type type = GGML_TYPE_F32, - std::array ne = {10, 5, 4, 3}) - : type(type), ne(ne) {} - - ggml_tensor * build_graph(ggml_context * ctx) override { - ggml_tensor * a = ggml_new_tensor(ctx, type, 4, ne.data()); - ggml_set_param(a); - ggml_set_name(a, "a"); - - ggml_tensor * b = ggml_new_tensor_1d(ctx, type, 1); - // ggml_set_param(b); // TODO: implement - ggml_set_name(b, "b"); - - ggml_tensor * out = ggml_add1(ctx, a, b); - ggml_set_name(out, "out"); - - return out; - } - - float grad_eps() override { - return 0.1f * ne[0]*ne[1]*ne[2]*ne[3]; - } -}; - // GGML_OP_SCALE struct test_scale : public test_case { const ggml_type type; @@ -3656,6 +3634,51 @@ struct test_rwkv_wkv6 : public test_case { } }; +// GGML_OP_GATED_DELTA_NET +struct test_gated_delta_net : public test_case { + const ggml_type type; + + const int64_t head_count; + const int64_t head_size; + const int64_t n_seq_tokens; + const int64_t n_seqs; + const int v_repeat; + const bool permuted; + const bool kda; + + std::string vars() override { + return VARS_TO_STR8(type, head_count, head_size, n_seq_tokens, n_seqs, v_repeat, permuted, kda); + } + + test_gated_delta_net(ggml_type type = GGML_TYPE_F32, + int64_t head_count = 4, int64_t head_size = 16, int64_t n_seq_tokens = 1, int64_t n_seqs = 1, + int v_repeat = 1, bool permuted = false, bool kda = false) + : type(type), head_count(head_count), head_size(head_size), n_seq_tokens(n_seq_tokens), n_seqs(n_seqs), + v_repeat(v_repeat), permuted(permuted), kda(kda) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + ggml_tensor * q; + ggml_tensor * k; + ggml_tensor * v; + if (permuted) { + // create with dims 1 and 2 swapped, then permute back to get non-contiguous layout + q = ggml_permute(ctx, ggml_new_tensor_4d(ctx, type, head_size, n_seq_tokens, head_count, n_seqs), 0, 2, 1, 3); + k = ggml_permute(ctx, ggml_new_tensor_4d(ctx, type, head_size, n_seq_tokens, head_count, n_seqs), 0, 2, 1, 3); + v = ggml_permute(ctx, ggml_new_tensor_4d(ctx, type, head_size, n_seq_tokens, head_count * v_repeat, n_seqs), 0, 2, 1, 3); + } else { + q = ggml_new_tensor_4d(ctx, type, head_size, head_count, n_seq_tokens, n_seqs); + k = ggml_new_tensor_4d(ctx, type, head_size, head_count, n_seq_tokens, n_seqs); + v = ggml_new_tensor_4d(ctx, type, head_size, head_count * v_repeat, n_seq_tokens, n_seqs); + } + const int64_t g_ne0 = kda ? head_size : 1; + ggml_tensor * g = ggml_new_tensor_4d(ctx, type, g_ne0, head_count * v_repeat, n_seq_tokens, n_seqs); + ggml_tensor * beta = ggml_new_tensor_4d(ctx, type, 1, head_count * v_repeat, n_seq_tokens, n_seqs); + ggml_tensor * state = ggml_new_tensor_2d(ctx, type, head_size * v_repeat * head_size * head_count, n_seqs); + ggml_tensor * out = ggml_gated_delta_net(ctx, q, k, v, g, beta, state); + return out; + } +}; + // GGML_OP_GATED_LINEAR_ATTN struct test_gla : public test_case { const ggml_type type; @@ -4767,28 +4790,33 @@ struct test_conv_transpose_1d : public test_case { // GGML_OP_CONV_TRANSPOSE_2D struct test_conv_transpose_2d : public test_case { + // Dimensions const std::array ne_input; const std::array ne_kernel; const int stride; + // Types + const ggml_type kernel_type; std::string vars() override { - return VARS_TO_STR3(ne_input, ne_kernel, stride); + return VARS_TO_STR4(kernel_type, ne_input, ne_kernel, stride); } double max_nmse_err() override { return 5e-4; // The default 1e-7 is too small for Vulkan. } - test_conv_transpose_2d(std::array ne_input = {10, 10, 3, 1}, // [input_width, input_height, input_channels, 1] - std::array ne_kernel = {3, 3, 3, 1}, // [kernel_width, kernel_height, input_channels, 1] - int stride = 1) - : ne_input(ne_input), ne_kernel(ne_kernel), stride(stride){} + test_conv_transpose_2d( + std::array ne_input = {10, 10, 3, 1}, // [input_width, input_height, input_channels, 1] + std::array ne_kernel = {3, 3, 3, 1}, // [kernel_width, kernel_height, input_channels, 1] + int stride = 1, + ggml_type kernel_type = GGML_TYPE_F16 + ) : ne_input(ne_input), ne_kernel(ne_kernel), stride(stride), kernel_type(kernel_type) {} ggml_tensor * build_graph(ggml_context * ctx) override { ggml_tensor * input = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne_input.data()); ggml_set_name(input, "input"); - ggml_tensor * kernel = ggml_new_tensor(ctx, GGML_TYPE_F16, 4, ne_kernel.data()); + ggml_tensor * kernel = ggml_new_tensor(ctx, kernel_type, 4, ne_kernel.data()); ggml_set_name(kernel, "kernel"); ggml_tensor * out = ggml_conv_transpose_2d_p0(ctx, kernel, input, stride); @@ -6213,7 +6241,7 @@ struct test_flash_attn_ext : public test_case { void initialize_tensors(ggml_context * ctx) override { for (ggml_tensor * t = ggml_get_first_tensor(ctx); t != NULL; t = ggml_get_next_tensor(ctx, t)) { if (strcmp(t->name, "s") == 0) { - // make the sink values more noticable in order to trigger a test failure when the implementation is wrong + // make the sink values more noticeable in order to trigger a test failure when the implementation is wrong init_tensor_uniform(t, -10.0f, 10.0f); } else if (strcmp(t->name, "m") == 0) { init_tensor_kq_mask(t); @@ -6594,6 +6622,236 @@ struct test_diag : public test_case { } }; +// Deserializable generic test case +struct input_tensor { + ggml_type type; + std::array ne; + std::array nb; // strides (0 = use default contiguous strides) +}; + +static bool is_non_contiguous(const input_tensor & src) { + if (src.nb[0] == 0) { + return false; + } + const size_t default_nb0 = ggml_type_size(src.type); + const size_t default_nb1 = default_nb0 * (src.ne[0] / ggml_blck_size(src.type)); + const size_t default_nb2 = default_nb1 * src.ne[1]; + const size_t default_nb3 = default_nb2 * src.ne[2]; + return src.nb[0] != default_nb0 || + src.nb[1] != default_nb1 || + src.nb[2] != default_nb2 || + src.nb[3] != default_nb3; +} + +static std::string var_to_str(const std::vector& sources) { + std::ostringstream oss; + bool first = true; + for (const auto& src : sources) { + if (!first) oss << ","; + oss << ggml_type_name(src.type) << "[" << src.ne[0] << "," << src.ne[1] << "," << src.ne[2] << "," << src.ne[3] << "]"; + if (is_non_contiguous(src)) { + oss << "nb[" << src.nb[0] << "," << src.nb[1] << "," << src.nb[2] << "," << src.nb[3] << "]"; + } + first = false; + } + return oss.str(); +} + +static std::string var_to_str(const std::array& params) { + std::ostringstream oss; + oss << "["; + bool first = true; + for (size_t i = 0; i < params.size(); ++i) { + if (params[i] != 0) { + if (!first) oss << ","; + oss << i << ":" << params[i]; + first = false; + } + } + oss << "]"; + return oss.str(); +} + + +struct test_generic_op : public test_case { + const ggml_op op; + const ggml_type type; + const std::array ne; + const std::array op_params; + + const std::vector sources; + const std::string name; + + std::string vars() override { + if (name.empty()) { + return VARS_TO_STR4(type, ne, op_params, sources); + } + + return VARS_TO_STR5(name, type, ne, op_params, sources); + } + + test_generic_op(ggml_op op, ggml_type type, std::array ne, + std::array op_params, + std::vector sources, std::string name = "") + : op(op), type(type), ne(ne), op_params(op_params), sources(sources), name(std::move(name)) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + const size_t source_count = std::min(sources.size(), (size_t)GGML_MAX_SRC); + + std::array source_tensors; + for (size_t i = 0; i < source_count; ++i) { + const input_tensor& src = sources[i]; + + if (is_non_contiguous(src)) { + size_t total_size; + const size_t blck_size = ggml_blck_size(src.type); + if (blck_size == 1) { + total_size = ggml_type_size(src.type); + for (int d = 0; d < 4; d++) { + total_size += (src.ne[d] - 1) * src.nb[d]; + } + } else { + total_size = src.ne[0] * src.nb[0] / blck_size; + for (int d = 1; d < 4; d++) { + total_size += (src.ne[d] - 1) * src.nb[d]; + } + } + + // Convert bytes to elements, padded to block size for quantized types + const size_t type_size = ggml_type_size(src.type); + size_t backing_elements = (total_size * blck_size + type_size - 1) / type_size; + backing_elements = ((backing_elements + blck_size - 1) / blck_size) * blck_size; + ggml_tensor * backing = ggml_new_tensor_1d(ctx, src.type, backing_elements); + source_tensors[i] = ggml_view_4d(ctx, backing, + src.ne[0], src.ne[1], src.ne[2], src.ne[3], + src.nb[1], src.nb[2], src.nb[3], 0); + // nb[0] does not get set by view_4d, so set it manually + source_tensors[i]->nb[0] = src.nb[0]; + } else { + source_tensors[i] = ggml_new_tensor_4d(ctx, src.type, src.ne[0], src.ne[1], src.ne[2], src.ne[3]); + } + } + + // Ops with an inplace flag create a view of src[0] as their output. + bool inplace = false; + if (op == GGML_OP_SET || op == GGML_OP_ACC) { + inplace = op_params[4] != 0; + } else if (op == GGML_OP_ADD_REL_POS) { + inplace = op_params[0] != 0; + } + + ggml_tensor * out; + if (inplace && source_count > 0) { + out = ggml_view_tensor(ctx, source_tensors[0]); + } else { + out = ggml_new_tensor_4d(ctx, type, ne[0], ne[1], ne[2], ne[3]); + } + out->op = op; + for (size_t i = 0; i < source_count; ++i) { + out->src[i] = source_tensors[i]; + } + + memcpy(out->op_params, op_params.data(), GGML_MAX_OP_PARAMS); + ggml_set_name(out, "out"); + + return out; + } + + double max_nmse_err() override { + switch (op) { + case GGML_OP_MUL_MAT: + case GGML_OP_MUL_MAT_ID: + case GGML_OP_OUT_PROD: + case GGML_OP_CONV_TRANSPOSE_2D: + case GGML_OP_IM2COL: + case GGML_OP_CONV_2D: + case GGML_OP_CONV_3D: + case GGML_OP_SET_ROWS: + case GGML_OP_CPY: + return 5e-4; + case GGML_OP_SOFT_MAX: + return 1e-6; + case GGML_OP_RWKV_WKV7: + return 5e-3; + case GGML_OP_FLASH_ATTN_EXT: + { + // Scale error with kv length to account for accumulating floating point error + const int64_t kv = sources[1].ne[1]; + return 5e-4 * std::max(1.0, kv / 20000.0); + } + default: + return 1e-7; + } + } + + void initialize_tensors(ggml_context * ctx) override { + ggml_tensor * out = ggml_get_tensor(ctx, "out"); + + std::random_device rd; + std::default_random_engine rng(rd()); + + for (size_t i = 0; i < sources.size() && i < GGML_MAX_SRC; i++) { + ggml_tensor * t = out->src[i]; + if (!t) { + break; + } + + // FLASH_ATTN_EXT: src[3] is the KQ mask + if (op == GGML_OP_FLASH_ATTN_EXT && i == 3) { + init_tensor_kq_mask(t); + continue; + } + + if (t->type == GGML_TYPE_I32 || t->type == GGML_TYPE_I64) { + if (op == GGML_OP_GET_ROWS || op == GGML_OP_GET_ROWS_BACK) { + const int64_t num_rows = sources[0].ne[1]; + const int64_t nels = ggml_nelements(t); + std::vector data(nels); + std::uniform_int_distribution dist(0, num_rows - 1); + for (int64_t i = 0; i < nels; i++) { + data[i] = dist(rng); + } + ggml_backend_tensor_set(t, data.data(), 0, nels * sizeof(int32_t)); + } else if (op == GGML_OP_SET_ROWS) { + init_set_rows_row_ids(t, ne[1]); + } else if (op == GGML_OP_ROPE) { + const int mode = op_params[2]; + const int64_t nels = (mode & GGML_ROPE_TYPE_MROPE) ? ne[2] * 4 : ne[2]; + std::vector data(nels); + std::uniform_int_distribution dist(0, ne[2] - 1); + for (int64_t i = 0; i < nels; i++) { + data[i] = dist(rng); + } + ggml_backend_tensor_set(t, data.data(), 0, nels * sizeof(int32_t)); + } else if (op == GGML_OP_MUL_MAT_ID || op == GGML_OP_ADD_ID) { + const int64_t n_expert = (op == GGML_OP_MUL_MAT_ID) ? sources[0].ne[2] : sources[1].ne[1]; + for (int64_t r = 0; r < ggml_nrows(t); r++) { + std::vector data(t->ne[0]); + for (int32_t i = 0; i < t->ne[0]; i++) { + data[i] = i % n_expert; + } + std::shuffle(data.begin(), data.end(), rng); + ggml_backend_tensor_set(t, data.data(), r * t->nb[1], t->ne[0] * sizeof(int32_t)); + } + } else if (op == GGML_OP_SSM_SCAN) { + for (int64_t r = 0; r < ggml_nrows(t); r++) { + std::vector data(t->ne[0]); + for (int32_t i = 0; i < t->ne[0]; i++) { + data[i] = i; + } + std::shuffle(data.begin(), data.end(), rng); + ggml_backend_tensor_set(t, data.data(), r * t->nb[1], t->ne[0] * sizeof(int32_t)); + } + } else { + init_tensor_uniform(t); + } + } else { + init_tensor_uniform(t); + } + } + } +}; + enum llm_norm_type { LLM_NORM, @@ -6993,7 +7251,8 @@ static const ggml_type all_types[] = { GGML_TYPE_Q4_0, GGML_TYPE_Q4_1, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0, - GGML_TYPE_MXFP4, + GGML_TYPE_Q1_0, + GGML_TYPE_MXFP4, GGML_TYPE_NVFP4, GGML_TYPE_Q2_K, GGML_TYPE_Q3_K, GGML_TYPE_Q4_K, GGML_TYPE_Q5_K, GGML_TYPE_Q6_K, @@ -7006,10 +7265,11 @@ static const ggml_type all_types[] = { static const ggml_type base_types[] = { GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_Q8_0, // for I8MM tests + GGML_TYPE_Q1_0, GGML_TYPE_Q4_0, GGML_TYPE_Q4_1, // for I8MM tests GGML_TYPE_Q4_K, - GGML_TYPE_MXFP4, // TODO: or "other" + GGML_TYPE_MXFP4, GGML_TYPE_NVFP4, // TODO: or "other" GGML_TYPE_IQ2_XXS }; @@ -7017,6 +7277,7 @@ static const ggml_type other_types[] = { GGML_TYPE_Q4_1, GGML_TYPE_Q5_0, GGML_TYPE_Q5_1, GGML_TYPE_Q8_0, + GGML_TYPE_Q1_0, GGML_TYPE_Q2_K, GGML_TYPE_Q3_K, GGML_TYPE_Q5_K, GGML_TYPE_Q6_K, @@ -7418,9 +7679,11 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {3,1,2,1}, 1, 0, 1)); test_cases.emplace_back(new test_conv_transpose_1d({2,1,1,1}, {3,1,1,1}, 1, 0, 1)); - test_cases.emplace_back(new test_conv_transpose_2d({3, 2, 3, 1}, {2, 2, 1, 3}, 1)); - test_cases.emplace_back(new test_conv_transpose_2d({10, 10, 9, 1}, {3, 3, 1, 9}, 2)); - test_cases.emplace_back(new test_conv_transpose_2d({129, 63, 35, 1}, {3, 3, 48, 35}, 1)); + for (ggml_type kernel_type : {GGML_TYPE_F32, GGML_TYPE_F16}) { + test_cases.emplace_back(new test_conv_transpose_2d({3, 2, 3, 1}, {2, 2, 1, 3}, 1, kernel_type)); + test_cases.emplace_back(new test_conv_transpose_2d({10, 10, 9, 1}, {3, 3, 1, 9}, 2, kernel_type)); + test_cases.emplace_back(new test_conv_transpose_2d({129, 63, 35, 1}, {3, 3, 48, 35}, 1, kernel_type)); + } test_cases.emplace_back(new test_count_equal(GGML_TYPE_F32, {4, 500, 1, 1})); test_cases.emplace_back(new test_count_equal(GGML_TYPE_F32, {4, 5000, 1, 1})); @@ -7527,9 +7790,9 @@ static std::vector> make_test_cases_eval() { } } - auto add_test_bin_bcast = [&](ggml_type type, std::array ne, std::array nr, bool perm1 = false) { + auto add_test_bin_bcast = [&](ggml_type type, std::array ne, std::array nr, bool perm1 = false, bool src_overlap = false) { for (auto op : {ggml_add, ggml_sub, ggml_mul, ggml_div}) { - test_cases.emplace_back(new test_bin_bcast(op, type, ne, nr, 1, perm1)); + test_cases.emplace_back(new test_bin_bcast(op, type, ne, nr, 1, perm1, src_overlap)); } }; for (ggml_type type : {GGML_TYPE_F16, GGML_TYPE_F32}) { @@ -7549,6 +7812,12 @@ static std::vector> make_test_cases_eval() { add_test_bin_bcast(type, {10, 5, 4, 3}, {2, 2, 2, 2}, perm1); } + // src_overlap + add_test_bin_bcast(type, {10, 5, 4, 6}, {1, 1, 1, 1}, false, true); + add_test_bin_bcast(type, {10, 5, 4, 5}, {1, 1, 1, 1}, false, true); + add_test_bin_bcast(type, {1, 1, 120, 120}, {1, 1, 1, 1}, false, true); + add_test_bin_bcast(type, {1, 1, 4, 320}, {1, 1, 1, 1}, false, true); + // test case for k_bin_bcast_unravel in CUDA backend add_test_bin_bcast(type, {1, 1, 65536, 1}, {256, 1, 1, 1}); @@ -7587,8 +7856,6 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_bin_bcast(ggml_add, GGML_TYPE_F32, {16, 5, 4, 3}, {2, 2, 2, 2}, 8)); test_cases.emplace_back(new test_bin_bcast(ggml_add, GGML_TYPE_F32, {16, 5, 4, 3}, {1, 1, 1, 1}, 16)); - test_cases.emplace_back(new test_add1()); - test_cases.emplace_back(new test_add1(GGML_TYPE_F32, {1024, 1024, 1, 1})); test_cases.emplace_back(new test_scale()); test_cases.emplace_back(new test_scale(GGML_TYPE_F32, {10, 10, 10, 10}, 2.0f, 1.0f)); test_cases.emplace_back(new test_scale(GGML_TYPE_F32, {10, 10, 10, 10}, 2.0f, 1.0f, true)); // inplace test @@ -7596,7 +7863,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_softcap(GGML_TYPE_F32, {10, 10, 10, 10}, 50.0f)); test_cases.emplace_back(new test_silu_back()); - for (float eps : { 0.0f, 1e-6f, 1e-4f, 1e-1f }) { + for (float eps : { 0.0f, 1e-6f, 1e-4f, 1e-1f, 10.f }) { for (uint32_t n : { 64, 1025 }) { for (bool v : { false, true }) { test_cases.emplace_back(new test_norm(GGML_TYPE_F32, { n, 5, 4, 3 }, v, eps)); @@ -7648,6 +7915,9 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {d_conv, d_inner, 1, 1}, {d_conv, d_inner, 1, 1})); test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {2 * d_conv, d_inner, 1, 1}, {d_conv, d_inner, 1, 1})); test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {d_conv, d_inner, 4, 1}, {d_conv, d_inner, 1, 1})); + // long token (n_t > 32, exercises the long_token kernel path) + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {d_conv - 1 + 64, d_inner, 1, 1}, {d_conv, d_inner, 1, 1})); + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {d_conv - 1 + 64, d_inner, 4, 1}, {d_conv, d_inner, 1, 1})); } } @@ -7791,10 +8061,6 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 1056, 1, 67, {1, 1}, {4, 1}, {0, 2, 1, 3})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F32, GGML_TYPE_F32, 16, 32, 32, { 1, 1}, {1, 1}, {0, 1, 2, 3}, 64, 3)); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F32, GGML_TYPE_F32, 64, 77, 77, {12,1}, {1,1})); - test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 2, 1, 3, {128, 1024}, {1, 1})); - test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 2, 3, 4, {128, 1024}, {1, 1})); - test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 2, 1, 3, {128*1024, 1}, {1, 1}, {0, 2, 1, 3})); - test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 2, 1, 3, {128*1024, 1}, {1, 1}, {0, 1, 2, 3}, 64)); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_Q4_0, GGML_TYPE_F32, 576, 512, 576, {1,1}, {1,1})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_Q4_0, GGML_TYPE_F32, 1, 2048, 8192, {1, 1}, {1, 1})); @@ -7802,6 +8068,8 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_mul_mat(type_a, GGML_TYPE_F32, 1, 64, 256, {1, 1}, {1, 1})); } + test_cases.emplace_back(new test_mul_mat(GGML_TYPE_Q8_0, GGML_TYPE_F32, 6, 4096, 5120, {1, 1}, {1, 1})); + #if 0 // test the mat-mat path for Metal for (int k = 1; k < 512; ++k) { @@ -8124,6 +8392,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1023, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1024, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1025, 2, 1, 3}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1025, 256, 1, 1}, order)); // test ceildiv in CUDA's CUB's DeviceSegmentedSort test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2047, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2048, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2049, 2, 1, 3}, order)); @@ -8283,11 +8552,12 @@ static std::vector> make_test_cases_eval() { } } - for (int hsk : { 40, 64, 72, 80, 96, 128, 192, 256, 576 }) { + for (int hsk : { 40, 64, 72, 80, 96, 128, 192, 256, 320, 512, 576 }) { for (int hsv : { 40, 64, 72, 80, 96, 128, 192, 256, 512 }) { - if (hsk != 192 && hsk != 576 && hsk != hsv) continue; + if (hsk != 192 && hsk != 320 && hsk != 576 && hsk != hsv) continue; if (hsk == 192 && (hsv != 128 && hsv != 192)) continue; if (hsk == 576 && hsv != 512) continue; // DeepSeek MLA + if (hsk == 320 && hsv != 256) continue; // Mistral4 MLA for (bool mask : { true, false } ) { for (bool sinks : { true, false } ) { @@ -8296,12 +8566,13 @@ static std::vector> make_test_cases_eval() { for (float logit_softcap : {0.0f, 10.0f}) { if (hsk != 128 && logit_softcap != 0.0f) continue; for (int nh : { 1, 4 }) { - if (nh == 1 && hsk != 576) continue; // GLM 4.7 Flash + if (nh == 1 && hsk != 320 && hsk != 576) continue; for (int nr3 : { 1, 3, }) { if (hsk > 64 && nr3 > 1) continue; // skip broadcast for large head sizes - for (int nr2 : { 1, 4, 12, 20 }) { + for (int nr2 : { 1, 4, 12, 20, 32 }) { if (nr2 == 12 && hsk != 128) continue; if (nr2 == 20 && (nh != 1 || hsk != 576)) continue; + if (nr2 == 32 && (nh != 1 || hsk != 320)) continue; //for (int kv : { 1, 17, 31, 33, 61, 113, 65, 127, 129, 130, 255, 260, 371, 380, 407, 512, 1024, }) { for (int kv : { 113, 512, 1024, }) { if (nr2 != 1 && kv != 512) continue; @@ -8385,6 +8656,26 @@ static std::vector> make_test_cases_eval() { } } + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 1, 1)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 16, 1, 1)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 16, 1, 1, 1, true, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 16, 1, 1, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 16, 64, 1, 2)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 1)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 2)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 8, 32, 4, 2, 2)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 2, 1, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 1, 1, true)); + // KDA (vector gate) + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 1, 1, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 1, 2, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 16, 1, 2, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 32, 4, 1, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 2, 1, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 8, 32, 4, 2, 2, false, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 64, 4, 2, 1, true, true)); + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 16, 4, 2, 1, true, true)); + #if 0 // these tests are disabled to save execution time, sbut they can be handy for debugging test_cases.emplace_back(new test_llama(2, true)); @@ -8577,9 +8868,11 @@ static std::vector> make_test_cases_perf() { test_cases.emplace_back(new test_conv_2d_dw({512, 512, 256, 1}, {3, 3, 1, 256}, 1, 1, 1, false)); test_cases.emplace_back(new test_conv_2d_dw({512, 512, 256, 1}, {3, 3, 1, 256}, 1, 1, 1, true)); - test_cases.emplace_back(new test_conv_transpose_2d({256, 256, 256, 1}, {3, 3, 16, 256}, 1)); - test_cases.emplace_back(new test_conv_transpose_2d({16, 16, 16, 1}, {3, 3, 8, 16}, 1)); - test_cases.emplace_back(new test_conv_transpose_2d({10, 10, 9, 1}, {3, 3, 1, 9}, 2)); + for (ggml_type kernel_type : {GGML_TYPE_F32, GGML_TYPE_F16}) { + test_cases.emplace_back(new test_conv_transpose_2d({256, 256, 256, 1}, {3, 3, 16, 256}, 1, kernel_type)); + test_cases.emplace_back(new test_conv_transpose_2d({16, 16, 16, 1}, {3, 3, 8, 16}, 1, kernel_type)); + test_cases.emplace_back(new test_conv_transpose_2d({10, 10, 9, 1}, {3, 3, 1, 9}, 2, kernel_type)); + } test_cases.emplace_back(new test_mean(GGML_TYPE_F32, {256, 256, 3, 1})); @@ -8650,11 +8943,92 @@ static std::vector> make_test_cases_perf() { test_cases.emplace_back(new test_acc(GGML_TYPE_F32, {256, 17, 2, 3}, {128, 16, 2, 3}, 2)); test_cases.emplace_back(new test_acc(GGML_TYPE_F32, {256, 17, 2, 3}, {64, 16, 2, 3}, 3)); + // GATED_DELTA_NET: realistic model configurations + // TG: n_seq_tokens=1 (autoregressive) + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 1, 1)); // Qwen3.5-like: 32 heads, d=128 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 16, 64, 1, 1)); // smaller model + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 1, 1, 1, false, true)); // KDA + // PP: n_seq_tokens=64,256 (prompt processing) + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 64, 1)); // PP-64 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 256, 1)); // PP-256 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 512, 1)); // PP-512 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 1024, 1)); // PP-1024 + // Small model configs (fewer heads = less GPU occupancy for autoregressive) + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 128, 64, 1)); // 4h PP-64 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 128, 256, 1)); // 4h PP-256 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 128, 512, 1)); // 4h PP-512 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 4, 128, 1024, 1)); // 4h PP-1024 + test_cases.emplace_back(new test_gated_delta_net(GGML_TYPE_F32, 32, 128, 64, 1, 1, false, true)); // KDA PP-64 + + return test_cases; +} + +static std::vector> make_test_cases_from_file(const char * path) { + std::ifstream f(path); + + if (!f.is_open()) { + throw std::runtime_error("Unable to read test file"); + } + + std::vector> test_cases; + + std::string line; + + while (std::getline(f, line)) { + std::istringstream iss(line); + + ggml_op op; + ggml_type type; + std::array ne; + std::array op_params = {}; + std::string name; + uint64_t tmp; + + iss >> tmp; + op = (ggml_op)tmp; + iss >> tmp; + type = (ggml_type)tmp; + + for (size_t i = 0; i < 4; i++) { + iss >> ne[i]; + } + + iss >> tmp; + for (size_t i = 0; i < tmp && i < op_params.size(); i++) { + iss >> op_params[i]; + } + + iss >> tmp; + + size_t num_src = std::min((uint64_t)GGML_MAX_SRC, tmp); + std::vector sources(num_src); + for (size_t i = 0; i < num_src; i++) { + input_tensor& src = sources[i]; + iss >> tmp; + src.type = (ggml_type)tmp; + + for (size_t i = 0; i < 4; i++) { + iss >> src.ne[i]; + } + for (size_t i = 0; i < 4; i++) { + iss >> src.nb[i]; + } + } + + iss >> name; + + if (name.length() == 1 && name[0] == '-') { + name = ""; + } + + test_cases.emplace_back(new test_generic_op(op, type, ne, op_params, sources, std::move(name))); + } + return test_cases; } static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op_names_filter, const char * params_filter, - printer * output_printer) { + printer * output_printer, const char * test_file_path) { auto filter_test_cases = [](std::vector> & test_cases, const char * params_filter) { if (params_filter == nullptr) { return; @@ -8672,9 +9046,26 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op } }; + std::vector> test_cases; + + if (test_file_path == nullptr) { + switch (mode) { + case MODE_TEST: + case MODE_GRAD: + case MODE_SUPPORT: + test_cases = make_test_cases_eval(); + break; + case MODE_PERF: + test_cases = make_test_cases_perf(); + break; + } + } else { + test_cases = make_test_cases_from_file(test_file_path); + } + + filter_test_cases(test_cases, params_filter); + if (mode == MODE_TEST) { - auto test_cases = make_test_cases_eval(); - filter_test_cases(test_cases, params_filter); ggml_backend_t backend_cpu = ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_CPU, NULL); if (backend_cpu == NULL) { test_operation_info info("", "", "CPU"); @@ -8714,8 +9105,6 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op } if (mode == MODE_GRAD) { - auto test_cases = make_test_cases_eval(); - filter_test_cases(test_cases, params_filter); size_t n_ok = 0; for (auto & test : test_cases) { if (test->eval_grad(backend, op_names_filter, output_printer)) { @@ -8728,8 +9117,6 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op } if (mode == MODE_PERF) { - auto test_cases = make_test_cases_perf(); - filter_test_cases(test_cases, params_filter); for (auto & test : test_cases) { test->eval_perf(backend, op_names_filter, output_printer); } @@ -8737,9 +9124,6 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op } if (mode == MODE_SUPPORT) { - auto test_cases = make_test_cases_eval(); - filter_test_cases(test_cases, params_filter); - // Filter out fusion cases test_cases.erase( std::remove_if(test_cases.begin(), test_cases.end(), [](const std::unique_ptr & tc) { @@ -8858,7 +9242,8 @@ static void show_test_coverage() { } static void usage(char ** argv) { - printf("Usage: %s [mode] [-o ] [-b ] [-p ] [--output ] [--list-ops] [--show-coverage]\n", argv[0]); + printf("Usage: %s [mode] [-o ] [-b ] [-p ] [--output ] [--list-ops]", argv[0]); + printf(" [--show-coverage] [--test-file ]\n"); printf(" valid modes:\n"); printf(" - test (default, compare with CPU backend for correctness)\n"); printf(" - grad (compare gradients from backpropagation with method of finite differences)\n"); @@ -8869,6 +9254,7 @@ static void usage(char ** argv) { printf(" --output specifies output format (default: console, options: console, sql, csv)\n"); printf(" --list-ops lists all available GGML operations\n"); printf(" --show-coverage shows test coverage\n"); + printf(" --test-file reads test operators from a test file generated by llama-export-graph-ops\n"); } int main(int argc, char ** argv) { @@ -8877,6 +9263,7 @@ int main(int argc, char ** argv) { const char * op_names_filter = nullptr; const char * backend_filter = nullptr; const char * params_filter = nullptr; + const char * test_file_path = nullptr; for (int i = 1; i < argc; i++) { if (strcmp(argv[i], "test") == 0) { @@ -8924,6 +9311,13 @@ int main(int argc, char ** argv) { } else if (strcmp(argv[i], "--show-coverage") == 0) { show_test_coverage(); return 0; + } else if (strcmp(argv[i], "--test-file") == 0) { + if (i + 1 < argc) { + test_file_path = argv[++i]; + } else { + usage(argv); + return 1; + } } else { usage(argv); return 1; @@ -8976,7 +9370,7 @@ int main(int argc, char ** argv) { false, "", ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024, true)); - bool ok = test_backend(backend, mode, op_names_filter, params_filter, output_printer.get()); + bool ok = test_backend(backend, mode, op_names_filter, params_filter, output_printer.get(), test_file_path); if (ok) { n_ok++; diff --git a/tests/test-backend-sampler.cpp b/tests/test-backend-sampler.cpp index d4cd62c71e..58361ae80a 100644 --- a/tests/test-backend-sampler.cpp +++ b/tests/test-backend-sampler.cpp @@ -89,6 +89,7 @@ struct test_context { cparams.n_batch = 512; cparams.samplers = configs.data(); cparams.n_samplers = configs.size(); + cparams.kv_unified = true; // If n_seq_max is not specified, calculate it from configs if (n_seq_max < 0) { diff --git a/tests/test-chat-auto-parser.cpp b/tests/test-chat-auto-parser.cpp new file mode 100644 index 0000000000..bb23b7f2aa --- /dev/null +++ b/tests/test-chat-auto-parser.cpp @@ -0,0 +1,1969 @@ +#include "chat-auto-parser-helpers.h" +#include "chat-auto-parser.h" +#include "chat-peg-parser.h" +#include "chat.h" +#include "peg-parser.h" +#include "testing.h" + +#include +#include +#include +#include + +using namespace autoparser; + +static void test_calculate_diff_split_basic(testing & t); +static void test_calculate_diff_split_identical(testing & t); +static void test_calculate_diff_split_common_prefix(testing & t); +static void test_calculate_diff_split_common_suffix(testing & t); +static void test_calculate_diff_split_common_both(testing & t); +static void test_calculate_diff_split_empty_cases(testing & t); +static void test_calculate_diff_split_no_common(testing & t); +static void test_calculate_diff_split_single_char(testing & t); +static void test_calculate_diff_split_overlaps(testing & t); +static void test_calculate_diff_split_tag_boundaries(testing & t); +static void test_calculate_diff_split_generation_prompt(testing & t); +static void test_calculate_diff_split(testing & t); + +static void test_until_common_prefix_basic(testing & t); +static void test_until_common_prefix(testing & t); + +static void test_after_common_suffix_basic(testing & t); +static void test_after_common_suffix(testing & t); + +static void test_analyze_tool_call_pure_json(testing & t); +static void test_analyze_tool_call_function_name_markers(testing & t); +static void test_analyze_tool_call_full_markers(testing & t); +static void test_analyze_tool_call_edge_cases(testing & t); + +static void test_compare_variants_basic(testing & t); +static void test_compare_variants_messages_modifier(testing & t); +static void test_compare_variants_tools_modifier(testing & t); +static void test_compare_variants_both_modifiers(testing & t); +static void test_compare_variants_template_failure(testing & t); +static void test_compare_variants_identity(testing & t); +static void test_compare_variants(testing & t); + +// Seed-OSS template tool calling analysis tests +static void test_seed_oss_tool_analysis(testing & t); +static void test_seed_oss_tool_presence(testing & t); +static void test_seed_oss_call_count(testing & t); +static void test_seed_oss_function_names(testing & t); +static void test_seed_oss_argument_count(testing & t); +static void test_seed_oss_args_presence(testing & t); +static void test_seed_oss_tool_with_reasoning(testing & t); + +// Nemotron template analysis tests +static void test_nemotron_analysis(testing & t); +static void test_nemotron_reasoning_detection(testing & t); +static void test_nemotron_tool_format(testing & t); + +// CohereForAI template analysis tests +static void test_cohere_reasoning_detection(testing & t); +static void test_cohere_analysis(testing & t); + +// SmolLM3 template analysis tests +static void test_smollm3_analysis(testing & t); + +// Marker separation +static void test_marker_separation(testing & t); + +// standard_json_tools format tests +static void test_standard_json_tools_formats(testing & t); +static void test_standard_json_tools_openai(testing & t); +static void test_standard_json_tools_cohere(testing & t); +static void test_standard_json_tools_function_key(testing & t); + +// normalize_quotes_to_json tests +static void test_normalize_quotes_to_json(testing & t); +static void test_normalize_quotes_with_embedded_quotes(testing & t); + +// TAG_WITH_TAGGED argument parsing tests +static void test_tagged_args_with_embedded_quotes(testing & t); + +int main(int argc, char * argv[]) { + testing t(std::cout); + t.verbose = true; + + // usage: test-chat-auto-parser-helpers [filter_regex] + + if (argc > 1) { + t.set_filter(argv[1]); + } + + t.test("diff_split", test_calculate_diff_split); + t.test("common_prefix", test_until_common_prefix); + t.test("common_suffix", test_after_common_suffix); + t.test("compare_variants", test_compare_variants); + t.test("segments", test_marker_separation); + t.test("seed_oss_diffs", test_seed_oss_tool_analysis); + t.test("cohere", test_cohere_analysis); + t.test("nemotron", test_nemotron_analysis); + t.test("smollm3", test_smollm3_analysis); + t.test("standard_json_tools", test_standard_json_tools_formats); + t.test("normalize_quotes_to_json", test_normalize_quotes_to_json); + t.test("tagged_args_embedded_quotes", test_tagged_args_with_embedded_quotes); + + return t.summary(); +} + +static void test_marker_separation(testing & t) { + auto single_square_marker = segmentize_markers("pre_marker[marker]post_marker"); + auto single_diag_marker = segmentize_markers("pre_markerpost_marker"); + auto paired_markers = segmentize_markers("world"); + auto double_different_markers = segmentize_markers("[hello][world]"); + auto in_between = segmentize_markers("imdabada[hey]"); + + t.test("single_square_marker", [&] (testing & t) { + t.assert_equal("first is text", segment_type::TEXT, single_square_marker[0].type); + t.assert_equal("second is marker", segment_type::MARKER, single_square_marker[1].type); + t.assert_equal("last is text", segment_type::TEXT, single_square_marker[2].type); + + t.assert_equal("first is 'pre_marker'", "pre_marker", single_square_marker[0].value); + t.assert_equal("second is '[marker]'", "[marker]", single_square_marker[1].value); + t.assert_equal("last is 'post_marker'", "post_marker", single_square_marker[2].value); + }); + + t.test("single_diagonal_marker", [&] (testing & t) { + t.assert_equal("first is text", segment_type::TEXT, single_diag_marker[0].type); + t.assert_equal("second is marker", segment_type::MARKER, single_diag_marker[1].type); + t.assert_equal("last is text", segment_type::TEXT, single_diag_marker[2].type); + + t.assert_equal("first is 'pre_marker'", "pre_marker", single_diag_marker[0].value); + t.assert_equal("second is ''", "", single_diag_marker[1].value); + t.assert_equal("last is 'post_marker'", "post_marker", single_diag_marker[2].value); + }); + + t.test("paired_markers", [&] (testing & t) { + t.assert_equal("first is marker", segment_type::MARKER, paired_markers[0].type); + t.assert_equal("second is text", segment_type::TEXT, paired_markers[1].type); + t.assert_equal("third is marker", segment_type::MARKER, paired_markers[2].type); + + t.assert_equal("first is ''", "", paired_markers[0].value); + t.assert_equal("second is 'world'", "world", paired_markers[1].value); + t.assert_equal("third is ''", "", paired_markers[2].value); + }); + + t.test("double_different_markers", [&] (testing & t) { + t.assert_equal("first is marker", segment_type::MARKER, double_different_markers[0].type); + t.assert_equal("second is marker", segment_type::MARKER, double_different_markers[1].type); + t.assert_equal("third is marker", segment_type::MARKER, double_different_markers[2].type); + t.assert_equal("fourth is marker", segment_type::MARKER, double_different_markers[3].type); + + t.assert_equal("first is ''", "", double_different_markers[0].value); + t.assert_equal("second is '[hello]'", "[hello]", double_different_markers[1].value); + t.assert_equal("third is ''", "", double_different_markers[2].value); + t.assert_equal("fourth is '[world]'", "[world]", double_different_markers[3].value); + }); + + t.test("in_between", [&] (testing & t) { + t.assert_equal("first is text", segment_type::TEXT, in_between[0].type); + t.assert_equal("second is marker", segment_type::MARKER, in_between[1].type); + t.assert_equal("third is text", segment_type::TEXT, in_between[2].type); + t.assert_equal("fourth is marker", segment_type::MARKER, in_between[3].type); + t.assert_equal("fifth is text", segment_type::TEXT, in_between[4].type); + t.assert_equal("sixth is marker", segment_type::MARKER, in_between[5].type); + + t.assert_equal("first is 'im'", "im", in_between[0].value); + t.assert_equal("second is ''", "", in_between[1].value); + t.assert_equal("third is 'daba'", "daba", in_between[2].value); + t.assert_equal("fourth is ''", "", in_between[3].value); + t.assert_equal("fifth is 'da'", "da", in_between[4].value); + t.assert_equal("sixth is '[hey]'", "[hey]", in_between[5].value); + }); +} + +static void test_calculate_diff_split(testing & t) { + t.test("calculate_diff_split basic", test_calculate_diff_split_basic); + t.test("calculate_diff_split identical", test_calculate_diff_split_identical); + t.test("calculate_diff_split common prefix", test_calculate_diff_split_common_prefix); + t.test("calculate_diff_split common suffix", test_calculate_diff_split_common_suffix); + t.test("calculate_diff_split common both", test_calculate_diff_split_common_both); + t.test("calculate_diff_split empty cases", test_calculate_diff_split_empty_cases); + t.test("calculate_diff_split no common", test_calculate_diff_split_no_common); + t.test("calculate_diff_split single char", test_calculate_diff_split_single_char); + t.test("calculate_diff_split overlaps", test_calculate_diff_split_overlaps); + t.test("calculate_diff_split tag boundaries", test_calculate_diff_split_tag_boundaries); + t.test("calculate_diff_split generation prompt", test_calculate_diff_split_generation_prompt); +} + +static void test_calculate_diff_split_basic(testing & t) { + diff_split result = calculate_diff_split("hello world", "hello test"); + t.assert_equal("prefix should be 'hello '", "hello ", result.prefix); + t.assert_equal("left should be 'world'", "world", result.left); + t.assert_equal("right should be 'test'", "test", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("abc", "xyz"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'abc'", "abc", result.left); + t.assert_equal("right should be 'xyz'", "xyz", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("prefixA suffix", "prefixB suffix"); + t.assert_equal("prefix should be 'prefix'", "prefix", result.prefix); + t.assert_equal("left should be 'A'", "A", result.left); + t.assert_equal("right should be 'B'", "B", result.right); + t.assert_equal("suffix should be ' suffix'", " suffix", result.suffix); +} + +static void test_calculate_diff_split_identical(testing & t) { + diff_split result = calculate_diff_split("hello", "hello"); + t.assert_equal("prefix should be 'hello'", "hello", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("", ""); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("a", "a"); + t.assert_equal("prefix should be 'a'", "a", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("", ""); + t.assert_equal("prefix should be ''", "", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_common_prefix(testing & t) { + diff_split result = calculate_diff_split("abcdef", "abcxyz"); + t.assert_equal("prefix should be 'abc'", "abc", result.prefix); + t.assert_equal("left should be 'def'", "def", result.left); + t.assert_equal("right should be 'xyz'", "xyz", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("same", "sameagain"); + t.assert_equal("prefix should be 'same'", "same", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'again'", "again", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("test", "testing"); + t.assert_equal("prefix should be 'test'", "test", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'ing'", "ing", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_common_suffix(testing & t) { + diff_split result = calculate_diff_split("123end", "456end"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be '123'", "123", result.left); + t.assert_equal("right should be '456'", "456", result.right); + t.assert_equal("suffix should be 'end'", "end", result.suffix); + + result = calculate_diff_split("start", "end"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'start'", "start", result.left); + t.assert_equal("right should be 'end'", "end", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("abcsuffix", "xyzsuffix"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'abc'", "abc", result.left); + t.assert_equal("right should be 'xyz'", "xyz", result.right); + t.assert_equal("suffix should be 'suffix'", "suffix", result.suffix); +} + +static void test_calculate_diff_split_common_both(testing & t) { + diff_split result = calculate_diff_split("helloXworld", "helloYworld"); + t.assert_equal("prefix should be 'hello'", "hello", result.prefix); + t.assert_equal("left should be 'X'", "X", result.left); + t.assert_equal("right should be 'Y'", "Y", result.right); + t.assert_equal("suffix should be 'world'", "world", result.suffix); + + result = calculate_diff_split("ABCmiddleXYZ", "ABCdifferentXYZ"); + t.assert_equal("prefix should be 'ABC'", "ABC", result.prefix); + t.assert_equal("left should be 'middle'", "middle", result.left); + t.assert_equal("right should be 'different'", "different", result.right); + t.assert_equal("suffix should be 'XYZ'", "XYZ", result.suffix); + + result = calculate_diff_split("startAend", "startBend"); + t.assert_equal("prefix should be 'start'", "start", result.prefix); + t.assert_equal("left should be 'A'", "A", result.left); + t.assert_equal("right should be 'B'", "B", result.right); + t.assert_equal("suffix should be 'end'", "end", result.suffix); + + // Edge case: common prefix and suffix overlap + result = calculate_diff_split("aa", "ab"); + t.assert_equal("prefix should be 'a'", "a", result.prefix); + t.assert_equal("left should be 'a'", "a", result.left); + t.assert_equal("right should be 'b'", "b", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_empty_cases(testing & t) { + // Empty left, non-empty right + diff_split result = calculate_diff_split("", "hello"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'hello'", "hello", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Non-empty left, empty right + result = calculate_diff_split("hello", ""); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'hello'", "hello", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Both empty + result = calculate_diff_split("", ""); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Left single char, empty right + result = calculate_diff_split("a", ""); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'a'", "a", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Empty left, right single char + result = calculate_diff_split("", "a"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'a'", "a", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_no_common(testing & t) { + diff_split result = calculate_diff_split("abc", "xyz"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'abc'", "abc", result.left); + t.assert_equal("right should be 'xyz'", "xyz", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("left", "right"); + // The algorithm finds "t" as a common suffix since both strings end with 't' + // This is the algorithm's actual behavior - it finds maximal common suffix + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'lef'", "lef", result.left); + t.assert_equal("right should be 'righ'", "righ", result.right); + t.assert_equal("suffix should be 't'", "t", result.suffix); + + result = calculate_diff_split("123", "456"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be '123'", "123", result.left); + t.assert_equal("right should be '456'", "456", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_single_char(testing & t) { + diff_split result = calculate_diff_split("a", "b"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'a'", "a", result.left); + t.assert_equal("right should be 'b'", "b", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("a", "a"); + t.assert_equal("prefix should be 'a'", "a", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("a", "ab"); + t.assert_equal("prefix should be 'a'", "a", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'b'", "b", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("ab", "a"); + t.assert_equal("prefix should be 'a'", "a", result.prefix); + t.assert_equal("left should be 'b'", "b", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_overlaps(testing & t) { + // One string is substring of another + diff_split result = calculate_diff_split("test", "testing"); + t.assert_equal("prefix should be 'test'", "test", result.prefix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be 'ing'", "ing", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + result = calculate_diff_split("testing", "test"); + t.assert_equal("prefix should be 'test'", "test", result.prefix); + t.assert_equal("left should be 'ing'", "ing", result.left); + t.assert_equal("right should be empty", "", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Similar strings with one extra char at start + result = calculate_diff_split("Xtest", "Ytest"); + // The algorithm finds "test" as a common suffix since both strings end with "test" + // This is the algorithm's actual behavior - it finds maximal common suffix + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'X'", "X", result.left); + t.assert_equal("right should be 'Y'", "Y", result.right); + t.assert_equal("suffix should be 'test'", "test", result.suffix); + + // Similar strings with one extra char at end + result = calculate_diff_split("testX", "testY"); + t.assert_equal("prefix should be 'test'", "test", result.prefix); + t.assert_equal("left should be 'X'", "X", result.left); + t.assert_equal("right should be 'Y'", "Y", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Strings that are reverses + result = calculate_diff_split("abc", "cba"); + t.assert_equal("prefix should be empty", "", result.prefix); + t.assert_equal("left should be 'abc'", "abc", result.left); + t.assert_equal("right should be 'cba'", "cba", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); +} + +static void test_calculate_diff_split_tag_boundaries(testing & t) { + // Test with unclosed XML tags + diff_split result = calculate_diff_split("testcontent"); + // The fix_tag_boundaries should move incomplete tags appropriately + t.assert_true("prefix should start with 'test'", result.prefix.find("test") == 0); + t.assert_true("should handle tag boundaries", result.left != "" || result.right != "" || result.suffix != ""); + + // Test with unclosed brackets + result = calculate_diff_split("test[", "test]value"); + t.assert_true("should handle bracket boundaries", result.left != "" || result.right != "" || result.suffix != ""); + + // Test with partial tags on both sides + result = calculate_diff_split("prefix", "prefixsuffix"); + // fix_tag_boundaries moves the incomplete '<' from prefix to left/right + t.assert_equal("prefix should be 'prefix'", "prefix", result.prefix); + t.assert_equal("left should be ''", "", result.left); + t.assert_equal("right should be 'suffix'", "suffix", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Test with complex nested tags + result = calculate_diff_split("prefix
content
", "prefix
different
"); + // Algorithm finds "ent" as a common suffix because both strings end with it + // This is the actual algorithm behavior, though not semantically ideal + t.assert_equal("prefix should be 'prefix
'", "prefix
", result.prefix); + t.assert_equal("left should be 'cont'", "cont", result.left); + t.assert_equal("right should be 'differ'", "differ", result.right); + t.assert_equal("suffix should be 'ent
'", "ent
", result.suffix); + + // Test with unclosed angle bracket + result = calculate_diff_split("Hello ", "Hello test"); + t.assert_equal("prefix should be 'Hello '", "Hello ", result.prefix); + t.assert_true("left should contain ''", result.left.find("") != std::string::npos); + t.assert_equal("right should be 'test'", "test", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Test with unclosed square bracket + result = calculate_diff_split("test [array]", "test other"); + t.assert_equal("prefix should be 'test '", "test ", result.prefix); + t.assert_true("left should contain '[array]'", result.left.find("[array]") != std::string::npos); + t.assert_equal("right should be 'other'", "other", result.right); + t.assert_equal("suffix should be empty", "", result.suffix); + + // Test empty prefix and suffix with tags + result = calculate_diff_split("left", "righ"); + t.assert_equal("prefix should be ''", "", result.prefix); + t.assert_equal("left should be 'left'", "left", result.left); + t.assert_equal("right should be 'righ'", "righ", result.right); + t.assert_equal("suffix should be ''", "", result.suffix); + + { + // real case from template tests, simplified + std::string left = "PREFIX
Sure"; + std::string right = "PREFIXLemme thinkSure"; + result = calculate_diff_split(left, right); + t.assert_equal("prefix should be PREFIX", "PREFIX", result.prefix); + t.assert_equal("suffix should be
Sure", "Sure", result.suffix); + t.assert_equal("left should be empty", "", result.left); + t.assert_equal("right should be Lemme think", "Lemme think", result.right); + } + + { + // Real case: special tokens with |> boundary issue + // The suffix starts with |> which should be moved to complete <|END_RESPONSE and <|END_ACTION + std::string prefix = "SOME_PREFIX"; + std::string suffix = "|><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>"; + std::string left_diff = "<|START_RESPONSE|>Let me help you.<|END_RESPONSE"; + std::string right_diff = + "<|START_THINKING|><|END_THINKING|><|START_ACTION|>[\n" + " {\"tool_call_id\": \"0\", \"tool_name\": \"test_function_name\", " + "\"parameters\": {\"param1\": \"value1\", \"param2\": \"value2\"}}\n" + "]<|END_ACTION"; + + std::string left = prefix + left_diff + suffix; + std::string right = prefix + right_diff + suffix; + result = calculate_diff_split(left, right); + + t.assert_equal("special token prefix", prefix, result.prefix); + // The |> should be moved from suffix to complete the tokens + t.assert_equal("special token left", "<|START_RESPONSE|>Let me help you.<|END_RESPONSE|>", result.left); + t.assert_true("special token right ends with |>", result.right.find("<|END_ACTION|>") != std::string::npos); + t.assert_equal("special token suffix", "<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>", + result.suffix); + } +} + +static void test_calculate_diff_split_generation_prompt(testing & t) { + // ChatML thinking template: left is a prefix of right, generation_prompt is the appended part. + // The trailing \n in left matches the trailing \n in the generation_prompt, causing + // the suffix matcher to steal it and rotate the diff result. + { + // Simplified reproduction: left ends with \n, right = left + "<|im_start|>assistant\n\n" + std::string left = "<|im_start|>user\nHello<|im_end|>\n"; + std::string right = left + "<|im_start|>assistant\n\n"; + diff_split result = calculate_diff_split(left, right); + t.assert_equal("chatml prefix", left, result.prefix); + t.assert_equal("chatml left", "", result.left); + t.assert_equal("chatml right should be generation prompt", + "<|im_start|>assistant\n\n", result.right); + t.assert_equal("chatml suffix", "", result.suffix); + } + + { + // More realistic: longer conversation ending with tool_response + std::string common = + "<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n" + "<|im_start|>user\nSearch for files<|im_end|>\n" + "<|im_start|>assistant\n\nLet me search.\n\n\n" + "\n\n\n<|im_end|>\n" + "<|im_start|>user\n\nNo files found\n<|im_end|>\n"; + std::string left = common; + std::string right = common + "<|im_start|>assistant\n\n"; + diff_split result = calculate_diff_split(left, right); + t.assert_equal("tool_response left", "", result.left); + t.assert_equal("tool_response right should be generation prompt", + "<|im_start|>assistant\n\n", result.right); + } +} + +static void test_until_common_prefix(testing & t) { + t.test("until_common_prefix basic", test_until_common_prefix_basic); +} + +static void test_until_common_prefix_basic(testing & t) { + // Test case from the user request + std::string result = until_common_prefix("", "", ""); + t.assert_equal("untilCommonPrefix should return ''", "", result); + + // Additional test cases to ensure robustness + // Test with different common prefix lengths + result = until_common_prefix("prefixsuffix", "different", "other"); + t.assert_equal("should return 'prefix'", "prefix", result); + + // Test when common prefix is at the start + result = until_common_prefix("rest", "left", "right"); + t.assert_equal("should return empty string when common prefix at start", "", result); + + // Test when there's no common prefix + result = until_common_prefix("something", "left", "right"); + t.assert_equal("should return empty string when no common prefix", "", result); + + // Test with empty strings + result = until_common_prefix("test", "", "right"); + t.assert_equal("should return empty string when left is empty", "", result); + + // Test with longer common prefix + result = until_common_prefix("abcXYZrest", "left", "right"); + t.assert_equal("should return 'abcXYZ'", "abcXYZ", result); +} + +static void test_after_common_suffix(testing & t) { + t.test("after_common_suffix basic", test_after_common_suffix_basic); +} + +static void test_after_common_suffix_basic(testing & t) { + // Test case from the user request + std::string result = after_common_suffix("100", + "100", + "535"); + t.assert_equal("afterCommonSuffix should return ''", "", result); + + // Test when common suffix is at the end + result = after_common_suffix("rest", "left", "right"); + t.assert_equal("should return empty string when common suffix at end", "", result); + + // Test with empty strings + result = after_common_suffix("test", "left", ""); + t.assert_equal("should return empty string when right is empty", "", result); + + // Test case with XML-like structure similar to the main example + result = after_common_suffix("value", + "value", + "different"); + t.assert_equal("should return ''", "", result); + + // Test with longer common suffix appearing at the end of full + result = after_common_suffix("prefixrest", "prefixleft", "prefixright"); + t.assert_equal("should return '' when common suffix is at end of full", "", result); + + // Test with common suffix appearing in middle but not at end + result = after_common_suffix("content", "value", "other"); + t.assert_equal("should return '' when common suffix appears before end", "", result); + + // Test with multi-character common suffix at the very end of full + result = after_common_suffix("startend", "prefixleft", "prefixright"); + t.assert_equal("should return '' when common suffix is at end of full", "", result); +} + +static void test_compare_variants(testing & t) { + t.test("compare_variants basic", test_compare_variants_basic); + t.test("compare_variants messages modifier", test_compare_variants_messages_modifier); + t.test("compare_variants tools modifier", test_compare_variants_tools_modifier); + t.test("compare_variants both modifiers", test_compare_variants_both_modifiers); + t.test("compare_variants template failure", test_compare_variants_template_failure); + t.test("compare_variants identity", test_compare_variants_identity); +} + +static void test_compare_variants_basic(testing & t) { + // Create a simple template that just echoes messages + common_chat_template tmpl("{{ messages[0]['content'] }}", "", ""); + + template_params params; + params.messages = json::array({ + json {{"role", "user"}, {"content", "Hello"}} + }); + + auto modifier = [](template_params & p) { + p.messages[0]["content"] = "World"; + }; + + auto result = ::compare_variants(tmpl, params, modifier); + + if (!t.assert_true("result should have value", result.has_value())) { + return; + } + // The template might not output anything if messages is empty or format is different + // Check that we get a valid result + t.assert_true("prefix or left should have content", !result->diff.prefix.empty() || !result->diff.left.empty()); +} + +static void test_compare_variants_messages_modifier(testing & t) { + // Test with messages modifier only + common_chat_template tmpl("{% for message in messages %}{{ message['role'] }}:{{ message['content'] }}{% endfor %}", "", ""); + + template_params params; + params.messages = json::array({ + json {{"role", "user"}, {"content", "A"}} + }); + + auto modifier = [](template_params & p) { + p.messages[0]["content"] = "B"; + }; + + std::optional result = ::compare_variants(tmpl, params, modifier); + + if (!t.assert_true("result should have value", result.has_value())) { + return; + } + t.assert_equal("left should be 'A'", "A", result->diff.left); + t.assert_equal("right should be 'B'", "B", result->diff.right); +} + +static void test_compare_variants_tools_modifier(testing & t) { + // Test with tools modifier only + common_chat_template tmpl( + "{% for tool in tools %}{{ tool['name'] }}{% endfor %}", "", ""); + + template_params params; + params.tools = json::array({ + json {{"name", "foo"}} + }); + + auto modifier = [](template_params & p) { + p.tools[0]["name"] = "bar"; + }; + + auto result = ::compare_variants(tmpl, params, modifier); + + if (!t.assert_true("result should have value", result.has_value())) { + return; + } + t.assert_equal("left should be 'foo'", "foo", result->diff.left); + t.assert_equal("right should be 'bar'", "bar", result->diff.right); +} + +static void test_compare_variants_both_modifiers(testing & t) { + // Test with both messages and tools modifiers using the for loop approach + common_chat_template tmpl( + "{% for message in messages %}{{ message['role'] }}:{{ message['content'] }}{% endfor %}", "", ""); + + template_params params; + params.messages = json::array({ + json {{"role", "user"}, {"content", "A"}} + }); + + auto modifier = [](template_params & p) { + p.messages[0]["content"] = "B"; + p.messages[0]["role"] = "newuser"; + }; + + auto result = ::compare_variants(tmpl, params, modifier); + + if (!t.assert_true("result should have value", result.has_value())) { + return; + } + t.assert_equal("left should be 'user:A'", "user:A", result->diff.left); + t.assert_equal("right should be 'newuser:B'", "newuser:B", result->diff.right); +} + +static void test_compare_variants_template_failure(testing & t) { + // Test with template that causes failure during application (not construction) + // We use a valid template syntax but one that will fail during application + common_chat_template tmpl("{{ messages[0]['nonexistent_field'] }}", "", ""); + + template_params params; + params.messages = json::array({ + json {{"role", "user"}, {"content", "Hello"}} + }); + + auto modifier = [](template_params & p) { + p.messages[0]["content"] = "World"; + }; + + auto result = ::compare_variants(tmpl, params, modifier); + + t.assert_true("result should be nullopt on template failure", !result.has_value()); +} + +static void test_compare_variants_identity(testing & t) { + // Test with identity modifier (no change) + common_chat_template tmpl("{{ messages[0]['content'] }}", "", ""); + + template_params params; + params.messages = json::array({ + json {{"role", "user"}, {"content", "Hello"}} + }); + + // No modifier - should use identity + auto result = ::compare_variants(tmpl, params, nullptr); + + if (!t.assert_true("result should have value", result.has_value())) { + return; + } + t.assert_equal("prefix should be 'Hello'", "Hello", result->diff.prefix); + t.assert_equal("left should be empty", "", result->diff.left); + t.assert_equal("right should be empty", "", result->diff.right); + t.assert_equal("suffix should be empty", "", result->diff.suffix); +} + +// ============================================================================ +// Seed-OSS Template Tool Calling Analysis Tests +// ============================================================================ + +static void test_seed_oss_tool_analysis(testing & t) { + t.test("Seed-OSS tool presence", test_seed_oss_tool_presence); + t.test("Seed-OSS call count", test_seed_oss_call_count); + t.test("Seed-OSS function names", test_seed_oss_function_names); + t.test("Seed-OSS argument count", test_seed_oss_argument_count); + t.test("Seed-OSS args presence", test_seed_oss_args_presence); + t.test("Seed-OSS tool with reasoning", test_seed_oss_tool_with_reasoning); +} + +// Helper to load Seed-OSS template +static common_chat_template load_seed_oss_template(testing & t) { + std::string template_path = "models/templates/ByteDance-Seed-OSS.jinja"; + std::ifstream fin(template_path, std::ios::binary); + std::ostringstream buf; + if (fin.is_open()) { + buf << fin.rdbuf(); + } + std::string template_source = buf.str(); + common_chat_template tmpl(template_source, "", ""); + t.assert_true("Seed-OSS template loaded successfully", template_source.length() > 0); + return tmpl; +} + +// Helper to build tool call JSON +static json build_tool_call(const std::string & name, const json & args, const std::string & id = "call_001") { + return json{ + {"id", id}, + {"type", "function"}, + {"function", json{ + {"name", name}, + {"arguments", args} + }} + }; +} + +// Helper to build tools definition +static json build_tools_definition() { + json parameters_schema = json::object(); + parameters_schema["type"] = "object"; + parameters_schema["properties"] = json::object(); + parameters_schema["properties"]["param1"] = json::object({ + {"type", "string"}, + {"description", "First parameter"} + }); + parameters_schema["properties"]["param2"] = json::object({ + {"type", "string"}, + {"description", "Second parameter"} + }); + parameters_schema["required"] = json::array({"param1", "param2"}); + + return json::array({ + json{ + {"type", "function"}, + {"function", json{ + {"name", "test_function_name"}, + {"description", "A test function for debugging"}, + {"parameters", parameters_schema} + }} + } + }); +} + +// T1: Compare with/without tool call (user, assistant) +static void test_seed_oss_tool_presence(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + json assistant_no_tools = json{ + {"role", "assistant"}, + {"content", "Let me help you."} + }; + + json assistant_with_tools = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})) + })} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello, please help me."} + }; + + template_params params_no_tools; + params_no_tools.messages = json::array({user_msg, assistant_no_tools}); + params_no_tools.tools = build_tools_definition(); + params_no_tools.add_generation_prompt = false; + params_no_tools.enable_thinking = true; + + template_params params_with_tools; + params_with_tools.messages = json::array({user_msg, assistant_with_tools}); + params_with_tools.tools = build_tools_definition(); + params_with_tools.add_generation_prompt = false; + params_with_tools.enable_thinking = true; + + auto result = ::compare_variants(tmpl, params_no_tools, + [&](template_params & p) { + p.messages = params_with_tools.messages; + }); + + if (!t.assert_true("T1 result should have value", result.has_value())) { + return; + } + + const auto & diff = result->diff; + t.assert_true("T1 prefix should contain system", diff.prefix.find("system") != std::string::npos); + t.assert_true("T1 prefix should contain user", diff.prefix.find("user") != std::string::npos); + t.assert_true("T1 prefix should contain assistant", diff.prefix.find("assistant") != std::string::npos); + + // Left should be the assistant content without tool + t.assert_equal("T1 left should contain 'Let me help you.'", "Let me help you.", diff.left); + + // Right should contain the tool call markers + t.assert_true("T1 right should contain tool_call begin", diff.right.find("") != std::string::npos); + t.assert_true("T1 right should contain function tag", diff.right.find("") != std::string::npos); + t.assert_true("T1 right should contain parameter=param1", diff.right.find("") != std::string::npos); + t.assert_true("T1 right should contain parameter=param2", diff.right.find("") != std::string::npos); + t.assert_true("T1 right should contain value1", diff.right.find("value1") != std::string::npos); + t.assert_true("T1 right should contain value2", diff.right.find("value2") != std::string::npos); + t.assert_true("T1 right should contain tool_call end", diff.right.find("") != std::string::npos); + + // Suffix should be the eos token + t.assert_equal("T1 suffix should be ''", "", diff.suffix); +} + +// T2: Compare one vs two tool calls +static void test_seed_oss_call_count(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + json assistant_one_call = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})) + })} + }; + + json assistant_two_calls = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})), + build_tool_call("test_function_name", json::object({{"param1", "value3"}, {"param2", "value4"}}), "call_002") + })} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello, please help me."} + }; + + template_params params_one; + params_one.messages = json::array({user_msg, assistant_one_call}); + params_one.tools = build_tools_definition(); + params_one.add_generation_prompt = false; + params_one.enable_thinking = true; + + auto result = ::compare_variants(tmpl, params_one, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_two_calls}); + }); + + if (!t.assert_true("T2 result should have value", result.has_value())) { + return; + } + + const auto & diff = result->diff; + + // Prefix should include the first tool call + t.assert_true("T2 prefix should contain first tool_call begin", diff.prefix.find("") != std::string::npos); + t.assert_true("T2 prefix should contain first function", diff.prefix.find("") != std::string::npos); + t.assert_true("T2 prefix should contain value1", diff.prefix.find("value1") != std::string::npos); + t.assert_true("T2 prefix should contain value2", diff.prefix.find("value2") != std::string::npos); + t.assert_true("T2 prefix should contain first tool_call end", diff.prefix.find("") != std::string::npos); + + // Left should be empty (no second tool call in variant A) + t.assert_equal("T2 left should be empty", "", diff.left); + + // Right should contain the second tool call + t.assert_true("T2 right should contain second tool_call begin", diff.right.find("") != std::string::npos); + t.assert_true("T2 right should contain second function", diff.right.find("") != std::string::npos); + t.assert_true("T2 right should contain value3", diff.right.find("value3") != std::string::npos); + t.assert_true("T2 right should contain value4", diff.right.find("value4") != std::string::npos); + t.assert_true("T2 right should contain second tool_call end", diff.right.find("") != std::string::npos); + + // Suffix should end with the eos token + t.assert_equal("T2 suffix should end with ''", "", diff.suffix.substr(diff.suffix.length() - 10, 10)); +} + +// T3: Compare different function names +static void test_seed_oss_function_names(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + // Build tools with two different function names + json parameters_schema = json::object(); + parameters_schema["type"] = "object"; + parameters_schema["properties"] = json::object(); + parameters_schema["properties"]["arg1"] = json::object({ + {"type", "string"}, + {"description", "Argument 1"} + }); + parameters_schema["required"] = json::array({"arg1"}); + + json tools = json::array({ + json{ + {"type", "function"}, + {"function", json{ + {"name", "func_alpha"}, + {"description", "First function"}, + {"parameters", parameters_schema} + }} + }, + json{ + {"type", "function"}, + {"function", json{ + {"name", "func_beta"}, + {"description", "Second function"}, + {"parameters", parameters_schema} + }} + } + }); + + json assistant_func_alpha = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("func_alpha", json::object({{"arg1", "test_value"}})) + })} + }; + + json assistant_func_beta = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("func_beta", json::object({{"arg1", "test_value"}})) + })} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello"} + }; + + template_params params_alpha; + params_alpha.messages = json::array({user_msg, assistant_func_alpha}); + params_alpha.tools = tools; + params_alpha.add_generation_prompt = false; + params_alpha.enable_thinking = true; + + auto result = ::compare_variants(tmpl, params_alpha, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_func_beta}); + }); + + if (!t.assert_true("T3 result should have value", result.has_value())) { + return; + } + + const auto & diff = result->diff; + + bool func_alpha_in_left = diff.left.find("func_alpha") != std::string::npos; + bool func_alpha_in_prefix = diff.prefix.find("func_alpha") != std::string::npos; + bool func_beta_in_right = diff.right.find("func_beta") != std::string::npos; + bool func_beta_in_prefix = diff.prefix.find("func_beta") != std::string::npos; + bool func_beta_in_suffix = diff.suffix.find("func_beta") != std::string::npos; + + // Left should contain func_alpha (or be in prefix) + t.assert_true("T3 left should contain func_alpha (or prefix)", func_alpha_in_left || func_alpha_in_prefix); + + // Right should contain func_beta + t.assert_true("T3 right should contain func_beta", func_beta_in_right || func_beta_in_prefix || func_beta_in_suffix); + + // Both should have the same parameter value (in common parts, not in diffs) + // Since both have same args, test_value will be in prefix/suffix + t.assert_true("T3 diff should contain test_value (in prefix or suffix)", + diff.prefix.find("test_value") != std::string::npos || diff.suffix.find("test_value") != std::string::npos); +} + +// T4: Compare different argument counts (zero, one, two parameters) +static void test_seed_oss_argument_count(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + // Build tools with 0, 1, or 2 required parameters + json params_2_required = json::object(); + params_2_required["type"] = "object"; + params_2_required["properties"] = json::object(); + params_2_required["properties"]["arg1"] = json::object({ + {"type", "string"}, + {"description", "Argument 1"} + }); + params_2_required["properties"]["arg2"] = json::object({ + {"type", "string"}, + {"description", "Argument 2"} + }); + params_2_required["required"] = json::array({"arg1", "arg2"}); + + json params_1_required = json::object(); + params_1_required["type"] = "object"; + params_1_required["properties"] = json::object(); + params_1_required["properties"]["arg1"] = json::object({ + {"type", "string"}, + {"description", "Argument 1"} + }); + params_1_required["required"] = json::array({"arg1"}); + + json tools = json::array({ + json{ + {"type", "function"}, + {"function", json{ + {"name", "test_func"}, + {"description", "Test function"}, + {"parameters", params_2_required} + }} + } + }); + + // Test: zero args vs one arg + json assistant_zero_args = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_func", json::object()) + })} + }; + + json assistant_one_arg = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_func", json::object({{"arg1", "value1"}})) + })} + }; + + json assistant_two_args = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_func", json::object({{"arg1", "value1"}, {"arg2", "value2"}})) + })} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello"} + }; + + // Test zero vs one + template_params params_zero; + params_zero.messages = json::array({user_msg, assistant_zero_args}); + params_zero.tools = tools; + params_zero.add_generation_prompt = false; + params_zero.enable_thinking = true; + + auto result_zero_one = ::compare_variants(tmpl, params_zero, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_one_arg}); + }); + + if (!t.assert_true("T4 zero vs one result should have value", result_zero_one.has_value())) { + return; + } + t.assert_true("T4 zero vs one left should be empty or minimal", result_zero_one->diff.left.empty() || result_zero_one->diff.left == ""); + t.assert_true("T4 zero vs one right should contain arg1", result_zero_one->diff.right.find("arg1") != std::string::npos); + + // Test one vs two + template_params params_one; + params_one.messages = json::array({user_msg, assistant_one_arg}); + params_one.tools = tools; + params_one.add_generation_prompt = false; + params_one.enable_thinking = true; + + auto result_one_two = ::compare_variants(tmpl, params_one, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_two_args}); + }); + + if (!t.assert_true("T4 one vs two result should have value", result_one_two.has_value())) { + return; + } + + const auto & diff4 = result_one_two->diff; + t.assert_true("T4 one vs two left should contain arg1 (or prefix)", + diff4.left.find("arg1") != std::string::npos || diff4.prefix.find("arg1") != std::string::npos); + t.assert_true("T4 one vs two right should contain arg1 (or prefix)", + diff4.right.find("arg1") != std::string::npos || diff4.prefix.find("arg1") != std::string::npos); + t.assert_true("T4 one vs two right should contain arg2 (or prefix/suffix)", + diff4.right.find("arg2") != std::string::npos || diff4.prefix.find("arg2") != std::string::npos || diff4.suffix.find("arg2") != std::string::npos); +} + +// T5: Compare different argument values +static void test_seed_oss_args_presence(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + json assistant_same_arg = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}})) + })} + }; + + json assistant_other_arg = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param2", "value2"}})) + })} + }; + + json assistant_both_args = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})) + })} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello"} + }; + + template_params params_same; + params_same.messages = json::array({user_msg, assistant_same_arg}); + params_same.tools = build_tools_definition(); + params_same.add_generation_prompt = false; + params_same.enable_thinking = true; + + // Test same arg vs other arg + auto result_same_other = ::compare_variants(tmpl, params_same, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_other_arg}); + }); + + if (!t.assert_true("T5 same vs other result should have value", result_same_other.has_value())) { + return; + } + const auto & diff5a = result_same_other->diff; + t.assert_true("T5 same vs other left should contain param1 (or prefix/suffix)", + diff5a.left.find("param1") != std::string::npos || diff5a.prefix.find("param1") != std::string::npos || diff5a.suffix.find("param1") != std::string::npos); + t.assert_true("T5 same vs other left should contain value1 (or prefix/suffix)", + diff5a.left.find("value1") != std::string::npos || diff5a.prefix.find("value1") != std::string::npos); + t.assert_true("T5 same vs other right should contain param2 (or prefix/suffix)", + diff5a.right.find("param2") != std::string::npos || diff5a.prefix.find("param2") != std::string::npos || diff5a.suffix.find("param2") != std::string::npos); + t.assert_true("T5 same vs other right should contain value2 (or prefix/suffix)", + diff5a.right.find("value2") != std::string::npos || diff5a.prefix.find("value2") != std::string::npos || diff5a.suffix.find("value2") != std::string::npos); + + // Test same arg vs both args + auto result_same_both = ::compare_variants(tmpl, params_same, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_both_args}); + }); + + if (!t.assert_true("T5 same vs both result should have value", result_same_both.has_value())) { + return; + } + const auto & diff5b = result_same_both->diff; + t.assert_true("T5 same vs both left should contain param1 (or prefix/suffix)", + diff5b.left.find("param1") != std::string::npos || diff5b.prefix.find("param1") != std::string::npos || diff5b.suffix.find("param1") != std::string::npos); + t.assert_true("T5 same vs both right should contain param1 (or prefix/suffix)", + diff5b.right.find("param1") != std::string::npos || diff5b.prefix.find("param1") != std::string::npos || diff5b.suffix.find("param1") != std::string::npos); + t.assert_true("T5 same vs both right should contain param2 (or prefix/suffix)", + diff5b.right.find("param2") != std::string::npos || diff5b.prefix.find("param2") != std::string::npos || diff5b.suffix.find("param2") != std::string::npos); +} + +// T6: Tool call with vs without reasoning_content +static void test_seed_oss_tool_with_reasoning(testing & t) { + common_chat_template tmpl = load_seed_oss_template(t); + + json assistant_tool_only = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})) + })} + }; + + json assistant_tool_with_reasoning = json{ + {"role", "assistant"}, + {"content", nullptr}, + {"tool_calls", json::array({ + build_tool_call("test_function_name", json::object({{"param1", "value1"}, {"param2", "value2"}})) + })}, + {"reasoning_content", "I need to call the tool first."} + }; + + json user_msg = json{ + {"role", "user"}, + {"content", "Hello, please help me."} + }; + + template_params params_tool_only; + params_tool_only.messages = json::array({user_msg, assistant_tool_only}); + params_tool_only.tools = build_tools_definition(); + params_tool_only.add_generation_prompt = false; + params_tool_only.enable_thinking = true; + + auto result = ::compare_variants(tmpl, params_tool_only, + [&](template_params & p) { + p.messages = json::array({user_msg, assistant_tool_with_reasoning}); + }); + + if (!t.assert_true("T6 result should have value", result.has_value())) { + return; + } + + const auto & diff = result->diff; + + // Left should be empty (no reasoning in variant A) + t.assert_equal("T6 left should be empty", "", diff.left); + + // Right should contain the thinking token with reasoning content + t.assert_true("T6 right should contain think begin", diff.right.find("") != std::string::npos); + t.assert_true("T6 right should contain reasoning content", diff.right.find("I need to call the tool first.") != std::string::npos); + t.assert_true("T6 right should contain think end", diff.right.find("") != std::string::npos); + + // Prefix should contain the assistant role + t.assert_true("T6 prefix should contain assistant", diff.prefix.find("assistant") != std::string::npos); + + // Suffix should contain the tool call + t.assert_true("T6 suffix should contain tool_call begin", diff.suffix.find("") != std::string::npos); + t.assert_true("T6 suffix should contain function name", diff.suffix.find("test_function_name") != std::string::npos); + t.assert_true("T6 suffix should contain eos", diff.suffix.find("") != std::string::npos); +} + +static common_chat_template load_template(testing & t, const std::string & template_path) { + std::ifstream fin(template_path, std::ios::binary); + std::ostringstream buf; + if (fin.is_open()) { + buf << fin.rdbuf(); + } + std::string template_source = buf.str(); + common_chat_template tmpl(template_source, "", ""); + t.assert_true("Nemotron template loaded successfully", template_source.length() > 0); + return tmpl; +} + +// ============================================================================ +// Nemotron Template Analysis Tests +// ============================================================================ +static common_chat_template load_nemotron_template(testing & t) { + return load_template(t, "models/templates/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16.jinja"); +} + +static void test_nemotron_analysis(testing & t) { + t.test("Nemotron reasoning detection", test_nemotron_reasoning_detection); + t.test("Nemotron tool format", test_nemotron_tool_format); +} + +static void test_nemotron_reasoning_detection(testing & t) { + common_chat_template tmpl = load_nemotron_template(t); + + // Test the comparison manually to see what's happening + json user_msg = json{ { "role", "user" }, { "content", "Hello" } }; + json assistant_no_reasoning = json{ + { "role", "assistant" }, + { "content", "I can help." } + }; + json assistant_with_reasoning = json{ + { "role", "assistant" }, + { "content", "I can help." }, + { "reasoning_content", "Let me think about this." } + }; + + template_params params; + params.messages = json::array({ user_msg, assistant_no_reasoning }); + params.add_generation_prompt = false; + params.enable_thinking = true; + + // Run differential analysis + struct autoparser analysis; + analysis.analyze_template(tmpl); + + // Check reasoning markers + t.assert_equal("reasoning_start should be '\\n'", "\n", analysis.reasoning.start); + t.assert_equal("reasoning_end should be ''", "", analysis.reasoning.end); + + // Check reasoning mode detection + // Nemotron uses tag-based reasoning; prefill handles the template's forced markers + t.assert_equal("reasoning should be TAG_BASED", reasoning_mode::TAG_BASED, analysis.reasoning.mode); + + // Make sure reasoning markers don't spill over to content markers + t.assert_equal("content start should be empty", "", analysis.content.start); + t.assert_equal("content end should be empty", "", analysis.content.end); + + t.assert_equal("content should be PLAIN", content_mode::PLAIN, analysis.content.mode); +} + +static void test_nemotron_tool_format(testing & t) { + common_chat_template tmpl = load_nemotron_template(t); + + // Run differential analysis + struct autoparser analysis; + analysis.analyze_template(tmpl); + + // Check tool markers - Nemotron uses per-call wrapping (each call individually wrapped) + t.assert_equal("tool_section_start should be empty (per-call format)", "", analysis.tools.format.section_start); + t.assert_equal("tool_section_end should be empty (per-call format)", "", analysis.tools.format.section_end); + t.assert_equal("per_call_start should be '\\n'", "\n", analysis.tools.format.per_call_start); + t.assert_equal("per_call_end should be ''", "", analysis.tools.format.per_call_end); + t.assert_true("should support parallel calls", analysis.jinja_caps.supports_parallel_tool_calls); + + // Check function markers + t.assert_equal("func_name_prefix should be '\\n'", ">\n", analysis.tools.function.name_suffix); + t.assert_equal("func_close should be '\\n'", "\n", analysis.tools.function.close); + + // Check argument markers (note: markers retain trailing newlines for proper parsing) + t.assert_equal("arg_name_prefix should be '\\n'", ">\n", analysis.tools.arguments.name_suffix); + t.assert_equal("arg_value_suffix should be '\\n'", "\n", analysis.tools.arguments.value_suffix); + + // Check format classification + t.assert_true("tool format should be TAG_WITH_TAGGED", analysis.tools.format.mode == tool_format::TAG_WITH_TAGGED); + + // Verify tool support + t.assert_true("should support tools", analysis.jinja_caps.supports_tools); +} + +static common_chat_template load_cohere_template(testing & t) { + return load_template(t, "models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja"); +} + +static void test_cohere_analysis(testing & t) { + t.test("Cohere reasoning detection", test_cohere_reasoning_detection); +} + +static void test_cohere_reasoning_detection(testing & t) { + common_chat_template tmpl = load_cohere_template(t); + + // Run differential analysis + struct autoparser analysis; + analysis.analyze_template(tmpl); + + // Check reasoning markers - Cohere uses special token format + t.assert_equal("reasoning_start should be '<|START_THINKING|>'", "<|START_THINKING|>", analysis.reasoning.start); + t.assert_equal("reasoning_end should be '<|END_THINKING|>'", "<|END_THINKING|>", analysis.reasoning.end); + + // Check reasoning mode - Cohere only shows reasoning with tool calls (TOOLS_ONLY) + t.assert_equal("reasoning should be TOOLS_ONLY", reasoning_mode::TOOLS_ONLY, analysis.reasoning.mode); + + // Check content markers - Cohere wraps all content with START/END_RESPONSE + t.assert_equal("content_start should be '<|START_RESPONSE|>'", "<|START_RESPONSE|>", analysis.content.start); + t.assert_equal("content_end should be '<|END_RESPONSE|>'", "<|END_RESPONSE|>", analysis.content.end); + + // Content is always wrapped (both with and without tools) + t.assert_equal("content should be ALWAYS_WRAPPED", content_mode::ALWAYS_WRAPPED, analysis.content.mode); +} + +static void test_tool_format_cohere(testing & t) { + common_chat_template tmpl = load_cohere_template(t); + + // Run differential analysis + struct autoparser analysis; + analysis.analyze_template(tmpl); + + // Check tool section markers - Cohere uses ACTION markers + t.assert_equal("tool_section_start should be '<|START_ACTION|>'", "<|START_ACTION|>", analysis.tools.format.section_start); + t.assert_equal("tool_section_end should be '<|END_ACTION|>'", "<|END_ACTION|>", analysis.tools.format.section_end); + + // JSON_NATIVE format has no per-call markers + t.assert_equal("per_call_start should be empty", "", analysis.tools.format.per_call_start); + t.assert_equal("per_call_end should be empty", "", analysis.tools.format.per_call_end); + + // JSON_NATIVE format has empty function markers (no XML-style markers) + t.assert_equal("func_name_prefix should be empty", "", analysis.tools.function.name_prefix); + t.assert_equal("func_name_suffix should be empty", "", analysis.tools.function.name_suffix); + t.assert_equal("func_close should be empty", "", analysis.tools.function.close); + + // JSON_NATIVE format has empty args markers + t.assert_equal("args_start should be empty", "", analysis.tools.arguments.start); + t.assert_equal("args_end should be empty", "", analysis.tools.arguments.end); + + // JSON_NATIVE format has empty argument markers + t.assert_equal("arg_name_prefix should be empty", "", analysis.tools.arguments.name_prefix); + t.assert_equal("arg_name_suffix should be empty", "", analysis.tools.arguments.name_suffix); + t.assert_equal("arg_value_prefix should be empty", "", analysis.tools.arguments.value_prefix); + t.assert_equal("arg_value_suffix should be empty", "", analysis.tools.arguments.value_suffix); + t.assert_equal("arg_separator should be empty", "", analysis.tools.arguments.separator); + + // Check JSON field names - Cohere uses non-standard names + t.assert_equal("name_field should be 'tool_name'", "tool_name", analysis.tools.format.name_field); + t.assert_equal("args_field should be 'parameters'", "parameters", analysis.tools.format.args_field); + // This isn't a real tool call id field, i.e. with the OpenAI tool call ID format + t.assert_equal("id_field should be 'tool_call_id'", "", analysis.tools.format.id_field); + + // Check format classification + t.assert_equal("tool format should be JSON_NATIVE", tool_format::JSON_NATIVE, analysis.tools.format.mode); + + // Check flags + t.assert_true("should support tools", analysis.jinja_caps.supports_tools); + t.assert_true("should support parallel calls", analysis.jinja_caps.supports_parallel_tool_calls); + t.assert_true("should not require nonnull content", !analysis.content.requires_nonnull_content); + t.assert_true("tools_array_wrapped should be true", analysis.tools.format.tools_array_wrapped); +} + +// ============================================================================ +// SmolLM3 Template Analysis Tests +// Tests for templates that change system message when enable_thinking flips +// and prefill an empty block in no-think mode. +// ============================================================================ +static common_chat_template load_smollm3_template(testing & t) { + return load_template(t, "models/templates/HuggingFaceTB-SmolLM3-3B.jinja"); +} + +static void test_smollm3_reasoning_detection(testing & t); + +static void test_smollm3_analysis(testing & t) { + t.test("SmolLM3 reasoning detection", test_smollm3_reasoning_detection); +} + +static void test_smollm3_reasoning_detection(testing & t) { + common_chat_template tmpl = load_smollm3_template(t); + + // Run differential analysis + struct autoparser analysis; + analysis.analyze_template(tmpl); + + // SmolLM3 uses / reasoning tags. + // The template changes the entire system message when enable_thinking flips, + // so the analyzer must compare isolated generation prompts (not full outputs). + t.assert_equal("reasoning_start should be ''", "", analysis.reasoning.start); + t.assert_equal("reasoning_end should be ''", "", analysis.reasoning.end); + t.assert_equal("reasoning should be TAG_BASED", reasoning_mode::TAG_BASED, analysis.reasoning.mode); + + // Content should remain plain (no wrappers) + t.assert_equal("content start should be empty", "", analysis.content.start); + t.assert_equal("content end should be empty", "", analysis.content.end); + t.assert_equal("content should be PLAIN", content_mode::PLAIN, analysis.content.mode); + + // Preserved tokens should include the reasoning markers + bool has_think_start = std::find(analysis.preserved_tokens.begin(), analysis.preserved_tokens.end(), "") != analysis.preserved_tokens.end(); + bool has_think_end = std::find(analysis.preserved_tokens.begin(), analysis.preserved_tokens.end(), "") != analysis.preserved_tokens.end(); + t.assert_true("preserved_tokens should contain ''", has_think_start); + t.assert_true("preserved_tokens should contain ''", has_think_end); +} + +// ============================================================================ +// standard_json_tools Format Tests +// ============================================================================ + +// Helper to build tools definition for tests +static json build_test_tools() { + json parameters_schema = json::object(); + parameters_schema["type"] = "object"; + parameters_schema["properties"] = json::object(); + parameters_schema["properties"]["location"] = json::object({ + {"type", "string"}, + {"description", "The city and state"} + }); + parameters_schema["properties"]["unit"] = json::object({ + {"type", "string"}, + {"description", "Temperature unit"}, + {"enum", json::array({"celsius", "fahrenheit"})} + }); + parameters_schema["required"] = json::array({"location"}); + + return json::array({ + json{ + {"type", "function"}, + {"function", json{ + {"name", "get_current_weather"}, + {"description", "Get the current weather in a given location"}, + {"parameters", parameters_schema} + }} + } + }); +} + +static void test_standard_json_tools_formats(testing & t) { + t.test("OpenAI format", test_standard_json_tools_openai); + t.test("Cohere format", test_standard_json_tools_cohere); + t.test("function-as-key format", test_standard_json_tools_function_key); +} + +// Test 1: OpenAI Standard Format +// {"id": "call_abc", "function": {"name": "get_weather", "arguments": {"location": "NYC"}}} +static void test_standard_json_tools_openai(testing & t) { + json tools = build_test_tools(); + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto tool_call = p.standard_json_tools( + "", "", tools, + /* parallel */ true, + /* force */ false, + /* name_key */ "function.name", + /* args_key */ "function.arguments", + /* array_wrapped */ false, + /* function_is_key */ false, + /* call_id_key */ "id", + /* gen_call_id_key */ "", + /* parameters_order */ {} + ); + return p.content(p.until("")) + p.optional(tool_call) + p.end(); + }); + + std::string input = + "Let me check the weather." + "" + R"({"id": "call_abc123", "function": {"name": "get_current_weather", "arguments": {"location": "NYC"}}})" + ""; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + if (!t.assert_true("parse success", result.success())) { + return; + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "get_current_weather", msg.tool_calls[0].name); + t.assert_equal("tool id", "call_abc123", msg.tool_calls[0].id); + } + t.assert_true("content present", msg.content.find("Let me check the weather") != std::string::npos); +} + +// Test 2: Cohere Format +// {"tool_call_id": 0, "tool_name": "get_weather", "parameters": {"location": "NYC"}} +static void test_standard_json_tools_cohere(testing & t) { + json tools = build_test_tools(); + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto tool_call = p.standard_json_tools( + "<|START_ACTION|>[", "]<|END_ACTION|>", tools, + /* parallel */ true, + /* force */ false, + /* name_key */ "tool_name", + /* args_key */ "parameters", + /* array_wrapped */ false, // Brackets are part of section markers + /* function_is_key */ false, + /* call_id_key */ "", + /* gen_call_id_key */ "tool_call_id", + /* parameters_order */ {"tool_call_id", "tool_name", "parameters"} + ); + return p.content(p.until("<|START_ACTION|>")) + p.optional(tool_call) + p.end(); + }); + + std::string input = + "Let me search for that." + "<|START_ACTION|>[" + R"({"tool_call_id": 0, "tool_name": "get_current_weather", "parameters": {"location": "NYC", "unit": "celsius"}})" + "]<|END_ACTION|>"; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + if (!t.assert_true("parse success", result.success())) { + return; + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "get_current_weather", msg.tool_calls[0].name); + t.assert_equal("tool id", "0", msg.tool_calls[0].id); + } + t.assert_true("content present", msg.content.find("Let me search") != std::string::npos); +} + +// Test 3: Function-as-Key Format +// {"get_current_weather": {"id": "call-0001", "args": {"location": "NYC"}}} +static void test_standard_json_tools_function_key(testing & t) { + json tools = build_test_tools(); + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto tool_call = p.standard_json_tools( + "[", "]", tools, + /* parallel */ true, + /* force */ false, + /* name_key */ "", // Name is the key itself + /* args_key */ "args", + /* array_wrapped */ false, + /* function_is_key */ true, + /* call_id_key */ "id", + /* gen_call_id_key */ "", + /* parameters_order */ {} + ); + return p.content(p.until("")) + p.optional(tool_call) + p.end(); + }); + + std::string input = + "I'll call the weather function." + "[" + R"({"get_current_weather": {"id": "call-0001", "args": {"location": "NYC", "unit": "celsius"}}})" + "]"; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + if (!t.assert_true("parse success", result.success())) { + return; + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "get_current_weather", msg.tool_calls[0].name); + t.assert_equal("tool id", "call-0001", msg.tool_calls[0].id); + } + t.assert_true("content present", msg.content.find("I'll call the weather") != std::string::npos); +} + +// ============================================================================ +// normalize_quotes_to_json Tests +// ============================================================================ + +// Copy of the function for isolated testing (original is static in chat-peg-parser.cpp) +static std::string normalize_quotes_to_json(const std::string & input) { + std::string result; + result.reserve(input.size() + 16); + + bool in_single_quoted = false; + bool in_double_quoted = false; + + for (size_t i = 0; i < input.size(); ++i) { + char c = input[i]; + + if (c == '\\' && i + 1 < input.size()) { + char next = input[i + 1]; + + if (in_single_quoted) { + if (next == '\'') { + result += '\''; + ++i; + continue; + } + if (next == '"') { + result += "\\\""; + ++i; + continue; + } + result += c; + result += next; + ++i; + continue; + } + + if (in_double_quoted) { + result += c; + result += next; + ++i; + continue; + } + + result += c; + continue; + } + + if (c == '"') { + if (in_single_quoted) { + result += "\\\""; + } else { + in_double_quoted = !in_double_quoted; + result += c; + } + } else if (c == '\'') { + if (in_double_quoted) { + result += c; + } else if (in_single_quoted) { + in_single_quoted = false; + result += '"'; + } else { + in_single_quoted = true; + result += '"'; + } + } else { + result += c; + } + } + + return result; +} + +static void test_normalize_quotes_to_json(testing & t) { + t.test("basic single to double quotes", [](testing & t) { + std::string input = "{'key': 'value'}"; + std::string expected = "{\"key\": \"value\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("basic conversion", expected, result); + }); + + t.test("escaped single quote inside single-quoted string", [](testing & t) { + std::string input = "{'code': 'print(\\'hello\\')'}"; + std::string expected = "{\"code\": \"print('hello')\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("escaped single quote", expected, result); + }); + + t.test("double quote inside single-quoted string", [](testing & t) { + std::string input = "{'msg': 'He said \"hi\"'}"; + std::string expected = "{\"msg\": \"He said \\\"hi\\\"\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("double quote escaping", expected, result); + }); + + t.test("nested backslash escapes", [](testing & t) { + std::string input = "{'path': 'C:\\\\Users\\\\test'}"; + std::string expected = "{\"path\": \"C:\\\\Users\\\\test\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("backslash escaping", expected, result); + }); + + t.test("newline escapes", [](testing & t) { + std::string input = "{'text': 'line1\\nline2'}"; + std::string expected = "{\"text\": \"line1\\nline2\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("newline escaping", expected, result); + }); + + t.test("mixed quotes", [](testing & t) { + std::string input = "{\"already_double\": 'single_value'}"; + std::string expected = "{\"already_double\": \"single_value\"}"; + std::string result = normalize_quotes_to_json(input); + t.assert_equal("mixed quotes", expected, result); + }); + + t.test("embedded quotes - the test case", test_normalize_quotes_with_embedded_quotes); +} + +// Test case that mirrors the Seed-OSS failing test scenario +static void test_normalize_quotes_with_embedded_quotes(testing & t) { + // This is similar to the Seed-OSS template test case + // The input has embedded double quotes like "14" and "bar" inside string values + std::string input = "{'filename': 'foo.cpp', 'oldString': 'def foo(arg = \"14\"):\\n return arg + \"bar\"\\n', 'newString': 'def foo(arg = \"15\"):\\n pass\\n'}"; + + // Expected: Python single quotes -> JSON double quotes, internal double quotes escaped + std::string expected = "{\"filename\": \"foo.cpp\", \"oldString\": \"def foo(arg = \\\"14\\\"):\\n return arg + \\\"bar\\\"\\n\", \"newString\": \"def foo(arg = \\\"15\\\"):\\n pass\\n\"}"; + + std::string result = normalize_quotes_to_json(input); + + t.assert_equal("normalize quotes with embedded double quotes", expected, result); + + // Also verify the result is valid JSON + try { + json parsed = json::parse(result); + t.assert_true("result is valid JSON", true); + t.assert_equal("filename field", "foo.cpp", parsed["filename"].get()); + t.assert_true("oldString contains embedded quotes", + parsed["oldString"].get().find("\"14\"") != std::string::npos); + t.assert_true("newString contains embedded quotes", + parsed["newString"].get().find("\"15\"") != std::string::npos); + } catch (const std::exception & e) { + t.assert_true(std::string("JSON parse failed: ") + e.what(), false); + } +} + +// ============================================================================ +// TAG_WITH_TAGGED Argument Parsing Tests +// ============================================================================ + +// Build tools definition for edit function +static json build_edit_tool() { + json parameters_schema = json::object(); + parameters_schema["type"] = "object"; + parameters_schema["properties"] = json::object(); + parameters_schema["properties"]["filename"] = json::object({ + {"type", "string"}, + {"description", "Path of file to edit"} + }); + parameters_schema["properties"]["oldString"] = json::object({ + {"type", "string"}, + {"description", "String to replace"} + }); + parameters_schema["properties"]["newString"] = json::object({ + {"type", "string"}, + {"description", "New (replacement) value"} + }); + parameters_schema["required"] = json::array({"filename", "oldString", "newString"}); + + return json::array({ + json{ + {"type", "function"}, + {"function", json{ + {"name", "edit"}, + {"description", "Edit a file"}, + {"parameters", parameters_schema} + }} + } + }); +} + +// Test that reproduces the Seed-OSS template issue with embedded quotes +static void test_tagged_args_with_embedded_quotes(testing & t) { + json tools = build_edit_tool(); + + // Build a parser for TAG_WITH_TAGGED format like Seed-OSS/Nemotron + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + // Build tool choice for the edit function + auto tool_choice = p.choice(); + + for (const auto & tool_def : tools) { + if (!tool_def.contains("function")) { continue; } + const auto & function = tool_def.at("function"); + std::string name = function.at("name"); + const auto & params = function.at("parameters"); + + if (!params.contains("properties") || !params.at("properties").is_object()) { continue; } + + const auto & properties = params.at("properties"); + + // Build argument parsers + std::vector arg_parsers; + for (const auto & [param_name, param_schema] : properties.items()) { + auto arg = p.tool_arg( + p.tool_arg_open(p.literal("")) + + p.space() + + p.tool_arg_string_value(p.until("")) + + p.space() + + p.tool_arg_close(p.literal("")) + ); + arg_parsers.push_back(p.optional(p.rule("arg-" + param_name, arg))); + } + + // Build arg sequence with space() between + common_peg_parser args_seq = p.eps(); + for (size_t i = 0; i < arg_parsers.size(); i++) { + if (i > 0) { + args_seq = args_seq + p.space(); + } + args_seq = args_seq + arg_parsers[i]; + } + + auto func_parser = + p.tool_open(p.literal("")) + + p.space() + args_seq + p.space() + + p.tool_close(p.literal("")); + + tool_choice |= p.rule("tool-" + name, p.tool(func_parser)); + } + + auto tool_section = + p.literal("") + p.space() + + tool_choice + + p.space() + p.literal(""); + + return p.content(p.until("")) + p.optional(tool_section) + p.end(); + }); + + // The exact input from the failing test + std::string input = + "\n" + "\n" + "\n" + "foo.cpp\n" + "\n" + "" + "def foo(arg = \"14\"):\n" + " return arg + \"bar\"\n" + "\n" + "\n" + "" + "def foo(arg = \"15\"):\n" + " pass\n" + "\n" + "\n" + "\n" + ""; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + if (!t.assert_true("parse success", result.success())) { + return; + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "edit", msg.tool_calls[0].name); + + // Parse the arguments as JSON to verify they're valid + std::string args = msg.tool_calls[0].arguments; + + try { + json parsed = json::parse(args); + t.assert_true("arguments is valid JSON", true); + + // Verify each field has proper value + t.assert_equal("filename", "foo.cpp", parsed.value("filename", "")); + + std::string oldString = parsed.value("oldString", ""); + t.assert_true("oldString contains embedded quotes", + oldString.find("\"14\"") != std::string::npos); + t.assert_true("oldString contains bar with quotes", + oldString.find("\"bar\"") != std::string::npos); + + std::string newString = parsed.value("newString", ""); + t.assert_true("newString contains embedded quotes", + newString.find("\"15\"") != std::string::npos); + + } catch (const std::exception & e) { + t.assert_true(std::string("arguments should be valid JSON: ") + e.what(), false); + } + } +} + diff --git a/tests/test-chat-parser.cpp b/tests/test-chat-parser.cpp deleted file mode 100644 index 6f44a2b421..0000000000 --- a/tests/test-chat-parser.cpp +++ /dev/null @@ -1,617 +0,0 @@ -// Tests chat handling, including grammar generation and parsing for tool calling, for various templates. -// -// Also acts as a CLI to generate a Markdown summary of the formats of Jinja templates, -// e.g. given Minja (http://github.com/google/minja) checked out in parent dir: -// -// cmake -B build && cmake --build build --parallel && ./build/bin/test-chat ../minja/build/tests/*.jinja 2>/dev/null -// -#include -#include -#include - -#include "chat-parser.h" -#include "common.h" -#include "log.h" -#include "regex-partial.h" - -template -static void assert_equals(const std::string_view label, const T & expected, const T & actual) { - if (expected != actual) { - std::cerr << label << std::endl; - std::cerr << "Expected: " << expected << std::endl; - std::cerr << "Actual: " << actual << std::endl; - std::cerr << std::flush; - throw std::runtime_error("Test failed"); - } -} - -template -static void assert_equals(const T & expected, const T & actual) { - assert_equals("", expected, actual); -} -static void assert_equals(const char * expected, const std::string & actual) { - return assert_equals(expected, actual); -} - -static void assert_throws(const std::function & fn, const std::string & expected_exception_pattern = "") { - try { - fn(); - } catch (const std::exception & e) { - if (expected_exception_pattern.empty()) { - return; - } - std::regex expected_exception_regex(expected_exception_pattern); - std::string actual_message = e.what(); - if (std::regex_search(actual_message, expected_exception_regex)) { - return; - } - throw std::runtime_error("Exception doesn't match expected pattern: " + actual_message + " (pattern: " + expected_exception_pattern + ")"); - throw std::runtime_error("Exception of unexpected type: " + std::string(e.what())); - } - throw std::runtime_error("Exception was expected but not thrown"); -} - -static void test_reasoning() { - //common_log_set_verbosity_thold(LOG_DEFAULT_DEBUG); - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_NONE; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - common_chat_msg_parser builder("CogitoErgo sum", /* is_partial= */ false, params); - assert_equals(false, builder.try_parse_reasoning("", "")); - assert_equals("CogitoErgo sum", builder.consume_rest()); - } - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - common_chat_msg_parser builder("CogitoErgo sum", /* is_partial= */ false, params); - assert_equals(true, builder.try_parse_reasoning("", "")); - assert_equals(std::string("Cogito"), builder.result().reasoning_content); - assert_equals("Ergo sum", builder.consume_rest()); - } - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_NONE; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - common_chat_msg_parser builder("CogitoErgo sum", /* is_partial= */ false, params); - assert_equals(false, builder.try_parse_reasoning("", "")); - assert_equals("CogitoErgo sum", builder.consume_rest()); - } - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - common_chat_msg_parser builder("CogitoErgo sum", /* is_partial= */ false, params); - assert_equals(true, builder.try_parse_reasoning("", "")); - assert_equals(std::string("Cogito"), builder.result().reasoning_content); - assert_equals("Ergo sum", builder.consume_rest()); - } - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = true; - params.thinking_forced_open = true; - common_chat_msg_parser builder("CogitoErgo sum", /* is_partial= */ false, params); - assert_equals(true, builder.try_parse_reasoning("", "")); - assert_equals("Cogito", builder.result().content); - assert_equals("Ergo sum", builder.consume_rest()); - } - { - const std::string variant("content_only_inline_think"); - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - params.parse_tool_calls = false; - const std::string input = "PenseBonjour"; - auto msg = common_chat_parse(input, false, params); - assert_equals(variant, std::string("Pense"), msg.reasoning_content); - assert_equals(variant, std::string("Bonjour"), msg.content); - } - { - const std::string variant("llama_3_inline_think"); - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_LLAMA_3_X; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - params.parse_tool_calls = false; - const std::string input = "PlanRéponse"; - auto msg = common_chat_parse(input, false, params); - assert_equals(variant, std::string("Plan"), msg.reasoning_content); - assert_equals(variant, std::string("Réponse"), msg.content); - } - // Test DeepSeek V3.1 parsing - reasoning content followed by "" and then regular content - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("deepseek_v3_1_reasoning_format_deepseek"); - common_chat_msg_parser builder("REASONINGok", /* is_partial= */ false, params); - assert_equals(variant, true, builder.try_parse_reasoning("", "")); - assert_equals(variant, std::string("REASONING"), builder.result().reasoning_content); - assert_equals(variant, std::string("ok"), builder.consume_rest()); - } - // Test DeepSeek V3.1 parsing - reasoning_format none - reasoning content followed by "" and then regular content - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_NONE; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("deepseek_v3_1_reasoning_format_none"); - const std::string input = "REASONINGok"; - auto msg = common_chat_parse(input, false, params); - assert_equals(variant, std::string("REASONINGok"), msg.content); - assert_equals(variant, std::string(""), msg.reasoning_content); - } -} - -static void test_regex() { - auto test_throws = [](const std::string & input, const std::string & regex, const std::string & expected_exception_pattern = "") { - common_chat_msg_parser builder(input, /* is_partial= */ false, {}); - assert_throws([&]() { builder.consume_regex(common_regex(regex)); }, expected_exception_pattern); - }; - - test_throws("Hello, world!", "abc", "^abc$"); - test_throws("Hello, world!", "e", "^e$"); - - { - common_chat_msg_parser builder("Hello, world!", /* is_partial= */ false, {}); - builder.consume_regex(common_regex("Hello")); - assert_equals(", world!", builder.consume_rest()); - } - - { - // When in non partial mode, we can say whether the regex was consumed or not. - common_chat_msg_parser builder("Hello,", /* is_partial= */ false, {}); - assert_equals(false, builder.try_consume_regex(common_regex("Hello, world!")).has_value()); - } - { - common_chat_msg_parser builder("Hello,", /* is_partial= */ false, {}); - auto res = builder.try_consume_regex(common_regex("H(el)l(?:o, world!)?")); - assert_equals(true, res.has_value()); - // Verify captures - assert_equals(2, res->groups.size()); - assert_equals("Hell", builder.str(res->groups[0])); - assert_equals("el", builder.str(res->groups[1])); - // Verify position is after the match - assert_equals(4, builder.pos()); - assert_equals("o,", builder.consume_rest()); - } - { - // But in partial mode, we have a partial final match / can't decide, so we throw a partial exception. - common_chat_msg_parser builder("Hello,", /* is_partial= */ true, {}); - assert_throws([&]() { - builder.try_consume_regex(common_regex("Hello, world!")); - }, "^Hello, world!$"); - } - - // Now regardless of the mode, we can tell these aren't a match. - for (const auto is_partial : {false, true}) { - common_chat_msg_parser builder("Hello,", is_partial, {}); - assert_equals(false, builder.try_consume_regex(common_regex("a(b|c)(d|e)f")).has_value()); - } - for (const auto is_partial : {false, true}) { - common_chat_msg_parser builder("Hello,", is_partial, {}); - assert_equals(false, builder.try_consume_literal("Oh")); - } -} - -const std::vector barely_healable_jsons = { - "{", - "{\"", - "{\"\\", - "{\"n", - "{\"name\"", - "{\"name\":", - "{\"name\":\"", - "{\"name\":\"\\", - "{\"name\":\"python", - "{\"name\":\"python\\", - "{\",", - "{\":", - "{\"[", - "{\"]", - "{\"{", - "{\"}", - "{\"1", - "{\"name\":\",", - "{\"name\":\":", - "{\"name\":\"[", - "{\"name\":\"]", - "{\"name\":\"{", - "{\"name\":\"}", - "{\"name\":\"1", -}; - -static void test(const std::string & input, bool is_partial, const std::vector> & args_paths, const std::vector> & content_paths, const std::string & expected) { - common_chat_msg_parser builder(input, is_partial, {}); - auto js = builder.try_consume_json_with_dumped_args(args_paths, content_paths); - assert_equals(true, js.has_value()); - assert_equals(is_partial, js->is_partial); - assert_equals(expected, args_paths.size() == 1 && args_paths[0].empty() ? js->value.get() : js->value.dump()); -} - -static void test_deepseek_v3_1_tool_calls() { - //common_log_set_verbosity_thold(LOG_DEFAULT_DEBUG); - // variant: happy path for when it works as the model card says it should - const std::string variant("simple"); - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - params.parse_tool_calls = true; - const std::string input = "<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto msg = common_chat_parse(input, false, params); - assert_equals(variant, 1, msg.tool_calls.size()); - assert_equals(variant, std::string("get_time"), msg.tool_calls[0].name); - // JSON arguments are dumped without spaces - assert_equals(variant, std::string("{\"city\":\"Tokyo\"}"), msg.tool_calls[0].arguments); - assert_equals(variant, std::string(""), msg.content); - assert_equals(variant, std::string(""), msg.reasoning_content); - - // variant: simple + thinking open - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("simple_thinking"); - const std::string in = "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, 1, m.tool_calls.size()); - assert_equals(variant, std::string("get_time"), m.tool_calls[0].name); - assert_equals(variant, std::string("{\"city\":\"Tokyo\"}"), m.tool_calls[0].arguments); - assert_equals(variant, std::string(""), m.content); - assert_equals(variant, std::string("REASONING"), m.reasoning_content); - } - // variant: simple + multiple tool calls - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - params.parse_tool_calls = true; - const std::string variant("simple_multiple_tool_calls"); - const std::string in = "CONTENT<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Paris\"}<|tool▁call▁end|><|tool▁call▁begin|>get_weather<|tool▁sep|>{\"city\": \"Paris\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, 2, m.tool_calls.size()); - assert_equals(variant, std::string("get_time"), m.tool_calls[0].name); - assert_equals(variant, std::string("{\"city\":\"Paris\"}"), m.tool_calls[0].arguments); - assert_equals(variant, std::string("get_weather"), m.tool_calls[1].name); - assert_equals(variant, std::string("{\"city\":\"Paris\"}"), m.tool_calls[1].arguments); - assert_equals(variant, std::string("CONTENT"), m.content); - assert_equals(variant, std::string(""), m.reasoning_content); - } - - - // variant: thinking forced open + tool call in reasoning content - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("thinking_forced_open_tool_call_in_reasoning"); - const std::string in = "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time2<|tool▁sep|>{\"city\": \"Tokyo2\"}<|tool▁call▁end|><|tool▁calls▁end|>REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, 1, m.tool_calls.size()); - assert_equals(variant, std::string("get_time"), m.tool_calls[0].name); - assert_equals(variant, std::string("{\"city\":\"Tokyo\"}"), m.tool_calls[0].arguments); - assert_equals(variant, std::string(""), m.content); - assert_equals(variant, std::string("REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time2<|tool▁sep|>{\"city\": \"Tokyo2\"}<|tool▁call▁end|><|tool▁calls▁end|>REASONING"), m.reasoning_content); - } - - // variant: thinking forced open + tool call in reasoning content + no closing think + not partial - // This is a bit of a fine tuning issue on the model's part IMO. It really should not be attempting - // to make tool calls in reasoning content according to the model card, but it does sometimes, so - // add the reasoning content as regular content and parse the tool calls. - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("thinking_forced_open_tool_call_in_reasoning_no_closing_think_not_partial"); - const std::string in = "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, std::string("REASONING"), m.content); - assert_equals(variant, std::string(""), m.reasoning_content); - assert_equals(variant, 1, m.tool_calls.size()); - assert_equals(variant, std::string("get_time"), m.tool_calls[0].name); - assert_equals(variant, std::string("{\"city\":\"Tokyo\"}"), m.tool_calls[0].arguments); - } - - // variant: thinking forced open + tool call in reasoning content + no closing think + partial - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("thinking_forced_open_tool_call_in_reasoning_no_closing_think_partial"); - const std::string in = "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"; - auto m = common_chat_parse(in, /* is_partial= */ true, params); - assert_equals(variant, std::string("REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>"), m.reasoning_content); - assert_equals(variant, std::string(""), m.content); - assert_equals(variant, 0, m.tool_calls.size()); - } - - // variant: thinking not forced open + reasoning + regular content + no tool calls - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = true; - params.parse_tool_calls = true; - const std::string variant("thinking_forced_open_reasoning_regular_content_no_tool_calls"); - const std::string in = "REASONINGCONTENT"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, 0, m.tool_calls.size()); - assert_equals(variant, std::string("CONTENT"), m.content); - assert_equals(variant, std::string("REASONING"), m.reasoning_content); - } - // variant: thinking not forced open + missing reasoning + no tool calls - { - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1; - params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - params.parse_tool_calls = true; - const std::string variant("thinking_not_forced_open_missing_reasoning_no_tool_calls"); - const std::string in = "CONTENT"; - auto m = common_chat_parse(in, false, params); - assert_equals(variant, 0, m.tool_calls.size()); - assert_equals(variant, std::string("CONTENT"), m.content); - assert_equals(variant, std::string(""), m.reasoning_content); - } -} - -static void test_with_args(const std::string & input, const std::string & expected, bool parse_as_partial = true, bool is_partial = true) { - common_chat_msg_parser builder(input, parse_as_partial, {}); - auto js = builder.try_consume_json_with_dumped_args({{"args"}}, {}); - assert_equals(true, js.has_value()); - assert_equals(is_partial, js->is_partial); - assert_equals(expected, js->value.dump()); -} - -static void test_json_with_dumped_args_no_args() { - // Normal JSON, nothing to heal, nothing to dump - test("{\"name\": \"python\"}", false, {}, {}, "{\"name\":\"python\"}"); - // Full json is args - test("{\"name\": \"python\"}", false, {{}}, {}, "{\"name\":\"python\"}"); - - // If the arguments are further down, don't heal partial content. - for (const auto & src : barely_healable_jsons) { - test(src, true, {{"arguments"}}, {}, "{}"); - } - // But heal content that isn't partial. - test("{\"name\": \"python\"", true, {{"arguments"}}, {}, "{\"name\":\"python\"}"); -} - -static void test_json_with_dumped_args() { - - // Partial content. - test("{\"content\": \"t", true, {}, {{"content"}}, "{\"content\":\"t\"}"); - test("{\"content\": \"", true, {}, {{"content"}}, "{\"content\":\"\"}"); - test("{\"content\": ", true, {}, {{"content"}}, "{}"); - - // If the entire JSON is the arguments, healing it them dumping it produces the same output as the input (just reformatted). - test("{\"name\": \"python", true, {{}}, {}, "{\"name\":\"python"); - for (const auto & src : barely_healable_jsons) { - test(src, true, {{}}, {}, src); - } - - // Full JSON w/ args - for (auto parse_as_partial : {true, false}) { - test_with_args( - R"({"name": "python", "args": {"arg1": 1}})", - R"({"name":"python","args":"{\"arg1\":1}"})", - parse_as_partial, - /* is_partial= */ false - ); - } - - // Partial JSON w/ partial args - test_with_args( - R"({"foo": "bar", "args": {")", - R"({"foo":"bar","args":"{\""})" - ); - // Partial args broken in object key - test_with_args( - R"({"foo": "bar", "args": {"ar)", - R"({"foo":"bar","args":"{\"ar"})" - ); - // Partial args broken after object key - test_with_args( - R"({"foo": "bar", "args": {"arg1")", - R"({"foo":"bar","args":"{\"arg1\""})" - ); - // Partial args broken before object value - test_with_args( - R"({"foo": "bar", "args": {"arg1":)", - R"({"foo":"bar","args":"{\"arg1\":"})" - ); - // Partial args broken before object value (space) - test_with_args( - R"({"foo": "bar", "args": {"arg1": )", - R"({"foo":"bar","args":"{\"arg1\":"})" - ); - // Partial args broken in object value that may not be complete (int) - test_with_args( - R"({"foo": "bar", "args": {"arg1": 1)", - R"({"foo":"bar","args":"{\"arg1\":"})" - ); - // Partial args broken in object value that is complete (int) - test_with_args( - R"({"foo": "bar", "args": {"arg1": 1 )", - R"({"foo":"bar","args":"{\"arg1\":1"})" - ); - // Partial args broken in object value that is incomplete (string) - test_with_args( - R"({"foo": "bar", "args": {"arg1": ")", - R"({"foo":"bar","args":"{\"arg1\":\""})" - ); - // Partial args broken in object value that is complete (string) - test_with_args( - R"({"foo": "bar", "args": {"arg1": "1")", - R"({"foo":"bar","args":"{\"arg1\":\"1\""})" - ); - // Partial args broken on array opening - test_with_args( - R"({"foo": "bar", "args": [)", - R"({"foo":"bar","args":"["})" - ); - // Partial args broken on array value that is incomplete (int) - test_with_args( - R"({"foo": "bar", "args": [1)", - R"({"foo":"bar","args":"["})" - ); - // Partial args broken on array value that is complete (int) - test_with_args( - R"({"foo": "bar", "args": [1 )", - R"({"foo":"bar","args":"[1"})" - ); - // Partial args broken on array value that is complete (string) - test_with_args( - R"({"foo": "bar", "args": ["1")", - R"({"foo":"bar","args":"[\"1\""})" - ); - // Partial args broken after array value - test_with_args( - R"({"foo": "bar", "args": [1,)", - R"({"foo":"bar","args":"[1,"})" - ); - // Partial args broken on nested array - test_with_args( - R"({"foo": "bar", "args": {"arg1": [)", - R"({"foo":"bar","args":"{\"arg1\":["})" - ); - - // Unicode tests - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\u)", - R"({"foo":"bar","args":"{\"arg1\":\"\\u"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\u0)", - R"({"foo":"bar","args":"{\"arg1\":\"\\u0"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\u00)", - R"({"foo":"bar","args":"{\"arg1\":\"\\u00"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\u000)", - R"({"foo":"bar","args":"{\"arg1\":\"\\u000"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\u0000)", - R"({"foo":"bar","args":"{\"arg1\":\"\\u0000"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud8)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud8"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud80)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud80"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\u)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\u"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\ud)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\ud"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\udc)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\udc"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\udc0)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\udc0"})" - ); - test_with_args( - R"({"foo": "bar", "args": {"arg1": "\ud800\udc00)", - R"({"foo":"bar","args":"{\"arg1\":\"\\ud800\\udc00"})" - ); -} - -static void test_positions() { - { - common_chat_msg_parser builder("Hello, world!", /* is_partial= */ false, {}); - assert_equals(0, builder.pos()); - assert_throws([&]() { builder.move_to(100); }); - assert_equals(0, builder.pos()); - assert_throws([&]() { builder.move_back(1); }); - assert_equals(0, builder.pos()); - - builder.move_to(8); - assert_equals(8, builder.pos()); - builder.move_back(1); - assert_equals(7, builder.pos()); - assert_equals("world!", builder.consume_rest()); - - builder.move_to(0); - assert_equals(0, builder.pos()); - - assert_throws([&]() { builder.finish(); }); - assert_equals(0, builder.pos()); - - builder.move_to(builder.input().size()); - builder.finish(); - } - { - common_chat_msg_parser builder("Hello, world!", /* is_partial= */ true, {}); - - builder.move_to(builder.input().size()); - assert_equals(builder.input().size(), builder.pos()); - builder.finish(); - } -} - -int main() { - test_positions(); - test_json_with_dumped_args_no_args(); - test_json_with_dumped_args(); - test_reasoning(); - test_regex(); - test_deepseek_v3_1_tool_calls(); - std::cout << "All tests passed!\n"; - return 0; -} diff --git a/tests/test-chat-peg-parser.cpp b/tests/test-chat-peg-parser.cpp index f767c73c27..908b13fd0c 100644 --- a/tests/test-chat-peg-parser.cpp +++ b/tests/test-chat-peg-parser.cpp @@ -1,8 +1,3 @@ -#include -#include -#include - -#include "chat-parser.h" #include "chat-peg-parser.h" #include "chat.h" #include "common.h" @@ -10,6 +5,11 @@ #include "peg-parser.h" #include "testing.h" #include "peg-parser/simple-tokenize.h" + +#include +#include +#include + #include "nlohmann/json.hpp" using json = nlohmann::ordered_json; @@ -17,9 +17,12 @@ using json = nlohmann::ordered_json; static json create_tools(); static void test_example_native(testing & t); static void test_example_qwen3_coder(testing & t); +static void test_example_qwen3_non_coder(testing & t); static void test_command7_parser_compare(testing & t); +static void test_prefix_tool_names(testing & t); +static void test_tagged_peg_parser(testing & t); -int main(int argc, char *argv[]) { +int main(int argc, char * argv[]) { testing t(std::cout); if (argc >= 2) { t.set_filter(argv[1]); @@ -32,7 +35,10 @@ int main(int argc, char *argv[]) { t.test("native", test_example_native); t.test("qwen3 coder", test_example_qwen3_coder); + t.test("qwen3 non-coder", test_example_qwen3_non_coder); t.test("comparison", test_command7_parser_compare); + t.test("prefix tool names", test_prefix_tool_names); + t.test("tagged peg parser", test_tagged_peg_parser); return t.summary(); } @@ -41,87 +47,75 @@ static json create_tools() { json tools = json::array(); json tool_weather = { - {"type", "function"}, - {"function", { - {"name", "get_current_weather"}, - {"description", "Get the current weather in a given location"}, - {"parameters", { - {"type", "object"}, - {"properties", { - {"location", { - {"type", "string"}, - {"description", "The city and state, e.g. San Francisco, CA"} - }}, - {"unit", { - {"type", "string"}, - {"enum", {"celsius", "fahrenheit"}}, - {"description", "The temperature unit to use. Infer this from the users location."} - }} - }}, - {"required", {"location", "unit"}}, - }}, - }} + { "type", "function" }, + { "function", + { + { "name", "get_current_weather" }, + { "description", "Get the current weather in a given location" }, + { "parameters", + { + { "type", "object" }, + { "properties", + { { "location", + { { "type", "string" }, { "description", "The city and state, e.g. San Francisco, CA" } } }, + { "unit", + { { "type", "string" }, + { "enum", { "celsius", "fahrenheit" } }, + { "description", + "The temperature unit to use. Infer this from the users location." } } } } }, + { "required", { "location", "unit" } }, + } }, + } } }; tools.push_back(tool_weather); json tool_forecast = { - {"type", "function"}, - {"function", { - {"name", "get_forecast"}, - {"description", "Get the weather forecast for a given location"}, - {"parameters", { - {"type", "object"}, - {"properties", { - {"location", { - {"type", "string"}, - {"description", "The city and state, e.g. San Francisco, CA"} - }}, - {"unit", { - {"type", "string"}, - {"enum", {"celsius", "fahrenheit"}}, - {"description", "The temperature unit to use. Infer this from the users location."} - }}, - {"days", { - {"type", "integer"}, - {"description", "Number of days to forecast (1-10)"}, - {"minimum", 1}, - {"maximum", 10} - }} - }}, - {"required", {"location", "unit"}}, - }}, - }} + { "type", "function" }, + { "function", + { + { "name", "get_forecast" }, + { "description", "Get the weather forecast for a given location" }, + { "parameters", + { + { "type", "object" }, + { "properties", + { { "location", + { { "type", "string" }, { "description", "The city and state, e.g. San Francisco, CA" } } }, + { "unit", + { { "type", "string" }, + { "enum", { "celsius", "fahrenheit" } }, + { "description", "The temperature unit to use. Infer this from the users location." } } }, + { "days", + { { "type", "integer" }, + { "description", "Number of days to forecast (1-10)" }, + { "minimum", 1 }, + { "maximum", 10 } } } } }, + { "required", { "location", "unit" } }, + } }, + } } }; tools.push_back(tool_forecast); json tool_search = { - {"type", "function"}, - {"function", { - {"name", "search_knowledge_base"}, - {"description", "Search the internal technical documentation knowledge base."}, - {"parameters", { - {"type", "object"}, - {"properties", { - {"query", { - {"type", "string"}, - {"description", "The search query string."} - }}, - {"max_results", { - {"type", "integer"}, - {"description", "The maximum number of results to return."}, - {"default", 5} - }}, - {"category", { - {"type", "string"}, - {"enum", {"api", "troubleshooting", "billing", "general"}}, - {"description", "Filter search by specific category."} - }} - }}, - {"required", {"query", "category"}}, - {"additionalProperties", false} - }}, - {"strict", true} - }} + { "type", "function" }, + { "function", + { { "name", "search_knowledge_base" }, + { "description", "Search the internal technical documentation knowledge base." }, + { "parameters", + { { "type", "object" }, + { "properties", + { { "query", { { "type", "string" }, { "description", "The search query string." } } }, + { "max_results", + { { "type", "integer" }, + { "description", "The maximum number of results to return." }, + { "default", 5 } } }, + { "category", + { { "type", "string" }, + { "enum", { "api", "troubleshooting", "billing", "general" } }, + { "description", "Filter search by specific category." } } } } }, + { "required", { "query", "category" } }, + { "additionalProperties", false } } }, + { "strict", true } } } }; tools.push_back(tool_search); @@ -131,274 +125,238 @@ static json create_tools() { struct tool_argument { std::string name; std::string type; - bool is_required; - json schema; + bool is_required; + json schema; }; struct tool_definition { - std::string name; + std::string name; std::vector arguments; - json schema; + json schema; }; // Test fictitious model output that emits arguments as JSON. static void test_example_native(testing & t) { struct test_case { // Parameters - std::string name; - json tools; + std::string name; + json tools; common_chat_tool_choice tool_choice; common_reasoning_format reasoning_format; - json json_schema; - bool parallel_tool_calls; - bool thinking_forced_open; - std::string input; + json json_schema; + bool parallel_tool_calls; + std::string generation_prompt; + std::string input; // Expect - std::string expect_reasoning; - std::string expect_content; + std::string expect_reasoning; + std::string expect_content; std::vector expect_tool_calls; }; auto build_parser = [](const test_case & tc) { - return build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { + return build_chat_peg_parser([&](common_chat_peg_builder & p) { auto reasoning_in_content = (tc.reasoning_format == COMMON_REASONING_FORMAT_NONE); - auto reasoning = p.eps(); - if (tc.thinking_forced_open) { - // If thinking is forced open, expect a closing tag - reasoning = p.reasoning(p.until("")) + "" + p.space(); - } else { - // Otherwise, optionally accept thinking wrapped in tags - reasoning = p.optional("" + p.reasoning(p.until("")) + "" + p.space()); - } + // Always use optional TAG_BASED pattern; generation_prompt is prepended to input + auto reasoning = p.optional("" + p.reasoning(p.until("")) + "" + p.space()); // tool calling parser if (tc.tools.is_array() && !tc.tools.empty()) { - auto tools = p.choice(); - for (const auto & tool : tc.tools) { - const auto & function = tool.at("function"); - std::string name = function.at("name"); - const auto & schema = function.at("parameters"); + auto tool_call = + p.standard_json_tools("[", "]", tc.tools, tc.parallel_tool_calls, + tc.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED); - auto tool_name = p.json_member("name", "\"" + p.tool_name(p.literal(name)) + "\""); - auto tool_args = p.json_member("arguments", p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema))); - - tools |= p.rule("tool-" + name, p.tool_open(p.literal("{")) << tool_name << "," << tool_args << "}"); - }; - - auto parallel_calls = p.eps(); - if (tc.parallel_tool_calls) { - parallel_calls = p.zero_or_more("," << tools); - } - - auto tool_call = p.trigger_rule("tool-call", - p.sequence({ - p.literal("["), - tools, - parallel_calls, - p.literal("]") - }) - ); - - return p.sequence({ - (reasoning_in_content ? p.eps() : reasoning), - p.content(p.until("")), - p.optional(p.space() + tool_call), - p.space(), - p.end() - }); + return p.sequence({ (reasoning_in_content ? p.eps() : reasoning), p.content(p.until("")), + p.optional(p.space() + tool_call), p.space(), p.end() }); } // response_format parser if (tc.json_schema.is_object() && !tc.json_schema.empty()) { - return p.sequence({ - (reasoning_in_content ? p.eps() : reasoning), - p.content(p.schema(p.json(), "response-output", tc.json_schema)), - p.space(), - p.end() - }); + return p.sequence({ (reasoning_in_content ? p.eps() : reasoning), + p.content(p.schema(p.json(), "response-output", tc.json_schema)), p.space(), + p.end() }); } // Content-only parser - return p.sequence({ - (reasoning_in_content ? p.eps() : reasoning), - p.content(p.rest()), - p.end() - }); + return p.sequence({ (reasoning_in_content ? p.eps() : reasoning), p.content(p.rest()), p.end() }); }); }; std::vector test_cases = std::vector{ { - /* .name = */ "content with thinking_forced_open = false", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ false, - /* .input = */ ( - "The user said hello, I must say hello back\nHello" - ), - /* .expect_reasoning = */ "The user said hello, I must say hello back", - /* .expect_content = */ "Hello", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "content with reasoning (no generation_prompt)", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("The user said hello, I must say hello back\nHello"), + /* .expect_reasoning = */ "The user said hello, I must say hello back", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, { - /* .name = */ "content with thinking_forced_open = false and no reasoning", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ false, - /* .input = */ ( - "Hello" - ), - /* .expect_reasoning = */ "", - /* .expect_content = */ "Hello", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "content without reasoning (no generation_prompt)", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("Hello"), + /* .expect_reasoning = */ "", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, { - /* .name = */ "content with thinking_forced_open = false and reasoning_format = none", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "The user said hello, I must say hello back\nHello" - ), - /* .expect_reasoning = */ "", - /* .expect_content = */ "The user said hello, I must say hello back\nHello", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "content with reasoning_format = none (tags appear in content)", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("The user said hello, I must say hello back\nHello"), + /* .expect_reasoning = */ "", + /* .expect_content = */ "The user said hello, I must say hello back\nHello", + /* .expect_tool_calls = */ {}, + }, { - /* .name = */ "content with thinking_forced_open = true", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "The user said hello, I must say hello back\nHello" - ), - /* .expect_reasoning = */ "The user said hello, I must say hello back", - /* .expect_content = */ "Hello", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "content with reasoning generation_prompt", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("The user said hello, I must say hello back\nHello"), + /* .expect_reasoning = */ "The user said hello, I must say hello back", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, { - /* .name = */ "content with thinking_forced_open = true and reasoning_format = none", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "The user said hello, I must say hello back\nHello" - ), - /* .expect_reasoning = */ "", - /* .expect_content = */ "The user said hello, I must say hello back\nHello", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "content with reasoning generation_prompt and reasoning_format = none", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("The user said hello, I must say hello back\nHello"), + /* .expect_reasoning = */ "", + /* .expect_content = */ "The user said hello, I must say hello back\nHello", + /* .expect_tool_calls = */ {}, + }, { - /* .name = */ "tools with tool_choice = auto and no parallel_tool_calls", - /* .tools = */ create_tools(), - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "I must get the weather in New York\n" - "[" - R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" - "]" - ), - /* .expect_reasoning = */ "I must get the weather in New York", - /* .expect_content = */ "", - /* .expect_tool_calls = */ {{ + /* .name = */ "content with closed reasoning generation_prompt (empty reasoning discarded)", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ ("Hello"), + /* .expect_reasoning = */ "", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "tools with reasoning generation_prompt", + /* .tools = */ create_tools(), + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ + ("I must get the weather in New York\n" + "[" + R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" + "]"), + /* .expect_reasoning = */ "I must get the weather in New York", + /* .expect_content = */ "", + /* .expect_tool_calls = */ + { { /* .name = */ "get_current_weather", /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit"})", /* .id = */ "", - }}, - }, + } }, + }, { - /* .name = */ "tools with tool_choice = auto and parallel_tool_calls", - /* .tools = */ create_tools(), - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ {}, - /* .parallel_tool_calls = */ true, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "I must get the weather in New York and San Francisco and a 3 day forecast of each.\nLet me search that for you." - "[" - R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" - ", " - R"({"name": "get_current_weather", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit"}})" - ", " - R"({"name": "get_forecast", "arguments": {"location": "New York City, NY", "unit": "fahrenheit", "days": 3}})" - ", " - R"({"name": "get_forecast", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3}})" - "]" - ), - /* .expect_reasoning = */ "I must get the weather in New York and San Francisco and a 3 day forecast of each.", - /* .expect_content = */ "Let me search that for you.", - /* .expect_tool_calls = */ {{ - /* .name = */ "get_current_weather", - /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit"})", - /* .id = */ "", - }, { - /* .name = */ "get_current_weather", - /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit"})", - /* .id = */ "", - }, { - /* .name = */ "get_forecast", - /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit", "days": 3})", - /* .id = */ "", - }, { - /* .name = */ "get_forecast", - /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3})", - /* .id = */ "", - }}, - }, + /* .name = */ "parallel tools with reasoning generation_prompt", + /* .tools = */ create_tools(), + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ true, + /* .generation_prompt = */ "", + /* .input = */ + ("I must get the weather in New York and San Francisco and a 3 day forecast of each.\nLet me " + "search that for you." + "[" + R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" + ", " + R"({"name": "get_current_weather", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit"}})" + ", " + R"({"name": "get_forecast", "arguments": {"location": "New York City, NY", "unit": "fahrenheit", "days": 3}})" + ", " + R"({"name": "get_forecast", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3}})" + "]"), + /* .expect_reasoning = */ + "I must get the weather in New York and San Francisco and a 3 day forecast of each.", /* .expect_content = */ "Let me search that for you.", + /* .expect_tool_calls = */ + { { + /* .name = */ "get_current_weather", + /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit"})", + /* .id = */ "", + }, + { + /* .name = */ "get_current_weather", + /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit"})", + /* .id = */ "", + }, + { + /* .name = */ "get_forecast", + /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit", "days": 3})", + /* .id = */ "", + }, + { + /* .name = */ "get_forecast", + /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3})", + /* .id = */ "", + } }, + }, { - /* .name = */ "response_format with thinking_forced_open = true", - /* .tools = */ {}, - /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .json_schema = */ { - {"type", "object"}, - {"properties", { - {"invoice_number", {{"type", "string"}}}, - {"amount", {{"type", "number"}}}, - {"due_date", {{"type", "string"}}} - }}, - {"required", {"invoice_number", "amount", "due_date"}} - }, - /* .parallel_tool_calls = */ false, - /* .thinking_forced_open = */ true, - /* .input = */ ( - "I must produce the invoice in the requested format\n" - R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})" - ), - /* .expect_reasoning = */ "I must produce the invoice in the requested format", - /* .expect_content = */ R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})", - /* .expect_tool_calls = */ {}, - }, + /* .name = */ "response_format with reasoning generation_prompt", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ + { { "type", "object" }, + { "properties", + { { "invoice_number", { { "type", "string" } } }, + { "amount", { { "type", "number" } } }, + { "due_date", { { "type", "string" } } } } }, + { "required", { "invoice_number", "amount", "due_date" } } }, + /* .parallel_tool_calls = */ false, + /* .generation_prompt = */ "", + /* .input = */ + ("I must produce the invoice in the requested format\n" + R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})"), + /* .expect_reasoning = */ "I must produce the invoice in the requested format", + /* .expect_content = */ + R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})", /* .expect_tool_calls = */ {}, + }, }; for (const auto & tc : test_cases) { t.test(tc.name, [&](testing & t) { - auto parser = build_parser(tc); - auto lazy = !tc.tools.empty() && tc.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; + auto parser = build_parser(tc); + auto lazy = !tc.tools.empty() && tc.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; auto grammar = build_grammar([&](const common_grammar_builder & builder) { - for (auto const & def : tc.tools) { - auto function = def.at("function"); + for (const auto & def : tc.tools) { + auto function = def.at("function"); auto parameters = function.at("parameters"); builder.resolve_refs(parameters); }; @@ -406,17 +364,18 @@ static void test_example_native(testing & t) { }); t.log("Grammar:"); - for (auto const & line : string_split(grammar, "\n")) { + for (const auto & line : string_split(grammar, "\n")) { t.log(line); } - common_peg_parse_context ctx(tc.input, false); - auto result = parser.parse(ctx); + std::string effective_input = tc.generation_prompt + tc.input; + common_peg_parse_context ctx(effective_input); + auto result = parser.parse(ctx); t.assert_true("success", result.success()); common_chat_msg msg; - auto mapper = common_chat_peg_native_mapper(msg); + auto mapper = common_chat_peg_mapper(msg); mapper.from_ast(ctx.ast, result); t.assert_equal("content equal", tc.expect_content, msg.content); @@ -431,16 +390,16 @@ static void test_example_native(testing & t) { } static void test_example_qwen3_coder(testing & t) { - auto tools = create_tools(); - auto parser = build_chat_peg_constructed_parser([&](common_chat_peg_constructed_builder & p) { + auto tools = create_tools(); + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { auto content = p.rule("content", p.content(p.until(""))); std::vector tool_parsers; - for (auto const & def : tools) { - auto function = def.at("function"); - std::string name = function.at("name"); - auto parameters = function.at("parameters"); - auto properties = parameters.at("properties"); + for (const auto & def : tools) { + auto function = def.at("function"); + std::string name = function.at("name"); + auto parameters = function.at("parameters"); + auto properties = parameters.at("properties"); std::set required_properties; if (function.contains("required")) { @@ -450,59 +409,36 @@ static void test_example_qwen3_coder(testing & t) { std::vector arg_parsers; for (const auto & [param_name, param_schema] : properties.items()) { bool is_required = required_properties.find(param_name) != required_properties.end(); - auto type = param_schema.value("type", "object"); + auto type = param_schema.value("type", "object"); - auto arg = p.tool_arg(p.sequence({ - p.tool_arg_open(""), - (type == "string" ? - p.tool_arg_string_value( - p.schema( - p.until_one_of({ - "\n\n" - }), - "tool-" + name + "-arg-" + param_name + "-schema", - param_schema, - true - ) - ) : p.tool_arg_json_value( - p.schema( - p.json(), - "tool-" + name + "-arg-" + param_name + "-schema", - param_schema - ) - ) - ), - p.tool_arg_close( - "\n" + - p.peek(p.literal("")) - ) - })); + auto arg = p.tool_arg( + p.sequence({ p.tool_arg_open(""), + (type == "string" ? + p.tool_arg_string_value(p.schema( + p.until_one_of({ "\n\n" }), + "tool-" + name + "-arg-" + param_name + "-schema", param_schema, true)) : + p.tool_arg_json_value(p.schema( + p.json(), "tool-" + name + "-arg-" + param_name + "-schema", param_schema))), + p.tool_arg_close("\n" + + p.peek(p.literal(""))) })); - arg_parsers.push_back(is_required ? - p.rule("tool-" + name + "-arg-" + param_name, arg) : - p.optional(p.rule("tool-" + name + "-arg-" + param_name, arg))); + arg_parsers.push_back(is_required ? p.rule("tool-" + name + "-arg-" + param_name, arg) : + p.optional(p.rule("tool-" + name + "-arg-" + param_name, arg))); } - tool_parsers.push_back(p.rule("tool-" + name, - p.tool_open("") - << p.sequence(arg_parsers) - << p.tool_close(p.literal("")) - )); + tool_parsers.push_back(p.rule("tool-" + name, p.tool_open("") + << p.sequence(arg_parsers) + << p.tool_close(p.literal("")))); }; - auto tool_call = p.trigger_rule("tool-call", - "" - << p.choice(tool_parsers) - << "" - ); + auto tool_call = p.trigger_rule("tool-call", "" << p.choice(tool_parsers) << ""); return content + p.zero_or_more(p.space() + tool_call) + p.end(); }); auto grammar = build_grammar([&](const common_grammar_builder & builder) { - for (auto const & def : tools) { - auto function = def.at("function"); + for (const auto & def : tools) { + auto function = def.at("function"); auto parameters = function.at("parameters"); builder.resolve_refs(parameters); }; @@ -510,11 +446,11 @@ static void test_example_qwen3_coder(testing & t) { }); t.log("Grammar:"); - for (auto const & line : string_split(grammar, "\n")) { + for (const auto & line : string_split(grammar, "\n")) { t.log(line); } - t.test("incremental parsing", [&](testing &t) { + t.test("incremental parsing", [&](testing & t) { std::string input = "Let me search the knowledge base for cat pictures." "\n" @@ -530,7 +466,7 @@ static void test_example_qwen3_coder(testing & t) { for (auto it = tokens.begin(); it != tokens.end(); it++) { std::string in = std::accumulate(tokens.begin(), it + 1, std::string()); - common_peg_parse_context ctx(in, it + 1 < tokens.end()); + common_peg_parse_context ctx(in, (it + 1 < tokens.end()) ? COMMON_PEG_PARSE_FLAG_LENIENT : COMMON_PEG_PARSE_FLAG_NONE); auto result = parser.parse(ctx); if (!t.assert_equal("not fail", false, result.fail())) { @@ -538,7 +474,7 @@ static void test_example_qwen3_coder(testing & t) { } common_chat_msg msg; - auto mapper = common_chat_peg_constructed_mapper(msg); + auto mapper = common_chat_peg_mapper(msg); mapper.from_ast(ctx.ast, result); //t.log("Input: " + input); @@ -554,7 +490,105 @@ static void test_example_qwen3_coder(testing & t) { try { // This shouldn't emit any runtime errors auto diffs = common_chat_msg_diff::compute_diffs(prev, msg); - } catch(const std::exception & e) { + } catch (const std::exception & e) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + t.assert_true(std::string("failed with ") + e.what(), false); + } + + prev = msg; + } + }); +} + +static void test_example_qwen3_non_coder(testing & t) { + auto tools = create_tools(); + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + // tool calling parser using standard JSON format + auto tool_call = p.standard_json_tools("", "", tools, true, false); + + return p.sequence({ p.content(p.until("")), p.optional(p.space() + tool_call), p.end() }); + }); + + auto grammar = build_grammar([&](const common_grammar_builder & builder) { + for (const auto & def : tools) { + auto function = def.at("function"); + auto parameters = function.at("parameters"); + builder.resolve_refs(parameters); + }; + parser.build_grammar(builder); + }); + + t.log("Grammar:"); + for (const auto & line : string_split(grammar, "\n")) { + t.log(line); + } + + t.test("tool call parsing", [&](testing & t) { + std::string input = + "I need to get the weather.\n" + "" + "{\"name\": \"get_current_weather\", \"arguments\": {\"location\": \"New York City, NY\", \"unit\": " + "\"fahrenheit\"}}" + ""; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + t.assert_true("success", result.success()); + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("content", "I need to get the weather.\n", msg.content); + t.assert_equal("reasoning", "", msg.reasoning_content); + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "get_current_weather", msg.tool_calls[0].name); + t.assert_equal("tool args", "{\"location\": \"New York City, NY\", \"unit\": \"fahrenheit\"}", + msg.tool_calls[0].arguments); + } + }); + + t.test("incremental parsing", [&](testing & t) { + std::string input = + "I need to get the weather.\n" + "" + "{\"name\": \"get_current_weather\", \"arguments\": {\"location\": \"New York City, NY\", \"unit\": " + "\"fahrenheit\"}}" + ""; + + std::vector tokens = simple_tokenize(input); + + common_chat_msg prev; + for (auto it = tokens.begin(); it != tokens.end(); it++) { + std::string in = std::accumulate(tokens.begin(), it + 1, std::string()); + + common_peg_parse_context ctx(in, (it + 1 < tokens.end()) ? COMMON_PEG_PARSE_FLAG_LENIENT : COMMON_PEG_PARSE_FLAG_NONE); + + auto result = parser.parse(ctx); + if (!t.assert_equal("not fail", false, result.fail())) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + //t.log("Input: " + input); + t.log("==========================================="); + t.log("Iteration " + std::to_string(in.size())); + t.log("Reasoning: " + msg.reasoning_content); + t.log("Content : " + msg.content); + for (const auto & tc : msg.tool_calls) { + t.log("Tool name: " + tc.name); + t.log("Tool args: " + tc.arguments); + } + + try { + // This shouldn't emit any runtime errors + auto diffs = common_chat_msg_diff::compute_diffs(prev, msg); + } catch (const std::exception & e) { t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); t.assert_true(std::string("failed with ") + e.what(), false); } @@ -565,38 +599,37 @@ static void test_example_qwen3_coder(testing & t) { } void test_command7_parser_compare(testing & t) { - auto parser = build_chat_peg_native_parser([](common_chat_peg_native_builder & p) { - auto thinking = p.reasoning_block( - "<|START_THINKING|>" << p.reasoning(p.until("<|END_THINKING|>")) << "<|END_THINKING|>"); + auto parser = build_chat_peg_parser([](common_chat_peg_builder & p) { + auto thinking = + p.reasoning_block("<|START_THINKING|>" << p.reasoning(p.until("<|END_THINKING|>")) << "<|END_THINKING|>"); auto response = "<|START_RESPONSE|>" << p.content(p.until("<|END_RESPONSE|>")) << "<|END_RESPONSE|>"; - auto tool_call_id = p.atomic("\"tool_call_id\"" << (":" << ("\"" + p.tool_id(p.json_string_content()) + "\""))); - auto tool_call_name = p.atomic("\"tool_name\"" << (":" << ("\"" + p.tool_name(p.json_string_content()) + "\""))); + auto tool_call_id = p.atomic("\"tool_call_id\"" << (":" << ("\"" + p.tool_id(p.string_content('"')) + "\""))); + auto tool_call_name = + p.atomic("\"tool_name\"" << (":" << ("\"" + p.tool_name(p.string_content('"')) + "\""))); auto tool_call_args = "\"parameters\"" << (":" << p.tool_args(p.json())); auto tool_call_fields = p.rule("tool-call-fields", tool_call_id | tool_call_name | tool_call_args); - auto tool_call = p.rule("tool-call", p.tool( - p.tool_open(p.literal("{")) - << tool_call_fields - << p.zero_or_more( p.literal(",") << tool_call_fields) - << p.tool_close(p.literal("}")) - )); + auto tool_call = + p.rule("tool-call", p.tool(p.tool_open(p.literal("{")) + << tool_call_fields << p.zero_or_more(p.literal(",") << tool_call_fields) + << p.tool_close(p.literal("}")))); - auto tool_calls = p.rule("tool-calls", - "<|START_ACTION|>" - << ("[" << tool_call << p.zero_or_more(p.literal(",") << tool_call) << "]") - << "<|END_ACTION|>"); + auto tool_calls = p.rule( + "tool-calls", "<|START_ACTION|>" << ("[" << tool_call << p.zero_or_more(p.literal(",") << tool_call) << "]") + << "<|END_ACTION|>"); return p.optional(thinking) << (tool_calls | response) + p.end(); }); - auto test_current = [&](const common_peg_arena & p, const std::string & input, bool is_partial, bool print_results) { - common_peg_parse_context ctx(input, is_partial); - auto result = p.parse(ctx); + auto test_current = [&](const common_peg_arena & p, const std::string & input, bool is_partial, + bool print_results) { + common_peg_parse_context ctx(input, is_partial ? COMMON_PEG_PARSE_FLAG_LENIENT : COMMON_PEG_PARSE_FLAG_NONE); + auto result = p.parse(ctx); common_chat_msg msg; - auto mapper = common_chat_peg_native_mapper(msg); + auto mapper = common_chat_peg_mapper(msg); mapper.from_ast(ctx.ast, result); if (print_results) { @@ -614,79 +647,19 @@ void test_command7_parser_compare(testing & t) { } }; - auto test_legacy = [&](const std::string & input, bool need_more_input, bool print_results) { - // Original common_chat_combinator_parser taken from chat.cpp - common_chat_parser_params params; - params.format = COMMON_CHAT_FORMAT_GENERIC; - params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - params.reasoning_in_content = false; - params.thinking_forced_open = false; - common_chat_msg_parser builder( - input, - /* .is_partial = */ need_more_input, - params - ); + std::string reasoning = + "To plan an effective trip to Japan that includes both historical sites and modern attractions within a " + "budget of $4000 for a two-week stay, we need to:\n\n" + "1. Identify key historical sites and modern attractions in Japan.\n" + "2. Find affordable accommodation options that provide a balance between comfort and cost.\n" + "3. Determine the best modes of transportation for getting around Japan.\n" + "4. Create a day-by-day itinerary that ensures the user gets to see a variety of attractions without " + "overspending.\n" + "5. Provide a detailed cost breakdown that includes accommodation, transportation, meals, and entry fees " + "to attractions."; - builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>"); - - static const common_regex start_action_regex("<\\|START_ACTION\\|>"); - static const common_regex end_action_regex("<\\|END_ACTION\\|>"); - static const common_regex start_response_regex("<\\|START_RESPONSE\\|>"); - static const common_regex end_response_regex("<\\|END_RESPONSE\\|>"); - - if (auto res = builder.try_find_regex(start_action_regex)) { - // If we didn't extract thoughts, prelude includes them. - auto tool_calls = builder.consume_json_with_dumped_args({ { "parameters" } }); - for (const auto & tool_call : tool_calls.value) { - std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : ""; - std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : ""; - std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : ""; - if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - if (tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_regex(end_action_regex); - } else if (auto res = builder.try_find_regex(start_response_regex)) { - if (!builder.try_find_regex(end_response_regex)) { - builder.add_content(builder.consume_rest()); - throw common_chat_msg_partial_exception(end_response_regex.str()); - } - } else { - builder.add_content(builder.consume_rest()); - } - - if (print_results) { - std::cout << "== Parsed (legacy) ==\n"; - std::cout << "=== Reasoning ===\n"; - std::cout << builder.result().reasoning_content << "\n"; - std::cout << "\n\n=== Content ===\n"; - std::cout << builder.result().content << "\n"; - std::cout << "\n\n=== Tool Calls ===\n"; - for (const auto & tc : builder.result().tool_calls) { - std::cout << "id: " << tc.id << "\n"; - std::cout << "name: " << tc.name << "\n"; - std::cout << "args: " << tc.arguments << "\n"; - } - } - }; - - std::string reasoning = "To plan an effective trip to Japan that includes both historical sites and modern attractions within a " - "budget of $4000 for a two-week stay, we need to:\n\n" - "1. Identify key historical sites and modern attractions in Japan.\n" - "2. Find affordable accommodation options that provide a balance between comfort and cost.\n" - "3. Determine the best modes of transportation for getting around Japan.\n" - "4. Create a day-by-day itinerary that ensures the user gets to see a variety of attractions without " - "overspending.\n" - "5. Provide a detailed cost breakdown that includes accommodation, transportation, meals, and entry fees " - "to attractions."; - - std::vector> tool_calls = {{ - "call_0", - "plan_trip", - nlohmann::json::parse(R"({ + std::vector> tool_calls = { + { "call_0", "plan_trip", nlohmann::json::parse(R"({ "destination": "Japan", "duration": 14, "budget": 4000, @@ -694,8 +667,8 @@ void test_command7_parser_compare(testing & t) { "accommodation_preferences": "affordable", "transportation_preferences": "efficient", "meal_preferences": "local cuisine" - })") - }}; + })") } + }; std::vector tokens; @@ -712,10 +685,10 @@ void test_command7_parser_compare(testing & t) { auto json = nlohmann::json::array(); for (const auto & tc : tool_calls) { - auto tc_json = nlohmann::json::object(); + auto tc_json = nlohmann::json::object(); tc_json["tool_call_id"] = std::get<0>(tc); - tc_json["tool_name"] = std::get<1>(tc); - tc_json["parameters"] = std::get<2>(tc); + tc_json["tool_name"] = std::get<1>(tc); + tc_json["parameters"] = std::get<2>(tc); json.push_back(tc_json); } @@ -727,42 +700,284 @@ void test_command7_parser_compare(testing & t) { std::string input = std::accumulate(tokens.begin(), tokens.end(), std::string()); - // Run tests - t.test("legacy_parse", [&](testing & /* t */) { - test_legacy(input, false, false); + t.test("current_parse", [&](testing & /* t */) { test_current(parser, input, false, false); }); + t.bench("current_parse_benchmark complete", [&]() { test_current(parser, input, false, false); }, 100); + t.bench( + "current_parse_benchmark incremental", + [&]() { + std::string in; + for (auto i = 0u; i < tokens.size(); i++) { + in += tokens[i]; + test_current(parser, in, i + 1 < tokens.size(), false); + } + }, + 20); +} + +// Test that tool names that are proper prefixes of other tool names don't cause +// premature matching during incremental parsing. +// For example, "special_function" should not match when parsing "special_function_with_opt". +static void test_prefix_tool_names(testing & t) { + // Create tools where one name is a proper prefix of another + json tools = json::array(); + + json tool_short = { + { "type", "function" }, + { "function", + { + { "name", "special_function" }, + { "description", "A special function" }, + { "parameters", + { + { "type", "object" }, + { "properties", + { + { "arg1", { { "type", "integer" } } }, + } }, + { "required", { "arg1" } }, + } }, + } } + }; + tools.push_back(tool_short); + + json tool_long = { + { "type", "function" }, + { "function", + { + { "name", "special_function_with_opt" }, + { "description", "A special function with optional params" }, + { "parameters", + { + { "type", "object" }, + { "properties", + { + { "arg1", { { "type", "integer" } } }, + { "arg2", { { "type", "integer" } } }, + } }, + { "required", { "arg1" } }, + } }, + } } + }; + tools.push_back(tool_long); + + // Use standard_constructed_tools which had the prefix matching bug + std::map markers = { + { "tool_call_start_marker", "" }, + { "tool_call_end_marker", "" }, + { "function_opener", "" }, + { "function_name_suffix", ">" }, + { "parameter_key_prefix", "" }, + { "parameter_closer", "" }, + }; + + auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) { + auto content = p.rule("content", p.content(p.until(""))); + auto tool_call = p.standard_constructed_tools(markers, tools, false, false); + return content + p.zero_or_more(p.space() + tool_call) + p.end(); }); - t.test("current_parse", [&](testing & /* t */) { - test_current(parser, input, false, false); + // Test parsing the long tool name - this should NOT trigger the short tool name + t.test("parse long tool name", [&](testing & t) { + std::string input = + "Let me call the function." + "" + "" + "42" + "" + ""; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + t.assert_true("success", result.success()); + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("content", "Let me call the function.", msg.content); + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "special_function_with_opt", msg.tool_calls[0].name); + } }); - // Run benchmarks - t.bench("legacy_parse_benchmark complete", [&]() { - test_legacy(input, false, false); - }); + // Test incremental parsing - the key test case + // This ensures that when incrementally parsing "special_function_with_opt", + // we don't prematurely emit "special_function" as a tool call + t.test("incremental parse long tool name", [&](testing & t) { + std::string input = + "Let me call the function." + "" + "" + "42" + "" + ""; - t.bench("legacy_parse_benchmark incremental", [&]() { - std::string in; - for (auto i = 0u; i < tokens.size(); i++) { - in += tokens[i]; + std::vector tokens = simple_tokenize(input); + + common_chat_msg prev; + for (auto it = tokens.begin(); it != tokens.end(); it++) { + std::string in = std::accumulate(tokens.begin(), it + 1, std::string()); + + common_peg_parse_context ctx(in, (it + 1 < tokens.end()) ? COMMON_PEG_PARSE_FLAG_LENIENT : COMMON_PEG_PARSE_FLAG_NONE); + auto result = parser.parse(ctx); + + if (!t.assert_equal("not fail", false, result.fail())) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + return; + } + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + // The critical check: during incremental parsing, we should never + // see "special_function" as the tool name when parsing "special_function_with_opt" + for (const auto & tc : msg.tool_calls) { + if (!t.assert_equal("tool name should not be short prefix", false, + tc.name == "special_function")) { + t.log("Premature tool name match at input: " + in); + return; + } + } try { - test_legacy(in, i + 1 < tokens.size(), false); - } catch (common_chat_msg_partial_exception & /* e */) { - // Do nothing, this is expected + auto diffs = common_chat_msg_diff::compute_diffs(prev, msg); + } catch (const std::exception & e) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + t.assert_true(std::string("diff failed with ") + e.what(), false); + return; } - } - }, 20); - t.bench("current_parse_benchmark complete", [&]() { - test_current(parser, input, false, false); - }, 100); - - t.bench("current_parse_benchmark incremental", [&]() { - std::string in; - for (auto i = 0u; i < tokens.size(); i++) { - in += tokens[i]; - test_current(parser, in, i + 1 < tokens.size(), false); + prev = msg; } - }, 20); + + // Final check: the complete parse should have the correct tool name + t.assert_equal("final tool calls count", 1u, prev.tool_calls.size()); + if (!prev.tool_calls.empty()) { + t.assert_equal("final tool name", "special_function_with_opt", prev.tool_calls[0].name); + } + }); + + // Test parsing the short tool name still works + t.test("parse short tool name", [&](testing & t) { + std::string input = + "Let me call the function." + "" + "" + "42" + "" + ""; + + common_peg_parse_context ctx(input); + auto result = parser.parse(ctx); + + t.assert_true("success", result.success()); + + common_chat_msg msg; + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("content", "Let me call the function.", msg.content); + t.assert_equal("tool calls count", 1u, msg.tool_calls.size()); + if (!msg.tool_calls.empty()) { + t.assert_equal("tool name", "special_function", msg.tool_calls[0].name); + } + }); +} + +static void test_tagged_peg_parser(testing & t) { + t.test("basic tag extraction", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.tag("greeting", p.until(" ")) + " " + p.tag("name", p.rest()) + p.end(); + }); + + auto result = parser.parse_and_extract("Hello World"); + t.assert_true("success", result.result.success()); + t.assert_equal("greeting tag", "Hello", result.tags.at("greeting")); + t.assert_equal("name tag", "World", result.tags.at("name")); + }); + + t.test("duplicate tags overwrite", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.tag("item", p.until(",")) + "," + p.tag("item", p.rest()) + p.end(); + }); + + auto result = parser.parse_and_extract("first,second"); + t.assert_true("success", result.result.success()); + t.assert_equal("item tag", "second", result.tags.at("item")); + }); + + t.test("no tags extracted", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.rest() + p.end(); + }); + + auto result = parser.parse_and_extract("Hello"); + t.assert_true("success", result.result.success()); + t.assert_equal("empty tags", 0u, result.tags.size()); + }); + + t.test("structured extraction", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + auto header = p.tag("header", p.until("\n")); + auto body = p.tag("body", p.rest()); + return header + "\n" + body + p.end(); + }); + + auto result = parser.parse_and_extract("Title\nBody content here"); + t.assert_true("success", result.result.success()); + t.assert_equal("header", "Title", result.tags.at("header")); + t.assert_equal("body", "Body content here", result.tags.at("body")); + }); + + t.test("partial parse", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.tag("prefix", p.until(":")) + ":" + p.tag("value", p.rest()) + p.end(); + }); + + auto result = parser.parse_and_extract("key:val", COMMON_PEG_PARSE_FLAG_LENIENT); + t.assert_true("not fail", !result.result.fail()); + t.assert_equal("prefix tag", "key", result.tags.at("prefix")); + t.assert_equal("value tag", "val", result.tags.at("value")); + }); + + t.test("find in the middle", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.choice({ p.literal("{"), p.literal(":") }) + p.space() + p.literal("\"") + p.atomic(p.literal("fun_name")); + }); + + std::string tpl = "This is a very long jinja template string. We have tools. We will try to call them now: { \"fun_name\" : { \"arg\" : 1 }"; + auto result = parser.parse_anywhere_and_extract(tpl); + t.assert_true("success", result.result.success()); + }); + + t.test("fail find in the middle", [&](testing & t) { + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + return p.choice({ p.literal("{"), p.literal(":") }) + p.space() + p.literal("\"") + p.atomic(p.literal("fun_name")); + }); + + std::string tpl = "This is a very long jinja template string. We have tools. We will try to call them now: 1"; + auto result = parser.parse_anywhere_and_extract(tpl); + t.assert_true("failure", result.result.fail()); + }); + + t.test("find function tag with name", [&](testing &t) { + std::string haystack = "\n\n\n\nXXXX\n\n\nYYYY\n\n\n\n"; + auto parser = build_tagged_peg_parser([](common_peg_parser_builder & p) { + std::string needle = "foofoo"; + return p.tag("fun_marker", p.choice({ + p.tag("fun_pre", p.literal("<") + p.until_one_of({ ">", needle })) + p.literal(needle) + + p.tag("fun_post", p.negate(p.space() + p.literal("<")) + p.until(">") + p.literal(">")) + p.space(), + p.tag("fun_pre", p.literal("[") + p.until_one_of({ "]", needle })) + p.literal(needle) + + p.tag("fun_post", p.negate(p.space() + p.literal("[") + p.until("]") + p.literal("]")) + p.space()) })); + }); + auto result = parser.parse_anywhere_and_extract(haystack); + t.assert_true("success", result.result.success()); + t.assert_equal("fun_pre should be ''", ">", result.tags["fun_post"]); + }); } diff --git a/tests/test-chat-template.cpp b/tests/test-chat-template.cpp index 27b537a036..bf45d737c8 100644 --- a/tests/test-chat-template.cpp +++ b/tests/test-chat-template.cpp @@ -1,4 +1,5 @@ #include +#include #include #include #include @@ -21,17 +22,16 @@ using json = nlohmann::ordered_json; -int main_automated_tests(void); +static int main_automated_tests(void); -void run_multiple(std::string dir_path, bool stop_on_first_failure, json input, bool use_common = false); -void run_single(std::string contents, json input, bool use_common = false, const std::string & output_path = ""); +static void run_multiple(const std::string& dir_path, bool stop_on_first_failure, const json& input, bool use_common = false); +static void run_single(const std::string& contents, json input, bool use_common = false, const std::string & output_path = ""); - - -std::string HELP = R"( +static std::string HELP = R"( Usage: test-chat-template [OPTIONS] PATH_TO_TEMPLATE Options: -h, --help Show this help message and exit. + --with-tools Add a tool and a tool call to the default JSON input --json Path to the JSON input file. --stop-on-first-fail Stop testing on the first failure (default: false). --no-common Use direct Jinja engine instead of common chat templates (default: use common). @@ -41,7 +41,7 @@ If PATH_TO_TEMPLATE is a directory, runs all .jinja files in that directory. If PATH_TO_TEMPLATE is omitted, runs automated tests (default CI mode). )"; -std::string DEFAULT_JSON = R"({ +static std::string DEFAULT_JSON = R"({ "messages": [ { "role": "user", @@ -57,12 +57,65 @@ std::string DEFAULT_JSON = R"({ "add_generation_prompt": true })"; +static std::string DEFAULT_JSON_WITH_TOOLS = R"({ + "messages": [ + { + "role": "user", + "content": "Hello, how are you?" + }, + { + "role": "assistant", + "content": "I am fine, thank you!" + }, + { + "role": "user", + "content": "Call a tool!" + }, + { + "role": "assistant", + "tool_calls": [ + { + "id": "call00001", + "type": "function", + "function": { + "name": "test", + "arguments": { "arg": "hello" } + } + } + ] + } + ], + "tools": [ + { + "type": "function", + "function": { + "name": "test", + "description": "Test", + "parameters": { + "type": "object", + "properties": { + "arg": { + "type": "string" + } + } + }, + "required": ["arg"] + } + } + ], + "bos_token": "", + "eos_token": "", + "add_generation_prompt": true +})"; + + int main(int argc, char ** argv) { std::vector args(argv, argv + argc); std::string tmpl_path; std::string json_path; std::string output_path; + std::string & json_to_use = DEFAULT_JSON; bool stop_on_first_fail = false; bool use_common = true; @@ -70,9 +123,12 @@ int main(int argc, char ** argv) { if (args[i] == "--help" || args[i] == "-h") { std::cout << HELP << "\n"; return 0; - } else if (args[i] == "--json" && i + 1 < args.size()) { + } + if (args[i] == "--json" && i + 1 < args.size()) { json_path = args[i + 1]; i++; + } else if (args[i] == "--with-tools") { + json_to_use = DEFAULT_JSON_WITH_TOOLS; } else if (args[i] == "--stop-on-first-fail") { stop_on_first_fail = true; } else if (args[i] == "--output" && i + 1 < args.size()) { @@ -105,7 +161,7 @@ int main(int argc, char ** argv) { std::istreambuf_iterator()); input_json = json::parse(content); } else { - input_json = json::parse(DEFAULT_JSON); + input_json = json::parse(json_to_use); } std::filesystem::path p(tmpl_path); @@ -125,7 +181,7 @@ int main(int argc, char ** argv) { return 0; } -void run_multiple(std::string dir_path, bool stop_on_first_fail, json input, bool use_common) { +void run_multiple(const std::string& dir_path, bool stop_on_first_fail, const json& input, bool use_common) { std::vector failed_tests; // list all files in models/templates/ and run each @@ -180,7 +236,7 @@ static std::string format_using_common( common_chat_templates_inputs inputs; inputs.use_jinja = true; inputs.messages = messages; - inputs.tools = tools; + inputs.tools = std::move(tools); inputs.add_generation_prompt = true; auto output = common_chat_templates_apply(tmpls.get(), inputs).prompt; output = normalize_newlines(output); @@ -209,7 +265,7 @@ static jinja::value_string format_using_direct_engine( jinja::runtime runtime(ctx); const jinja::value results = runtime.execute(ast); - auto parts = runtime.gather_string_parts(results); + auto parts = jinja::runtime::gather_string_parts(results); std::cout << "\n=== RESULTS ===\n"; for (const auto & part : parts->as_string().parts) { @@ -220,7 +276,7 @@ static jinja::value_string format_using_direct_engine( } -void run_single(std::string contents, json input, bool use_common, const std::string & output_path) { +void run_single(const std::string& contents, json input, bool use_common, const std::string & output_path) { jinja::enable_debug(true); jinja::value_string output_parts; @@ -298,6 +354,7 @@ int main_automated_tests(void) { std::string bos_token = ""; std::string eos_token = ""; bool supported_with_jinja = true; + std::vector extra_conversation = {}; }; std::vector test_cases { { @@ -548,6 +605,26 @@ int main_automated_tests(void) { /* .expected_output_jinja= */ "system\nYou are a helpful assistantuser\nHelloassistant\nHi thereuser\nWho are youassistant\nI am an assistantuser\nAnother questionassistant\n", /* .bos_token= */ "", /* .eos_token= */ "", + }, + { + /* .name= */ "ibm-granite/granite-3.x (tool call)", + /* .template_str= */ "{%- for message in messages %}\n {%- if message['role'] == 'assistant_tool_call' %}\n {{- '<|start_of_role|>assistant<|end_of_role|><|tool_call|>' + message['content'] + '<|end_of_text|>\\n' }}\n {%- else %}\n {{- '<|start_of_role|>' + message['role'] + '<|end_of_role|>' + message['content'] + '<|end_of_text|>\\n' }}\n {%- endif %}\n {%- if loop.last and add_generation_prompt %}\n {{- '<|start_of_role|>assistant<|end_of_role|>' }}\n {%- endif %}\n{%- endfor %}", + /* .expected_output= */ "<|start_of_role|>system<|end_of_role|>You are a helpful assistant<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Hello<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>Hi there<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Who are you<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|> I am an assistant <|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Another question<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>What is the weather?<|end_of_text|>\n<|start_of_role|>assistant_tool_call<|end_of_role|><|tool_call|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"NYC\"}}]<|end_of_text|>\n<|start_of_role|>tool_response<|end_of_role|>{\"temperature\": 72}<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>", + /* .expected_output_jinja= */ "<|start_of_role|>system<|end_of_role|>You are a helpful assistant<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Hello<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>Hi there<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Who are you<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|> I am an assistant <|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Another question<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>What is the weather?<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|><|tool_call|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"NYC\"}}]<|end_of_text|>\n<|start_of_role|>tool_response<|end_of_role|>{\"temperature\": 72}<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>", + /* .bos_token= */ "", + /* .eos_token= */ "", + /* .supported_with_jinja= */ true, + /* .extra_conversation= */ {{"user", "What is the weather?"}, {"assistant_tool_call", "[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"NYC\"}}]"}, {"tool_response", "{\"temperature\": 72}"}}, + }, + { + /* .name= */ "ibm-granite/granite-4.0 (tool call)", + /* .template_str= */ "{%- for message in messages %}\n {%- if message['role'] == 'assistant_tool_call' %}\n {{- '<|start_of_role|>assistant<|end_of_role|><|tool_call|>' + message['content'] + '<|end_of_text|>\\n' }}\n {%- else %}\n {{- '<|start_of_role|>' + message['role'] + '<|end_of_role|>' + message['content'] + '<|end_of_text|>\\n' }}\n {%- endif %}\n {%- if loop.last and add_generation_prompt %}\n {{- '<|start_of_role|>assistant<|end_of_role|>' }}\n {%- endif %}\n{%- endfor %}\n{# #}", + /* .expected_output= */ "<|start_of_role|>system<|end_of_role|>You are a helpful assistant<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Hello<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>Hi there<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Who are you<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|> I am an assistant <|end_of_text|>\n<|start_of_role|>user<|end_of_role|>Another question<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>What is the weather?<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|><|tool_call|>\n{\"name\": \"get_weather\", \"arguments\": {\"location\": \"NYC\"}}\n<|end_of_text|>\n<|start_of_role|>tool_response<|end_of_role|>{\"temperature\": 72}<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>", + /* .expected_output_jinja= */ "", + /* .bos_token= */ "", + /* .eos_token= */ "", + /* .supported_with_jinja= */ true, + /* .extra_conversation= */ {{"user", "What is the weather?"}, {"assistant_tool_call", "\n{\"name\": \"get_weather\", \"arguments\": {\"location\": \"NYC\"}}\n"}, {"tool_response", "{\"temperature\": 72}"}}, } }; std::vector formatted_chat(1024); @@ -560,7 +637,7 @@ int main_automated_tests(void) { supported_tmpl.resize(res); res = llama_chat_builtin_templates(supported_tmpl.data(), supported_tmpl.size()); std::cout << "Built-in chat templates:\n"; - for (auto tmpl : supported_tmpl) { + for (const auto *tmpl : supported_tmpl) { std::cout << " " << tmpl << "\n"; } @@ -571,11 +648,13 @@ int main_automated_tests(void) { for (const auto & test_case : test_cases) { std::cout << "\n\n=== " << test_case.name << " ===\n\n"; - formatted_chat.resize(1024); + auto conv = conversation; + conv.insert(conv.end(), test_case.extra_conversation.begin(), test_case.extra_conversation.end()); + formatted_chat.resize(2048); res = llama_chat_apply_template( test_case.template_str.c_str(), - conversation.data(), - conversation.size(), + conv.data(), + conv.size(), add_generation_prompt, formatted_chat.data(), formatted_chat.size() @@ -592,6 +671,7 @@ int main_automated_tests(void) { } std::vector messages; + messages.reserve(conversation.size()); for (const auto & msg : conversation) { messages.push_back(simple_msg(msg.role, msg.content)); } @@ -601,11 +681,15 @@ int main_automated_tests(void) { } std::cout << "\n\n=== " << test_case.name << " (jinja) ===\n\n"; try { + auto msgs = messages; + for (const auto & msg : test_case.extra_conversation) { + msgs.push_back(simple_msg(msg.role, msg.content)); + } auto output = format_using_common( test_case.template_str, test_case.bos_token, test_case.eos_token, - messages); + msgs); auto expected_output = normalize_newlines(test_case.expected_output_jinja.empty() ? test_case.expected_output : test_case.expected_output_jinja); if (output != expected_output) { std::cout << "Template:```\n" << test_case.template_str << "\n```"; @@ -622,58 +706,6 @@ int main_automated_tests(void) { } } - // TODO: llama_chat_format_single will be deprecated, remove these tests later - - // test llama_chat_format_single for system message - std::cout << "\n\n=== llama_chat_format_single (system message) ===\n\n"; - std::vector chat2; - auto sys_msg = simple_msg("system", "You are a helpful assistant"); - - auto fmt_sys = [&](std::string tmpl_str) { - auto tmpls = common_chat_templates_init(/* model= */ nullptr, tmpl_str); - auto output = common_chat_format_single(tmpls.get(), chat2, sys_msg, false, /* use_jinja= */ false); - std::cout << "fmt_sys(" << tmpl_str << ") : " << output << "\n"; - std::cout << "-------------------------\n"; - return output; - }; - assert(fmt_sys("chatml") == "<|im_start|>system\nYou are a helpful assistant<|im_end|>\n"); - assert(fmt_sys("mistral-v1") == " [INST] You are a helpful assistant\n\n"); - assert(fmt_sys("mistral-v3") == "[INST] You are a helpful assistant\n\n"); - assert(fmt_sys("mistral-v3-tekken") == "[INST]You are a helpful assistant\n\n"); - assert(fmt_sys("mistral-v7") == "[SYSTEM_PROMPT] You are a helpful assistant[/SYSTEM_PROMPT]"); - assert(fmt_sys("llama2") == "[INST] You are a helpful assistant\n"); - assert(fmt_sys("llama2-sys") == "[INST] <>\nYou are a helpful assistant\n<>\n\n"); - assert(fmt_sys("mistral") == "[INST] You are a helpful assistant\n"); // for old pre-v1 templates - assert(fmt_sys("gemma") == ""); // for gemma, system message is merged with user message - assert(fmt_sys("llama3") == "<|start_header_id|>system<|end_header_id|>\n\nYou are a helpful assistant<|eot_id|>"); - assert(fmt_sys("gigachat") == "You are a helpful assistant<|message_sep|>"); - - - // test llama_chat_format_single for user message - std::cout << "\n\n=== llama_chat_format_single (user message) ===\n\n"; - chat2.push_back(simple_msg("system", "You are a helpful assistant")); - chat2.push_back(simple_msg("user", "Hello")); - chat2.push_back(simple_msg("assistant", "I am assistant")); - auto new_msg = simple_msg("user", "How are you"); - - auto fmt_single = [&](const std::string & tmpl_str) { - auto tmpls = common_chat_templates_init(/* model= */ nullptr, tmpl_str.c_str()); - auto output = common_chat_format_single(tmpls.get(), chat2, new_msg, true, /* use_jinja= */ false); - std::cout << "fmt_single(" << tmpl_str << ") : " << output << "\n"; - std::cout << "-------------------------\n"; - return output; - }; - assert(fmt_single("chatml") == "\n<|im_start|>user\nHow are you<|im_end|>\n<|im_start|>assistant\n"); - assert(fmt_single("mistral-v1") == " [INST] How are you [/INST]"); - assert(fmt_single("mistral-v3") == "[INST] How are you[/INST]"); - assert(fmt_single("mistral-v3-tekken") == "[INST]How are you[/INST]"); - assert(fmt_single("mistral-v7") == "[INST] How are you[/INST]"); - assert(fmt_single("llama2") == "[INST] How are you [/INST]"); - assert(fmt_single("mistral") == "[INST] How are you [/INST]"); // for old pre-v1 templates - assert(fmt_single("gemma") == "\nuser\nHow are you\nmodel\n"); - assert(fmt_single("llama3") == "<|start_header_id|>user<|end_header_id|>\n\nHow are you<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"); - // assert(fmt_single("gigachat") == "user<|role_sep|>How are you<|message_sep|>available functions<|role_sep|>[]<|message_sep|>assistant<|role_sep|>"); - std::cout << "\nOK: All tests passed successfully.\n"; return 0; diff --git a/tests/test-chat.cpp b/tests/test-chat.cpp index f3d19118b5..1d3a77bc05 100644 --- a/tests/test-chat.cpp +++ b/tests/test-chat.cpp @@ -5,18 +5,22 @@ // // cmake -B build && cmake --build build --parallel && ./build/bin/test-chat ../minja/build/tests/*.jinja 2>/dev/null // +#include "../src/llama-grammar.h" +#include "../src/unicode.h" +#include "chat-auto-parser.h" #include "chat.h" - +#include "common.h" +#include "ggml.h" #include "log.h" -#include "../src/unicode.h" -#include "../src/llama-grammar.h" - -#include - +#include +#include #include -#include #include +#include +#include +#include +#include #include using json = nlohmann::ordered_json; @@ -33,6 +37,7 @@ static std::ostream & operator<<(std::ostream & os, const common_chat_msg_diff & os << "}"; return os; } + // operator<< for vector: static std::ostream & operator<<(std::ostream & os, const std::vector & diffs) { os << "[\n"; @@ -42,6 +47,7 @@ static std::ostream & operator<<(std::ostream & os, const std::vector -bool equals(const common_chat_msg & expected, const common_chat_msg & actual) { +template <> bool equals(const common_chat_msg & expected, const common_chat_msg & actual) { return normalize(expected) == normalize(actual); } template static void assert_equals(const T & expected, const T & actual) { if (!equals(expected, actual)) { - std::cerr << "Expected:```\n" << expected << "\n```" << std::endl; - std::cerr << "Actual:```\n" << actual << "\n```" << std::endl; - std::cerr << std::flush; + std::ostringstream oss_expected; + oss_expected << expected; + std::ostringstream oss_actual; + oss_actual << actual; + LOG_ERR("Expected: %s\n", oss_expected.str().c_str()); + LOG_ERR("Actual: %s\n", oss_actual.str().c_str()); + common_log_flush(common_log_main()); throw std::runtime_error("Test failed"); } } static std::string read_file(const std::string & path) { - std::cerr << "# Reading: " << path << '\n' << std::flush; std::ifstream fs(path, std::ios_base::binary); if (!fs.is_open()) { fs = std::ifstream("../" + path, std::ios_base::binary); @@ -118,6 +125,207 @@ static std::unique_ptr build_grammar(const std::string & grammar_ llama_grammar_init_impl(nullptr, grammar_str.c_str(), "root", false, nullptr, 0, nullptr, 0)); } +// Helper to format a code point as a readable string +static std::string format_codepoint(uint32_t cp) { + if (cp >= 32 && cp < 127) { + return std::string("'") + static_cast(cp) + "'"; + } else if (cp == '\n') { + return "'\\n'"; + } else if (cp == '\r') { + return "'\\r'"; + } else if (cp == '\t') { + return "'\\t'"; + } else { + return "U+" + std::to_string(cp); + } +} + +// Helper to format expected element from grammar stack +static std::string format_expected_element(const llama_grammar_rules & /* rules*/, const llama_grammar_element * elem) { + if (!elem) { + return ""; + } + + switch (elem->type) { + case LLAMA_GRETYPE_END: + return ""; + case LLAMA_GRETYPE_ALT: + return ""; + case LLAMA_GRETYPE_RULE_REF: + { + // Find rule name - just show rule ID for now + return "value) + ">"; + } + case LLAMA_GRETYPE_CHAR: + { + std::string result; + const llama_grammar_element * pos = elem; + bool first = true; + + do { + if (!first) { + result += " | "; + } + first = false; + + if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) { + // Range like [a-z] + result += "[" + format_codepoint(pos->value) + "-" + format_codepoint(pos[1].value) + "]"; + pos += 2; + } else { + result += format_codepoint(pos->value); + pos += 1; + } + } while (pos->type == LLAMA_GRETYPE_CHAR_ALT); + + return result; + } + case LLAMA_GRETYPE_CHAR_NOT: + { + std::string result = "[^"; + const llama_grammar_element * pos = elem; + bool first = true; + + do { + if (!first) { + result += " "; + } + first = false; + + if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) { + result += format_codepoint(pos->value) + "-" + format_codepoint(pos[1].value); + pos += 2; + } else { + result += format_codepoint(pos->value); + pos += 1; + } + } while (pos->type == LLAMA_GRETYPE_CHAR_ALT); + + return result + "]"; + } + case LLAMA_GRETYPE_CHAR_ANY: + return ""; + case LLAMA_GRETYPE_TOKEN: + return "value) + ">"; + case LLAMA_GRETYPE_TOKEN_NOT: + return "value) + ">"; + default: + return ""; + } +} + +// Get description of what the grammar expects at current position +static std::string get_expected_description(const llama_grammar_rules & rules, const llama_grammar_stacks & stacks) { + if (stacks.empty()) { + return ""; + } + + std::string result; + std::set seen; + + for (const auto & stack : stacks) { + if (stack.empty()) { + if (seen.insert("").second) { + if (!result.empty()) { + result += " OR "; + } + result += ""; + } + continue; + } + + const llama_grammar_element * elem = stack.back(); + std::string desc = format_expected_element(rules, elem); + if (seen.insert(desc).second) { + if (!result.empty()) { + result += " OR "; + } + result += desc; + } + } + + return result; +} + +// Result of a detailed grammar match attempt +struct grammar_match_result { + bool success = false; // Did the string fully match the grammar? + size_t matched_bytes = 0; // Bytes successfully matched before failure + size_t matched_codepoints = 0; // Codepoints successfully matched before failure + size_t total_bytes = 0; // Total bytes in input + size_t total_codepoints = 0; // Total codepoints in input + std::string matched_prefix; // The portion that was successfully matched + std::string failing_char; // The character that caused failure (if any) + std::string expected_description; // What the grammar expected at failure point + bool incomplete = false; // True if matched all input but grammar expects more +}; + +// Detailed version of match_string that returns failure information +static grammar_match_result match_string_detailed(const std::string & input, llama_grammar * grammar) { + grammar_match_result result; + result.total_bytes = input.size(); + + const auto cpts = unicode_cpts_from_utf8(input); + result.total_codepoints = cpts.size(); + + auto & stacks_cur = llama_grammar_get_stacks(grammar); + const auto & rules = llama_grammar_get_rules(grammar); + + size_t byte_pos = 0; + + for (size_t i = 0; i < cpts.size(); i++) { + const auto & cpt = cpts[i]; + + // Get expected before accepting (for error reporting) + std::string expected_before = get_expected_description(rules, stacks_cur); + + llama_grammar_accept(grammar, cpt); + + // Calculate byte position for this codepoint + size_t cpt_bytes = 0; + if (cpt < 0x80) { + cpt_bytes = 1; + } else if (cpt < 0x800) { + cpt_bytes = 2; + } else if (cpt < 0x10000) { + cpt_bytes = 3; + } else { + cpt_bytes = 4; + } + + if (stacks_cur.empty()) { + // Grammar failed to match at this point + result.matched_bytes = byte_pos; + result.matched_codepoints = i; + result.matched_prefix = input.substr(0, byte_pos); + result.failing_char = format_codepoint(cpt); + result.expected_description = expected_before; + result.incomplete = false; + return result; + } + + byte_pos += cpt_bytes; + } + + // All input matched - check if grammar is complete + result.matched_bytes = input.size(); + result.matched_codepoints = cpts.size(); + result.matched_prefix = input; + + if (std::any_of(stacks_cur.begin(), stacks_cur.end(), [](const auto & stack) { return stack.empty(); })) { + // An empty stack means that the grammar has been completed + result.success = true; + result.incomplete = false; + } else { + // Grammar expects more input + result.success = false; + result.incomplete = true; + result.expected_description = get_expected_description(rules, stacks_cur); + } + + return result; +} + // TODO: extract to common helper (copied from test-grammar-integration.cpp) static bool match_string(const std::string & input, llama_grammar * grammar) { const auto cpts = unicode_cpts_from_utf8(input); @@ -146,11 +354,13 @@ static std::string renormalize_json(const std::string & json_str) { auto json_obj = json::parse(json_str); return json_obj.dump(); } catch (const std::exception & e) { - std::cerr << "Failed to parse JSON: " << e.what() << '\n'; - return json_str; + return ""; // ignore parial JSON contents for comparison purposes } } -static void assert_msg_equals(const common_chat_msg & expected, const common_chat_msg & actual, bool ignore_whitespace_differences = false) { + +static void assert_msg_equals(const common_chat_msg & expected, + const common_chat_msg & actual, + bool ignore_whitespace_differences = false) { assert_equals(expected.role, actual.role); if (ignore_whitespace_differences) { assert_equals(string_strip(expected.content), string_strip(actual.content)); @@ -183,7 +393,7 @@ static void assert_msg_equals(const common_chat_msg & expected, const common_cha } } -common_chat_tool special_function_tool { +static common_chat_tool special_function_tool{ /* .name = */ "special_function", /* .description = */ "I'm special", /* .parameters = */ R"({ @@ -197,7 +407,7 @@ common_chat_tool special_function_tool { "required": ["arg1"] })", }; -common_chat_tool special_function_tool_with_optional_param { +static common_chat_tool special_function_tool_with_optional_param{ /* .name = */ "special_function_with_opt", /* .description = */ "I'm special but have optional stuff", /* .parameters = */ R"({ @@ -215,7 +425,25 @@ common_chat_tool special_function_tool_with_optional_param { "required": ["arg1"] })", }; -common_chat_tool python_tool { + +static common_chat_tool empty_args_tool{ + /* .name = */ "empty_args", + /* .description = */ "A tool that takes no arguments", + /* .parameters = */ R"({ + "type": "object", + "properties": {} + })", +}; + +static common_chat_tool empty_args_tool_no_properties{ + /* .name = */ "empty_args_no_props", + /* .description = */ "A tool that takes no arguments and has no properties", + /* .parameters = */ R"({ + "type": "object" + })", +}; + +static common_chat_tool python_tool{ /* .name = */ "python", /* .description = */ "an ipython interpreter", /* .parameters = */ R"({ @@ -229,7 +457,53 @@ common_chat_tool python_tool { "required": ["code"] })", }; -common_chat_tool todo_list_tool { + +static common_chat_tool html_tool{ + /* .name = */ "html", + /* .description = */ "an html validator", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "markup": { + "type": "string", + "description": "HTML markup to validate." + } + }, + "required": ["markup"] + })", +}; + +static common_chat_tool get_time_tool{ + /* .name = */ "get_time", + /* .description = */ "Get the current time in a city", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "city": { + "type": "string", + "description": "City name" + } + }, + "required": ["city"] + })", +}; + +static common_chat_tool get_weather_tool{ + /* .name = */ "get_weather", + /* .description = */ "Get the current weather in a city", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "city": { + "type": "string", + "description": "City name" + } + }, + "required": ["city"] + })", +}; + +static common_chat_tool todo_list{ /* .name = */ "todo_list", /* .description = */ "Create or update the todo list", /* .parameters = */ R"({ @@ -243,267 +517,280 @@ common_chat_tool todo_list_tool { "required": ["todos"] })", }; -common_chat_tool code_interpreter_tool { - /* .name = */ "code_interpreter", - /* .description = */ "an ipython interpreter", + +static common_chat_tool edit_tool{ + /* .name = */ "edit", + /* .description = */ "Edit file", /* .parameters = */ R"({ "type": "object", "properties": { - "code": { + "filename": { "type": "string", - "description": "Python code to execute." + "description": "Path of file to edit" + }, + "oldString": { + "type": "string", + "description": "String to replace" + }, + "newString": { + "type": "string", + "description": "New (replacement) value" } }, - "required": ["code"] + "required": ["filename", "oldString", "newString"] })", }; -std::vector tools { special_function_tool, special_function_tool_with_optional_param, python_tool }; -std::vector llama_3_1_tools { special_function_tool, code_interpreter_tool }; -struct delta_data { - std::string delta; - common_chat_params params; +static common_chat_tool magic_tool{ + /* .name = */ "magic", + /* .description = */ "Magic tool that takes a hash", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "name": { + "type": "string" + }, + "ref": { + "type": "string" + } + }, + "required": ["name", "ref"] + })", }; -static common_chat_msg simple_assist_msg(const std::string & content, const std::string & reasoning_content = "", const std::string & tool_name = "", const std::string & arguments = "", const std::string & id = "") { - common_chat_msg msg; - msg.role = "assistant"; - msg.content = content; - msg.reasoning_content = reasoning_content; - if (!tool_name.empty()) { - msg.tool_calls.push_back({ tool_name, arguments, id }); - } - return msg; -} - -static delta_data init_delta(const struct common_chat_templates * tmpls, const std::vector & end_tokens, - const common_chat_msg & user_message, - const common_chat_msg & delta_message, - const std::vector & tools, - const common_chat_tool_choice & tool_choice) { - common_chat_templates_inputs inputs; - inputs.parallel_tool_calls = true; - inputs.messages.push_back(user_message); - inputs.tools = tools; - inputs.tool_choice = tool_choice; - auto params_prefix = common_chat_templates_apply(tmpls, inputs); - - inputs.messages.push_back(delta_message); - inputs.add_generation_prompt = false; - auto params_full = common_chat_templates_apply(tmpls, inputs); - - std::string prefix = params_prefix.prompt; - std::string full = params_full.prompt; - - if (full == prefix) { - throw std::runtime_error("Full message is the same as the prefix"); - } - - size_t common_prefix_length = 0; - for (size_t i = 0; i < prefix.size() && i < full.size(); ++i) { - if (prefix[i] != full[i]) { - break; - } - if (prefix[i] == '<') { - // DeepSeek R1's template (as of 20250209) adds a trailing if add_generation_prompt, - // but it removes thinking tags for past messages. - // The prefix and full strings diverge at vs. <|tool▁calls▁begin|>, we avoid consuming the leading <. - continue; - } - common_prefix_length = i + 1; - } - auto delta = full.substr(common_prefix_length); - - // Strip end tokens - for (const auto & end_token : end_tokens) { - // rfind to find the last occurrence - auto pos = delta.rfind(end_token); - if (pos != std::string::npos) { - delta = delta.substr(0, pos); - break; - } - } - return { delta, params_full }; -} - -/* - Applies the template to 1 user message w/ add_generation_prompt=true, then w/ the test message w/ add_generation_prompt=false, - gets the diff, removes any end tokens and parses the result w/ the grammar, checking that - the parsed message is the same as the test_message -*/ -static void test_templates(const struct common_chat_templates * tmpls, const std::vector & end_tokens, - const common_chat_msg & test_message, - const std::vector & tools = {}, - const std::string & expected_delta = "", - bool expect_grammar_triggered = true, - bool test_grammar_if_triggered = true, - common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE, - bool ignore_whitespace_differences = false - ) { - common_chat_msg user_message; - user_message.role = "user"; - user_message.content = "Hello, world!"; - - for (const auto & tool_choice : std::vector {COMMON_CHAT_TOOL_CHOICE_AUTO, COMMON_CHAT_TOOL_CHOICE_REQUIRED}) { - auto data = init_delta(tmpls, end_tokens, user_message, test_message, tools, tool_choice); - if (!expected_delta.empty()) { - if (ignore_whitespace_differences) { - assert_equals(string_strip(expected_delta), string_strip(data.delta)); - } else { - assert_equals(expected_delta, data.delta); +static common_chat_tool magic_int_tool{ + /* .name = */ "magic_int", + /* .description = */ "Magic tool that takes a hash", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "ref": { + "type": "integer" + }, + "name": { + "type": "string" } - } + }, + "required": ["ref"] + })", +}; - if (expect_grammar_triggered) { - // TODO @ngxson : refactor common_chat_parse to avoid passing format/reasoning_format every time - common_chat_parser_params params; - params.format = data.params.format; - params.reasoning_format = reasoning_format; - const auto msg = common_chat_parse(data.delta, /* is_partial= */ false, params); - assert_msg_equals(test_message, msg, ignore_whitespace_differences); - } - - if (!test_message.tool_calls.empty()) { - GGML_ASSERT(!data.params.grammar.empty()); - } - if (!data.params.grammar.empty()) { - auto grammar = build_grammar(data.params.grammar); - if (!grammar) { - throw std::runtime_error("Failed to build grammar"); +static common_chat_tool amount_tool{ + /* .name = */ "amount", + /* .description = */ "Amount converter", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "orig": { + "type": "number" } - auto earliest_trigger_pos = std::string::npos; - auto constrained = data.delta; - for (const auto & trigger : data.params.grammar_triggers) { - size_t pos = std::string::npos; - std::smatch match; - switch (trigger.type) { - case COMMON_GRAMMAR_TRIGGER_TYPE_WORD: - { - const auto & word = trigger.value; - pos = constrained.find(word); - break; + }, + "required": ["orig"] + })", +}; + +static common_chat_tool toggle_tool{ + /* .name = */ "toggle", + /* .description = */ "Toggle a feature", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "enabled": { + "type": "boolean", + "description": "Whether to enable the feature" + } + }, + "required": ["enabled"] + })", +}; + +static common_chat_tool nullable_tool{ + /* .name = */ "set_nullable", + /* .description = */ "Set a nullable value", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "value": { + "type": "null", + "description": "A null value" + } + }, + "required": ["value"] + })", +}; + +static common_chat_tool config_tool{ + /* .name = */ "set_config", + /* .description = */ "Set configuration", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "config": { + "type": "object", + "description": "Configuration dict" + } + }, + "required": ["config"] + })", +}; + +static common_chat_tool imaginary_number_tool{ + /* .name = */ "imaginary_number", + /* .description = */ "Imaginary number converter", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "number": { + "type": "object", + "properties": { + "real": { + "type": "number" + }, + "imaginary": { + "type": "number" } - case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN: - { - const auto & pattern = trigger.value; - if (std::regex_search(constrained, match, std::regex(pattern))) { - pos = match.position(1); - } - break; - } - case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL: - { - const auto & pattern = trigger.value; - if (std::regex_match(constrained, match, std::regex(pattern))) { - auto mpos = std::string::npos; - for (size_t i = 1; i < match.size(); ++i) { - if (match[i].length() > 0) { - mpos = match.position(i); - break; - } - } - if (mpos == std::string::npos) { - mpos = match.position(0); - } - pos = mpos; - } - break; - } - default: - throw std::runtime_error("Unknown trigger type"); - } - if (pos == std::string::npos) { - continue; - } - if (earliest_trigger_pos == std::string::npos || pos < earliest_trigger_pos) { - earliest_trigger_pos = pos; - } - } - auto grammar_triggered = false; - if (earliest_trigger_pos != std::string::npos) { - constrained = constrained.substr(earliest_trigger_pos); - grammar_triggered = true; - } - if (data.params.grammar_lazy) { - assert_equals(expect_grammar_triggered, grammar_triggered); + }, + "required": ["real", "imaginary"] } + }, + "required": ["number"] + })", +}; - if (grammar_triggered && test_grammar_if_triggered && !match_string(constrained, grammar.get())) { - throw std::runtime_error("Failed to match delta against grammar:\n\n" + data.delta + - "\n\nConstrained: " + constrained + - "\n\nGrammar: " + data.params.grammar); +static common_chat_tool nullable_string_tool{ + /* .name = */ "set_nullable_str", + /* .description = */ "Set a nullable string value", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "name": { + "type": ["string", "null"], + "description": "A nullable string" } - } - } -} + }, + "required": ["name"] + })", +}; -/** - * Test if streaming=true is consistant with streaming=false for given partial parser - * Also test if there is any problem with partial message - */ -template -static void test_parser_with_streaming(const common_chat_msg & expected, const std::string & raw_message, T parse_msg) { - constexpr auto utf8_truncate_safe_len = [](const std::string_view s) -> size_t { - auto len = s.size(); - if (len == 0) return 0; - auto i = len; - for (size_t back = 0; back < 4 && i > 0; ++back) { - --i; - unsigned char c = s[i]; - if ((c & 0x80) == 0) { - return len; - } else if ((c & 0xC0) == 0xC0) { - size_t expected_len = 0; - if ((c & 0xE0) == 0xC0) expected_len = 2; - else if ((c & 0xF0) == 0xE0) expected_len = 3; - else if ((c & 0xF8) == 0xF0) expected_len = 4; - else return i; - if (len - i >= expected_len) { - return len; - } else { - return i; - } +static common_chat_tool nullable_string_null_first_tool{ + /* .name = */ "set_nullable_str_nf", + /* .description = */ "Set a nullable string value with null first in type array", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "name": { + "type": ["null", "string"], + "description": "A nullable string with null first" } - } - return len - std::min(len, size_t(3)); - }; - constexpr auto utf8_truncate_safe_view = [utf8_truncate_safe_len](const std::string_view s) { - return s.substr(0, utf8_truncate_safe_len(s)); - }; + }, + "required": ["name"] + })", +}; - auto merged = simple_assist_msg(""); - auto last_msg = parse_msg(""); - for (size_t i = 1; i <= raw_message.size(); ++i) { - auto curr_msg = parse_msg(std::string(utf8_truncate_safe_view(std::string_view(raw_message).substr(0, i)))); - if (curr_msg == simple_assist_msg("")) continue; - LOG_INF("Streaming msg: %s\n", common_chat_msgs_to_json_oaicompat({curr_msg}).dump().c_str()); - for (auto diff: common_chat_msg_diff::compute_diffs(last_msg, curr_msg)) { - LOG_INF("Streaming diff: %s\n", common_chat_msg_diff_to_json_oaicompat(diff).dump().c_str()); - if (!diff.reasoning_content_delta.empty()) { - merged.reasoning_content += diff.reasoning_content_delta; +static common_chat_tool nullable_int_tool{ + /* .name = */ "set_nullable_int", + /* .description = */ "Set a nullable integer value", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "count": { + "type": ["integer", "null"], + "description": "A nullable integer" } - if (!diff.content_delta.empty()) { - merged.content += diff.content_delta; - } - if (diff.tool_call_index != std::string::npos) { - if (!diff.tool_call_delta.name.empty()) { - merged.tool_calls.push_back({diff.tool_call_delta.name, "", ""}); - } - if (!diff.tool_call_delta.arguments.empty()) { - GGML_ASSERT(!merged.tool_calls.empty()); - merged.tool_calls.back().arguments += diff.tool_call_delta.arguments; - } - } - LOG_INF("Streaming merged: %s\n", common_chat_msgs_to_json_oaicompat({merged}).dump().c_str()); - } - assert_msg_equals(curr_msg, merged, true); - last_msg = curr_msg; - } - assert_msg_equals(expected, parse_msg(raw_message), true); - assert_msg_equals(expected, merged, true); -} + }, + "required": ["count"] + })", +}; -const common_chat_msg message_user { +static common_chat_tool enum_no_type_tool{ + /* .name = */ "set_unit", + /* .description = */ "Set a temperature unit", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "unit": { + "enum": ["celsius", "fahrenheit"], + "description": "Temperature unit" + } + }, + "required": ["unit"] + })", +}; + +static common_chat_tool string_param_tool{ + /* .name = */ "string_param", + /* .description = */ "Tool with string parameter for testing", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "text": { + "type": "string", + "description": "A text parameter" + } + }, + "required": [] + })", +}; + +static common_chat_tool quoted_unquoted_tool{ + /* .name = */ "quoted_unquoted", + /* .description = */ "Tool with two string parameters, one for quoted string, one for unquoted", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "quoted": { + "type": "string", + "description": "Quoted value" + }, + "unquoted": { + "type": "string", + "description": "Unquoted value" + } + }, + "required": ["quoted", "unquoted"] + })", +}; + + +static common_chat_tool tool_2req_4opt{ + /* .name = */ "tool_2req_4opt", + /* .description = */ "Tool with 2 required and 4 optional params", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "req1": { "type": "string", "description": "Required string" }, + "req2": { "type": "integer", "description": "Required int" }, + "opt1": { "type": "string", "description": "Optional string 1" }, + "opt2": { "type": "integer", "description": "Optional int 1" }, + "opt3": { "type": "string", "description": "Optional string 2" }, + "opt4": { "type": "integer", "description": "Optional int 2" } + }, + "required": ["req1", "req2"] + })", +}; + +static common_chat_tool tool_2req_5opt{ + /* .name = */ "tool_2req_5opt", + /* .description = */ "Tool with 2 required and 5 optional params", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "req1": { "type": "string", "description": "Required string" }, + "req2": { "type": "integer", "description": "Required int" }, + "opt1": { "type": "string", "description": "Optional string 1" }, + "opt2": { "type": "integer", "description": "Optional int 1" }, + "opt3": { "type": "string", "description": "Optional string 2" }, + "opt4": { "type": "integer", "description": "Optional int 2" }, + "opt5": { "type": "string", "description": "Optional string 3" } + }, + "required": ["req1", "req2"] + })", +}; + +static std::vector tools{ special_function_tool, special_function_tool_with_optional_param, + python_tool, html_tool, todo_list }; + +const common_chat_msg message_user{ "user", "Hey there!", /* .content_parts = */ {}, @@ -513,89 +800,217 @@ const common_chat_msg message_user { /* .tool_call_id = */ "", }; -const common_chat_msg message_user_parts { +const common_chat_msg message_user_parts{ "user", /* .content = */ "", - /* .content_parts = */ { - { "text", "Hey" }, - { "text", "there" }, - }, - /* .tool_calls = */ {}, - /* .reasoning_content = */ "", + /* .content_parts = */ + { + { "text", "Hey" }, + { "text", "there" }, + }, + /* .tool_calls = */ + { }, + /* .reasoning_content = */ + "", /* .tool_name = */ "", /* .tool_call_id = */ "", }; -const common_chat_msg message_assist = simple_assist_msg("Hello, world!\nWhat's up?"); -const common_chat_msg message_assist_empty = simple_assist_msg(""); -const common_chat_msg message_assist_thoughts_unparsed_deepseek = simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?"); -const common_chat_msg message_assist_thoughts_unparsed_md = simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}```"); -const common_chat_msg message_assist_thoughts_unparsed_md_partial = simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}"); +static common_chat_msg simple_assist_msg(const std::string & content, + const std::string & reasoning_content = "", + const std::string & tool_name = "", + const std::string & arguments = "", + const std::string & id = "") { + common_chat_msg msg; + msg.role = "assistant"; + msg.content = content; + msg.reasoning_content = reasoning_content; + if (!tool_name.empty() || !id.empty()) { + msg.tool_calls.push_back({ tool_name, arguments, id }); + } + return msg; +} -const common_chat_msg message_assist_thoughts_unparsed_r7b = simple_assist_msg("<|START_THINKING|>I'm\nthinking<|END_THINKING|>Hello, world!\nWhat's up?"); -const common_chat_msg message_assist_thoughts_unparsed_magistral = simple_assist_msg("[THINK]raisonnement[/THINK]Réponse"); -const common_chat_msg message_assist_thoughts = simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"); -const common_chat_msg message_assist_thoughts_unopened_unparsed = simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?"); -const common_chat_msg message_assist_thoughts_no_content = simple_assist_msg("", "I'm\nthinking"); -const common_chat_msg message_assist_call = simple_assist_msg("", "", "special_function", "{\"arg1\": 1}"); -const common_chat_msg message_assist_call_noopt = simple_assist_msg("", "", "special_function_with_opt", "{\"arg1\": 1}"); -const common_chat_msg message_assist_call_withopt = simple_assist_msg("", "", "special_function_with_opt", "{\"arg1\": 1, \"arg2\": 2}"); -const common_chat_msg message_assist_call_content = simple_assist_msg("Hello, world!\nWhat's up?", "", "special_function", "{\"arg1\":1}"); -const common_chat_msg message_assist_call_empty_args = simple_assist_msg("", "", "special_function"); -const common_chat_msg message_assist_call_cutoff_args = simple_assist_msg("", "", "special_function", "{\"arg"); -const common_chat_msg message_assist_call_thoughts = simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\":1}"); -const common_chat_msg message_assist_call_thoughts_unparsed = simple_assist_msg("I'm\nthinking\n\n", "", "special_function", "{\"arg1\": 1}"); -const common_chat_msg message_assist_call_thoughts_content = simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": 1}"); -const common_chat_msg message_assist_call_id = simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "123456789"); -const common_chat_msg message_assist_call_idx = simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "0"); -const common_chat_msg message_assist_thoughts_call_idx = simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}", /* id = */ "0"); -const common_chat_msg message_assist_call_python = simple_assist_msg("", "", "python", "{\"code\":\"print('hey')\"}"); -const common_chat_msg message_assist_call_python_lines = simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')\"}"); -const common_chat_msg message_assist_call_python_lines_unclosed = simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')"); -const common_chat_msg message_assist_call_code_interpreter = simple_assist_msg("", "", "code_interpreter", "{\"code\":\"print('hey')\"}"); +static common_chat_msg message_with_tool_calls(const std::string & tool_name, const std::string & arguments) { + return simple_assist_msg("", "", tool_name, arguments); +} + +static common_chat_msg message_with_tool_calls_and_reasoning(const std::string & tool_name, + const std::string & arguments, + const std::string & reasoning) { + return simple_assist_msg("", reasoning, tool_name, arguments); +} + +static common_chat_msg message_with_reasoning_content_and_multiple_tool_calls( + const std::string & reasoning, + const std::string & content, + const std::vector> & tool_calls) { + common_chat_msg msg; + msg.role = "assistant"; + msg.content = content; + msg.reasoning_content = reasoning; + for (const auto & [name, args] : tool_calls) { + msg.tool_calls.push_back({ name, args, "" }); + } + return msg; +} + +static common_chat_msg message_with_content_and_tool_call(const std::string & content, + const std::string & tool_name, + const std::string & arguments) { + return simple_assist_msg(content, "", tool_name, arguments); +} + +static common_chat_msg message_with_reasoning_and_tool_call(const std::string & reasoning, + const std::string & tool_name, + const std::string & arguments) { + return simple_assist_msg("", reasoning, tool_name, arguments); +} + +const common_chat_msg message_assist = simple_assist_msg("Hello, world!\nWhat's up?"); +const common_chat_msg message_assist_empty = simple_assist_msg(""); +const common_chat_msg message_assist_thoughts_unparsed_deepseek = + simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?"); +const common_chat_msg message_assist_thoughts_unparsed_md = + simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}```"); +const common_chat_msg message_assist_thoughts_unparsed_md_partial = + simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}"); + +const common_chat_msg message_assist_thoughts_unparsed_r7b = + simple_assist_msg("<|START_THINKING|>I'm\nthinking<|END_THINKING|>Hello, world!\nWhat's up?"); +const common_chat_msg message_assist_thoughts_unparsed_magistral = + simple_assist_msg("[THINK]raisonnement[/THINK]Réponse"); +const common_chat_msg message_assist_thoughts = simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"); +const common_chat_msg message_assist_thoughts_unopened_unparsed = + simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?"); +const common_chat_msg message_assist_thoughts_no_content = simple_assist_msg("", "I'm\nthinking"); +const common_chat_msg message_assist_call = simple_assist_msg("", "", "special_function", "{\"arg1\": 1}"); +const common_chat_msg message_assist_call_noopt = + simple_assist_msg("", "", "special_function_with_opt", "{\"arg1\": 1}"); +const common_chat_msg message_assist_call_withopt = + simple_assist_msg("", "", "special_function_with_opt", "{\"arg1\": 1, \"arg2\": 2}"); +const common_chat_msg message_assist_call_content = + simple_assist_msg("Hello, world!\nWhat's up?", "", "special_function", "{\"arg1\":1}"); +const common_chat_msg message_assist_call_empty_args = simple_assist_msg("", "", "special_function"); +const common_chat_msg message_assist_call_cutoff_args = simple_assist_msg("", "", "special_function", "{\"arg"); +const common_chat_msg message_assist_call_thoughts = + simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\":1}"); +const common_chat_msg message_assist_call_thoughts_unparsed = + simple_assist_msg("I'm\nthinking\n\n", "", "special_function", "{\"arg1\": 1}"); +const common_chat_msg message_assist_call_thoughts_content = + simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": 1}"); +const common_chat_msg message_assist_call_id = + simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "123456789"); +const common_chat_msg message_assist_call_idx = + simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "0"); +const common_chat_msg message_assist_thoughts_call_idx = + simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}", /* id = */ "0"); +const common_chat_msg message_assist_thoughts_partial_call = + simple_assist_msg("", "I'm\nthinking", "special_function", "", /* id = */ "0"); +const common_chat_msg message_assist_call_python = simple_assist_msg("", "", "python", "{\"code\":\"print('hey')\"}"); +const common_chat_msg message_assist_call_python_lines = + simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')\"}"); +const common_chat_msg message_assist_call_python_lines_unclosed = + simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')"); +const common_chat_msg message_assist_json_content = + simple_assist_msg("{\n \"response\": \"Hello, world!\\nWhat's up?\"\n}"); // Use for PEG parser implementations struct peg_test_case { common_chat_templates_inputs params; - std::string input; - common_chat_msg expect; + std::string input; + common_chat_msg expect; + bool is_partial = false; + bool expect_reconstruction = false; }; struct make_peg_parser { common_chat_params params_; - common_peg_arena arena_; + common_peg_arena arena_; + bool detailed_debug_; - make_peg_parser(common_chat_templates * tmpls, const common_chat_templates_inputs & inputs) { - params_ = common_chat_templates_apply(tmpls, inputs); + make_peg_parser(common_chat_templates * tmpls, + const common_chat_templates_inputs & inputs, + bool detailed_debug = false) { + detailed_debug_ = detailed_debug; + params_ = common_chat_templates_apply(tmpls, inputs); arena_.load(params_.parser); } - common_chat_msg parse(const std::string & msg, bool is_partial) { - common_chat_parser_params parser_params; - parser_params.format = params_.format; + common_chat_msg parse(const std::string & msg, bool is_partial) const { + common_chat_parser_params parser_params(params_); + parser_params.debug = detailed_debug_; return common_chat_peg_parse(arena_, msg, is_partial, parser_params); } }; -static void test_peg_parser(common_chat_templates * tmpls, const std::function & init) { +// Global template filter for --template flag +static std::string g_template_filter; + +// When true, run reconstruction test on every non-partial test and report results +static bool g_force_reconstruction_test = false; + +static void test_peg_parser(common_chat_templates * tmpls, + const std::function & init, + bool detailed_debug) { + // UTF-8-safe truncation helper (same as in test_parser_with_streaming) + constexpr auto utf8_truncate_safe_len = [](const std::string_view s) -> size_t { + auto len = s.size(); + if (len == 0) { + return 0; + } + auto i = len; + for (size_t back = 0; back < 4 && i > 0; ++back) { + --i; + unsigned char c = s[i]; + if ((c & 0x80) == 0) { + return len; + } + if ((c & 0xC0) == 0xC0) { + size_t expected_len = 0; + if ((c & 0xE0) == 0xC0) { + expected_len = 2; + } else if ((c & 0xF0) == 0xE0) { + expected_len = 3; + } else if ((c & 0xF8) == 0xF0) { + expected_len = 4; + } else { + return i; + } + if (len - i >= expected_len) { + return len; + } + return i; + } + } + return len - std::min(len, size_t(3)); + }; + peg_test_case tc; init(tc); if (tc.params.messages.empty()) { - tc.params.messages = {message_user}; + tc.params.messages = { message_user }; } if (tc.expect.role.empty()) { tc.expect.role = "assistant"; } - auto parser = make_peg_parser(tmpls, tc.params); + auto parser = make_peg_parser(tmpls, tc.params, detailed_debug); + if (detailed_debug) { + LOG_DBG("Using parser: \n%s\n", parser.arena_.dump(parser.arena_.root()).c_str()); + LOG_DBG("Generation prompt: '%s'\n", parser.params_.generation_prompt.c_str()); + } common_chat_msg msg_accum; common_chat_msg msg_prev; msg_accum.role = msg_prev.role = "assistant"; for (size_t i = 1; i <= tc.input.size(); ++i) { - auto is_partial = i < tc.input.size(); - common_chat_msg msg_current = parser.parse(tc.input.substr(0, i), is_partial); + auto is_partial = i < tc.input.size() || tc.is_partial; + // Use UTF-8 safe truncation to avoid corrupting multi-byte characters + size_t safe_len = utf8_truncate_safe_len(std::string_view(tc.input).substr(0, i)); + std::string prefix = tc.input.substr(0, safe_len); + common_chat_msg msg_current = parser.parse(prefix, is_partial); for (const auto & diff : common_chat_msg_diff::compute_diffs(msg_prev, msg_current)) { if (!diff.reasoning_content_delta.empty()) { @@ -605,24 +1020,390 @@ static void test_peg_parser(common_chat_templates * tmpls, const std::function... are suppressed. + bool use_reasoning_budget_path = false; + if (parser.params_.grammar_lazy && !parser.params_.thinking_end_tag.empty()) { + use_reasoning_budget_path = true; + for (const auto & trigger : parser.params_.grammar_triggers) { + if (trigger.type != COMMON_GRAMMAR_TRIGGER_TYPE_WORD) { + use_reasoning_budget_path = false; + break; + } + } + } + + // Find the earliest trigger position to determine the constrained portion + auto earliest_trigger_pos = std::string::npos; + + if (use_reasoning_budget_path) { + // Reasoning-budget path: simulate thinking-aware trigger detection. + // Walk through full_input tracking thinking state; only match triggers + // when outside thinking blocks. + const auto & think_start = parser.params_.thinking_start_tag; + const auto & think_end = parser.params_.thinking_end_tag; + + bool in_thinking = false; + for (size_t i = 0; i < full_input.size(); ++i) { + if (!in_thinking && !think_start.empty() + && full_input.compare(i, think_start.size(), think_start) == 0) { + in_thinking = true; + i += think_start.size() - 1; + continue; + } + if (in_thinking && full_input.compare(i, think_end.size(), think_end) == 0) { + in_thinking = false; + i += think_end.size() - 1; + continue; + } + if (in_thinking) { + continue; + } + // Outside thinking — check if any trigger word starts here + for (const auto & trigger : parser.params_.grammar_triggers) { + if (full_input.compare(i, trigger.value.size(), trigger.value) == 0) { + if (earliest_trigger_pos == std::string::npos || i < earliest_trigger_pos) { + earliest_trigger_pos = i; + } + } + } + if (earliest_trigger_pos != std::string::npos) { + break; // found the earliest + } + } + + // If the reasoning-budget path found no trigger outside thinking but the test + // expects tool calls, this template nests tool calls inside thinking + // blocks (e.g. Kimi). Fall back to the legacy path for this case. + if (earliest_trigger_pos == std::string::npos && !tc.expect.tool_calls.empty()) { + use_reasoning_budget_path = false; + } + } + + if (!use_reasoning_budget_path) { + // Legacy path: find triggers without thinking-awareness + for (const auto & trigger : parser.params_.grammar_triggers) { + size_t pos = std::string::npos; + std::smatch match; + switch (trigger.type) { + case COMMON_GRAMMAR_TRIGGER_TYPE_WORD: + { + const auto & word = trigger.value; + pos = full_input.find(word); + break; + } + case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN: + { + const auto & compiled = std::regex(trigger.value); + if (std::regex_search(full_input, match, compiled)) { + pos = match.position(compiled.mark_count()); + } + break; + } + case COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL: + { + // In production, PATTERN_FULL triggers are checked against + // the text generated so far, growing token by token. Simulate + // by trying every prefix of full_input. + const auto & compiled = std::regex(trigger.value); + for (size_t end = gen_prompt.size(); end <= full_input.size(); ++end) { + std::string prefix = full_input.substr(0, end); + if (std::regex_match(prefix, match, compiled)) { + pos = std::string::npos; + for (size_t gi = 1; gi < match.size(); ++gi) { + if (match[gi].length() > 0) { + pos = match.position(gi); + break; + } + } + if (pos == std::string::npos) { + pos = match.position(0); + } + break; + } + } + break; + } + default: + throw std::runtime_error("Unknown trigger type"); + } + if (pos != std::string::npos) { + if (earliest_trigger_pos == std::string::npos || pos < earliest_trigger_pos) { + earliest_trigger_pos = pos; + } + } + } + } + + // If the test expects tool calls and the grammar is lazy, the trigger must fire. + // Otherwise the grammar would never activate in production and tool calls wouldn't + // be constrained. A silent skip here would hide broken triggers. + if (parser.params_.grammar_lazy && !tc.expect.tool_calls.empty() && !tc.is_partial + && earliest_trigger_pos == std::string::npos) { + std::string trigger_desc; + for (const auto & trigger : parser.params_.grammar_triggers) { + trigger_desc += "\n [type=" + std::to_string(trigger.type) + "] " + trigger.value; + } + throw std::runtime_error( + "Grammar trigger did not fire, but test expects tool calls (lazy grammar).\n" + ">>> Input: " + full_input + "\n" + ">>> Triggers (" + std::to_string(parser.params_.grammar_triggers.size()) + "):" + trigger_desc); + } + + // Determine the constrained portion of input to test against grammar. + // If the trigger position falls inside the generation prompt, the grammar + // sampler was already active before model output began — constrain from the + // start of the model output (i.e. tc.input). + std::string constrained = full_input; + bool grammar_triggered = false; + if (earliest_trigger_pos != std::string::npos) { + auto constrain_from = std::max(earliest_trigger_pos, gen_prompt.size()); + constrained = full_input.substr(constrain_from); + grammar_triggered = true; + } else if (!parser.params_.grammar_lazy) { + // For non-lazy grammars, the entire input should match + grammar_triggered = true; + } + + // Test the constrained portion against the grammar + if (grammar_triggered && !tc.is_partial) { + auto result = match_string_detailed(constrained, grammar.get()); + if (!result.success) { + std::string error_msg; + if (result.incomplete) { + error_msg = + "Grammar matched all input but expects more:\n\n" + ">>> Input: " + tc.input + + "\n\n>>> Constrained: " + constrained + + "\n\n>>> Matched prefix (" + std::to_string(result.matched_bytes) + " bytes, " + + std::to_string(result.matched_codepoints) + " codepoints): " + + (result.matched_prefix.size() > 100 ? result.matched_prefix.substr(0, 100) + "..." : result.matched_prefix) + + "\n\n>>> Expected next: " + result.expected_description + + "\n\n>>> Grammar: " + parser.params_.grammar; + } else { + error_msg = + "Grammar match failed:\n\n" + ">>> Input: " + tc.input + + "\n\n>>> Constrained: " + constrained + + "\n\n>>> Matched prefix (" + std::to_string(result.matched_bytes) + " bytes, " + + std::to_string(result.matched_codepoints) + " codepoints): " + + (result.matched_prefix.size() > 100 ? result.matched_prefix.substr(0, 100) + "..." : result.matched_prefix) + + "\n\n>>> Failing character: " + result.failing_char + + "\n\n>>> Expected: " + result.expected_description + + "\n\n>>> Grammar: " + parser.params_.grammar; + } + throw std::runtime_error(error_msg); + } + } + } + + // Reconstruction test: verify that appending the parsed message to the original + // messages and re-rendering the template (without generation prompt) reproduces + // the original prompt + input exactly, or as a proper prefix (the template may + // append end-of-turn tokens after the assistant message). + if ((tc.expect_reconstruction || g_force_reconstruction_test) && !tc.is_partial) { + // Start from tc.expect but copy tool call arguments from the actual parser + // output, which preserves original JSON formatting (e.g. {"arg1":1} vs {"arg1": 1}). + auto reconstruction_msg = tc.expect; + auto parsed_msg = parser.parse(tc.input, false); + for (size_t i = 0; i < reconstruction_msg.tool_calls.size() && i < parsed_msg.tool_calls.size(); i++) { + reconstruction_msg.tool_calls[i].arguments = parsed_msg.tool_calls[i].arguments; + } + common_chat_templates_inputs reconstruction_inputs = tc.params; + reconstruction_inputs.messages.push_back(reconstruction_msg); + reconstruction_inputs.add_generation_prompt = false; + + auto reconstruction_params = common_chat_templates_apply(tmpls, reconstruction_inputs); + std::string expected_text = parser.params_.prompt + tc.input; + bool match = reconstruction_params.prompt == expected_text || + (reconstruction_params.prompt.size() > expected_text.size() && + reconstruction_params.prompt.compare(0, expected_text.size(), expected_text) == 0); + if (!match && g_force_reconstruction_test && !tc.expect_reconstruction) { + // In forced mode, report mismatch but don't fail + // Find the first difference position + size_t diff_pos = 0; + size_t min_len = std::min(expected_text.size(), reconstruction_params.prompt.size()); + while (diff_pos < min_len && expected_text[diff_pos] == reconstruction_params.prompt[diff_pos]) { + diff_pos++; + } + size_t ctx_start = diff_pos > 60 ? diff_pos - 60 : 0; + size_t ctx_end_e = std::min(expected_text.size(), diff_pos + 40); + size_t ctx_end_r = std::min(reconstruction_params.prompt.size(), diff_pos + 40); + LOG_ERR("\x1b[31m[RECONSTRUCTION FAIL]\x1b[0m " + "first diff at byte %zu (expected len=%zu, reconstructed len=%zu)\n" + " expected: ...%s...\n" + " reconstructed: ...%s...\n", + diff_pos, expected_text.size(), reconstruction_params.prompt.size(), + expected_text.substr(ctx_start, ctx_end_e - ctx_start).c_str(), + reconstruction_params.prompt.substr(ctx_start, ctx_end_r - ctx_start).c_str()); + } else if (!match) { + std::string error_msg = + "Reconstruction mismatch:\n\n" + ">>> Expected (prompt + input):\n" + expected_text + + "\n\n>>> Reconstructed:\n" + reconstruction_params.prompt; + throw std::runtime_error(error_msg); + } else if (g_force_reconstruction_test) { + LOG_INF("\x1b[32m[RECONSTRUCTION OK]\x1b[0m\n"); + } + } +} + +// Fluent builder for PEG parser tests +class peg_test_builder; + +class peg_tester { + common_chat_templates_ptr tmpls_; + std::string template_path_; + bool detailed_debug_; + friend class peg_test_builder; + + public: + explicit peg_tester(const std::string & template_path, const bool detailed_debug = false) : + tmpls_(read_templates(template_path)), + template_path_(template_path), + detailed_debug_(detailed_debug) {} + + const std::string & template_path() const { return template_path_; } + + peg_test_builder test(const std::string & input); +}; + +class peg_test_builder { + peg_tester & tester_; + peg_test_case tc_; + + public: + peg_test_builder(peg_tester & tester, const std::string & input) : tester_(tester) { tc_.input = input; } + + // Parameter setters + peg_test_builder & reasoning_format(common_reasoning_format fmt) { + tc_.params.reasoning_format = fmt; + return *this; + } + + peg_test_builder & tools(std::vector tools) { + tc_.params.tools = std::move(tools); + return *this; + } + + peg_test_builder & enable_thinking(bool val) { + tc_.params.enable_thinking = val; + return *this; + } + + peg_test_builder & parallel_tool_calls(bool val) { + tc_.params.parallel_tool_calls = val; + return *this; + } + + peg_test_builder & json_schema(const std::string & schema) { + tc_.params.json_schema = schema; + return *this; + } + + peg_test_builder & is_partial(bool val) { + tc_.is_partial = val; + return *this; + } + + peg_test_builder & expect_reconstruction(bool val = true) { + tc_.expect_reconstruction = val; + return *this; + } + + // Expect setters + peg_test_builder & expect(const common_chat_msg & msg) { + tc_.expect = msg; + return *this; + } + + peg_test_builder & expect_content(const std::string & content) { + tc_.expect.content = content; + return *this; + } + + peg_test_builder & expect_reasoning(const std::string & reasoning) { + tc_.expect.reasoning_content = reasoning; + return *this; + } + + peg_test_builder & expect_tool_calls(std::vector calls) { + tc_.expect.tool_calls = std::move(calls); + return *this; + } + + // Execute the test + void run() { + // Check template filter + if (!g_template_filter.empty()) { + // Case-insensitive substring match + std::string template_path_lower = tester_.template_path(); + std::string filter_lower = g_template_filter; + std::transform(template_path_lower.begin(), template_path_lower.end(), template_path_lower.begin(), + ::tolower); + std::transform(filter_lower.begin(), filter_lower.end(), filter_lower.begin(), ::tolower); + if (template_path_lower.find(filter_lower) == std::string::npos) { + // Skip this test + return; + } + } + LOG_INF("\n\x1b[38;5;126m[%s]\x1b[0m\n%s\n\n", tester_.template_path().c_str(), tc_.input.c_str()); + test_peg_parser(tester_.tmpls_.get(), [this](peg_test_case & t) { t = tc_; }, tester_.detailed_debug_); + } +}; + +peg_test_builder peg_tester::test(const std::string & input) { + return peg_test_builder(*this, input); } static void test_msgs_oaicompat_json_conversion() { - printf("[%s]\n", __func__); + LOG_DBG("%s\n", __func__); std::vector msgs{ message_user, message_user_parts, @@ -633,54 +1414,48 @@ static void test_msgs_oaicompat_json_conversion() { message_assist_call_id, message_assist_call_idx, message_assist_call_python, - message_assist_call_code_interpreter, }; for (const auto & msg : msgs) { - auto oai_json = common_chat_msgs_to_json_oaicompat({msg}); - auto msgs2 = common_chat_msgs_parse_oaicompat(oai_json); + auto oai_json = common_chat_msgs_to_json_oaicompat({ msg }); + auto msgs2 = common_chat_msgs_parse_oaicompat(oai_json); assert_equals((size_t) 1, msgs2.size()); - auto msg2 = msgs2[0]; + const auto & msg2 = msgs2[0]; assert_msg_equals(msg, msg2); } - assert_equals( - std::string( - "[\n" - " {\n" - " \"role\": \"user\",\n" - " \"content\": [\n" - " {\n" - " \"type\": \"text\",\n" - " \"text\": \"Hey\"\n" - " },\n" - " {\n" - " \"type\": \"text\",\n" - " \"text\": \"there\"\n" - " }\n" - " ]\n" - " }\n" - "]" - ), - common_chat_msgs_to_json_oaicompat({message_user_parts}).dump(2)); + assert_equals(std::string("[\n" + " {\n" + " \"role\": \"user\",\n" + " \"content\": [\n" + " {\n" + " \"type\": \"text\",\n" + " \"text\": \"Hey\"\n" + " },\n" + " {\n" + " \"type\": \"text\",\n" + " \"text\": \"there\"\n" + " }\n" + " ]\n" + " }\n" + "]"), + common_chat_msgs_to_json_oaicompat({ message_user_parts }).dump(2)); - assert_equals( - std::string( - "[\n" - " {\n" - " \"role\": \"assistant\",\n" - " \"content\": \"\",\n" - " \"tool_calls\": [\n" - " {\n" - " \"type\": \"function\",\n" - " \"function\": {\n" - " \"name\": \"python\",\n" - " \"arguments\": \"{\\\"code\\\":\\\"print('hey')\\\"}\"\n" - " }\n" - " }\n" - " ]\n" - " }\n" - "]" - ), - common_chat_msgs_to_json_oaicompat({message_assist_call_python}).dump(2)); + // Note: content is "" instead of null due to workaround for templates that render null as "None" + assert_equals(std::string("[\n" + " {\n" + " \"role\": \"assistant\",\n" + " \"content\": \"\",\n" + " \"tool_calls\": [\n" + " {\n" + " \"type\": \"function\",\n" + " \"function\": {\n" + " \"name\": \"python\",\n" + " \"arguments\": \"{\\\"code\\\":\\\"print('hey')\\\"}\"\n" + " }\n" + " }\n" + " ]\n" + " }\n" + "]"), + common_chat_msgs_to_json_oaicompat({ message_assist_call_python }).dump(2)); auto res = common_chat_msgs_parse_oaicompat(json::parse("[{\"role\": \"assistant\", \"tool_calls\": []}]")); assert_equals(1, res.size()); @@ -699,16 +1474,15 @@ static void test_msgs_oaicompat_json_conversion() { } static void test_tools_oaicompat_json_conversion() { - printf("[%s]\n", __func__); + LOG_DBG("%s\n", __func__); std::vector tools{ special_function_tool, python_tool, - code_interpreter_tool, }; for (const auto & tool : tools) { - auto oai_json = common_chat_tools_to_json_oaicompat({tool}); - auto tools2 = common_chat_tools_parse_oaicompat(oai_json); + auto oai_json = common_chat_tools_to_json_oaicompat({ tool }); + auto tools2 = common_chat_tools_parse_oaicompat(oai_json); assert_equals((size_t) 1, tools2.size()); auto tool2 = tools2[0]; assert_equals(tool.name, tool2.name); @@ -716,2347 +1490,32 @@ static void test_tools_oaicompat_json_conversion() { assert_equals(json::parse(tool.parameters).dump(2), json::parse(tool2.parameters).dump(2)); } - assert_equals( - std::string( - "[\n" - " {\n" - " \"type\": \"function\",\n" - " \"function\": {\n" - " \"name\": \"special_function\",\n" - " \"description\": \"I'm special\",\n" - " \"parameters\": {\n" - " \"type\": \"object\",\n" - " \"properties\": {\n" - " \"arg1\": {\n" - " \"type\": \"integer\",\n" - " \"description\": \"The arg.\"\n" - " }\n" - " },\n" - " \"required\": [\n" - " \"arg1\"\n" - " ]\n" - " }\n" - " }\n" - " }\n" - "]" - ), - common_chat_tools_to_json_oaicompat({special_function_tool}).dump(2)); - - { - auto tools_no_params = common_chat_tools_parse_oaicompat(json::parse( - R"([{"type": "function", "function": {"name": "test_func", "description": "A test"}}])")); - assert_equals((size_t) 1, tools_no_params.size()); - assert_equals(std::string("test_func"), tools_no_params[0].name); - assert_equals(std::string("A test"), tools_no_params[0].description); - assert_equals(std::string("{}"), tools_no_params[0].parameters); - } - { - auto tools_no_desc = common_chat_tools_parse_oaicompat(json::parse( - R"([{"type": "function", "function": {"name": "test_func", "parameters": {"type": "object"}}}])")); - assert_equals((size_t) 1, tools_no_desc.size()); - assert_equals(std::string("test_func"), tools_no_desc[0].name); - assert_equals(std::string(""), tools_no_desc[0].description); - } - { - auto tools_minimal = common_chat_tools_parse_oaicompat(json::parse( - R"([{"type": "function", "function": {"name": "test_func"}}])")); - assert_equals((size_t) 1, tools_minimal.size()); - assert_equals(std::string("test_func"), tools_minimal[0].name); - assert_equals(std::string(""), tools_minimal[0].description); - assert_equals(std::string("{}"), tools_minimal[0].parameters); - } + assert_equals(std::string("[\n" + " {\n" + " \"type\": \"function\",\n" + " \"function\": {\n" + " \"name\": \"special_function\",\n" + " \"description\": \"I'm special\",\n" + " \"parameters\": {\n" + " \"type\": \"object\",\n" + " \"properties\": {\n" + " \"arg1\": {\n" + " \"type\": \"integer\",\n" + " \"description\": \"The arg.\"\n" + " }\n" + " },\n" + " \"required\": [\n" + " \"arg1\"\n" + " ]\n" + " }\n" + " }\n" + " }\n" + "]"), + common_chat_tools_to_json_oaicompat({ special_function_tool }).dump(2)); } -// for compat; ref: https://github.com/ggml-org/llama.cpp/pull/18961 -struct test_parser_params { - common_chat_format format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_NONE; - bool reasoning_in_content = false; - bool thinking_forced_open = false; - bool parse_tool_calls = true; -}; - -static common_chat_msg test_chat_parse(const std::string & input, bool is_partial, const test_parser_params & syntax) { - common_chat_parser_params params; - params.format = syntax.format; - params.reasoning_format = syntax.reasoning_format; - params.reasoning_in_content = syntax.reasoning_in_content; - params.thinking_forced_open = syntax.thinking_forced_open; - params.parse_tool_calls = syntax.parse_tool_calls; - return common_chat_parse(input, is_partial, params); -} - -static void test_template_output_parsers() { - printf("[%s]\n", __func__); - - common_chat_templates_inputs inputs_no_tools; - inputs_no_tools.messages = {message_user}; - - common_chat_templates_inputs inputs_tools; - inputs_tools.messages = {message_user}; - inputs_tools.tools = {special_function_tool}; - - common_chat_templates_inputs inputs_tools_builtin; - inputs_tools_builtin.messages = {message_user}; - inputs_tools_builtin.tools = {python_tool}; - - { - // Not supported yet - auto tmpls = read_templates("models/templates/CohereForAI-c4ai-command-r-plus-tool_use.jinja"); - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_GENERIC, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - } - { - auto tmpls = read_templates("models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja"); - std::vector end_tokens{ "<|END_OF_TURN_TOKEN|>" }; - - for (const auto & inputs : { inputs_no_tools, inputs_tools }) { - auto params = common_chat_templates_apply(tmpls.get(), inputs); - assert_equals(COMMON_CHAT_FORMAT_COMMAND_R7B, params.format); - assert_equals(false, params.thinking_forced_open); - } - - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_COMMAND_R7B})); - assert_msg_equals(message_assist, - test_chat_parse( - "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_COMMAND_R7B})); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_COMMAND_R7B, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_unparsed_deepseek, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_COMMAND_R7B, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ true, - /* .thinking_forced_open = */ false, - })); - assert_msg_equals(message_assist_thoughts_unparsed_r7b, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_COMMAND_R7B})); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_COMMAND_R7B, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_call_idx, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_ACTION|>[\n" - " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}\n" - "]<|END_ACTION|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_COMMAND_R7B, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_no_content, - test_chat_parse( - "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" - "<|START_ACTION|>[\n" - " {\"tool_call_id\": \"0\", \"tool_name\": \"special", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_COMMAND_R7B, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - test_templates(tmpls.get(), end_tokens, message_assist_call_idx, tools, - "<|START_THINKING|><|END_THINKING|>" - "<|START_ACTION|>[\n" - " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}\n" - "]<|END_ACTION|>", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - COMMON_REASONING_FORMAT_DEEPSEEK); - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "<|START_RESPONSE|>Hello, world!\n" - "What's up?<|END_RESPONSE|>", - /* expect_grammar_triggered= */ false); - } - // TODO @ngxson : generic tool calls is too costly to maintain, consider removing it in the future - { - auto tmpls = read_templates("models/templates/google-gemma-2-2b-it.jinja"); - std::vector end_tokens{ "" }; - - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_GENERIC, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - assert_equals(COMMON_CHAT_FORMAT_GENERIC, - common_chat_templates_apply( - read_templates("models/templates/microsoft-Phi-3.5-mini-instruct.jinja").get(), - inputs_tools) - .format); - - // Generic tool calls doesn't generate / parse content-only messages symmetrically. - - assert_equals( - simple_assist_msg("{ \"tool_call\" : { \"name\" : \"t"), - test_chat_parse( - "{ \"tool_call\" : { \"name\" : \"t", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GENERIC, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ false, - })); - assert_equals( - message_assist_empty, - test_chat_parse( - "{ \"tool_call\" : { \"name\" : \"t", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GENERIC})); - - assert_equals( - simple_assist_msg("", "", "puppeteer_screenshot", "{\"name\":\"servethehome_homepage\","), - test_chat_parse( - R"({"tool_call": {"name": "puppeteer_screenshot", "arguments": {"name": "servethehome_homepage",)", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GENERIC})); - - assert_equals( - message_assist_call_empty_args, - test_chat_parse( - "{ \"tool_call\" : { \"name\" : \"special_function\"", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GENERIC})); - assert_equals( - message_assist_call_cutoff_args, - test_chat_parse( - "{ \"tool_call\" : { \"name\" : \"special_function\", \"arguments\" : { \"arg", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GENERIC})); - - assert_msg_equals(message_assist, - test_chat_parse( - "{\n" - " \"response\": \"Hello, world!\\nWhat's up?\"\n" - "}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GENERIC})); -#if 0 - test_templates(tmpls.get(), end_tokens, message_assist_call_id, tools, - "{\n" - " \"tool_calls\": [\n" - " {\n" - " \"name\": \"special_function\",\n" - " \"arguments\": {\n" - " \"arg1\": 1\n" - " },\n" - " \"id\": \"123456789\"\n" - " }\n" - " ],\n" - " \"content\": \"\"\n" - "}"); -#endif - } - { - auto tmpls = read_templates("models/templates/mistralai-Mistral-Nemo-Instruct-2407.jinja"); - std::vector end_tokens{ "" }; - - assert_equals(COMMON_CHAT_FORMAT_MISTRAL_NEMO, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates( - tmpls.get(), end_tokens, message_assist_call_id, tools, - "[TOOL_CALLS][{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}, \"id\": \"123456789\"}]"); - } - { - assert_msg_equals( - simple_assist_msg("Réponse", "raisonnement"), - test_chat_parse( - message_assist_thoughts_unparsed_magistral.content, - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_MAGISTRAL, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - } - { - auto tmpls = read_templates("models/templates/Qwen-QwQ-32B.jinja"); - std::vector end_tokens{ "<|im_end|>" }; - - assert_equals(COMMON_CHAT_FORMAT_HERMES_2_PRO, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_HERMES_2_PRO, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - } - { - auto tmpls = read_templates("models/templates/NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use.jinja"); - std::vector end_tokens{ "<|im_end|>" }; - - assert_equals(COMMON_CHAT_FORMAT_HERMES_2_PRO, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_HERMES_2_PRO, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - assert_equals( - COMMON_CHAT_FORMAT_HERMES_2_PRO, - common_chat_templates_apply( - read_templates("models/templates/NousResearch-Hermes-3-Llama-3.1-8B-tool_use.jinja").get(), - inputs_tools) - .format); - assert_equals( - COMMON_CHAT_FORMAT_HERMES_2_PRO, - common_chat_templates_apply( - read_templates("models/templates/Qwen-Qwen2.5-7B-Instruct.jinja").get(), - inputs_tools) - .format); - - // Test parsing - assert_msg_equals( - simple_assist_msg("", "", "python", ""), - test_chat_parse( - "```json\n" - " { \"name\" : \"python\"", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - simple_assist_msg("Let's call something\n"), - test_chat_parse( - "Let's call something\n" - "{\"name\"", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals( - simple_assist_msg("Let's call something\n"), - test_chat_parse( - "Let's call something\n" - "{\"name", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - // QwQ-32B's template adds a trailing if add_generation_prompt - "I'm\nthinking\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "Hello, world!\nWhat's up?\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "{\"arg1\": 1}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - "{\"arg1\": 1}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```xml\n" - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "\n" - "```", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```xml\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "```", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "```", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "```", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```json\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "```", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "```json\n" - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}} \n" - " \n" - "``` ", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\n" - " \"name\": \"special_function\", \"arguments\": {\"arg1\": 1}\n" - " }\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "\n" - " {\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals( - message_assist_call, - test_chat_parse( - "{\n \"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - - // Test multiple tool calls - common_chat_msg message_assist_multiple_calls; - message_assist_multiple_calls.role = "assistant"; - message_assist_multiple_calls.content = ""; - message_assist_multiple_calls.tool_calls.push_back({"special_function", "{\"arg1\": 1}", ""}); - message_assist_multiple_calls.tool_calls.push_back({"python", "{\"code\":\"print('hello')\"}", ""}); - - assert_msg_equals( - message_assist_multiple_calls, - test_chat_parse( - "\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "\n" - "\n" - "{\"name\": \"python\", \"arguments\": {\"code\":\"print('hello')\"}}\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - - assert_msg_equals( - message_assist_multiple_calls, - test_chat_parse( - "{\"arg1\": 1}\n" - "{\"code\":\"print('hello')\"}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - - assert_msg_equals( - simple_assist_msg( - "This is not a tool call:", - "", - "special_function", - "{\"arg1\": 1}"), - test_chat_parse( - "This is not a tool call:\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - assert_msg_equals(message_assist_thoughts_unparsed_deepseek, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_HERMES_2_PRO})); - // assert_msg_equals(message_assist_thoughts_unparsed_deepseek, - // test_chat_parse( - // "I'm\nthinkingHello, world!\nWhat's up?", - // COMMON_CHAT_FORMAT_HERMES_2_PRO)); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_unparsed_md, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}```", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ true, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ false, - })); - assert_msg_equals(message_assist_thoughts_unparsed_md_partial, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?\n```json\n{}```", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ true, - /* .thinking_forced_open = */ false, - })); - assert_msg_equals(message_assist_thoughts_unopened_unparsed, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - ""); - - // Test multiple tool calls with template - common_chat_msg message_assist_multiple_calls_template; - message_assist_multiple_calls_template.role = "assistant"; - message_assist_multiple_calls_template.content = ""; - message_assist_multiple_calls_template.tool_calls.push_back({"special_function", "{\"arg1\": 1}", ""}); - message_assist_multiple_calls_template.tool_calls.push_back({"python", "{\"code\":\"print('test')\"}", ""}); - - test_templates(tmpls.get(), end_tokens, message_assist_multiple_calls_template, tools, - "\n" - "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" - "\n" - "\n" - "{\"name\": \"python\", \"arguments\": {\"code\":\"print('test')\"}}\n" - ""); - - test_templates(tmpls.get(), end_tokens, message_assist_call_python_lines, tools, - "\n" - "{\"name\": \"python\", \"arguments\": {\"code\":\"# This is a program:\\nprint('hey')\"}}\n" - ""); - assert_msg_equals( - simple_assist_msg("", /* reasoning_content= */ "nah uhg"), - test_chat_parse( - "nah uhg", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_HERMES_2_PRO, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - } - { - auto tmpls = read_templates("models/templates/meta-llama-Llama-3.1-8B-Instruct.jinja"); - std::vector end_tokens{ "<|eom_id|>", "<|eot_id|>" }; - - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_LLAMA_3_X, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - assert_equals(COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS, - common_chat_templates_apply(tmpls.get(), inputs_tools_builtin).format); - assert_equals(COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS, - common_chat_templates_apply( - read_templates("models/templates/meta-llama-Llama-3.3-70B-Instruct.jinja").get(), - inputs_tools_builtin) - .format); - - assert_equals( - message_assist_call, - test_chat_parse( - "{\"name\": \"special_function\", \"parameters\": {\"arg1\": 1}}", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LLAMA_3_X})); - - // test_templates(tmpls.get(), end_tokens, message_assist, tools, R"(?)", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call_code_interpreter, llama_3_1_tools, - "<|python_tag|>code_interpreter.call(code=\"print('hey')\")"); - test_templates(tmpls.get(), end_tokens, message_assist_call_python, tools, - "<|python_tag|>python.call(code=\"print('hey')\")"); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "{\"name\": \"special_function\", \"parameters\": {\"arg1\": 1}}"); - } - { - auto tmpls = read_templates("models/templates/meta-llama-Llama-3.2-3B-Instruct.jinja"); - std::vector end_tokens{ "<|eom_id|>", "<|eot_id|>" }; - - assert_equals(COMMON_CHAT_FORMAT_LLAMA_3_X, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "{\"name\": \"special_function\", \"parameters\": {\"arg1\": 1}}"); - } - { - auto tmpls = read_templates("models/templates/meetkai-functionary-medium-v3.1.jinja"); - std::vector end_tokens{ "<|eom_id|>", "<|eot_id|>" }; - - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, - common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1, - common_chat_templates_apply(tmpls.get(), inputs_tools).format); - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, - common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - - for (auto is_partial : { false, true }) { - assert_equals( - message_assist_call, - test_chat_parse( - "{\"arg1\": 1}", - is_partial, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1})); - } - - assert_equals( - message_assist_call, - test_chat_parse( - "{\"arg1\": 1}<", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1})); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "{\"arg1\": 1}"); - } - { - auto tmpls = read_templates("models/templates/meetkai-functionary-medium-v3.2.jinja"); - std::vector end_tokens{ "<|eom_id|>", "<|eot_id|>" }; - - assert_equals(COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - assert_msg_equals( - simple_assist_msg( - "Hello, world!\nnono\nWhat's up?", - "", - "special_function", - "{\"arg1\": 1}"), - test_chat_parse( - "all\n" - "Hello, world!\n" - "nono\n" - "What's up?>>>special_function\n" - "{\"arg1\": 1}\n", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2})); - assert_msg_equals(message_assist_call_python_lines, - test_chat_parse( - "python\n" - "# This is a program:\n" - "print('hey')", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2})); - assert_msg_equals(message_assist_call_python_lines_unclosed, - test_chat_parse( - "python\n" - "# This is a program:\n" - "print('hey')", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2})); - assert_msg_equals(message_assist_call, - test_chat_parse( - "special_function\n" - "{\"arg1\": 1} \n ", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2})); - assert_msg_equals(message_assist, - test_chat_parse( - "all\n" - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2})); - - test_templates(tmpls.get(), end_tokens, message_assist, {}, - "all\n" - "Hello, world!\n" - "What's up?", - /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "special_function\n" - "{\"arg1\": 1}"); - } - { - auto tmpls = read_templates("models/templates/fireworks-ai-llama-3-firefunction-v2.jinja"); - std::vector end_tokens{ "<|eot_id|>" }; - - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_FIREFUNCTION_V2, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - " functools[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]"); - } - { - // Original DeepSeek R1 template. Leaves <|tool▁calls▁begin|> and others unclosed. Our logic fixes the prompt. - auto tmpls = read_templates("models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja"); - std::vector end_tokens{ "<|end▁of▁sentence|>" }; - - for (const auto & inputs : { inputs_no_tools, inputs_tools }) { - auto params = common_chat_templates_apply(tmpls.get(), inputs); - assert_equals(COMMON_CHAT_FORMAT_DEEPSEEK_R1, params.format); - assert_equals(true, params.thinking_forced_open); - } - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_thoughts, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - assert_msg_equals( - simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"), - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - assert_msg_equals( - simple_assist_msg("", "I need to remember the correct syntax. It starts with <|tool▁calls▁begin|> and ends with"), - test_chat_parse( - "I need to remember the correct syntax. It starts with <|tool▁calls▁begin|> and ends with", - /* is_partial= */ true, - { - COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_unopened_unparsed, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - assert_msg_equals(message_assist_thoughts, - // Latest template update (ast of 20250209) adds a trailing \n if add_generation_prompt is true. - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - // test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - // "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" - // "```json\n" - // "{\"arg1\": 1}\n" - // // Look what's not here: <|tool▁calls▁end|> (also missing the <|end▁of▁sentence|>, but that is removed lazily by the test's delta logic) - // "```<|tool▁call▁end|>", - // /* expect_grammar_triggered= */ true, - // /* test_grammar_if_triggered= */ false); - } - { - // Replacement DeepSeek R1 template. Makes the Distill Qwen 7B/32B models happy to call tools and all. - auto tmpls = read_templates("models/templates/llama-cpp-deepseek-r1.jinja"); - std::vector end_tokens{ "<|end▁of▁sentence|>" }; - - assert_equals(COMMON_CHAT_FORMAT_DEEPSEEK_R1, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_DEEPSEEK_R1, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_thoughts, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - assert_msg_equals(message_assist_thoughts_unparsed_deepseek, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_DEEPSEEK_R1})); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - - assert_msg_equals(message_assist_call_thoughts_unparsed, - test_chat_parse( - "I'm\nthinking\n\n" - "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" - "```json\n" - "{\"arg1\": 1}\n" - "```<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_DEEPSEEK_R1})); - assert_msg_equals(message_assist_call, - test_chat_parse( - "<|tool▁calls|>function<|tool▁sep|>special_function\n" - "```json\n" - "{\"arg1\": 1}\n" - "```<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_DEEPSEEK_R1})); - - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "I'm\nthinking\n\n" - "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" - "```json\n" - "{\"arg1\": 1}\n" - "```<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_DEEPSEEK_R1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" - "```json\n" - "{\"arg1\": 1}\n" - "```<|tool▁call▁end|><|tool▁calls▁end|>"); - } - { - auto tmpls = read_templates("models/templates/ibm-granite-granite-3.3-2B-Instruct.jinja"); - std::vector end_tokens{ "<|end_of_text|>" }; - - assert_equals(COMMON_CHAT_FORMAT_GRANITE, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - - assert_equals(COMMON_CHAT_FORMAT_GRANITE, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals( - message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GRANITE})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts_unparsed_deepseek, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals(simple_assist_msg("I'm\nthinkingHello, world!\nWhat's up?"), - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals(message_assist_empty, - test_chat_parse( - "I'm\nthinking", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - assert_msg_equals( - message_assist_empty, - test_chat_parse( - "I'm\nthinking[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals( - message_assist_call_empty_args, - test_chat_parse( - "<|tool_call|>[{\"name\": \"special_function\"", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals( - message_assist_call_cutoff_args, - test_chat_parse( - "<|tool_call|>[{\"name\": \"special_function\", \"arguments\": {\"arg", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_GRANITE})); - assert_msg_equals( - message_assist_call_cutoff_args, - test_chat_parse( - "<|tool_call|>[{\"name\": \"special_function\", \"arguments\": {\"arg", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test parsing tool calls with thinking - assert_msg_equals( - message_assist_call_thoughts, - test_chat_parse( - "I'm\nthinking<|tool_call|>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}, {", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GRANITE, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "Hello, world!\nWhat's up?", - /* expect_grammar_triggered= */ false); - // TODO @ngxson : generic tool call should be removed in the future -#if 0 - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call_id, tools, - "{\n" - " \"tool_calls\": [\n" - " {\n" - " \"name\": \"special_function\",\n" - " \"arguments\": {\n" - " \"arg1\": 1\n" - " },\n" - " \"id\": \"123456789\"\n" - " }\n" - " ],\n" - " \"content\": \"\"\n" - "}", - /* expect_grammar_triggered= */ false - ); -#endif - } - { - auto tmpls = read_templates("models/templates/openai-gpt-oss-120b.jinja"); - std::vector end_tokens{ "<|return|>", "<|call|>" }; - - assert_equals(COMMON_CHAT_FORMAT_GPT_OSS, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_GPT_OSS, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - assert_msg_equals(simple_assist_msg("", "I'm\nthink"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthink", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function <|constrain|>json<|message|>{\"arg1", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function<|message|>{\"arg1", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>analysis to=functions.special_function <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary<|message|>Hello, world!\nWhat's up?", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary<|message|>Hello, world!\nWhat's up?<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - - // Test parse_tool_calls == false - assert_msg_equals( - simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's up?", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ false, - })); - assert_msg_equals( - simple_assist_msg("", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function<|message|>{\"arg1", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ false, - })); - assert_msg_equals( - simple_assist_msg("", "I'm\nthinking"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>commentary to=functions.special_function <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ false, - })); - - // Test reasoning formats - assert_msg_equals( - simple_assist_msg( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>Hello, world!\nWhat's up?"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, - })); - - assert_msg_equals( - simple_assist_msg( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>Hello, world!\nWhat's up?"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - /* .reasoning_in_content = */ true, - })); - - // Test tool calling in role header - assert_msg_equals(simple_assist_msg("", "", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - " to=functions.special_function<|channel|>commentary <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - " to=functions.special_function<|channel|>analysis <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - assert_msg_equals(simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}"), - test_chat_parse( - "<|channel|>analysis<|message|>I'm\nthinking<|end|>" - "<|start|>assistant to=functions.special_function<|channel|>analysis <|constrain|>json<|message|>{\"arg1\": 1}", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GPT_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, - })); - } - { - // Seed-OSS format tests - auto tmpls = read_templates("models/templates/ByteDance-Seed-OSS.jinja"); - std::vector end_tokens{ "" }; - - assert_equals(COMMON_CHAT_FORMAT_SEED_OSS, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_SEED_OSS, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - - // Test simple reasoning content - assert_msg_equals( - simple_assist_msg("Hello, world!", "I'm thinking about the answer"), - test_chat_parse( - "I'm thinking about the answerHello, world!", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_SEED_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test budget reflection tags - common_chat_msg msg_budget_reflect; - msg_budget_reflect.role = "assistant"; - msg_budget_reflect.content = "Token usage: 45/1000\nI should continue thinking to find the best solution.I need to calculate this step by step."; - msg_budget_reflect.reasoning_content = "Token usage: 45/1000\nI should continue thinking to find the best solution."; - assert_msg_equals( - msg_budget_reflect, - test_chat_parse( - "Token usage: 45/1000\nI should continue thinking to find the best solution." - "Token usage: 45/1000\nI should continue thinking to find the best solution." - "I need to calculate this step by step.", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_SEED_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test tool calls with Seed-OSS format - common_chat_msg msg_tool_call; - msg_tool_call.role = "assistant"; - msg_tool_call.tool_calls.push_back({"calculate_sum", "{\"numbers\": [1, 2, 3]}", ""}); - assert_msg_equals( - msg_tool_call, - test_chat_parse( - "\n" - "\n" - "[1, 2, 3]\n" - "\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_SEED_OSS})); - - // Test reasoning + tool call combination - common_chat_msg msg_reasoning_tool; - msg_reasoning_tool.role = "assistant"; - msg_reasoning_tool.content = ""; - msg_reasoning_tool.reasoning_content = "I need to calculate the sum of these numbers"; - msg_reasoning_tool.tool_calls.push_back({"calculate_sum", "{\"numbers\": [1, 2, 3]}", ""}); - assert_msg_equals( - msg_reasoning_tool, - test_chat_parse( - "I need to calculate the sum of these numbers" - "\n" - "\n" - "[1, 2, 3]\n" - "\n" - "", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_SEED_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test deltas: the number of tool calls in partial parses should never decrease - std::string tool_msg = "\n" - "\n" - "[1, 2, 3]\n" - ""; - std::size_t previousToolCalls = 0; - for (std::size_t i = std::string("").length(); i < tool_msg.length() - 1; i++) { - auto partial = tool_msg.substr(0, i); - auto partial_res = test_chat_parse(partial, true, { COMMON_CHAT_FORMAT_SEED_OSS, COMMON_REASONING_FORMAT_DEEPSEEK }); - if (partial_res.tool_calls.size() < previousToolCalls) { - throw std::runtime_error("Tool call size decreased on partial: " + partial + " from " + std::to_string(previousToolCalls) + " to " + std::to_string(partial_res.tool_calls.size())); - } - previousToolCalls = partial_res.tool_calls.size(); - } - - // Test multiple parameters in tool call - common_chat_msg msg_multi_param; - msg_multi_param.role = "assistant"; - msg_multi_param.tool_calls.push_back({"process_data", "{\"input\": \"test\", \"format\": \"json\"}", ""}); - assert_msg_equals( - msg_multi_param, - test_chat_parse( - "\n" - "\n" - "test\n" - "json\n" - "\n" - "", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_SEED_OSS})); - - // Test partial parsing for incomplete tool call - don't actually add the call until parsing parameters is done - assert_msg_equals( - simple_assist_msg("", "", "calculate_sum", "{\"numbers\":"), - test_chat_parse( - "\n" - "\n" - "[1,\n", - /* is_partial= */ true, - {COMMON_CHAT_FORMAT_SEED_OSS})); - - // Test incomplete reasoning tag - assert_msg_equals( - simple_assist_msg("", "I was thinking"), - test_chat_parse( - "I was thinking", - /* is_partial= */ true, - { - /* .format = */ COMMON_CHAT_FORMAT_SEED_OSS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test content without reasoning - assert_msg_equals( - simple_assist_msg("This is a simple response without reasoning."), - test_chat_parse( - "This is a simple response without reasoning.", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_SEED_OSS})); - } - { - auto tmpls = read_templates("models/templates/NVIDIA-Nemotron-Nano-v2.jinja"); - std::vector end_tokens{ "" }; - - assert_equals(COMMON_CHAT_FORMAT_NEMOTRON_V2, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_NEMOTRON_V2, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_NEMOTRON_V2})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test parsing tool calls - assert_msg_equals(message_assist_call, - test_chat_parse( - "[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_NEMOTRON_V2})); - - // Test parsing tool calls with thinking - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "I'm\nthinking[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test tool calls with extra content - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_NEMOTRON_V2} - )); - - // Test tool calls with extra content AND thinking - assert_msg_equals(message_assist_call_thoughts_content, - test_chat_parse( - "I'm\nthinking[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "Hello, world!\nWhat's up?\n", - /* expect_grammar_triggered= */ false); - - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]", - /* expect_grammar_triggered= */ true - ); - } - { - auto tmpls = read_templates("models/templates/deepseek-ai-DeepSeek-V3.1.jinja"); - std::vector end_tokens{ "<|end▁of▁sentence|>" }; - - for (const auto & inputs : { inputs_no_tools, inputs_tools }) { - auto params = common_chat_templates_apply(tmpls.get(), inputs); - assert_equals(COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, params.format); - assert_equals(true, params.thinking_forced_open); - } - - test_templates(tmpls.get(), end_tokens, message_assist, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - test_templates(tmpls.get(), end_tokens, message_assist_thoughts, tools, "Hello, world!\nWhat's up?", /* expect_grammar_triggered= */ false); - assert_msg_equals( - simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking"), - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - })); - // variant: thinking forced open, reasoning_format none - assert_msg_equals( - simple_assist_msg("REASONINGok", ""), - test_chat_parse( - "REASONINGok", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ true, - })); - // variant: happy path for when it works as the model card says it should - assert_msg_equals( - simple_assist_msg("", "", "get_time", "{\"city\":\"Tokyo\"}"), - test_chat_parse( - "<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ true, - })); - // variant: simple + thinking open - assert_msg_equals( - simple_assist_msg("", "REASONING", "get_time", "{\"city\":\"Tokyo\"}"), - test_chat_parse( - "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ true, - })); - // variant: simple + multiple tool calls - common_chat_msg message_assist_multiple_calls; - message_assist_multiple_calls.role = "assistant"; - message_assist_multiple_calls.content = "CONTENT"; - message_assist_multiple_calls.tool_calls.push_back({"get_time", "{\"city\":\"Paris\"}", ""}); - message_assist_multiple_calls.tool_calls.push_back({"get_weather", "{\"city\":\"Paris\"}", ""}); - assert_msg_equals( - message_assist_multiple_calls, - test_chat_parse( - "CONTENT<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Paris\"}<|tool▁call▁end|><|tool▁call▁begin|>get_weather<|tool▁sep|>{\"city\": \"Paris\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ true, - })); - // variant: thinking forced open + tool call in reasoning content - assert_msg_equals( - simple_assist_msg("", "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time2<|tool▁sep|>{\"city\": \"Tokyo2\"}<|tool▁call▁end|><|tool▁calls▁end|>REASONING", "get_time", "{\"city\":\"Tokyo\"}"), - test_chat_parse( - "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time2<|tool▁sep|>{\"city\": \"Tokyo2\"}<|tool▁call▁end|><|tool▁calls▁end|>REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ true, - })); - // variant: thinking forced open + tool call in reasoning content + no closing think + not partial - // This is a bit of a fine tuning issue on the model's part IMO. It really should not be attempting - // to make tool calls in reasoning content according to the model card, but it does sometimes, so - // add the reasoning content as regular content and parse the tool calls. - assert_msg_equals( - simple_assist_msg("REASONING", "", "get_time", "{\"city\":\"Tokyo\"}"), - test_chat_parse( - "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ true, - })); - // variant: thinking forced open + tool call in reasoning content + no closing think + partial - assert_msg_equals( - simple_assist_msg("", "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", "", ""), - test_chat_parse( - "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": \"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>", - /* is_partial= */ true, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ true, - /* .parse_tool_calls = */ true, - })); - // variant: thinking not forced open + missing reasoning + no tool calls - assert_msg_equals( - simple_assist_msg("CONTENT", ""), - test_chat_parse( - "CONTENT", - /* is_partial= */ false, - { - COMMON_CHAT_FORMAT_DEEPSEEK_V3_1, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* .reasoning_in_content = */ false, - /* .thinking_forced_open = */ false, - /* .parse_tool_calls = */ true, - })); - } - { - auto tmpls = read_templates("models/templates/Apertus-8B-Instruct.jinja"); - std::vector end_tokens{ "<|assistant_end|>" }; - - assert_equals(COMMON_CHAT_FORMAT_APERTUS, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_APERTUS, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_APERTUS})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "<|inner_prefix|>I'm\nthinking<|inner_suffix|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_APERTUS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test parsing tool calls - assert_msg_equals(message_assist_call, - test_chat_parse( - "<|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_APERTUS})); - - // Test parsing tool calls with thinking - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "<|inner_prefix|>I'm\nthinking<|inner_suffix|><|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_APERTUS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test tool calls with extra content - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "<|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_APERTUS} - )); - - // Test tool calls with extra content AND thinking - assert_msg_equals(message_assist_call_thoughts_content, - test_chat_parse( - "<|inner_prefix|>I'm\nthinking<|inner_suffix|><|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_APERTUS, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "Hello, world!\nWhat's up?", - /* expect_grammar_triggered= */ false); - - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "<|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>", - /* expect_grammar_triggered= */ true - ); - - // TODO @ngxson : not sure why this fails, but not very important for now - // assert_equals(true, common_chat_templates_support_enable_thinking(tmpls.get())); - } - { - // LFM2 format tests - auto tmpls = read_templates("models/templates/llama-cpp-lfm2.jinja"); - std::vector end_tokens{ "<|im_end|>" }; - - auto inputs_tools_forced_json_schema = std::invoke([&]() -> common_chat_templates_inputs { - common_chat_templates_inputs inputs; - inputs.messages = { - std::invoke([&]() -> common_chat_msg { - common_chat_msg msg; - msg.role = "system"; - msg.content = "force json schema.\n"; - return msg; - }), - message_user, - }; - inputs.tools = {special_function_tool}; - return inputs; - }); - - { - auto params = common_chat_templates_apply(tmpls.get(), inputs_no_tools); - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, params.format); - assert_equals(false, params.grammar_lazy); - assert_equals(std::string(R"(<|im_start|>user -Hey there!<|im_end|> -<|im_start|>assistant -)"), params.prompt); - } - - { - auto params = common_chat_templates_apply(tmpls.get(), inputs_tools); - assert_equals(COMMON_CHAT_FORMAT_CONTENT_ONLY, params.format); - assert_equals(false, params.grammar_lazy); - assert_equals(std::string(R"(<|im_start|>system -List of tools: <|tool_list_start|>[{"type": "function", "function": {"name": "special_function", "description": "I'm special", "parameters": {"type": "object", "properties": {"arg1": {"type": "integer", "description": "The arg."}}, "required": ["arg1"]}}}]<|tool_list_end|><|im_end|> -<|im_start|>user -Hey there!<|im_end|> -<|im_start|>assistant -)"), params.prompt); - assert_equals(true, params.grammar.empty()); - } - - { - auto params = common_chat_templates_apply(tmpls.get(), inputs_tools_forced_json_schema); - assert_equals(COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS, params.format); - assert_equals(true, params.grammar_lazy); - assert_equals(std::string(R"(<|im_start|>system -List of tools: <|tool_list_start|>[{"type": "function", "function": {"name": "special_function", "description": "I'm special", "parameters": {"type": "object", "properties": {"arg1": {"type": "integer", "description": "The arg."}}, "required": ["arg1"]}}}]<|tool_list_end|><|im_end|> -<|im_start|>user -Hey there!<|im_end|> -<|im_start|>assistant -)"), params.prompt); - assert_equals(false, params.grammar.empty()); - } - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test single tool call with JSON format - common_chat_msg msg_single_tool_call; - msg_single_tool_call.role = "assistant"; - msg_single_tool_call.tool_calls.push_back({"special_function", "{\"arg1\":1}", ""}); - assert_msg_equals( - msg_single_tool_call, - test_chat_parse( - "<|tool_call_start|>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test tool call with string argument - common_chat_msg msg_tool_call_string; - msg_tool_call_string.role = "assistant"; - msg_tool_call_string.tool_calls.push_back({"get_weather", "{\"location\":\"Paris\"}", ""}); - assert_msg_equals( - msg_tool_call_string, - test_chat_parse( - "<|tool_call_start|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"Paris\"}}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test tool call with multiple arguments - common_chat_msg msg_multi_args; - msg_multi_args.role = "assistant"; - msg_multi_args.tool_calls.push_back({"calculate", "{\"x\":10,\"y\":20,\"operation\":\"add\"}", ""}); - assert_msg_equals( - msg_multi_args, - test_chat_parse( - "<|tool_call_start|>[{\"name\": \"calculate\", \"arguments\": {\"x\": 10, \"y\": 20, \"operation\": \"add\"}}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test multiple tool calls in single array - common_chat_msg msg_multiple_tools; - msg_multiple_tools.role = "assistant"; - msg_multiple_tools.tool_calls.push_back({"get_weather", "{\"location\":\"Paris\"}", ""}); - msg_multiple_tools.tool_calls.push_back({"get_time", "{\"timezone\":\"UTC\"}", ""}); - assert_msg_equals( - msg_multiple_tools, - test_chat_parse( - "<|tool_call_start|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"Paris\"}}, {\"name\": \"get_time\", \"arguments\": {\"timezone\": \"UTC\"}}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test tool call with content before - common_chat_msg msg_content_before_tool; - msg_content_before_tool.role = "assistant"; - msg_content_before_tool.content = "Let me check the weather for you."; - msg_content_before_tool.tool_calls.push_back({"get_weather", "{\"location\":\"Paris\"}", ""}); - assert_msg_equals( - msg_content_before_tool, - test_chat_parse( - "Let me check the weather for you.<|tool_call_start|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"Paris\"}}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test tool call with content after - common_chat_msg msg_content_after_tool; - msg_content_after_tool.role = "assistant"; - msg_content_after_tool.content = "Here's the result."; - msg_content_after_tool.tool_calls.push_back({"get_weather", "{\"location\":\"Paris\"}", ""}); - assert_msg_equals( - msg_content_after_tool, - test_chat_parse( - "<|tool_call_start|>[{\"name\": \"get_weather\", \"arguments\": {\"location\": \"Paris\"}}]<|tool_call_end|>Here's the result.", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Test tool call with newlines (common in LLM output) - common_chat_msg msg_tool_call_newlines; - msg_tool_call_newlines.role = "assistant"; - msg_tool_call_newlines.tool_calls.push_back({"get_current_time", "{\"location\":\"Paris\"}", ""}); - assert_msg_equals( - msg_tool_call_newlines, - test_chat_parse( - "<|tool_call_start|>[{\n \"name\": \"get_current_time\",\n \"arguments\": {\n \"location\": \"Paris\"\n }\n}]<|tool_call_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS})); - - // Note: LFM2 uses JSON format for tool calls: [{"name": "...", "arguments": {...}}] - // Unlike other formats, LFM2 template does not render tool calls in conversation history, - // so we don't use test_templates() for tool call generation. Instead, the parsing tests - // above verify edge cases and format variations for the tool call output format. - } - - { - auto tmpls = read_templates("models/templates/MiniMax-M2.jinja"); - std::vector end_tokens{ "[e~[" }; - - assert_equals(COMMON_CHAT_FORMAT_MINIMAX_M2, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_MINIMAX_M2, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_MINIMAX_M2})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test parsing tool calls - assert_msg_equals(message_assist_call, - test_chat_parse( - "1", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_MINIMAX_M2})); - - // Test parsing tool calls with thinking - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "I'm\nthinking1", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test tool calls with extra content - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "1Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_MINIMAX_M2} - )); - - // Test tool calls with extra content AND thinking - assert_msg_equals(message_assist_call_thoughts_content, - test_chat_parse( - "I'm\nthinking1Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test streaming - test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\nHello, world!\nWhat's up?\n1", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(message_assist_call_thoughts_unparsed, - "I'm\nthinking\n\n1", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\n\n\nHello, world!\nWhat's up?\n\n\n\n1\n\n\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(message_assist_call_withopt, - "\n\n1\n2\n\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_MINIMAX_M2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "Hello, world!\nWhat's up?", - /* expect_grammar_triggered= */ false); - - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "\n\n1\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_NONE, - /* ignore_whitespace_differences= */ true - ); - - // Test template generation for tools with optional parameters - test_templates(tmpls.get(), end_tokens, message_assist_call_noopt, tools, - "\n\n1\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_NONE, - /* ignore_whitespace_differences= */ true - ); - test_templates(tmpls.get(), end_tokens, message_assist_call_withopt, tools, - "\n\n1\n2\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_NONE, - /* ignore_whitespace_differences= */ true - ); - } - - { - auto tmpls = read_templates("models/templates/GLM-4.6.jinja"); - std::vector end_tokens{ "<|assistant|>", "<|observation|>" }; - - assert_equals(COMMON_CHAT_FORMAT_GLM_4_5, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_GLM_4_5, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GLM_4_5})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "\nI'm\nthinking\nHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - }), true); - - // Test parsing tool calls - assert_msg_equals(message_assist_call, - test_chat_parse( - "\nspecial_function\narg1\n1\n", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GLM_4_5}), true); - - // Test parsing tool calls with thinking - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "\nI'm\nthinking\nspecial_function\narg1\n1\n", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }), true); - - // Test tool calls with extra content - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "\nspecial_function\narg1\n1\nHello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_GLM_4_5} - ), true); - - // Test tool calls with extra content AND thinking - assert_msg_equals(message_assist_call_thoughts_content, - test_chat_parse( - "\nI'm\nthinkingHello, world!\nWhat's up?\nspecial_function\narg1\n1\n", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }), true); - - // Test streaming - test_parser_with_streaming(message_assist_call_thoughts_content, - "\nI'm\nthinkingHello, world!\nWhat's up?\nspecial_function\narg1\n1\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(message_assist_call_thoughts_unparsed, - "\nI'm\nthinking\n\nspecial_function\narg1\n1\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - test_parser_with_streaming(message_assist_call_withopt, - "\n\nspecial_function_with_opt\narg1\n1\narg2\n2\n\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming( - simple_assist_msg("", "", "complex_function", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), - "complex_function\n" - "name\n" - "John Doe\n" - "age\n" - "30\n" - "active\n" - "true\n" - "score\n" - "95.5\n" - "", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_GLM_4_5}); }); - test_parser_with_streaming( - simple_assist_msg("", "", "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}"), - "web_search\n" - "query\n" - "\"From Zero\" Linkin Park album tracklist complete songs\n" - "limit\n" - "3\n" - "type\n" - "text\n" - "", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_GLM_4_5}); }); - - // Test interleaved thinking - test_parser_with_streaming(simple_assist_msg("Hello, world!\n\nWhat's up?", "I'm\nthinkingThinking2", "special_function", "{\"arg1\": 1}"), - "\nI'm\nthinkingHello, world!\nThinking2What's up?\nspecial_function\narg1\n1\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(simple_assist_msg("\nI'm\nthinkingHello, world!\nThinking2What's up?", "", "special_function", "{\"arg1\": 1}"), - "\nI'm\nthinkingHello, world!\nThinking2What's up?\nspecial_function\narg1\n1\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_GLM_4_5, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "\n\nHello, world!\nWhat's up?", - /* expect_grammar_triggered= */ false); - - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "\n\nspecial_function\narg1\n1\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ false, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - - // Test template generation for tools with optional parameters - test_templates(tmpls.get(), end_tokens, message_assist_call_noopt, tools, - "\n\nspecial_function_with_opt\narg1\n1\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ false, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - test_templates(tmpls.get(), end_tokens, message_assist_call_withopt, tools, - "\n\nspecial_function_with_opt\narg1\n1\narg2\n2\n\n", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ false, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - } - - { - auto tmpls = read_templates("models/templates/Kimi-K2-Thinking.jinja"); - std::vector end_tokens{ "<|im_end|>" }; - - assert_equals(COMMON_CHAT_FORMAT_KIMI_K2, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format); - assert_equals(COMMON_CHAT_FORMAT_KIMI_K2, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Test parsing regular content - assert_msg_equals(message_assist, - test_chat_parse( - "Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_KIMI_K2})); - - // Test parsing content with thinking - assert_msg_equals(message_assist_thoughts, - test_chat_parse( - "I'm\nthinkingHello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK, - })); - - // Test parsing tool calls - assert_msg_equals(message_assist_call, - test_chat_parse( - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_KIMI_K2})); - - // Test parsing tool calls with thinking - assert_msg_equals(message_assist_call_thoughts, - test_chat_parse( - "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test tool calls with extra content - assert_msg_equals(message_assist_call_content, - test_chat_parse( - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - {COMMON_CHAT_FORMAT_KIMI_K2} - )); - - // Test tool calls with extra content AND thinking - assert_msg_equals(message_assist_call_thoughts_content, - test_chat_parse( - "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", - /* is_partial= */ false, - { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - })); - - // Test streaming - test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\nHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(message_assist_call_thoughts_unparsed, - "I'm\nthinking\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\n\n\nHello, world!\nWhat's up?\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>\n", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(message_assist_call_withopt, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE - }); }); - test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": \"123456\"}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": \"123456\"}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": [1, 2, \"345\", 6]}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": [1, 2, \"345\", 6]}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": {\"12\": 34, \"5\": [67, 8], \"9\": \"10\"}}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": {\"12\": 34, \"5\": [67, 8], \"9\": \"10\"}}<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, - /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming( - simple_assist_msg("", "", "complex_function", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), - "<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function:0<|tool_call_argument_begin|>" - "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" - "<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); - test_parser_with_streaming( - simple_assist_msg("", "", "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}"), - "<|tool_calls_section_begin|><|tool_call_begin|>functions.web_search:0<|tool_call_argument_begin|>" - "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}" - "<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); - test_parser_with_streaming( - simple_assist_msg("", "", "read_file", "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}"), - "<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" - "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}" - "<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); - test_parser_with_streaming( - simple_assist_msg( - "Let me start by examining the relevant files to understand the current implementation.", "", - "read_file", - "{\"files\": [{\"path\": \"src/app/Partners.tsx\", \"line_ranges\": [\"1-100\"]}]}"), - "Let me start by examining the relevant files to understand the current implementation." - "<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" - "{\"files\":[{\"path\":\"src/app/Partners.tsx\",\"line_ranges\":[\"1-100\"]}]}" - "<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); - auto multi_tool_msg = simple_assist_msg("Let me call multiple tools.", "I'm thinking."); - multi_tool_msg.tool_calls.push_back({ "read_file", "{\"files\": [{\"path\": \"src/app/Partners.tsx\", \"line_ranges\": [\"1-100\"]}]}", "" }); - multi_tool_msg.tool_calls.push_back({ "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}", "" }); - multi_tool_msg.tool_calls.push_back({ "complex_function", "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}", "" }); - multi_tool_msg.tool_calls.push_back({ "emoji_function", "{\"message\":\"Hello! 👋 🌟 🚀 Testing emojis: 😀😃😄😁 and symbols: ∑∏∆∇\"}", "" }); - test_parser_with_streaming(multi_tool_msg, - "I'm thinking.Let me call multiple tools." - "<|tool_calls_section_begin|>" - "<|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" - "{\"files\":[{\"path\":\"src/app/Partners.tsx\",\"line_ranges\":[\"1-100\"]}]}" - "<|tool_call_end|>" - "<|tool_call_begin|>functions.web_search:1<|tool_call_argument_begin|>" - "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}" - "<|tool_call_end|>" - "<|tool_call_begin|>functions.complex_function:2<|tool_call_argument_begin|>" - "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" - "<|tool_call_end|>" - "<|tool_call_begin|>functions.emoji_function:3<|tool_call_argument_begin|>" - "{\"message\":\"Hello! 👋 🌟 🚀 Testing emojis: 😀😃😄😁 and symbols: ∑∏∆∇\"}" - "<|tool_call_end|>" - "<|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - COMMON_CHAT_FORMAT_KIMI_K2, - COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming( - simple_assist_msg("", "I'm thinking", "complex_function_in_think", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), - "I'm thinking<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function_in_think:0<|tool_call_argument_begin|>" - "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" - "<|tool_call_end|><|tool_calls_section_end|>", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - COMMON_CHAT_FORMAT_KIMI_K2, - COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - test_parser_with_streaming( - simple_assist_msg("Hello", "I'm thinkingI'm still thinking", "complex_function_in_think", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), - "I'm thinking<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function_in_think:0<|tool_call_argument_begin|>" - "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" - "<|tool_call_end|><|tool_calls_section_end|>I'm still thinkingHello", - [&](const std::string &msg) { return test_chat_parse(msg, /* is_partial= */ true, { - COMMON_CHAT_FORMAT_KIMI_K2, - COMMON_REASONING_FORMAT_DEEPSEEK - }); }); - - // Test template rendering - common_chat_templates_inputs conversation_with_tools = inputs_tools; - conversation_with_tools.messages.push_back(simple_assist_msg("Let's do it", "Think first", "complex_function", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}")); - conversation_with_tools.messages.push_back({ - "tool", - "Tool response 1", - /* .content_parts = */ {}, - /* .tool_calls = */ {}, - /* .reasoning_content = */ "", - /* .tool_name = */ "complex_function", - /* .tool_call_id = */ "", - }); - conversation_with_tools.messages.push_back(simple_assist_msg("Continue", "Think next", "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}")); - conversation_with_tools.messages.push_back({ - "tool", - "Tool response 2", - /* .content_parts = */ {}, - /* .tool_calls = */ {}, - /* .reasoning_content = */ "", - /* .tool_name = */ "web_search", - /* .tool_call_id = */ "", - }); - conversation_with_tools.messages.push_back(simple_assist_msg("CC", "Think last", "read_file", "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}")); - conversation_with_tools.messages.push_back({ - "tool", - "Tool response 3", - /* .content_parts = */ {}, - /* .tool_calls = */ {}, - /* .reasoning_content = */ "", - /* .tool_name = */ "read_file", - /* .tool_call_id = */ "", - }); - assert_equals(common_chat_templates_apply(tmpls.get(), conversation_with_tools).prompt, std::string("<|im_system|>tool_declare<|im_middle|>[{\"type\": \"function\", \"function\": {\"name\": \"special_function\", \"description\": \"I'm special\", \"parameters\": {\"type\": \"object\", \"properties\": {\"arg1\": {\"type\": \"integer\", \"description\": \"The arg.\"}}, \"required\": [\"arg1\"]}}}]<|im_end|><|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|><|im_user|>user<|im_middle|>Hey there!<|im_end|><|im_assistant|>assistant<|im_middle|>Think firstLet's do it<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function:0<|tool_call_argument_begin|>{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>complex_function<|im_middle|>## Return of functions.complex_function:0\nTool response 1<|im_end|><|im_assistant|>assistant<|im_middle|>Think nextContinue<|tool_calls_section_begin|><|tool_call_begin|>functions.web_search:1<|tool_call_argument_begin|>{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>web_search<|im_middle|>## Return of functions.web_search:1\nTool response 2<|im_end|><|im_assistant|>assistant<|im_middle|>Think lastCC<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:2<|tool_call_argument_begin|>{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>read_file<|im_middle|>## Return of functions.read_file:2\nTool response 3<|im_end|><|im_assistant|>assistant<|im_middle|>")); - - // Test template generation for regular content - test_templates(tmpls.get(), end_tokens, message_assist, tools, - "Hello, world!\nWhat's up?", - /* expect_grammar_triggered= */ false); - - // Test template generation for tool calls - test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - - // Test template generation for tools with optional parameters - test_templates(tmpls.get(), end_tokens, message_assist_call_noopt, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - test_templates(tmpls.get(), end_tokens, message_assist_call_withopt, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", - /* expect_grammar_triggered= */ true, - /* test_grammar_if_triggered= */ true, - /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, - /* ignore_whitespace_differences= */ true - ); - } - - { - // Step-3.5-Flash template: uses same XML output format as Qwen3-Coder and Nemotron v3, - // but with support. Routes to the Nemotron v3 PEG parser for streaming and - // schema-aware parameter parsing. - auto tmpls = read_templates("models/templates/stepfun-ai-Step-3.5-Flash.jinja"); - assert_equals(COMMON_CHAT_FORMAT_PEG_CONSTRUCTED, common_chat_templates_apply(tmpls.get(), inputs_tools).format); - - // Grammar and PEG parser should be generated with thinking_forced_open - { - common_chat_templates_inputs inputs; - inputs.messages = { message_user }; - inputs.tools = { special_function_tool }; - auto params = common_chat_templates_apply(tmpls.get(), inputs); - assert_equals(COMMON_CHAT_FORMAT_PEG_CONSTRUCTED, params.format); - assert_equals(true, params.thinking_forced_open); - assert_equals(false, params.grammar.empty()); - assert_equals(false, params.parser.empty()); - auto grammar = build_grammar(params.grammar); - GGML_ASSERT(grammar && "Failed to build Step-3.5-Flash grammar"); - } - } -} - -static void test_template_output_peg_parsers() { - printf("[%s]\n", __func__); +static void test_template_output_peg_parsers(bool detailed_debug) { + LOG_DBG("%s\n", __func__); // JSON schemas const char * invoice_schema = R"({ @@ -3068,688 +1527,2276 @@ static void test_template_output_peg_parsers() { })"; { - // Ministral-3-14B-Reasoning-2512 - auto tmpls = read_templates("models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja"); + // Qwen3.5 (basically same as Nemotron, but keeping separate tests just in case) + auto tst = peg_tester("models/templates/Qwen3.5-4B.jinja", detailed_debug); - // Test basic message - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "Hello, world!\nWhat's up?"; - t.expect = message_assist; - }); + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .expect(message_assist_thoughts) + .run(); - // Test basic message and reasoning with reasoning_format = none - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; - t.expect.content = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; - }); + tst.test("I'm\nthinking\n\nHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_NONE) + .expect_content("\nI'm\nthinking\n\nHello, world!\nWhat's up?") + .run(); - // Test basic message and reasoning with reasoning_format = auto - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + tst.test("I'm\nthinking\n\nHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); - t.expect = message_assist_thoughts; - }); + tst.test( + "\n" + "\n" + "\n1\n\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); - // Test tool call - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; + tst.test( + "I'm\nthinking\n\n" + "\n" + "\n" + "\n1\n\n" + "\n" + "") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); - t.expect = message_assist_call; - }); + tst.test( + "\n" + "\n" + "\n1\n\n" + "\n" + "\n" + "\n" + "\n" + "\n1\n\n" + "\n2\n\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .run(); - // Test tool call with reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "[THINK]I'm\nthinking[/THINK]" - R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; + tst.test( + "\n" + "\n" + "\n" + "def hello():\n" + " print(\"Hello, world!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ + python_tool + }) + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", {} }, + }) + .run(); - t.expect = message_assist_call_thoughts; - }); + tst.test( + "I need to output the invoice details in JSON\n" + "\n" + R"({"amount": 123.45, "date": "2025-12-03"})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .json_schema(invoice_schema) + .expect_reasoning("I need to output the invoice details in JSON") + .expect_content(R"({"amount": 123.45, "date": "2025-12-03"})") + .run(); - // Test parallel tool calls - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1": 1})" - R"([TOOL_CALLS]special_function_with_opt[ARGS]{"arg1": 1, "arg2": 2})"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + // tool call segment in reasoning + tst.test( + "Let's call a tool: \n" + "\n" + "\n" + "def hello():\n" + " print(\"Not the real call!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "def hello():\n" + " print(\"Hello, world!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "" + ) + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ + python_tool + }) + .expect_reasoning("Let's call a tool: \n" + "\n" + "\n" + "def hello():\n" + " print(\"Not the real call!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "") + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", {} }, + }) + .run(); - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ {}, - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ {}, - }}; - }); + // No args tool + tst.test( + "\n" + "\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ empty_args_tool }) + .expect(message_with_tool_calls("empty_args", "{}")) + .run(); - // Test response format - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "[THINK]I need to output the invoice details in JSON[/THINK]" - "```json\n" - R"({"amount": 123.45, "date": "2025-12-03"})" - "\n```"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.json_schema = invoice_schema; - - t.expect.reasoning_content = "I need to output the invoice details in JSON"; - t.expect.content =R"({"amount": 123.45, "date": "2025-12-03"})"; - }); + // No args tool with no properties defined + tst.test( + "\n" + "\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ empty_args_tool_no_properties }) + .expect(message_with_tool_calls("empty_args_no_props", "{}")) + .run(); } { - // Qwen3-Coder - auto tmpls = read_templates("models/templates/Qwen3-Coder.jinja"); + // Ministral-3-14B-Reasoning-2512 + auto tst = peg_tester("models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja", detailed_debug); - // Test basic message - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "Hello, world!\nWhat's up?"; - t.expect = message_assist; - }); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); - // Test tool call - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - ""; - t.params.tools = {special_function_tool}; - t.expect = message_assist_call; - }); + tst.test("[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?") + .expect_content("[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?") + .expect_reconstruction() + .run(); - // Test parallel tool calls - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "2\n" - "\n" - "\n" - ""; - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + tst.test("[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .expect(message_assist_thoughts) + .expect_reconstruction() + .run(); - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ {}, - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ {}, - }}; - }); + tst.test(R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); - // Test tool call with string parameter - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - "\n" - ""; - t.params.tools = {python_tool}; + tst.test( + "[THINK]I'm\nthinking[/THINK]" + R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); + tst.test(R"([TOOL_CALLS]special_function[ARGS]{"arg1": 1})" + R"([TOOL_CALLS]special_function_with_opt[ARGS]{"arg1": 1, "arg2": 2})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .expect_reconstruction() + .run(); - // Test tool call with JSON parameter - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "[{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]\n" - "\n" - "\n" - ""; - t.params.tools = {todo_list_tool}; + tst.test( + "[THINK]I need to output the invoice details in JSON[/THINK]" + "```json\n" + R"({"amount": 123.45, "date": "2025-12-03"})" + "\n```") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .json_schema(invoice_schema) + .expect_reasoning("I need to output the invoice details in JSON") + .expect_content(R"({"amount": 123.45, "date": "2025-12-03"})") + .run(); - t.expect.tool_calls = {{ - /* .name = */ "todo_list", - /* .arguments = */ "{\"todos\": [{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]}", - /* .id = */ {}, - }}; - }); - - // Test tool call with string parameter and no closing tag - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - ""; - t.params.tools = {python_tool}; - - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); - - // Test response format - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = R"({"amount": 123.45, "date": "2025-12-03"})"; - t.params.json_schema = invoice_schema; - - t.expect.content = R"({"amount": 123.45, "date": "2025-12-03"})"; - }); + // fake tool call marker in reasoning + tst.test( + "[THINK]Let me think about [TOOL_CALLS]special_function[ARGS]{\"arg1\":1} and more[/THINK]" + R"([TOOL_CALLS]special_function[ARGS]{"arg1": 1})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .tools({ special_function_tool }) + .expect_reasoning("Let me think about [TOOL_CALLS]special_function[ARGS]{\"arg1\":1} and more") + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + }) + .expect_reconstruction() + .run(); } { // NVIDIA Nemotron-3 Nano - auto tmpls = read_templates("models/templates/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16.jinja"); + auto tst = peg_tester("models/templates/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16.jinja", detailed_debug); - // Test basic message - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "Hello, world!\nWhat's up?"; - t.expect = message_assist; - }); + tst.test("Hello, world!\nWhat's up?"). + enable_thinking(false). + reasoning_format(COMMON_REASONING_FORMAT_AUTO). + expect(message_assist).run(); - // Test basic message and reasoning with reasoning_format = none - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "I'm\nthinking\n\nHello, world!\nWhat's up?"; - t.expect.content = "I'm\nthinking\n\nHello, world!\nWhat's up?"; - }); + tst.test("I'm\nthinking\n\nHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_NONE) + .expect_content("\nI'm\nthinking\n\nHello, world!\nWhat's up?") + .run(); - // Test basic message and reasoning with reasoning_format = auto - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "I'm\nthinking\n\nHello, world!\nWhat's up?"; - t.params.enable_thinking = true; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + tst.test("I'm\nthinking\n\nHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); - t.expect = message_assist_thoughts; - }); + tst.test( + "\n" + "\n" + "\n1\n\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); - // Test tool call - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - ""; - t.params.enable_thinking = false; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; + tst.test( + "I'm\nthinking\n\n" + "\n" + "\n" + "\n1\n\n" + "\n" + "") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); - t.expect = message_assist_call; - }); + tst.test( + "\n" + "\n" + "\n1\n\n" + "\n" + "\n" + "\n" + "\n" + "\n1\n\n" + "\n2\n\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .run(); - // Test tool call with reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "I'm\nthinking\n\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; + tst.test( + "\n" + "\n" + "\n" + "def hello():\n" + " print(\"Hello, world!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "") + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ + python_tool + }) + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", {} }, + }) + .run(); - t.expect = message_assist_call_thoughts; - }); + tst.test( + "I need to output the invoice details in JSON\n" + "\n" + R"({"amount": 123.45, "date": "2025-12-03"})") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .json_schema(invoice_schema) + .expect_reasoning("I need to output the invoice details in JSON") + .expect_content(R"({"amount": 123.45, "date": "2025-12-03"})") + .run(); - // Test parallel tool calls - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "2\n" - "\n" - "\n" - ""; - t.params.enable_thinking = false; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + // tool call segment in reasoning + tst.test( + "Let's call a tool: \n" + "\n" + "\n" + "def hello():\n" + " print(\"Not the real call!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "def hello():\n" + " print(\"Hello, world!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "" + ) + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ + python_tool + }) + .expect_reasoning("Let's call a tool: \n" + "\n" + "\n" + "def hello():\n" + " print(\"Not the real call!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "") + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", {} }, + }) + .run(); - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ {}, - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ {}, - }}; - }); - - // Test tool call with string parameter - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - "\n" - ""; - t.params.enable_thinking = false; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {python_tool}; - - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); - - // Test tool call with string parameter and no closing tag - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - ""; - t.params.enable_thinking = false; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {python_tool}; - - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); - - // Test response format - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "I need to output the invoice details in JSON\n" - "\n" - R"({"amount": 123.45, "date": "2025-12-03"})"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.json_schema = invoice_schema; - - t.expect.reasoning_content = "I need to output the invoice details in JSON"; - t.expect.content = R"({"amount": 123.45, "date": "2025-12-03"})"; - }); } { - // Step-3.5-Flash (uses Nemotron v3 PEG parser with thinking_forced_open) - // Unlike Nemotron, Step-3.5-Flash always emits regardless of enable_thinking, - // so all inputs must include a delimiter. - auto tmpls = read_templates("models/templates/stepfun-ai-Step-3.5-Flash.jinja"); + // CohereForAI Command-R 7B (2024-tool_use) + auto tst = peg_tester("models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja", detailed_debug); - // Test basic message with reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "I'm\nthinking\n\nHello, world!\nWhat's up?"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + tst.test("<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>").expect(message_assist).run(); - t.expect = message_assist_thoughts; - }); + tst.test( + "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" + "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .run(); - // Test basic message without thinking content - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "\nHello, world!\nWhat's up?"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + tst.test( + "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" + "<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>") + .expect(message_assist_thoughts_unparsed_r7b) + .run(); - t.expect = message_assist; - }); + tst.test( + "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" + "<|START_ACTION|>[\n" + " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}\n" + "]<|END_ACTION|>") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .expect(message_assist_thoughts_call_idx) + .run(); - // Test tool call without thinking content - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; + tst.test( + "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" + "<|START_ACTION|>[\n" + " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", ") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .is_partial(true) + .expect(message_assist_thoughts_partial_call) + .run(); - t.expect = message_assist_call; - }); - - // Test tool call with thinking - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "I'm\nthinking\n\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {special_function_tool}; - - t.expect = message_assist_call_thoughts; - }); - - // Test parallel tool calls with thinking - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "I'm\nthinking\n\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "2\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; - - t.expect.reasoning_content = "I'm\nthinking"; - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ {}, - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ {}, - }}; - }); - - // Test parallel tool calls without thinking content - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "\n" - "1\n" - "\n" - "\n" - "2\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; - - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ {}, - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ {}, - }}; - }); - - // Test tool call with code string parameter - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {python_tool}; - - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); - - // Test tool call with string parameter and no closing tag - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "\n" - "\n" - "\n" - "\n" - "def hello():\n" - " print(\"Hello, world!\")\n" - "\n" - "hello()\n" - "\n" - ""; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.tools = {python_tool}; - - t.expect.tool_calls = {{ - /* .name = */ "python", - /* .arguments = */ "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", - /* .id = */ {}, - }}; - }); - - // Test response format (JSON schema with thinking) - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = - "I need to output the invoice details in JSON\n" - "\n" - R"({"amount": 123.45, "date": "2025-12-03"})"; - t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; - t.params.json_schema = invoice_schema; - - t.expect.reasoning_content = "I need to output the invoice details in JSON"; - t.expect.content = R"({"amount": 123.45, "date": "2025-12-03"})"; - }); + tst.test( + "<|START_THINKING|><|END_THINKING|>" + "<|START_ACTION|>[\n" + " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}\n" + "]<|END_ACTION|>") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .expect(message_assist_call_idx) + .run(); } { - // Solar-Open-100B - auto tmpls = read_templates("models/templates/upstage-Solar-Open-100B.jinja"); + // Google Gemma 2 2B - does not support tool calling + auto tst = peg_tester("models/templates/google-gemma-2-2b-it.jinja"); - // Test basic message - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|content|>Hello, world!\nWhat's up?"; - t.expect = message_assist; - }); + tst.test("Hello, world!").expect(simple_assist_msg("Hello, world!")).expect_reconstruction().run(); - // Test basic message and reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|think|>I'm\nthinking<|end|><|begin|>assistant<|content|>Hello, world!\nWhat's up?"; - t.expect = message_assist_thoughts; - }); + tst.test("Line 1\nLine 2\nLine 3").expect(simple_assist_msg("Line 1\nLine 2\nLine 3")).expect_reconstruction().run(); + } - // Test basic message and reasoning_effort = low - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|content|>Hello, world!\nWhat's up?"; - t.params.chat_template_kwargs["reasoning_effort"] = "\"low\""; - t.expect = message_assist; - }); + { + // Google Gemma 4 (tool calling with Gemma4 dict format) + auto tst = peg_tester("models/templates/google-gemma-4-31B-it.jinja"); - // Test tool call - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|tool_calls|>" - "<|tool_call:begin|>123456789" - "<|tool_call:name|>special_function" - "<|tool_call:args|>{\"arg1\":1}" - "<|tool_call:end|>"; + tst.test("Hello, world!").expect(simple_assist_msg("Hello, world!")).run(); - t.params.chat_template_kwargs["reasoning_effort"] = "\"low\""; - t.params.tools = {special_function_tool}; - t.expect = message_assist_call_id; - }); + // Reasoning and content + tst.test( + "<|channel>thought\nI'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); - // Test tool call with reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|think|>I'm\nthinking<|end|>" - "<|begin|>assistant<|tool_calls|>" - "<|tool_call:begin|>0" - "<|tool_call:name|>special_function" - "<|tool_call:args|>{\"arg1\":1}" - "<|tool_call:end|>"; + // Empty reasoning (budget=0: sampler forces end tag before newline) + tst.test( + "<|channel>thoughtHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(simple_assist_msg("Hello, world!\nWhat's up?", "")) + .run(); - t.params.tools = {special_function_tool}; - t.expect = message_assist_thoughts_call_idx; - }); + // Reasoning and content with reasoning_format = none + tst.test( + "<|channel>thought\nI'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_NONE) + .expect_content("<|channel>thought\nI'm\nthinkingHello, world!\nWhat's up?") + .run(); - // Test tool call with reasoning and tool_choice = required - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|think|>I'm\nthinking<|end|>" - "<|begin|>assistant<|tool_calls|>" - "<|tool_call:begin|>0" - "<|tool_call:name|>special_function" - "<|tool_call:args|>{\"arg1\":1}" - "<|tool_call:end|>"; + // Simple tool call with string argument + tst.test( + "<|tool_call>call:get_time{city:<|\"|>London<|\"|>}") + .tools({ get_time_tool }) + .expect(message_with_tool_calls("get_time", R"({"city": "London"})")) + .run(); - t.params.tools = {special_function_tool}; - t.params.tool_choice = COMMON_CHAT_TOOL_CHOICE_REQUIRED; - t.expect = message_assist_thoughts_call_idx; - }); + // Tool call with string argument containing special chars + tst.test( + "<|tool_call>call:get_time{city:<|\"|>San Francisco<|\"|>}") + .tools({ get_time_tool }) + .expect(message_with_tool_calls("get_time", R"({"city": "San Francisco"})")) + .run(); - // Test tool call without reasoning and tool_choice = required - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|tool_calls|>" - "<|tool_call:begin|>0" - "<|tool_call:name|>special_function" - "<|tool_call:args|>{\"arg1\":1}" - "<|tool_call:end|>"; + // Tool call with empty args + tst.test( + "<|tool_call>call:empty_args{}") + .tools({ empty_args_tool }) + .expect(message_with_tool_calls("empty_args", "{}")) + .run(); - t.params.tools = {special_function_tool}; - t.params.tool_choice = COMMON_CHAT_TOOL_CHOICE_REQUIRED; - t.params.chat_template_kwargs["reasoning_effort"] = "\"low\""; - t.expect = message_assist_call_idx; - }); + // Tool call with string and content + tst.test( + "Hello, world!\nWhat's up?<|tool_call>call:get_time{city:<|\"|>Paris<|\"|>}") + .tools({ get_time_tool }) + .expect(message_with_content_and_tool_call("Hello, world!\nWhat's up?", "get_time", R"({"city": "Paris"})")) + .run(); - // Test parallel tool calls - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|think|>I'm\nthinking<|end|>" - "<|begin|>assistant<|tool_calls|>" - "<|tool_call:begin|>0" - "<|tool_call:name|>special_function" - "<|tool_call:args|>{\"arg1\":1}" - "<|tool_call:end|>" - "<|tool_call:begin|>1" - "<|tool_call:name|>special_function_with_opt" - "<|tool_call:args|>{\"arg1\": 1, \"arg2\": 2}" - "<|tool_call:end|>"; + // Parallel tool calls + tst.test( + "<|tool_call>call:get_time{city:<|\"|>London<|\"|>}" + "<|tool_call>call:get_weather{city:<|\"|>Paris<|\"|>}") + .tools({ get_time_tool, get_weather_tool }) + .parallel_tool_calls(true) + .expect_tool_calls({ + { "get_time", R"({"city": "London"})", "" }, + { "get_weather", R"({"city": "Paris"})", "" }, + }) + .run(); - t.params.parallel_tool_calls = true; - t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + // Tool call with integer argument (number type) + tst.test( + "<|tool_call>call:special_function{arg1:42}") + .tools({ special_function_tool }) + .expect(message_with_tool_calls("special_function", R"({"arg1": 42})")) + .run(); - t.expect.reasoning_content = "I'm\nthinking"; - t.expect.tool_calls = {{ - /* .name = */ "special_function", - /* .arguments = */ R"({"arg1": 1})", - /* .id = */ "0", - }, { - /* .name = */ "special_function_with_opt", - /* .arguments = */ R"({"arg1": 1, "arg2": 2})", - /* .id = */ "1", - }}; - }); + // Tool call with negative number argument + tst.test( + "<|tool_call>call:special_function{arg1:-7}") + .tools({ special_function_tool }) + .expect(message_with_tool_calls("special_function", R"({"arg1": -7})")) + .run(); - // Test response format - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|think|>I need to output the invoice details in JSON<|end|>" - "<|begin|>assistant<|content|>" - R"({"amount": 123.45, "date": "2025-12-03"})"; + // Tool call with decimal number argument + tst.test( + "<|tool_call>call:amount{orig:3.14}") + .tools({ amount_tool }) + .expect(message_with_tool_calls("amount", R"({"orig": 3.14})")) + .run(); - t.params.json_schema = invoice_schema; + // Tool call with boolean argument (true) + tst.test( + "<|tool_call>call:toggle{enabled:true}") + .tools({ toggle_tool }) + .expect(message_with_tool_calls("toggle", R"({"enabled": true})")) + .run(); - t.expect.reasoning_content = "I need to output the invoice details in JSON"; - t.expect.content =R"({"amount": 123.45, "date": "2025-12-03"})"; - }); + // Tool call with boolean argument (false) + tst.test( + "<|tool_call>call:toggle{enabled:false}") + .tools({ toggle_tool }) + .expect(message_with_tool_calls("toggle", R"({"enabled": false})")) + .run(); - // Test response format no reasoning - test_peg_parser(tmpls.get(), [&](auto & t) { - t.input = "<|content|>" - R"({"amount": 123.45, "date": "2025-12-03"})"; + // Tool call with null argument + tst.test( + "<|tool_call>call:set_nullable{value:null}") + .tools({ nullable_tool }) + .expect(message_with_tool_calls("set_nullable", R"({"value": null})")) + .run(); - t.params.chat_template_kwargs["reasoning_effort"] = "\"low\""; - t.params.json_schema = invoice_schema; + // Tool call with array argument (todo list) + tst.test( + "<|tool_call>call:todo_list{todos:[<|\"|>buy milk<|\"|>,<|\"|>walk dog<|\"|>]}") + .tools({ todo_list }) + .expect(message_with_tool_calls("todo_list", R"({"todos":["buy milk","walk dog"]})")) + .run(); - t.expect.content =R"({"amount": 123.45, "date": "2025-12-03"})"; - }); + // Tool call with object/dict argument + tst.test( + "<|tool_call>call:set_config{config:{theme:<|\"|>dark<|\"|>,count:3}}") + .tools({ config_tool }) + .expect(message_with_tool_calls("set_config", R"({"config":{"theme":"dark","count":3}})")) + .run(); + + // Tool call with empty array + tst.test( + "<|tool_call>call:todo_list{todos:[]}") + .tools({ todo_list }) + .expect(message_with_tool_calls("todo_list", R"({"todos":[]})")) + .run(); + + // Tool call with empty dict + tst.test( + "<|tool_call>call:set_config{config:{}}") + .tools({ config_tool }) + .expect(message_with_tool_calls("set_config", R"({"config":{}})")) + .run(); + + // Tool call with scientific notation number + tst.test( + "<|tool_call>call:amount{orig:1.5e10}") + .tools({ amount_tool }) + .expect(message_with_tool_calls("amount", R"({"orig": 1.5e10})")) + .run(); + } + + { + // Qwen-QwQ-32B (reasoning model) + auto tst = peg_tester("models/templates/Qwen-QwQ-32B.jinja"); + + // QwQ always has thinking forced open - input starts after the \n in the prompt + tst.test("Let me think about this...\n\nThe answer is 42.") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(simple_assist_msg("The answer is 42.", "Let me think about this...")) + .run(); + + tst.test("Hello, world!").reasoning_format(COMMON_REASONING_FORMAT_AUTO).expect(simple_assist_msg("Hello, world!")).run(); + } + { + // NousResearch-Hermes-2-Pro and Hermes-3 (tool calling models) + auto tst = peg_tester("models/templates/NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use.jinja", detailed_debug); + + tst.test( + "\n" + "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + tst.test( + "Hello, world!\nWhat's up?\n" + "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call_content) + .run(); + + // Note: Hermes template doesn't support thinking/reasoning natively + // Note: We only support one tool calling format per template, no alternate formats + } + { + // Test simple content-only template + auto tst = peg_tester("models/templates/google-gemma-2-2b-it.jinja", detailed_debug); + + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + } + { + // IBM Granite (reasoning and tool calling model) + auto tst = peg_tester("models/templates/ibm-granite-granite-3.3-2B-Instruct.jinja", detailed_debug); + + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .run(); + + // TODO: pending support for WRAPPED_WITH_REASONING + // tst.test("I'm\nthinkingHello, world!\nWhat's up?") + // .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + // .expect(message_assist_thoughts) + // .run(); + } + + { + // IBM Granite 4.0 (production template shared by h-tiny, h-small, micro) + // Uses XML tags for tool calls, tools in system message + auto tst = peg_tester("models/templates/ibm-granite-granite-4.0.jinja", detailed_debug); + + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + tst.test( + "\n" + "{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + } + + { + // ByteDance-Seed-OSS (reasoning and tool calling model) + auto tst = peg_tester("models/templates/ByteDance-Seed-OSS.jinja", detailed_debug); + + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + tst.test("I'm thinking about the answer\nHello, world!") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(simple_assist_msg("Hello, world!", "I'm thinking about the answer")) + .run(); + + tst.test( + "\n" + "\n" + "1\n" + "\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + tst.test( + "\n" + "\n" + "1\n" + "\n" + "\n" + "\n" + "\n" + "1\n" + "2\n" + "\n" + "") + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .run(); + + tst.test( + "\n" + "\n" + "[{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]\n" + "\n" + "") + .tools({ + todo_list + }) + .expect_tool_calls({ + { "todo_list", "{\"todos\": [{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]}", {} }, + }) + .run(); + + // tool call with inside quotes + tst.test( + "\n" + "\n" + "\n" + "foo.cpp\n" + "\n" + "" + "def foo(arg = \"14\"):\n" + " return arg + \"bar\"\n" + "\n" + "\n" + "" + "def foo(arg = \"15\"):\n" + " pass\n" + "\n" + "\n" + "\n" + "") + .tools({ + edit_tool + }) + .expect_tool_calls({ + { "edit", "{\"filename\": \"foo.cpp\", " + "\"oldString\": \"def foo(arg = \\\"14\\\"):\\n return arg + \\\"bar\\\"\\n\", " + "\"newString\": \"def foo(arg = \\\"15\\\"):\\n pass\\n\"}", {} + } + }) + .run(); + + } + + { + // Qwen3-Coder (tool calling with XML-style format) + auto tst = peg_tester("models/templates/Qwen3-Coder.jinja", detailed_debug); + + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + + tst.test( + "\n" + "\n" + "\n" + "1\n" + "\n" + "\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + + tst.test( + "\n" + "\n" + "\n" + "1\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "\n" + "1\n" + "\n" + "\n" + "2\n" + "\n" + "\n" + "") + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .expect_reconstruction() + .run(); + + // Test with code content (multiline) + tst.test( + "\n" + "\n" + "\n" + "def hello():\n" + " print(\"Hello, world!\")\n" + "\n" + "hello()\n" + "\n" + "\n" + "") + .tools({ + python_tool + }) + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", {} }, + }) + .expect_reconstruction() + .run(); + + // Test with code content (asian unicode chars) + tst.test( + "\n" + "\n" + "\n" + "格\n" + "\n" + "\n" + "") + .tools({ + python_tool + }) + .expect_tool_calls({ + { "python", "{\"code\": \"格\"}", {} }, + }) + .expect_reconstruction() + .run(); + + // Test with HTML tag content + tst.test( + "\n" + "\n" + "\n" + "\n" + " \n" + " Hello!\n" + " \n" + "\n" + "\n" + "\n" + "") + .tools({ + html_tool + }) + .expect_tool_calls({ + { "html", "{\"markup\": \"\\n \\n Hello!\\n \\n\"}", {} }, + }) + .expect_reconstruction() + .run(); + + // Test with TODO list (array of objects) + tst.test( + "\n" + "\n" + "\n" + "[{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]\n" + "\n" + "\n" + "") + .tools({ + todo_list + }) + .expect_tool_calls({ + { "todo_list", "{\"todos\": [{\"item\": \"Check stuff\", \"selected\": false}, {\"item\": \"Prepare stuff\", \"selected\": true}]}", {} }, + }) + .expect_reconstruction() + .run(); + + // Test flexible optional argument ordering (2 required + 4 optional, reversed optional order) + tst.test( + "\n" + "\n" + "\nhello\n\n" + "\n42\n\n" + "\n100\n\n" + "\n200\n\n" + "\n" + "") + .tools({ tool_2req_4opt }) + .expect_tool_calls({ + { "tool_2req_4opt", R"({"req1": "hello", "req2": 42, "opt4": 100, "opt2": 200})", {} }, + }) + .expect_reconstruction() + .run(); + + // Test flexible optional argument ordering (2 required + 5 optional, reversed optional order) + tst.test( + "\n" + "\n" + "\nworld\n\n" + "\n7\n\n" + "\nlast\n\n" + "\nmiddle\n\n" + "\nfirst\n\n" + "\n" + "") + .tools({ tool_2req_5opt }) + .expect_tool_calls({ + { "tool_2req_5opt", R"({"req1": "world", "req2": 7, "opt5": "last", "opt3": "middle", "opt1": "first"})", {} }, + }) + .expect_reconstruction() + .run(); + + // Test flexible optional argument ordering (2 required + 5 optional, all 5 in shuffled order) + tst.test( + "\n" + "\n" + "\ntest\n\n" + "\n99\n\n" + "\nc\n\n" + "\na\n\n" + "\ne\n\n" + "\n4\n\n" + "\n2\n\n" + "\n" + "") + .tools({ tool_2req_5opt }) + .expect_tool_calls({ + { "tool_2req_5opt", R"({"req1": "test", "req2": 99, "opt3": "c", "opt1": "a", "opt5": "e", "opt4": 4, "opt2": 2})", {} }, + }) + .expect_reconstruction() + .run(); + + // nullable string type ["string", "null"] + tst.test( + "\n" + "\n" + "\nhello world\n\n" + "\n" + "") + .tools({ nullable_string_tool }) + .expect_tool_calls({ + { "set_nullable_str", R"({"name": "hello world"})", {} }, + }) + .run(); + + // nullable string with null first in type array ["null", "string"] + tst.test( + "\n" + "\n" + "\nhello world\n\n" + "\n" + "") + .tools({ nullable_string_null_first_tool }) + .expect_tool_calls({ + { "set_nullable_str_nf", R"({"name": "hello world"})", {} }, + }) + .run(); + + // nullable integer type ["integer", "null"] - should use JSON value path, not string + tst.test( + "\n" + "\n" + "\n42\n\n" + "\n" + "") + .tools({ nullable_int_tool }) + .expect_tool_calls({ + { "set_nullable_int", R"({"count": 42})", {} }, + }) + .run(); + + // enum without explicit type key - should infer string from enum values + tst.test( + "\n" + "\n" + "\ncelsius\n\n" + "\n" + "") + .tools({ enum_no_type_tool }) + .expect_tool_calls({ + { "set_unit", R"({"unit": "celsius"})", {} }, + }) + .run(); + } + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V3.1.jinja", detailed_debug); + tst.test( + "<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": " + "\"XYZCITY\"}<|tool▁call▁end|><|tool▁calls▁end|>") + .tools({ get_time_tool }) + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_with_tool_calls("get_time", "{\"city\":\"XYZCITY\"}")) + .run(); + } + + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V3.1.jinja", detailed_debug); + tst.test( + "REASONING<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": " + "\"Tokyo\"}<|tool▁call▁end|><|tool▁calls▁end|>") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ get_time_tool }) + .expect(message_with_tool_calls_and_reasoning("get_time", "{\"city\":\"Tokyo\"}", "REASONING")) + .run(); + } + + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V3.1.jinja", detailed_debug); + tst.test( + "REASONINGCONTENT<|tool▁calls▁begin|><|tool▁call▁begin|>get_time<|tool▁sep|>{\"city\": " + "\"Paris\"}<|tool▁call▁end|><|tool▁call▁begin|>get_weather<|tool▁sep|>{\"city\": " + "\"Paris\"}<|tool▁call▁end|><|tool▁calls▁end|>") + .tools({ + get_time_tool, get_weather_tool + }) + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .parallel_tool_calls(true) + .expect(message_with_reasoning_content_and_multiple_tool_calls( + "REASONING", "CONTENT", + { { "get_time", "{\"city\":\"Paris\"}" }, { "get_weather", "{\"city\":\"Paris\"}" } })) + .run(); + } + + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V3.1.jinja", detailed_debug); + tst.test("REASONING\nCONTENT") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(simple_assist_msg("CONTENT", "REASONING\n")) + .run(); + } + + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V3.1.jinja", detailed_debug); + tst.test("CONTENT").enable_thinking(false).reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK). + expect(simple_assist_msg("CONTENT", "")).run(); + } + + // GLM-4.6 tests - format: function_name\n...\n...\n + { + auto tst = peg_tester("models/templates/GLM-4.6.jinja", detailed_debug); + tst.test( + "special_function\n" + "arg1\n1\n" + "") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + } + + // GLM-4.7-Flash tests - format: function_name...... + // Note: Template uses forced-open thinking mode (prompt ends with ) + { + auto tst = peg_tester("models/templates/GLM-4.7-Flash.jinja", detailed_debug); + + // Pure content (no reasoning) + tst.test("Hello, world!\nWhat's up?") + .enable_thinking(false) + .expect(message_assist) + .expect_reconstruction() + .run(); + + // Reasoning with content (forced-open mode - input starts after ) + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .expect_reconstruction() + .run(); + + // Tool call without reasoning + tst.test( + "special_function" + "arg11" + "") + .enable_thinking(false) + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + + // Tool call with reasoning (forced-open mode) + tst.test( + "I'm\nthinking" + "special_function" + "arg11" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .expect_reconstruction() + .run(); + + tst.test( + "special_function" + "arg11" + "" + "special_function_with_opt" + "arg11" + "arg22" + "") + .enable_thinking(false) + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .expect_reconstruction() + .run(); + + // #20650: tool with no required args, model emits name with no arg tags. + { + static common_chat_tool no_args_tool{ + "read_file_diff_md", "Reads a file diff", + R"({"type":"object","properties":{"review_id":{"type":"string"},"file_id":{"type":"string"}}})", + }; + tst.test( + "Let me read the diff content." + "" + "read_file_diff_md") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ no_args_tool }) + .expect_reasoning("Let me read the diff content.") + .expect_tool_calls({{ "read_file_diff_md", "{}", {} }}) + .expect_reconstruction() + .run(); + } + } + + // Verify the throw path produces a readable error message, not std::out_of_range. + // #20424 introduced effective_input = generation_prompt + input, but the throw + // uses input.substr(result.end) where result.end is in effective_input space. + { + if (!g_template_filter.empty() && std::string("models/templates/GLM-4.7-Flash.jinja").find(g_template_filter) != std::string::npos) { + auto tmpls = common_chat_templates_ptr( + common_chat_templates_init(nullptr, read_file("models/templates/GLM-4.7-Flash.jinja"))); + + static common_chat_tool weather_tool{ + "get_weather", "Get weather", + R"({"type":"object","properties":{"city":{"type":"string"}},"required":["city"]})", + }; + + common_chat_templates_inputs inputs; + inputs.tools = { weather_tool }; + inputs.enable_thinking = true; + inputs.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + inputs.add_generation_prompt = true; + inputs.use_jinja = true; + common_chat_msg msg; + msg.role = "user"; + msg.content = "get_weather"; + inputs.messages = { msg }; + + auto params = common_chat_templates_apply(tmpls.get(), inputs); + common_peg_arena arena; + arena.load(params.parser); + common_chat_parser_params pp(params); + + // generation_prompt is non-empty for thinking models, so result.end + // will be offset by generation_prompt.size() into effective_input space. + assert(!pp.generation_prompt.empty()); + + std::string bad_input = + "Thinking.\n" + "" + "get_weather" + "cityTokyo" + "\n"; + + bool got_runtime_error = false; + bool got_out_of_range = false; + std::string error_msg; + try { + common_chat_peg_parse(arena, bad_input, /*is_partial=*/false, pp); + } catch (const std::out_of_range & e) { + got_out_of_range = true; + error_msg = e.what(); + } catch (const std::runtime_error & e) { + got_runtime_error = true; + error_msg = e.what(); + } + GGML_ASSERT(!got_out_of_range && "throw path crashed with out_of_range (input.substr in effective_input space)"); + GGML_ASSERT(got_runtime_error && "throw path should produce std::runtime_error with parse position"); + } + } + + // Kimi-K2-Thinking tests - custom parser + // Unique feature: tool call ID embeds function name as functions.: + { + auto tst = peg_tester("models/templates/Kimi-K2-Thinking.jinja", detailed_debug); + + // Basic content only + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + // Single tool call + tst.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ special_function_tool }) + .expect(simple_assist_msg("", "", "special_function", "{\"arg1\": 1}", "functions.special_function:0")) + .run(); + + // Single tool call with reasoning + tst.test( + "I'm thinking about this" + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(simple_assist_msg("", "I'm thinking about this", "special_function", "{\"arg1\": 1}", "functions.special_function:0")) + .run(); + + // Tool call with content + tst.test( + "Hello, world!\nWhat's up?" + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ special_function_tool }) + .expect(simple_assist_msg("Hello, world!\nWhat's up?", "", "special_function", "{\"arg1\": 1}", "functions.special_function:0")) + .run(); + + // Multiple tool calls (parallel) - tests the indexing behavior + tst.test( + "<|tool_calls_section_begin|>" + "<|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|>" + "<|tool_call_begin|>functions.special_function_with_opt:1<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|>" + "<|tool_calls_section_end|>") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "functions.special_function:0" }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", "functions.special_function_with_opt:1" }, + }) + .run(); + + // Multiple tool calls with reasoning + tst.test( + "I need to call two functions" + "<|tool_calls_section_begin|>" + "<|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|>" + "<|tool_call_begin|>functions.python:1<|tool_call_argument_begin|>{\"code\": \"print('hey')\"}<|tool_call_end|>" + "<|tool_calls_section_end|>") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, python_tool + }) + .expect_reasoning("I need to call two functions") + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "functions.special_function:0" }, + { "python", "{\"code\": \"print('hey')\"}", "functions.python:1" }, + }) + .run(); + + // Python tool with multiline code + tst.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.python:0<|tool_call_argument_begin|>" + "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ python_tool }) + .expect_tool_calls({ + { "python", "{\"code\": \"def hello():\\n print(\\\"Hello, world!\\\")\\n\\nhello()\"}", "functions.python:0" }, + }) + .run(); + + // Tool call with empty arguments + tst.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.empty_args:0<|tool_call_argument_begin|>" + "{}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ empty_args_tool }) + .expect(simple_assist_msg("", "", "empty_args", "{}", "functions.empty_args:0")) + .run(); + + // Partial tool call (streaming) + tst.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": ") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .is_partial(true) + .expect(simple_assist_msg("", "", "special_function", "{\"arg1\": ", "functions.special_function:0")) + .run(); + + // Three tool calls to verify counter continues incrementing + tst.test( + "<|tool_calls_section_begin|>" + "<|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|>" + "<|tool_call_begin|>functions.python:1<|tool_call_argument_begin|>{\"code\": \"print(1)\"}<|tool_call_end|>" + "<|tool_call_begin|>functions.html:2<|tool_call_argument_begin|>{\"markup\": \"

test

\"}<|tool_call_end|>" + "<|tool_calls_section_end|>") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, python_tool, html_tool + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "functions.special_function:0" }, + { "python", "{\"code\": \"print(1)\"}", "functions.python:1" }, + { "html", "{\"markup\": \"

test

\"}", "functions.html:2" }, + }) + .run(); + + // Multiple tool calls with reasoning, call *inside thinking block* + tst.test( + "I need to call two functions" + "<|tool_calls_section_begin|>" + "<|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|>" + "<|tool_call_begin|>functions.python:1<|tool_call_argument_begin|>{\"code\": \"print('hey')\"}<|tool_call_end|>" + "<|tool_calls_section_end|>") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, python_tool + }) + .expect_reasoning("I need to call two functions") + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "functions.special_function:0" }, + { "python", "{\"code\": \"print('hey')\"}", "functions.python:1" }, + }) + .run(); + + // Multiple tool calls with reasoning, call *inside thinking block* and *without section markers or end markers + tst.test( + "I need to call two functions" + "<|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}" + "<|tool_call_begin|>functions.python:1<|tool_call_argument_begin|>{\"code\": \"print('hey')\"}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + special_function_tool, python_tool + }) + .expect_reasoning("I need to call two functions") + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "functions.special_function:0" }, + { "python", "{\"code\": \"print('hey')\"}", "functions.python:1" }, + }) + .run(); + + // Real life test - execute_command + tst.test("<|tool_call_begin|>functions.execute_command:0<|tool_call_argument_begin|>{\"command\": \"ls -lah\"" + ", \"cwd\": \"/home/jarvis/development/exllamav3\", \"timeout\": 10}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .parallel_tool_calls(true) + .tools({ + { + /* .name = */ "execute_command", + /* .description = */ "Execute shell command", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "command": { + "type": "string", + "description": "Shell command to execute" + }, + "cwd": { + "type": "string", + "description": "Working directory" + }, + "timeout": { + "type": "integer", + "description": "The timeout in seconds" + } + }, + "required": ["command"] + })" + } + }). + expect_tool_calls({ + { + "execute_command", + R"({"command": "ls -lah", "cwd": "/home/jarvis/development/exllamav3", "timeout": 10})", + "functions.execute_command:0" + } + }) + .run(); + } + + { + auto kimi_id_special_func_tool_call = + simple_assist_msg("", "", "special_function", "{\"arg1\": 1}", "functions.special_function:0"); + + // Kimi-K2 old template + auto tst = peg_tester("models/templates/moonshotai-Kimi-K2.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ special_function_tool }) + .expect(kimi_id_special_func_tool_call) + .expect_reconstruction() + .run(); + + // Kimi-K2-Instruct + auto tst2 = peg_tester("models/templates/Kimi-K2-Instruct.jinja", detailed_debug); + tst2.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst2.test( + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>" + "{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>") + .tools({ special_function_tool }) + .expect(kimi_id_special_func_tool_call) + .expect_reconstruction() + .run(); + } + + // LFM2-8B-A1B tests - uses <|tool_list_start|>/<|tool_list_end|> and <|tool_call_start|>[name(args)]<|tool_call_end|> + { + auto tst = peg_tester("models/templates/LFM2-8B-A1B.jinja", detailed_debug); + + // Basic content only + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + // Single tool call without reasoning + tst.test("<|tool_call_start|>[special_function(arg1=1)]<|tool_call_end|>") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call with string argument + tst.test("<|tool_call_start|>[get_time(city=\"XYZCITY\")]<|tool_call_end|>") + .tools({ get_time_tool }) + .expect(message_with_tool_calls("get_time", "{\"city\":\"XYZCITY\"}")) + .run(); + + // Tool call with reasoning (enable_thinking=true) + tst.test("I'm\nthinking<|tool_call_start|>[special_function(arg1=1)]<|tool_call_end|>") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); + + // Multiple tool calls (parallel) + tst.test("<|tool_call_start|>[special_function(arg1=1), special_function_with_opt(arg1=1, arg2=2)]<|tool_call_end|>") + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .run(); + + // Tool call with reasoning and content + tst.test("I need to call a function" + "Let me check the time.<|tool_call_start|>[get_time(city=\"Paris\")]<|tool_call_end|>") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ get_time_tool }) + .expect(message_with_reasoning_content_and_multiple_tool_calls( + "I need to call a function", "Let me check the time.", { { "get_time", "{\"city\":\"Paris\"}" } } + )) + .run(); + + // Python tool with multiline code in string + tst.test("<|tool_call_start|>[python(code=\"def hello():\\n print('hey')\")]<|tool_call_end|>") + .tools({ python_tool }) + .expect_tool_calls({ + { "python", R"#({"code": "def hello():\\n print('hey')"})#", "" } + }) + .run(); + + // Partial tool call (streaming) + tst.test("<|tool_call_start|>[special_function(arg1=") + .tools({ special_function_tool }) + .is_partial(true) + .expect(simple_assist_msg("", "", "special_function", "{\"arg1\": ")) + .run(); + + // Tool call with empty arguments + tst.test("<|tool_call_start|>[empty_args()]<|tool_call_end|>") + .tools({ empty_args_tool }) + .expect(simple_assist_msg("", "", "empty_args", "{}")) + .run(); + + // fake tool call marker in reasoning + tst.test( + "Let me think about <|tool_call_start|>[special_function(arg1=1)]<|tool_call_end|> hmm" + "<|tool_call_start|>[special_function(arg1=1)]<|tool_call_end|>") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect_reasoning("Let me think about <|tool_call_start|>[special_function(arg1=1)]<|tool_call_end|> hmm") + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + }) + .run(); + } + + // LFM2.5 tests - uses plain "List of tools: [...]" and bare [name(args)] without wrapper tokens + { + auto tst = peg_tester("models/templates/LFM2.5-Instruct.jinja", detailed_debug); + + // Basic content only + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + + // Single tool call without reasoning + tst.test("[special_function(arg1=1)]") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call with string argument + tst.test("[get_time(city=\"XYZCITY\")]") + .tools({ get_time_tool }) + .expect(message_with_tool_calls("get_time", "{\"city\":\"XYZCITY\"}")) + .run(); + + // Tool call with reasoning (enable_thinking=true) + tst.test("I'm\nthinking[special_function(arg1=1)]") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); + + // Multiple tool calls (parallel) + tst.test("[special_function(arg1=1), special_function_with_opt(arg1=1, arg2=2)]") + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", {} }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", {} }, + }) + .run(); + + // Tool call with content before tool call + tst.test("Let me check the time.[get_time(city=\"Paris\")]") + .tools({ get_time_tool }) + .expect(message_with_reasoning_content_and_multiple_tool_calls( + "", "Let me check the time.", { { "get_time", "{\"city\":\"Paris\"}" } } + )) + .run(); + + // Partial tool call (streaming) + tst.test("[special_function(arg1=") + .tools({ special_function_tool }) + .is_partial(true) + .expect(simple_assist_msg("", "", "special_function", "{\"arg1\": ")) + .run(); + + // Tool call with empty arguments + tst.test("[empty_args()]") + .tools({ empty_args_tool }) + .expect(simple_assist_msg("", "", "empty_args", "{}")) + .run(); + } + + // Apertus-8B-Instruct tests - FUNC_NAME_AS_KEY format + // Format: <|tools_prefix|>[{"function_name": {...arguments...}}]<|tools_suffix|> + { + auto tst = peg_tester("models/templates/Apertus-8B-Instruct.jinja", detailed_debug); + tst.test("<|tools_prefix|>[{\"special_function\": {\"arg1\": 1}}]<|tools_suffix|>") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + } + + // MiniMax-M2 tests - XML invoke format with parameter tags + // Format: value + { + auto tst = peg_tester("models/templates/MiniMax-M2.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").enable_thinking(true).reasoning_format(COMMON_REASONING_FORMAT_AUTO).expect(message_assist).run(); + + tst.test("I'm\nthinkingHello, world!\nWhat's up?").enable_thinking(true).reasoning_format(COMMON_REASONING_FORMAT_AUTO).expect(message_assist_thoughts).run(); + + tst.test("Let's call a tool:\n\n\n"). + enable_thinking(true). + reasoning_format(COMMON_REASONING_FORMAT_AUTO). + tools({ empty_args_tool }). + expect(message_with_reasoning_and_tool_call("Let's call a tool:", "empty_args", "{}")). + run(); + + tst.test( + "\n\n1\n\n") + .tools({ special_function_tool }) + .expect(message_assist_call) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .run(); + } + + // NVIDIA-Nemotron-Nano-v2 tests - ... format + // Format: [{"name": "func", "arguments": {...}}] + { + auto tst = peg_tester("models/templates/NVIDIA-Nemotron-Nano-v2.jinja", detailed_debug); + tst.test("[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + } + + // CohereForAI-c4ai-command-r7b (uses START_RESPONSE/END_RESPONSE, START_THINKING/END_THINKING, START_ACTION/END_ACTION) + { + auto tst = peg_tester("models/templates/CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja", detailed_debug); + tst.test("<|START_RESPONSE|>Hello, world!\nWhat's up?<|END_RESPONSE|>").expect(message_assist).run(); + tst.test( + "<|START_THINKING|>I'm\nthinking<|END_THINKING|>" + "<|START_ACTION|>[\n" + " {\"tool_call_id\": \"0\", \"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}\n" + "]<|END_ACTION|>") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .expect(message_assist_thoughts_call_idx) + .run(); + } + // CohereForAI-c4ai-command-r-plus (uses markdown code block format) + { + auto tst = peg_tester("models/templates/CohereForAI-c4ai-command-r-plus-tool_use.jinja", detailed_debug); + tst.test("<|CHATBOT_TOKEN|>Hello, world!\nWhat's up?<|END_OF_TURN_TOKEN|>").expect(message_assist).run(); + // Tool calls: Action: followed by JSON code block + tst.test( + "Action:\n" + "```json\n" + "[{\"tool_name\": \"special_function\", \"parameters\": {\"arg1\": 1}}]\n" + "```") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + } + + // mistralai-Mistral-Nemo-Instruct-2407.jinja + { + auto tst = peg_tester("models/templates/mistralai-Mistral-Nemo-Instruct-2407.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("[TOOL_CALLS][{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}, \"id\": \"123456789\"}]") + .tools({ special_function_tool }) + .expect(message_assist_call_id) + .expect_reconstruction() + .run(); + } + { + auto tst = peg_tester("models/templates/meetkai-functionary-medium-v3.1.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("{\"arg1\": 1}") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + } + // Functionary v3.2 - recipient-based format: >>>recipient\n{content} + { + auto tst = peg_tester("models/templates/meetkai-functionary-medium-v3.2.jinja", detailed_debug); + tst.test("all\nHello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("special_function\n{\"arg1\": 1}") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + } + + // FireFunction + { + auto tst = peg_tester("models/templates/fireworks-ai-llama-3-firefunction-v2.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test(" functools[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + } + + // DeepSeek R1 Distill Llama 8B - reasoning tests only (forced open thinking) + // Note: Template uses forced-open mode (prompt ends with ), so input shouldn't include opening tag + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist) + .run(); + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .run(); + } + // llama-cpp DeepSeek R1 template (always forced-open thinking) + { + auto tst = peg_tester("models/templates/llama-cpp-deepseek-r1.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK).run(); + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .run(); + tst.test( + "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" + "```json\n{\"arg1\": 1}```<|tool▁call▁end|><|tool▁calls▁end|>") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .parallel_tool_calls(true) + .expect(message_assist_call) + .run(); + } + // DeepSeek R1 Distill Qwen 32B - reasoning tests only (forced open thinking) + // Note: Template uses forced-open mode (prompt ends with ), so input shouldn't include opening tag + { + auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").enable_thinking(true). + reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK). + expect(message_assist).run(); + tst.test("I'm\nthinkingHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_thoughts) + .run(); + tst.test( + "<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>special_function\n" + "```json\n{\"arg1\": 1}```<|tool▁call▁end|><|tool▁calls▁end|>") + .tools({ special_function_tool }) + .enable_thinking(false) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .expect(message_assist_call) + .run(); + } + + // MiMo-VL / Hermes 3 / Qwen 2.5 (Common JSON format) + for (const auto & path : + { "models/templates/MiMo-VL.jinja", "models/templates/NousResearch-Hermes-3-Llama-3.1-8B-tool_use.jinja", + "models/templates/Qwen-Qwen2.5-7B-Instruct.jinja" }) { + auto tst = peg_tester(path, detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("\n{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}\n") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + } + + // Apriel 1.5 + { + auto tst = peg_tester("models/templates/unsloth-Apriel-1.5.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).run(); + tst.test("[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]") + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + } + + // Apriel 1.6 Thinker (reasoning-only support) + { + auto tst = peg_tester("models/templates/Apriel-1.6-15b-Thinker-fixed.jinja", detailed_debug); + + // Implicit reasoning start (forced open) + tst.test("I'm\nthinking\n[BEGIN FINAL RESPONSE]\nHello, world!\nWhat's up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .expect(simple_assist_msg("Hello, world!\nWhat's up?", "Here are my reasoning steps:\nI'm\nthinking")) + .expect_reconstruction() + .run(); + + // Reasoning + Tool calls + tst.test( + "I'm\nthinking\n[BEGIN FINAL RESPONSE]\n[{\"name\": \"special_function\", \"arguments\": " + "{\"arg1\": 1}}]") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .enable_thinking(true) + .tools({ special_function_tool }) + .expect(simple_assist_msg("", "Here are my reasoning steps:\nI'm\nthinking", "special_function", "{\"arg1\":1}")) + .run(); + } + + // Mistral Small 3.2 - FUNC_BRACKET_TAG format: [TOOL_CALLS]func_name[CALL_ID]id[ARGS]{...} + { + auto tst = peg_tester("models/templates/Mistral-Small-3.2-24B-Instruct-2506.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("[TOOL_CALLS]special_function[CALL_ID]123456789[ARGS]{\"arg1\": 1}") + .tools({ special_function_tool }) + .expect(message_assist_call_id) + .expect_reconstruction() + .run(); + + tst.test("[TOOL_CALLS]special_function[CALL_ID]000000001[ARGS]{\"arg1\": 1}" + "[TOOL_CALLS]special_function_with_opt[CALL_ID]000000002[ARGS]{\"arg1\": 1, \"arg2\": 2}") + .parallel_tool_calls(true) + .tools({ + special_function_tool, special_function_tool_with_optional_param + }) + .expect_tool_calls({ + { "special_function", R"({"arg1": 1})", "000000001" }, + { "special_function_with_opt", R"({"arg1": 1, "arg2": 2})", "000000002" }, + }) + .expect_reconstruction() + .run(); + + + } + // Devstral + { + auto tst = peg_tester("models/templates/unsloth-mistral-Devstral-Small-2507.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("[TOOL_CALLS]special_function[ARGS]{\"arg1\": 1}") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + tst.test("Hello, world!\nWhat's up?[TOOL_CALLS]special_function[ARGS]{\"arg1\": 1}") + .tools({ special_function_tool }) + .expect(message_assist_call_content) + .expect_reconstruction() + .run(); + } + + { + // Llama 3.1 + auto tst = peg_tester("models/templates/meta-llama-Llama-3.1-8B-Instruct.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").tools({ special_function_tool }).expect(message_assist).expect_reconstruction().run(); + } + + { + // Llama 3.2 + auto tst = peg_tester("models/templates/meta-llama-Llama-3.2-3B-Instruct.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").tools({ special_function_tool }).expect(message_assist).expect_reconstruction().run(); + } + + { + // Llama 3.3 + auto tst = peg_tester("models/templates/meta-llama-Llama-3.3-70B-Instruct.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").tools({ python_tool }).expect(message_assist).expect_reconstruction().run(); + } + + // GPT-OSS format tests + { + auto tst = peg_tester("models/templates/openai-gpt-oss-120b.jinja", detailed_debug); + + // Basic content only - final channel + tst.test("<|channel|>final<|message|>Hello, world!\nWhat's up?").expect(message_assist).run(); + + // Basic content only - commentary channel + tst.test("<|channel|>commentary<|message|>Hello, world!\nWhat's up?").expect(message_assist).run(); + + // Analysis channel (reasoning) with final channel (content) + tst.test( + "<|channel|>analysis<|message|>I'm\nthinking<|end|><|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's " + "up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); + + // Analysis channel (reasoning) with final channel (content) with reasoning_format = none + tst.test( + "<|channel|>analysis<|message|>I'm\nthinking<|end|><|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's " + "up?") + .reasoning_format(COMMON_REASONING_FORMAT_NONE) + .expect_content("<|channel|>analysis<|message|>I'm\nthinking<|end|>Hello, world!\nWhat's up?") + .run(); + + // Analysis channel only (partial) - still works when reasoning format is set + tst.test("<|channel|>analysis<|message|>I'm\nthinking") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .is_partial(true) + .expect_reasoning("I'm\nthinking") + .run(); + + // Tool call with recipient in role header: " to=functions.NAME<|channel|>analysis<|message|>JSON" + tst.test(" to=functions.special_function<|channel|>analysis<|message|>{\"arg1\": 1}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call with recipient in channel header: "<|channel|>analysis to=functions.NAME<|message|>JSON" + tst.test("<|channel|>analysis to=functions.special_function<|message|>{\"arg1\": 1}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call with constraint: " to=functions.NAME<|channel|>analysis <|constrain|>json<|message|>JSON" + tst.test(" to=functions.special_function<|channel|>analysis <|constrain|>json<|message|>{\"arg1\": 1}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call in commentary channel (channel header variant) + tst.test("<|channel|>commentary to=functions.special_function<|message|>{\"arg1\": 1}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call) + .run(); + + // Tool call with reasoning + content (analysis first, then tool call) + tst.test( + "<|channel|>analysis<|message|>I'm\nthinking<|end|>" + "<|start|>assistant to=functions.special_function<|channel|>analysis<|message|>{\"arg1\": 1}") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ special_function_tool }) + .expect(message_assist_call_thoughts) + .run(); + + // Complex tool calling + tst.test( + "<|channel|>analysis<|message|>Thinking about edit...<|end|>" + "<|start|>assistant<|channel|>commentary to=functions.edit <|constrain|>json" + "<|message|>{\"oldString\": \"if (part < railCount - 1) {\", \"newString\": \"if (part < 4) {\", \"replaceAll\": false}" + ) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .tools({ + { + /* .name = */ "edit", + /* .description = */ "Edit a file", + /* .parameters = */ R"({ + "type": "object", + "properties": { + "oldString": { + "type": "string", + "description": "Old string to replace." + }, + "newString": { + "type": "string", + "description": "New replacement string." + }, + "replaceAll": { + "type": "boolean", + "description": "Whether to replace all occurrences." + } + }, + "required": ["oldString", "newString"] + })", + } + }) + .expect_reasoning("Thinking about edit...") + .expect_tool_calls({ + { "edit", R"({"oldString": "if (part < railCount - 1) {", "newString": "if (part < 4) {", "replaceAll": false})", {} } + }) + .run(); + + // Structured output + tst.test( + "<|channel|>analysis<|message|>I need to output the invoice details in JSON<|end|>" + "<|start|>assistant<|channel|>final <|constrain|>json" + "<|message|>" + R"({"amount": 123.45, "date": "2025-12-03"})" + ) + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .json_schema(invoice_schema) + .expect_reasoning("I need to output the invoice details in JSON") + .expect_content(R"({"amount": 123.45, "date": "2025-12-03"})") + .run(); + + + // Unsolicited tool calls. There is no good way to handle these, so we return empty content. + + // Builtin function - recipient in role + tst.test( + "<|channel|>analysis<|message|>I will execute python to say hello<|end|>" + "<|start|>assistant to=container.exec<|channel|>commentary<|message|>python3 -c 'print(\"hello\")'") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect_reasoning("I will execute python to say hello") + .expect_content("") + .run(); + + // Builtin function - recipient in channel + tst.test( + "<|channel|>analysis<|message|>I will execute python to say hello<|end|>" + "<|start|>assistant<|channel|>commentary to=python <|constrain|>code<|message|>print(\"hello\")") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect_reasoning("I will execute python to say hello") + .expect_content("") + .run(); + + // Edge cases + + // "<|channel|>commentary to=assistant" before reasoning + tst.test( + "<|channel|>commentary to=assistant<|channel|>analysis<|message|>I'm\nthinking<|end|><|start|>assistant<|channel|>final<|message|>Hello, world!\nWhat's " + "up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); + + // "<|channel|>commentary to=assistant" before final message + tst.test( + "<|channel|>analysis<|message|>I'm\nthinking<|end|><|start|>assistant<|channel|>commentary to=assistant<|channel|>final<|message|>Hello, world!\nWhat's " + "up?") + .reasoning_format(COMMON_REASONING_FORMAT_AUTO) + .expect(message_assist_thoughts) + .run(); + } + + { + auto tst = peg_tester("models/templates/StepFun3.5-Flash.jinja", detailed_debug); + tst.test("I was thinking\nNow I'm not."). + enable_thinking(true). + reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK). + expect_reasoning("I was thinking"). + expect_content("Now I'm not.") + .run(); + + // Test that numeric-looking string values are coerced to strings per the schema + tst.test( + "Let me call the magic tool\n" + "\n" + "\n" + "\n" + "\nfooBar\n\n" + "\n5123123\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ magic_tool }) + .expect_reasoning("Let me call the magic tool") + .expect_tool_calls({ + { "magic", R"({"name": "fooBar", "ref": "5123123"})", {} }, + }) + .run(); + + // Test that numeric values are correctly interpreted as numbers when schema calls for number + tst.test( + "Let me call the special function\n" + "\n" + "\n" + "\n" + "\n42555916\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool }) + .expect_reasoning("Let me call the special function") + .expect_tool_calls({ + { "special_function", R"({"arg1": 42555916})", {} }, + }) + .run(); + + tst.test( + "Let me call the special function with opt\n" + "\n" + "\n" + "\n" + "\n42555916\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ special_function_tool_with_optional_param }) + .expect_reasoning("Let me call the special function with opt") + .expect_tool_calls({ + { "special_function_with_opt", R"({"arg1": 42555916})", {} }, + }) + .run(); + + tst.test( + "Let me call the magic_int function\n" + "\n" + "\n" + "\n" + "\n42555916\n\n" + "\nbaz\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ magic_int_tool }) + .expect_reasoning("Let me call the magic_int function") + .expect_tool_calls({ + { "magic_int", R"({"ref": 42555916, "name": "baz"})", {} }, + }) + .run(); + + tst.test( + "Call string_param with empty text\n" + "\n" + "\n" + "\n" + "\n\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ string_param_tool }) + .expect_reasoning("Call string_param with empty text") + .expect_tool_calls({ + { "string_param", R"({"text": ""})", {} }, + }) + .run(); + + tst.test( + "Test simple quoted unquoted\n" + "\n" + "\n" + "\n" + "\n\"foo\"\n\n" + "\nfoo\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ quoted_unquoted_tool }) + .expect_reasoning("Test simple quoted unquoted") + .expect_tool_calls({ + { "quoted_unquoted", R"({"quoted": "\"foo\"", "unquoted": "foo"})", {} }, + }) + .run(); + + tst.test( + "Test complex quoted unquoted\n" + "\n" + "\n" + "\n" + "\n\"printf(\\\"foo\\\");\"\n\n" + "\nprintf(\"foo\");\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ quoted_unquoted_tool }) + .expect_reasoning("Test complex quoted unquoted") + .expect_tool_calls({ + { "quoted_unquoted", R"({ "quoted" : "\"printf(\\\"foo\\\");\"", "unquoted": "printf(\"foo\");" })", {} } + }) + .run(); + + tst.test( + "Test negative number\n" + "\n" + "\n" + "\n" + "\n-14\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ magic_int_tool }) + .expect_reasoning("Test negative number") + .expect_tool_calls({ + { "magic_int", R"({ "ref" : -14 })", {} } + }) + .run(); + + tst.test( + "Test decimal number\n" + "\n" + "\n" + "\n" + "\n3.14\n\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ amount_tool }) + .expect_reasoning("Test decimal number") + .expect_tool_calls({ + { "amount", R"({ "orig" : 3.14 })", {} } + }) + .run(); + + tst.test( + "Test imaginary number\n" + "\n" + "\n" + "\n" + "\n" + "{ \"real\": 3.14, \"imaginary\": 2.71 }\n" + "\n" + "\n" + "") + .enable_thinking(true) + .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK) + .tools({ imaginary_number_tool }) + .expect_reasoning("Test imaginary number") + .expect_tool_calls({ + { "imaginary_number", R"({ "number" : {"real":3.14,"imaginary":2.71 } })", {} } + }) + .run(); + + } + + // GigaChat V3 + { + auto tst = peg_tester("models/templates/GigaChat3-10B-A1.8B.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("<|message_sep|>\n\nfunction call<|role_sep|>\n{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + + tst.test( + "Hello, world!\nWhat's up?" + "<|message_sep|>\n\nfunction call<|role_sep|>\n{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}" + ) + .tools({ special_function_tool }) + .expect(message_assist_call_content) + .expect_reconstruction() + .run(); + } + + // GigaChat V3.1 + { + auto tst = peg_tester("models/templates/GigaChat3.1-10B-A1.8B.jinja", detailed_debug); + tst.test("Hello, world!\nWhat's up?").expect(message_assist).expect_reconstruction().run(); + tst.test("<|function_call|>{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}") + .tools({ special_function_tool }) + .expect(message_assist_call) + .expect_reconstruction() + .run(); + + tst.test( + "Hello, world!\nWhat's up?" + "<|function_call|>{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}" + ) + .tools({ special_function_tool }) + .expect(message_assist_call_content) + .expect_reconstruction() + .run(); + } +} + +// Test the developer role to system workaround with a simple mock template +static void test_developer_role_to_system_workaround() { + LOG_DBG("%s\n", __func__); + + // Simple mock template that supports system role + const std::string mock_template = + "{%- for message in messages -%}\n" + " {{- '<|' + message.role + '|>' + message.content + '<|end|>' -}}\n" + "{%- endfor -%}\n" + "{%- if add_generation_prompt -%}\n" + " {{- '<|assistant|>' -}}\n" + "{%- endif -%}"; + + auto tmpls = common_chat_templates_ptr(common_chat_templates_init(/* model= */ nullptr, mock_template)); + + // Test case 1: Developer message - should be changed to system + // After simplification we only test this case + { + common_chat_templates_inputs inputs; + common_chat_msg developer_msg; + developer_msg.role = "developer"; + developer_msg.content = "You are a helpful developer assistant."; + inputs.messages = { developer_msg }; + inputs.add_generation_prompt = false; + + auto params = common_chat_templates_apply(tmpls.get(), inputs); + + // The developer role should have been changed to system + if (params.prompt.find("<|developer|>") != std::string::npos) { + throw std::runtime_error("Test failed: developer role was not changed to system"); + } + if (params.prompt.find("<|system|>You are a helpful developer assistant.<|end|>") == std::string::npos) { + throw std::runtime_error("Test failed: system message not found in output"); + } + LOG_ERR("Test 1 passed: developer role changed to system\n"); } } static void test_msg_diffs_compute() { - printf("[%s]\n", __func__); + LOG_DBG("%s\n", __func__); { common_chat_msg msg1; @@ -3759,9 +3806,7 @@ static void test_msg_diffs_compute() { common_chat_msg_diff diff; diff.content_delta = "Hello, world!"; - assert_equals( - {diff}, - common_chat_msg_diff::compute_diffs(msg1, msg2)); + assert_equals({ diff }, common_chat_msg_diff::compute_diffs(msg1, msg2)); } { common_chat_msg msg1; @@ -3773,37 +3818,35 @@ static void test_msg_diffs_compute() { common_chat_msg_diff diff; diff.content_delta = " world!"; - assert_equals( - {diff}, - common_chat_msg_diff::compute_diffs(msg1, msg2)); + assert_equals({ diff }, common_chat_msg_diff::compute_diffs(msg1, msg2)); } { common_chat_msg msg0; common_chat_msg msg1; - msg1.tool_calls = { { "special_function", "{\"ar", /* .id = */ "123" } }; + msg1.tool_calls = { + { "special_function", "{\"ar", /* .id = */ "123" } + }; common_chat_msg msg2; - msg2.tool_calls = { { "special_function", "{\"arg1\": 1}", /* .id = */ "123" } }; + msg2.tool_calls = { + { "special_function", "{\"arg1\": 1}", /* .id = */ "123" } + }; common_chat_msg_diff diff01; - diff01.tool_call_index = 0; - diff01.tool_call_delta.name = "special_function"; - diff01.tool_call_delta.id = "123"; + diff01.tool_call_index = 0; + diff01.tool_call_delta.name = "special_function"; + diff01.tool_call_delta.id = "123"; diff01.tool_call_delta.arguments = "{\"ar"; - assert_equals( - {diff01}, - common_chat_msg_diff::compute_diffs(msg0, msg1)); + assert_equals({ diff01 }, common_chat_msg_diff::compute_diffs(msg0, msg1)); common_chat_msg_diff diff12; - diff12.tool_call_index = 0; + diff12.tool_call_index = 0; // Note: neither id nor name change here. diff12.tool_call_delta.arguments = "g1\": 1}"; - assert_equals( - {diff12}, - common_chat_msg_diff::compute_diffs(msg1, msg2)); + assert_equals({ diff12 }, common_chat_msg_diff::compute_diffs(msg1, msg2)); } { common_chat_msg msg0; @@ -3815,68 +3858,86 @@ static void test_msg_diffs_compute() { }; common_chat_msg_diff diff1; - diff1.tool_call_index = 0; - diff1.tool_call_delta.name = "f1"; - diff1.tool_call_delta.id = "123"; + diff1.tool_call_index = 0; + diff1.tool_call_delta.name = "f1"; + diff1.tool_call_delta.id = "123"; diff1.tool_call_delta.arguments = "{\"arg1\": 1}"; common_chat_msg_diff diff2; - diff2.tool_call_index = 1; - diff2.tool_call_delta.name = "f2"; - diff2.tool_call_delta.id = "222"; + diff2.tool_call_index = 1; + diff2.tool_call_delta.name = "f2"; + diff2.tool_call_delta.id = "222"; diff2.tool_call_delta.arguments = "{\"arg2\": 2}"; - assert_equals( - {diff1, diff2}, - common_chat_msg_diff::compute_diffs(msg0, msg2)); + assert_equals({ diff1, diff2 }, common_chat_msg_diff::compute_diffs(msg0, msg2)); } } int main(int argc, char ** argv) { - common_log_set_verbosity_thold(999); + bool detailed_debug = false; + bool only_run_filtered = false; - // try { -#ifndef _WIN32 - if (argc > 1) { - common_chat_templates_inputs inputs; - common_chat_msg msg; - msg.role = "user"; - msg.content = "Hey"; - inputs.messages = {msg}; - inputs.tools = { special_function_tool }; - - std::cout << "| Template | Format |\n"; - std::cout << "|----------|--------|\n"; - - for (int i = 1; i < argc; i++) { - try { - std::string path = argv[i]; - if (path.rfind(".jinja") != path.size() - 6) { - std::cerr << "Skipping non-jinja file: " << path << '\n'; - continue; - } - auto tmpls = read_templates(path); - auto parts = string_split(path, "/"); - auto name = parts[parts.size() - 1]; - auto format = common_chat_format_name(common_chat_templates_apply(tmpls.get(), inputs).format); - std::cout << "| " << name << " | " << format << " |\n"; - } catch (const std::exception & e) { - std::cerr << "Failed to process " << argv[i] << ": " << e.what() << '\n'; - } - } - } else -#endif - { - test_msg_diffs_compute(); - test_msgs_oaicompat_json_conversion(); - test_tools_oaicompat_json_conversion(); - test_template_output_parsers(); - test_template_output_peg_parsers(); - std::cout << "\n[chat] All tests passed!" << '\n'; + // Check for --template flag + for (int i = 1; i < argc; i++) { + std::string arg = argv[i]; + if (arg == "--template" && i + 1 < argc) { + g_template_filter = argv[++i]; + // Only run PEG parser tests with the filter + only_run_filtered = true; } + if (arg == "--detailed") { + detailed_debug = true; + common_log_set_verbosity_thold(999); + } + if (arg == "--force-reconstruction-test") { + g_force_reconstruction_test = true; + only_run_filtered = true; + } + } + + if (only_run_filtered) { + test_template_output_peg_parsers(detailed_debug); + std::cout << "\n[chat] All template tests passed!" << '\n'; return 0; - // } catch (const std::exception & e) { - // std::cerr << "Error: " << e.what() << '\n'; - // return 1; - // } + } + +#ifndef _WIN32 + if (argc > 1) { + common_chat_templates_inputs inputs; + common_chat_msg msg; + msg.role = "user"; + msg.content = "Hey"; + inputs.messages = { msg }; + inputs.tools = { special_function_tool }; + + std::cout << "| Template | Format |\n"; + std::cout << "|----------|--------|\n"; + + for (int i = 1; i < argc; i++) { + try { + std::string path = argv[i]; + if (path.rfind(".jinja") != path.size() - 6) { + std::cerr << "Skipping non-jinja file: " << path << '\n'; + continue; + } + auto tmpls = read_templates(path); + auto parts = string_split(path, "/"); + const auto & name = parts[parts.size() - 1]; + const auto * format = common_chat_format_name(common_chat_templates_apply(tmpls.get(), inputs).format); + std::cout << "| " << name << " | " << format << " |\n"; + } catch (const std::exception & e) { + std::cerr << "Failed to process " << argv[i] << ": " << e.what() << '\n'; + } + } + } else +#endif + { + test_msg_diffs_compute(); + test_msgs_oaicompat_json_conversion(); + test_tools_oaicompat_json_conversion(); + test_developer_role_to_system_workaround(); + test_template_output_peg_parsers(detailed_debug); + std::cout << "\n[chat] All tests passed!" << '\n'; + } + return 0; } diff --git a/tests/test-gguf-model-data.cpp b/tests/test-gguf-model-data.cpp index cc0174961d..e05c4b8976 100644 --- a/tests/test-gguf-model-data.cpp +++ b/tests/test-gguf-model-data.cpp @@ -116,6 +116,39 @@ int main() { // Verify tensor count TEST_ASSERT(model3.tensors.size() == 780, "expected tensor count == 780"); + // Test a hybrid-attention model with array-valued head counts + auto result4 = gguf_fetch_model_meta("ggml-org/Step-3.5-Flash-GGUF", "Q4_K"); + if (!result4.has_value()) { + fprintf(stderr, "FAIL: could not fetch Step-3.5-Flash metadata\n"); + return 1; + } + const auto & model4 = result4.value(); + + fprintf(stderr, "Architecture: %s\n", model4.architecture.c_str()); + fprintf(stderr, "n_embd: %u\n", model4.n_embd); + fprintf(stderr, "n_ff: %u\n", model4.n_ff); + fprintf(stderr, "n_vocab: %u\n", model4.n_vocab); + fprintf(stderr, "n_layer: %u\n", model4.n_layer); + fprintf(stderr, "n_head: %u\n", model4.n_head); + fprintf(stderr, "n_head_kv: %u\n", model4.n_head_kv); + fprintf(stderr, "n_expert: %u\n", model4.n_expert); + fprintf(stderr, "n_embd_head_k: %u\n", model4.n_embd_head_k); + fprintf(stderr, "n_embd_head_v: %u\n", model4.n_embd_head_v); + fprintf(stderr, "tensors: %zu\n", model4.tensors.size()); + + TEST_ASSERT(model4.architecture == "step35", "expected architecture 'step35'"); + + TEST_ASSERT(model4.n_layer == 45, "expected n_layer == 45"); + TEST_ASSERT(model4.n_embd == 4096, "expected n_embd == 4096"); + TEST_ASSERT(model4.n_ff == 11264, "expected n_ff == 11264"); + TEST_ASSERT(model4.n_head == 64, "expected n_head == 64 (first element of per-layer array)"); + TEST_ASSERT(model4.n_head_kv == 8, "expected n_head_kv == 8 (first element of per-layer array)"); + TEST_ASSERT(model4.n_expert == 288, "expected n_expert == 288"); + TEST_ASSERT(model4.n_embd_head_k == 128, "expected n_embd_head_k == 128"); + TEST_ASSERT(model4.n_embd_head_v == 128, "expected n_embd_head_v == 128"); + TEST_ASSERT(model4.n_vocab == 128896, "expected n_vocab == 128896"); + TEST_ASSERT(model4.tensors.size() == 754, "expected tensor count == 754"); + fprintf(stderr, "=== ALL TESTS PASSED ===\n"); return 0; } diff --git a/tests/test-gguf.cpp b/tests/test-gguf.cpp index 8ebd16ba82..ed3070dc4d 100644 --- a/tests/test-gguf.cpp +++ b/tests/test-gguf.cpp @@ -742,7 +742,7 @@ static std::pair test_handcrafted_file(const unsigned int seed) { /*ctx =*/ hft >= offset_has_data ? &ctx : nullptr, }; - struct gguf_context * gguf_ctx = gguf_init_from_file_impl(file, gguf_params); + struct gguf_context * gguf_ctx = gguf_init_from_file_ptr(file, gguf_params); if (expect_context_not_null(hft)) { printf("%s: - context_not_null: ", __func__); @@ -1125,19 +1125,15 @@ static std::pair test_roundtrip(ggml_backend_dev_t dev, const unsigned GGML_ASSERT(file); #endif // _WIN32 - { - std::vector buf; - gguf_write_to_buf(gguf_ctx_0, buf, only_meta); - GGML_ASSERT(fwrite(buf.data(), 1, buf.size(), file) == buf.size()); - rewind(file); - } + gguf_write_to_file_ptr(gguf_ctx_0, file, only_meta); + rewind(file); struct ggml_context * ctx_1 = nullptr; struct gguf_init_params gguf_params = { /*no_alloc =*/ false, /*ctx =*/ only_meta ? nullptr : &ctx_1, }; - struct gguf_context * gguf_ctx_1 = gguf_init_from_file_impl(file, gguf_params); + struct gguf_context * gguf_ctx_1 = gguf_init_from_file_ptr(file, gguf_params); printf("%s: same_version: ", __func__); if (gguf_get_version(gguf_ctx_0) == gguf_get_version(gguf_ctx_1)) { diff --git a/tests/test-grammar-integration.cpp b/tests/test-grammar-integration.cpp index 7aa7e58a5c..4d5d13dd0d 100644 --- a/tests/test-grammar-integration.cpp +++ b/tests/test-grammar-integration.cpp @@ -15,8 +15,12 @@ using json = nlohmann::ordered_json; +static llama_grammar * build_grammar_with_root(const std::string & grammar_str, const char * grammar_root) { + return llama_grammar_init_impl(nullptr, grammar_str.c_str(), grammar_root, false, nullptr, 0, nullptr, 0); +} + static llama_grammar * build_grammar(const std::string & grammar_str) { - return llama_grammar_init_impl(nullptr, grammar_str.c_str(), "root", false, nullptr, 0, nullptr, 0); + return build_grammar_with_root(grammar_str, "root"); } static bool test_build_grammar_fails(const std::string & grammar_str) { @@ -784,6 +788,24 @@ static void test_quantifiers() { "0xFF 0x12 0xAB 0x00 0x00 0x00", } ); + test_grammar( + "segfault", + // Grammar + R"""( + root ::= ( [x]* )* + )""", + // Passing strings + { + "", + "x", + "xx" + }, + // Failing strings + { + "y", + "yy" + } + ); } static void test_failure_missing_root() { @@ -860,6 +882,36 @@ static void test_failure_left_recursion() { fprintf(stderr, " ✅︎ Passed\n"); } +static void test_failure_missing_root_symbol() { + fprintf(stderr, "⚫ Testing missing root symbol:\n"); + + const std::string grammar_str = R"""( + root ::= "foobar" + )"""; + + llama_grammar * failure_result = build_grammar_with_root(grammar_str, "nonexistent"); + assert(failure_result == nullptr); + + fprintf(stderr, " ✅︎ Passed\n"); +} + +static void test_custom_root_symbol_check() { + fprintf(stderr, "⚫ Testing custom root symbol check:\n"); + + const std::string custom_root_grammar_str = R"""( + foobar ::= "foobar" + )"""; + + llama_grammar * failure_result = build_grammar_with_root(custom_root_grammar_str, "root"); + assert(failure_result == nullptr); + + llama_grammar * success_result = build_grammar_with_root(custom_root_grammar_str, "foobar"); + assert(success_result != nullptr); + llama_grammar_free_impl(success_result); + + fprintf(stderr, " ✅︎ Passed\n"); +} + static void test_json_schema() { // Note that this is similar to the regular grammar tests, // but we convert each json schema to a grammar before parsing. @@ -1433,6 +1485,8 @@ int main() { test_failure_missing_root(); test_failure_missing_reference(); test_failure_left_recursion(); + test_failure_missing_root_symbol(); + test_custom_root_symbol_check(); test_json_schema(); fprintf(stdout, "All tests passed.\n"); return 0; diff --git a/tests/test-grammar-parser.cpp b/tests/test-grammar-parser.cpp index 03ae78ff73..6abc43461b 100644 --- a/tests/test-grammar-parser.cpp +++ b/tests/test-grammar-parser.cpp @@ -145,6 +145,10 @@ int main() root ::= "a"{,}" )"""); + verify_failure(R"""( + root ::= (((((([^x]*){0,99}){0,99}){0,99}){0,99}){0,99}){0,99} + )"""); + verify_failure(R"""( root ::= "a"{,10}" )"""); diff --git a/tests/test-jinja.cpp b/tests/test-jinja.cpp index 05ea8ca9e9..b5ee53461e 100644 --- a/tests/test-jinja.cpp +++ b/tests/test-jinja.cpp @@ -387,6 +387,24 @@ static void test_expressions(testing & t) { "Bob" ); + test_template(t, "empty computed member defaults to undefined", + "{{ a[]|default('fallback') }}", + {{"a", {{"name", "Bob"}}}}, + "fallback" + ); + + test_template(t, "empty computed member is undefined", + "{{ a[] is undefined }}", + {{"a", {{"name", "Bob"}}}}, + "True" + ); + + test_template(t, "undefined computed member is undefined", + "{{ a[undefined] is undefined }}", + {{"a", {{"name", "Bob"}}}}, + "True" + ); + test_template(t, "array access", "{{ items[1] }}", {{"items", json::array({"a", "b", "c"})}}, @@ -429,6 +447,18 @@ static void test_expressions(testing & t) { "hello world" ); + test_template(t, "string repetition", + "{{ 'ab' * 3 }}", + json::object(), + "ababab" + ); + + test_template(t, "reversed string repetition", + "{{ 3 * 'ab' }}", + json::object(), + "ababab" + ); + test_template(t, "ternary", "{{ 'yes' if cond else 'no' }}", {{"cond", true}}, @@ -505,6 +535,18 @@ static void test_filters(testing & t) { "hello" ); + test_template(t, "upper array", + "{{ items|upper }}", + {{"items", json::array({"hello", "world"})}}, + "['HELLO', 'WORLD']" + ); + + test_template(t, "upper dict", + "{{ items|upper }}", + {{"items", {{"hello", "world"}}}}, + "{'HELLO': 'WORLD'}" + ); + test_template(t, "capitalize", "{{ 'heLlo World'|capitalize }}", json::object(), @@ -663,6 +705,33 @@ static void test_filters(testing & t) { "\"\\u2713\"" ); + test_template(t, "tojson ensure_ascii=true nested object", + "{{ data|tojson(ensure_ascii=true) }}", + {{"data", { + {"text", "\u2713"}, + {"items", json::array({"é", {{"snowman", "☃"}}})} + }}}, + "{\"text\": \"\\u2713\", \"items\": [\"\\u00e9\", {\"snowman\": \"\\u2603\"}]}" + ); + + test_template(t, "tojson ensure_ascii=true indent=2", + "{{ data|tojson(ensure_ascii=true, indent=2) }}", + {{"data", { + {"text", "\u2713"}, + {"nested", {{"accent", "é"}}} + }}}, + "{\n \"text\": \"\\u2713\",\n \"nested\": {\n \"accent\": \"\\u00e9\"\n }\n}" + ); + + test_template(t, "tojson ensure_ascii=true preserves existing escapes", + "{{ data|tojson(ensure_ascii=true) }}", + {{"data", { + {"emoji", "😀"}, + {"line", "a\nb"} + }}}, + "{\"emoji\": \"\\ud83d\\ude00\", \"line\": \"a\\nb\"}" + ); + test_template(t, "tojson sort_keys=true", "{{ data|tojson(sort_keys=true) }}", {{"data", {{"b", 2}, {"a", 1}}}}, @@ -741,6 +810,12 @@ static void test_filters(testing & t) { "hello" ); + test_template(t, "int filter on integer is identity", + "{{ value|int }}", + {{"value", 7}}, + "7" + ); + test_template(t, "none to string", "{{ x|string }}", {{"x", nullptr}}, @@ -884,6 +959,24 @@ static void test_macros(testing & t) { json::object(), "Hi Guest" ); + + test_template(t, "macro kwargs input", + "{% macro my_func(a, b=False) %}{% if b %}{{ a }}{% else %}nope{% endif %}{% endmacro %}{{ my_func(1, b=True) }}", + json::object(), + "1" + ); + + test_template(t, "macro with multiple args", + "{% macro add(a, b, c=0) %}{{ a + b + c }}{% endmacro %}{{ add(1, 2) }},{{ add(1, 2, 3) }},{{ add(1, b=10) }},{{ add(1, 2, c=5) }}", + json::object(), + "3,6,11,8" + ); + + test_template(t, "macro with kwarg out-of-order input", + "{% macro greet(first, last, greeting='Hello') %}{{ greeting }}, {{ first }} {{ last }}{% endmacro %}{{ greet(last='Smith', first='John') }},{{ greet(last='Doe', greeting='Hi', first='Jane') }}", + json::object(), + "Hello, John Smith,Hi, Jane Doe" + ); } static void test_namespace(testing & t) { @@ -1897,8 +1990,9 @@ import sys from datetime import datetime from jinja2.sandbox import SandboxedEnvironment -tmpl = json.loads(sys.argv[1]) -vars_json = json.loads(sys.argv[2]) +merged_input = json.loads(sys.stdin.buffer.read().decode("utf-8")) +tmpl = merged_input["tmpl"] +vars_json = merged_input["vars"] env = SandboxedEnvironment( trim_blocks=True, @@ -1915,14 +2009,15 @@ env.globals["raise_exception"] = raise_exception template = env.from_string(tmpl) result = template.render(**vars_json) -print(result, end='') +sys.stdout.buffer.write(result.encode()) )"; static void test_template_py(testing & t, const std::string & name, const std::string & tmpl, const json & vars, const std::string & expect) { t.test(name, [&tmpl, &vars, &expect](testing & t) { // Prepare arguments - std::string tmpl_json = json(tmpl).dump(); - std::string vars_json = vars.dump(); + json merged; + merged["tmpl"] = json(tmpl); + merged["vars"] = vars; #ifdef _WIN32 const char * python_executable = "python.exe"; @@ -1930,7 +2025,7 @@ static void test_template_py(testing & t, const std::string & name, const std::s const char * python_executable = "python3"; #endif - const char * command_line[] = {python_executable, "-c", py_script.c_str(), tmpl_json.c_str(), vars_json.c_str(), NULL}; + const char * command_line[] = {python_executable, "-c", py_script.c_str(), NULL}; struct subprocess_s subprocess; int options = subprocess_option_combined_stdout_stderr @@ -1944,6 +2039,20 @@ static void test_template_py(testing & t, const std::string & name, const std::s t.assert_true("subprocess creation", false); return; } + FILE * p_stdin = subprocess_stdin(&subprocess); + + // Write input + std::string input = merged.dump(); + auto written = fwrite(input.c_str(), 1, input.size(), p_stdin); + if (written != input.size()) { + t.log("Failed to write complete input to subprocess stdin"); + t.assert_true("subprocess stdin write", false); + subprocess_destroy(&subprocess); + return; + } + fflush(p_stdin); + fclose(p_stdin); // Close stdin to signal EOF to the Python process + subprocess.stdin_file = nullptr; // Read output std::string output; @@ -2248,6 +2357,7 @@ static void test_fuzzing(testing & t) { t.test("malformed templates (should error, not crash)", [&](testing & t) { const std::vector malformed = { + "", "{{ x", "{% if %}", "{% for %}", @@ -2268,6 +2378,11 @@ static void test_fuzzing(testing & t) { for (const auto & tmpl : malformed) { t.assert_true("malformed: " + tmpl, fuzz_test_template(tmpl, json::object())); } + std::string tmpl = "{% for message in messages %}{{ message.role | string }} : {{ message.content if ('content' in message and message.content is not none) }}{% endfor %"; + while (tmpl.length() > 0) { + t.assert_true("malformed: " + tmpl, fuzz_test_template(tmpl, json::object())); + tmpl.pop_back(); + } }); t.test("type coercion edge cases", [&](testing & t) { @@ -2388,4 +2503,12 @@ static void test_fuzzing(testing & t) { t.assert_true("builtin " + type_name + "." + fn_name + " #" + std::to_string(i), fuzz_test_template(tmpl, vars)); } }); + + t.test("tojson ensure_ascii=true with invalid utf-8", [&](testing & t) { + t.assert_true("invalid utf-8 does not crash", + fuzz_test_template( + "{{ data|tojson(ensure_ascii=true) }}", + {{"data", std::string("hello\xfe\xffworld")}} + )); + }); } diff --git a/tests/test-json-schema-to-grammar.cpp b/tests/test-json-schema-to-grammar.cpp index a8e9ff33a4..b4362852c3 100755 --- a/tests/test-json-schema-to-grammar.cpp +++ b/tests/test-json-schema-to-grammar.cpp @@ -569,6 +569,55 @@ static void test_all(const std::string & lang, std::function grammar tests.\n\033[0m"); } - - if (getenv("LLAMA_NODE_AVAILABLE") || (std::system("node --version") == 0)) { - test_all("JavaScript", [](const TestCase & tc) { - write("test-json-schema-input.tmp", tc.schema); - tc.verify_status(std::system( - "node ./tests/run-json-schema-to-grammar.mjs test-json-schema-input.tmp > test-grammar-output.tmp") == 0 ? SUCCESS : FAILURE); - tc.verify(read("test-grammar-output.tmp")); - }); - } else { - fprintf(stderr, "\033[33mWARNING: Node not found, skipping JavaScript JSON schema -> grammar tests.\n\033[0m"); - } } test_all("Check Expectations Validity", [](const TestCase & tc) { diff --git a/tests/test-llama-archs.cpp b/tests/test-llama-archs.cpp new file mode 100644 index 0000000000..16af11a286 --- /dev/null +++ b/tests/test-llama-archs.cpp @@ -0,0 +1,663 @@ +#include "common.h" +#include "log.h" +#include "ggml-backend.h" +#include "ggml.h" +#include "gguf.h" +#include "ggml-cpp.h" +#include "llama.h" +#include "llama-cpp.h" + +// TODO: replace with #include "llama-ext.h" in the future +#include "../src/llama-arch.h" +#include "../src/llama-model-saver.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +// normalized mean squared error = mse(a, b) / mse(a, 0) +static double nmse(const std::vector & a, const std::vector & b) { + GGML_ASSERT(a.size() == b.size()); + double mse_a_b = 0.0; + double mse_a_0 = 0.0; + + for (size_t i = 0; i < a.size(); i++) { + float a_i = a[i]; + float b_i = b[i]; + + mse_a_b += (a_i - b_i) * (a_i - b_i); + mse_a_0 += a_i * a_i; + } + + return mse_a_b / mse_a_0; +} + +static void set_tensor_data(struct ggml_tensor * tensor, void * userdata) { + std::hash hasher; + std::mt19937 gen(hasher(tensor->name) + *(const size_t *) userdata); + std::normal_distribution dis(0.0f, 1.0e-2f); + + const int64_t ne = ggml_nelements(tensor); + if (tensor->type == GGML_TYPE_F32) { + std::vector tmp(ne); + for (int64_t i = 0; i < ne; i++) { + tmp[i] = dis(gen); + } + ggml_backend_tensor_set(tensor, tmp.data(), 0, ggml_nbytes(tensor)); + } else if (tensor->type == GGML_TYPE_F16) { + std::vector tmp(ne); + for (int64_t i = 0; i < ne; i++) { + tmp[i] = ggml_fp32_to_fp16(dis(gen)); + } + ggml_backend_tensor_set(tensor, tmp.data(), 0, ggml_nbytes(tensor)); + } else { + GGML_ABORT("fatal error"); + } +} + +static void usage(char ** argv) { + printf("Usage: %s [-a/--arch arch] [-s/--seed seed] [-v/--verbose]\n", argv[0]); +} + +static std::vector get_tokens(const uint32_t n_tokens, const uint32_t n_vocab, const size_t seed){ + std::mt19937 gen(seed); + std::uniform_int_distribution<> dis(0, n_vocab - 1); + std::vector ret; + ret.reserve(n_tokens); + for (uint32_t i = 0; i < n_tokens; i++) { + ret.push_back(dis(gen)); + } + return ret; +} + +static gguf_context_ptr get_gguf_ctx(const llm_arch arch, const bool moe) { + gguf_context_ptr ret(gguf_init_empty()); + llama_model_saver ms(arch, ret.get()); + const uint32_t n_ctx = 128; + + uint32_t n_vocab = 128; + uint32_t n_embd = 256; + uint32_t n_head = 2; + uint32_t n_ff = 384; + uint32_t n_layer = 2; + if (arch == LLM_ARCH_LLAMA4) { + n_layer = 4; // hparams.n_no_rope_layer_step is hard-coded to 4 + } else if (arch == LLM_ARCH_GEMMA4) { + n_embd = 128; + n_head = 2; + n_ff = 192; + n_layer = 5; // need at least 5 for swa_pattern (every 5th is full_attention) + } else if (arch == LLM_ARCH_GEMMA3N) { + n_embd = 64; + n_head = 1; + n_ff = 96; + n_layer = 22; // hparams.n_layer_kv_from_start = 20 is hardcoded + } else if (arch == LLM_ARCH_DEEPSEEK2 + || arch == LLM_ARCH_GLM_DSA + || arch == LLM_ARCH_KIMI_LINEAR + || arch == LLM_ARCH_MISTRAL4) { + n_embd = 128; + n_head = 1; + n_ff = 192; + } else if (arch == LLM_ARCH_NEMOTRON_H || arch == LLM_ARCH_NEMOTRON_H_MOE) { + n_layer = 3; + } else if (arch == LLM_ARCH_CHAMELEON) { + n_vocab = 10240; + } + + const uint32_t n_embd_head = n_embd / n_head; + + ms.add_kv(LLM_KV_GENERAL_ARCHITECTURE, llm_arch_name(arch)); + ms.add_kv(LLM_KV_VOCAB_SIZE, n_vocab); + ms.add_kv(LLM_KV_CONTEXT_LENGTH, n_ctx); + ms.add_kv(LLM_KV_EMBEDDING_LENGTH, n_embd); + ms.add_kv(LLM_KV_FEATURES_LENGTH, n_embd); + ms.add_kv(LLM_KV_BLOCK_COUNT, n_layer); + ms.add_kv(LLM_KV_LEADING_DENSE_BLOCK_COUNT, uint32_t(1)); + + if (arch == LLM_ARCH_NEMOTRON_H || arch == LLM_ARCH_NEMOTRON_H_MOE) { + std::vector n_ff_per_layer; + n_ff_per_layer.reserve(n_layer); + for (uint32_t il = 0; il < n_layer; il++) { + n_ff_per_layer.push_back(il <= 1 ? 0 : n_ff); + } + ms.add_kv(LLM_KV_FEED_FORWARD_LENGTH, n_ff_per_layer); + } else { + ms.add_kv(LLM_KV_FEED_FORWARD_LENGTH, n_ff); + } + + ms.add_kv(LLM_KV_USE_PARALLEL_RESIDUAL, false); + ms.add_kv(LLM_KV_LOGIT_SCALE, 1.0f); + ms.add_kv(LLM_KV_TIME_MIX_EXTRA_DIM, uint32_t(64)); + ms.add_kv(LLM_KV_TIME_DECAY_EXTRA_DIM, uint32_t(128)); + ms.add_kv(LLM_KV_FULL_ATTENTION_INTERVAL, uint32_t(2)); + + if (arch == LLM_ARCH_PLAMO2 || arch == LLM_ARCH_JAMBA || arch == LLM_ARCH_NEMOTRON_H || arch == LLM_ARCH_NEMOTRON_H_MOE || + arch == LLM_ARCH_GRANITE_HYBRID || arch == LLM_ARCH_LFM2 || arch == LLM_ARCH_LFM2MOE || arch == LLM_ARCH_KIMI_LINEAR) { + GGML_ASSERT(n_layer >= 2); + std::vector n_head_per_layer; + n_head_per_layer.reserve(n_layer); + for (uint32_t il = 0; il < n_layer; il++) { + n_head_per_layer.push_back(il == 1 ? 0 : n_head); + } + ms.add_kv(LLM_KV_ATTENTION_HEAD_COUNT, n_head_per_layer); + ms.add_kv(LLM_KV_ATTENTION_HEAD_COUNT_KV, n_head_per_layer); + } else { + ms.add_kv(LLM_KV_ATTENTION_HEAD_COUNT, n_head); + ms.add_kv(LLM_KV_ATTENTION_HEAD_COUNT_KV, n_head); + } + + ms.add_kv(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, 8.0f); + if (arch == LLM_ARCH_DEEPSEEK2 + || arch == LLM_ARCH_GLM_DSA + || arch == LLM_ARCH_KIMI_LINEAR + || arch == LLM_ARCH_MISTRAL4) { + ms.add_kv(LLM_KV_ATTENTION_KEY_LENGTH, uint32_t(576)); + ms.add_kv(LLM_KV_ATTENTION_VALUE_LENGTH, uint32_t(512)); + ms.add_kv(LLM_KV_ROPE_DIMENSION_COUNT, uint32_t(64)); + ms.add_kv(LLM_KV_ATTENTION_KEY_LENGTH_MLA, uint32_t(192)); + ms.add_kv(LLM_KV_ATTENTION_VALUE_LENGTH_MLA, uint32_t(128)); + } + ms.add_kv(LLM_KV_ATTENTION_CLAMP_KQV, 1.0f); + ms.add_kv(LLM_KV_ATTENTION_LAYERNORM_EPS, 1e-5f); + ms.add_kv(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, 1e-5f); + ms.add_kv(LLM_KV_ATTENTION_GROUPNORM_EPS, 1e-5f); + ms.add_kv(LLM_KV_ATTENTION_GROUPNORM_GROUPS, uint32_t(8)); + ms.add_kv(LLM_KV_ATTENTION_Q_LORA_RANK, uint32_t(512)); + ms.add_kv(LLM_KV_ATTENTION_KV_LORA_RANK, uint32_t(512)); + ms.add_kv(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, uint32_t(8)); + ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW, n_ctx/8); + + if (arch == LLM_ARCH_GEMMA4) { + ms.add_kv(LLM_KV_EMBEDDING_LENGTH_PER_LAYER, n_embd/2); + ms.add_kv(LLM_KV_ATTENTION_SHARED_KV_LAYERS, uint32_t(0)); + ms.add_kv(LLM_KV_ATTENTION_KEY_LENGTH_SWA, n_embd_head); + ms.add_kv(LLM_KV_ATTENTION_VALUE_LENGTH_SWA, n_embd_head); + ms.add_kv(LLM_KV_ROPE_FREQ_BASE_SWA, 10000.0f); + // SWA pattern: every 5th layer is full attention (matches E2B layer_types) + ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, uint32_t(5)); + } else if (arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_STEP35) { + std::vector pattern; + pattern.reserve(n_layer); + for (uint32_t il = 0; il < n_layer; il++) { + pattern.push_back(il % 2); + } + ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, pattern); + } else { + ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, uint32_t(2)); + } + + ms.add_kv(LLM_KV_ATTENTION_INDEXER_HEAD_COUNT, uint32_t(1)); + ms.add_kv(LLM_KV_ATTENTION_INDEXER_KEY_LENGTH, uint32_t(64)); + ms.add_kv(LLM_KV_ATTENTION_INDEXER_TOP_K, uint32_t(8)); + ms.add_kv(LLM_KV_ROPE_DIMENSION_SECTIONS, std::vector({n_embd_head/4, n_embd_head/4, n_embd_head/4, n_embd_head/4})); + ms.add_kv(LLM_KV_TOKENIZER_MODEL, "no_vocab"); + // ms.add_kv(LLM_KV_DENSE_2_FEAT_OUT, n_embd); + // ms.add_kv(LLM_KV_DENSE_3_FEAT_IN, n_embd); + + if (moe) { + ms.add_kv(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, n_ff); + ms.add_kv(LLM_KV_INTERLEAVE_MOE_LAYER_STEP, uint32_t(2)); + ms.add_kv(LLM_KV_EXPERT_COUNT, uint32_t(2)); + ms.add_kv(LLM_KV_EXPERT_USED_COUNT, uint32_t(1)); + ms.add_kv(LLM_KV_EXPERT_SHARED_COUNT, uint32_t(1)); + ms.add_kv(LLM_KV_EXPERT_GATING_FUNC, uint32_t(2)); // sigmoid + ms.add_kv(LLM_KV_EXPERT_GROUP_SCALE, 1.0f); + ms.add_kv(LLM_KV_EXPERTS_PER_GROUP, uint32_t(1)); + } + + ms.add_kv(LLM_KV_POSNET_EMBEDDING_LENGTH, n_embd); + ms.add_kv(LLM_KV_POSNET_BLOCK_COUNT, n_layer); + ms.add_kv(LLM_KV_CONVNEXT_EMBEDDING_LENGTH, n_embd); + ms.add_kv(LLM_KV_CONVNEXT_BLOCK_COUNT, n_layer); + ms.add_kv(LLM_KV_XIELU_ALPHA_N, 1.0f); + ms.add_kv(LLM_KV_XIELU_ALPHA_P, 1.0f); + ms.add_kv(LLM_KV_XIELU_BETA, 1.0f); + ms.add_kv(LLM_KV_XIELU_EPS, 1.0e-7f); + ms.add_kv(LLM_KV_SSM_INNER_SIZE, arch == LLM_ARCH_QWEN3NEXT || arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE ? 256 : 2*n_embd); + ms.add_kv(LLM_KV_SSM_CONV_KERNEL, uint32_t(4)); + ms.add_kv(LLM_KV_SSM_STATE_SIZE, uint32_t(128)); + ms.add_kv(LLM_KV_SSM_TIME_STEP_RANK, n_head); + ms.add_kv(LLM_KV_SSM_GROUP_COUNT, arch == LLM_ARCH_PLAMO2 ? 0 : uint32_t(2)); + ms.add_kv(LLM_KV_KDA_HEAD_DIM, uint32_t(128)); + ms.add_kv(LLM_KV_WKV_HEAD_SIZE, n_embd/n_head); + ms.add_kv(LLM_KV_SHORTCONV_L_CACHE, uint32_t(3)); + + for (uint32_t il = 0; il < n_layer; il++) { + ggml_tensor t; + memset(&t, 0, sizeof(ggml_tensor)); + t.type = GGML_TYPE_F16; + ggml_format_name(&t, "conv%" PRIu32 "d.weight", il); + gguf_add_tensor(ms.gguf_ctx, &t); + ggml_format_name(&t, "posnet.%" PRIu32 ".conv1.weight", il); + gguf_add_tensor(ms.gguf_ctx, &t); + ggml_format_name(&t, "posnet.%" PRIu32 ".conv2.weight", il); + gguf_add_tensor(ms.gguf_ctx, &t); + ggml_format_name(&t, "convnext.%" PRIu32 ".dw.weight", il); + gguf_add_tensor(ms.gguf_ctx, &t); + } + return ret; +} + +static bool silent_model_load_progress(float /*progress*/, void * /*user_data*/) { + return true; +} + +static std::pair get_model_and_ctx( + struct gguf_context * gguf_ctx, FILE * file, const size_t seed, const std::vector & devs, + const llama_split_mode split_mode = LLAMA_SPLIT_MODE_LAYER, bool encode = false) { + GGML_ASSERT((gguf_ctx == nullptr) != (file == nullptr)); + llama_model_params model_params = llama_model_default_params(); + model_params.progress_callback = silent_model_load_progress; + std::vector devs_copy = devs; + devs_copy.push_back(nullptr); + model_params.devices = devs_copy.data(); + model_params.split_mode = split_mode; + + llama_context_params ctx_params = llama_context_default_params(); + ctx_params.n_ctx = 0; + ctx_params.n_threads = 4; + ctx_params.n_threads_batch = 4; + if (!encode) { + ctx_params.n_ubatch = 64; + } + + size_t tmp = seed; + llama_model_ptr model(gguf_ctx != nullptr ? + llama_model_init_from_user(gguf_ctx, set_tensor_data, &tmp, model_params) : + llama_model_load_from_file_ptr(file, model_params)); + if (!model) { + throw std::runtime_error("failed to create llama model"); + } + llama_context_ptr lctx(llama_init_from_model(model.get(), ctx_params)); + if (!lctx) { + throw std::runtime_error("failed to create llama context"); + } + return std::make_pair(std::move(model), std::move(lctx)); +} + +static std::vector get_logits( + llama_model * model, llama_context * lctx, const std::vector & tokens, bool encode = false) { + const uint32_t n_vocab = llama_vocab_n_tokens(llama_model_get_vocab(model)); + const uint32_t n_ctx = llama_n_ctx(lctx); + const uint32_t n_tokens = tokens.size(); + llama_batch batch = llama_batch_init(n_ctx, 0, 1); + GGML_ASSERT(n_tokens <= n_ctx); + for (uint32_t pos = 0; pos < n_tokens; pos++) { + common_batch_add(batch, tokens[pos], pos, {0}, true); + } + batch.n_tokens = n_tokens; + if (encode) { + if (llama_encode(lctx, batch)) { + llama_batch_free(batch); + throw std::runtime_error("failed to encode batch"); + } + } + if (llama_decode(lctx, batch)) { + llama_batch_free(batch); + throw std::runtime_error("failed to decode batch"); + } + + std::vector ret; + ret.reserve(n_tokens*n_vocab); + for (uint32_t i = 0; i < n_tokens; i++) { + const float * logits_ith = llama_get_logits_ith(lctx, i); + for (uint32_t j = 0; j < n_vocab; j++) { + ret.push_back(logits_ith[j]); + } + } + llama_batch_free(batch); + return ret; +} + +static bool moe_mandatory(const llm_arch arch) { + switch (arch) { + case LLM_ARCH_LLAMA4: + case LLM_ARCH_GROK: + case LLM_ARCH_QWEN2MOE: + case LLM_ARCH_QWEN3MOE: + case LLM_ARCH_QWEN3NEXT: + case LLM_ARCH_QWEN3VLMOE: + case LLM_ARCH_QWEN35MOE: + case LLM_ARCH_PHIMOE: + case LLM_ARCH_DBRX: + case LLM_ARCH_OLMOE: + case LLM_ARCH_ARCTIC: + case LLM_ARCH_DEEPSEEK: + case LLM_ARCH_DEEPSEEK2: + case LLM_ARCH_GLM4_MOE: + case LLM_ARCH_GLM_DSA: + case LLM_ARCH_EXAONE_MOE: + case LLM_ARCH_BAILINGMOE: + case LLM_ARCH_BAILINGMOE2: + case LLM_ARCH_DOTS1: + case LLM_ARCH_AFMOE: + case LLM_ARCH_ERNIE4_5: + case LLM_ARCH_ERNIE4_5_MOE: + case LLM_ARCH_HUNYUAN_MOE: + case LLM_ARCH_OPENAI_MOE: + case LLM_ARCH_LFM2MOE: + case LLM_ARCH_SMALLTHINKER: + case LLM_ARCH_LLADA_MOE: + case LLM_ARCH_GROVEMOE: + case LLM_ARCH_MINIMAX_M2: + case LLM_ARCH_RND1: + case LLM_ARCH_PADDLEOCR: + case LLM_ARCH_MIMO2: + case LLM_ARCH_KIMI_LINEAR: + case LLM_ARCH_STEP35: + case LLM_ARCH_MISTRAL4: + return true; + default: + return false; + } +} + +static bool moe_implemented(const llm_arch arch) { + if (moe_mandatory(arch)) { + return true; + } + switch (arch) { + case LLM_ARCH_LLAMA: + case LLM_ARCH_REFACT: + case LLM_ARCH_MINICPM: + case LLM_ARCH_GRANITE: + case LLM_ARCH_GRANITE_MOE: + case LLM_ARCH_MISTRAL3: + case LLM_ARCH_LLAMA_EMBED: + return true; + default: + return false; + } +} + +static bool arch_supported(const llm_arch arch) { + if (arch == LLM_ARCH_CLIP || arch == LLM_ARCH_GPTJ || arch == LLM_ARCH_UNKNOWN) { + return false; // These models don't have usable implementations. + } + if (arch == LLM_ARCH_CHAMELEON) { + return false; // Only half-implemented and to be removed in the future. + } + if (arch == LLM_ARCH_WAVTOKENIZER_DEC) { + return false; // FIXME CUDA backend crashes. + } + if (arch == LLM_ARCH_GEMMA4) { + return false; // FIXME @ngxson + } + if (arch == LLM_ARCH_LLAMA_EMBED || arch == LLM_ARCH_GEMMA_EMBEDDING || arch == LLM_ARCH_T5ENCODER) { + return false; // FIXME Embedding (?) models produce inconsistent results. + } + if (arch == LLM_ARCH_RWKV6 || arch == LLM_ARCH_RWKV6QWEN2 || arch == LLM_ARCH_RWKV7 || arch == LLM_ARCH_ARWKV7) { + return false; // FIXME RWKV models hang indefinitely. + } + if (arch == LLM_ARCH_BERT || arch == LLM_ARCH_MODERN_BERT || arch == LLM_ARCH_NOMIC_BERT || arch == LLM_ARCH_NOMIC_BERT_MOE || + arch == LLM_ARCH_NEO_BERT || arch == LLM_ARCH_JINA_BERT_V2 || arch == LLM_ARCH_JINA_BERT_V3 || arch == LLM_ARCH_EUROBERT) { + return false; // TODO vocab + } + if (arch == LLM_ARCH_PLM) { + return false; // TODO tensor shapes + } + if (arch == LLM_ARCH_DEEPSEEK2OCR) { + return false; + } + + // FIXME some models are segfaulting with WebGPU: +#ifdef GGML_USE_WEBGPU + if (arch == LLM_ARCH_QWEN3NEXT || arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE || arch == LLM_ARCH_KIMI_LINEAR) { + return false; + } +#endif // GGML_USE_WEBGPU + + return true; +} + +static int save_models(const llm_arch target_arch, const size_t seed, const ggml_log_level log_level, const std::string & dir) { + struct user_data_t { + struct { + ggml_log_callback callback; + void * user_data; + } original_logger; + ggml_log_level min_level; // prints below this log level go to debug log + }; + user_data_t ud; + llama_log_get(&ud.original_logger.callback, &ud.original_logger.user_data); + ud.min_level = log_level; + + llama_log_set([](ggml_log_level level, const char * text, void * user_data) { + const user_data_t * ud = (const user_data_t *) user_data; + const ggml_log_level level_eff = level >= ud->min_level ? level : GGML_LOG_LEVEL_DEBUG; + ud->original_logger.callback(level_eff, text, ud->original_logger.user_data); + }, &ud); + + for (const llm_arch & arch : llm_arch_all()) { + if (arch == LLM_ARCH_UNKNOWN) { + continue; + } + if (target_arch != LLM_ARCH_UNKNOWN && arch != target_arch) { + continue; + } + if (arch == LLM_ARCH_GEMMA4) { + continue; // FIXME: ISWA KV cache initialization needs more fixture params + } + for (bool moe : {false, true}) { + if (moe && !moe_implemented(arch)) { + continue; + } + if (!moe && moe_mandatory(arch)) { + continue; + } + if (!llama_model_saver_supports_arch(arch)) { + LOG_INF("%s: %s model (%s) is unsupported, skipping\n", __func__, llm_arch_name(arch), moe ? "MoE" : "dense"); + continue; + } + gguf_context_ptr gguf_ctx = get_gguf_ctx(arch, moe); + auto model_and_ctx = get_model_and_ctx(gguf_ctx.get(), nullptr, seed, {}); + const std::string path = dir + "/" + llm_arch_name(arch) + (moe ? "-moe.gguf" : "-dense.gguf"); + LOG_INF("%s: Saving %s model (%s) to %s...\n", __func__, llm_arch_name(arch), moe ? "MoE" : "dense", path.c_str()); + llama_model_save_to_file(model_and_ctx.first.get(), path.c_str()); + } + } + llama_log_set(ud.original_logger.callback, ud.original_logger.user_data); + return 0; +} + +static int test_backends(const llm_arch target_arch, const size_t seed, const ggml_log_level log_level) { + struct user_data_t { + struct { + ggml_log_callback callback; + void * user_data; + } original_logger; + ggml_log_level min_level; // prints below this log level go to debug log + }; + user_data_t ud; + llama_log_get(&ud.original_logger.callback, &ud.original_logger.user_data); + ud.min_level = log_level; + + llama_log_set([](ggml_log_level level, const char * text, void * user_data) { + const user_data_t * ud = (const user_data_t *) user_data; + const ggml_log_level level_eff = level >= ud->min_level ? level : GGML_LOG_LEVEL_DEBUG; + ud->original_logger.callback(level_eff, text, ud->original_logger.user_data); + }, &ud); + + const std::vector tokens = get_tokens(128, 128, seed); + + struct device_config { + std::vector devs; + std::string label; + llama_split_mode split_mode; + + device_config(std::vector devs, std::string name, llama_split_mode split_mode) + : devs(std::move(devs)), label(std::move(name)), split_mode(split_mode) {} + }; + + std::vector dev_configs; + { + std::vector devices_meta; + { + const size_t device_count = ggml_backend_dev_count(); + for (size_t i = 0; i < device_count; i++) { + ggml_backend_dev_t dev = ggml_backend_dev_get(i); + dev_configs.emplace_back(std::vector{dev}, ggml_backend_dev_description(dev), LLAMA_SPLIT_MODE_LAYER); + + // cpu-based devices cannot be used in tensor split mode + if (ggml_backend_dev_buffer_type(dev) != ggml_backend_cpu_buffer_type()) { + devices_meta.push_back(dev); + } + } + } + + dev_configs.emplace_back(devices_meta, "Meta", LLAMA_SPLIT_MODE_TENSOR); + } + + bool all_ok = true; + common_log_flush(common_log_main()); + printf("|%16s|%30s|%6s|%15s|%9s|\n", "Model arch.", "Device", "Config", "NMSE vs. CPU", "Roundtrip"); + printf("|----------------|------------------------------|------|---------------|---------|\n"); + for (const llm_arch & arch : llm_arch_all()) { + if (arch == LLM_ARCH_UNKNOWN) { + continue; + } + if (target_arch != LLM_ARCH_UNKNOWN && arch != target_arch) { + continue; + } + if (arch == LLM_ARCH_GEMMA4) { + continue; // FIXME: ISWA KV cache initialization needs more fixture params + } + + const bool encode = arch == LLM_ARCH_T5 || arch == LLM_ARCH_DREAM || arch == LLM_ARCH_LLADA || arch == LLM_ARCH_LLADA_MOE || arch == LLM_ARCH_RND1; + for (bool moe : {false, true}) { + if (moe && !moe_implemented(arch)) { + continue; + } + if (!moe && moe_mandatory(arch)) { + continue; + } + const std::string config_name = moe ? "MoE" : "Dense"; + gguf_context_ptr gguf_ctx = get_gguf_ctx(arch, moe); + std::pair model_and_ctx_cpu; + std::vector logits_cpu; + for (device_config & dc : dev_configs) { + std::pair model_and_ctx_dev; + std::vector logits_dev; + std::string status_nmse = "\033[1;33mSKIP\033[0m"; + std::string status_roundtrip = "\033[1;33mSKIP\033[0m"; + char nmse_str[12] = {0}; + bool skip = !arch_supported(arch) || (dc.split_mode == LLAMA_SPLIT_MODE_TENSOR && dc.devs.empty()); +#if defined(GGML_USE_WEBGPU) + skip = true; // FIXME +#endif // GGML_USE_WEBGPU + if (!skip) { + if (logits_cpu.empty()) { + model_and_ctx_cpu = get_model_and_ctx(gguf_ctx.get(), nullptr, seed, {}, LLAMA_SPLIT_MODE_LAYER, encode); + logits_cpu = get_logits(model_and_ctx_cpu.first.get(), model_and_ctx_cpu.second.get(), tokens, encode); + } + if (dc.split_mode != LLAMA_SPLIT_MODE_TENSOR || llm_arch_supports_sm_tensor(arch)) { + model_and_ctx_dev = get_model_and_ctx(gguf_ctx.get(), nullptr, seed, dc.devs, dc.split_mode, encode); + logits_dev = get_logits(model_and_ctx_dev.first.get(), model_and_ctx_dev.second.get(), tokens, encode); + const double nmse_val = nmse(logits_cpu, logits_dev); + snprintf(nmse_str, sizeof(nmse_str), "(%.2e)", nmse_val); + status_nmse = "\033[1;32mOK\033[0m"; + if (nmse_val > 1e-4) { + all_ok = false; + status_nmse = "\033[1;31mFAIL\033[0m"; + } + } + + FILE * file = tmpfile(); // Can be null on Windows without administrator privileges. + // FIXME: when adding a tensor to a gguf_context a copy is made, this changes the pointer which the meta backend + // in turn uses to map the tensors to their simple equivalents - this is fundamentally incompatible + if (file != nullptr && llama_model_saver_supports_arch(arch) && dc.split_mode != LLAMA_SPLIT_MODE_TENSOR) { + GGML_ASSERT(model_and_ctx_dev.first && model_and_ctx_dev.second); + llama_model_saver ms = llama_model_saver(model_and_ctx_dev.first.get()); + ms.add_kv_from_model(); + ms.add_tensors_from_model(); + ms.save(file); + rewind(file); + + auto model_and_ctx_roundtrip = get_model_and_ctx(nullptr, file, seed, dc.devs, dc.split_mode, encode); + const std::vector logits_roundtrip = get_logits( + model_and_ctx_roundtrip.first.get(), model_and_ctx_roundtrip.second.get(), tokens, encode); + status_roundtrip = "\033[1;32mOK\033[0m"; + GGML_ASSERT(logits_roundtrip.size() == logits_dev.size()); + for (size_t i = 0; i < logits_roundtrip.size(); i++) { + if (logits_roundtrip[i] != logits_dev[i]) { + all_ok = false; + status_roundtrip = "\033[1;31mFAIL\033[0m"; + break; + } + } + } + } + + printf("|%16s|%30s|%6s|%15s %10s|%20s|\n", llm_arch_name(arch), dc.label.c_str(), + config_name.c_str(), status_nmse.c_str(), nmse_str, status_roundtrip.c_str()); + } + } + } + llama_log_set(ud.original_logger.callback, ud.original_logger.user_data); + return all_ok ? 0 : 1; +} + +int main(int argc, char ** argv) { + // FIXME these tests are disabled in the CI for macOS-latest-cmake-arm64 because they are segfaulting + common_init(); + std::random_device rd; + + llm_arch arch = LLM_ARCH_UNKNOWN; + size_t seed = rd(); + ggml_log_level log_level = GGML_LOG_LEVEL_ERROR; + std::string out; + + for (int i = 1; i < argc; i++) { + if (strcmp(argv[i], "-a") == 0 || strcmp(argv[i], "--arch") == 0) { + if (i + 1 < argc) { + const std::string arch_name = argv[++i]; + arch = llm_arch_from_string(arch_name); + if (arch == LLM_ARCH_UNKNOWN) { + LOG_ERR("%s: unkown LLM architecture: %s\n", __func__, arch_name.c_str()); + return 1; + } + } else { + usage(argv); + return 1; + } + } + if (strcmp(argv[i], "-s") == 0 || strcmp(argv[i], "--seed") == 0) { + if (i + 1 < argc) { + seed = std::stoull(argv[++i]); + } else { + usage(argv); + return 1; + } + } + if (strcmp(argv[i], "-v") == 0 || strcmp(argv[i], "--verbose") == 0) { + log_level = GGML_LOG_LEVEL_INFO; + continue; + } + if (strcmp(argv[i], "-o") == 0 || strcmp(argv[i], "--out") == 0) { + if (i + 1 < argc) { + out = argv[++i]; + } else { + usage(argv); + return 1; + } + } + } + printf("%s: using seed %zu\n", __func__, seed); + + try { + if (!out.empty()) { + return save_models(arch, seed, log_level, out); + } + return test_backends(arch, seed, log_level); + } catch (const std::exception & err) { + fprintf(stderr, "encountered runtime error: %s\n", err.what()); + return -1; + } +} diff --git a/tests/test-llama-grammar.cpp b/tests/test-llama-grammar.cpp index fd45d5ada8..25f432a2f5 100644 --- a/tests/test-llama-grammar.cpp +++ b/tests/test-llama-grammar.cpp @@ -123,25 +123,27 @@ int main() std::vector> expected_stacks = { { - {LLAMA_GRETYPE_RULE_REF, 5}, + {LLAMA_GRETYPE_CHAR, 61}, + {LLAMA_GRETYPE_RULE_REF, 7}, + {LLAMA_GRETYPE_CHAR, 40}, + }, + { + {LLAMA_GRETYPE_CHAR, 61}, + {LLAMA_GRETYPE_RULE_REF, 7}, + {LLAMA_GRETYPE_RULE_REF, 3}, + {LLAMA_GRETYPE_CHAR, 48}, + }, + { + {LLAMA_GRETYPE_CHAR, 61}, + {LLAMA_GRETYPE_RULE_REF, 7}, + {LLAMA_GRETYPE_RULE_REF, 3}, + {LLAMA_GRETYPE_CHAR, 48}, + }, + { {LLAMA_GRETYPE_CHAR, 61}, {LLAMA_GRETYPE_RULE_REF, 7}, {LLAMA_GRETYPE_CHAR, 97}, }, - { - {LLAMA_GRETYPE_RULE_REF, 5}, - {LLAMA_GRETYPE_CHAR, 61}, - {LLAMA_GRETYPE_RULE_REF, 7}, - {LLAMA_GRETYPE_RULE_REF, 3}, - {LLAMA_GRETYPE_CHAR, 48}, - }, - { - {LLAMA_GRETYPE_RULE_REF, 5}, - {LLAMA_GRETYPE_CHAR, 61}, - {LLAMA_GRETYPE_RULE_REF, 7}, - {LLAMA_GRETYPE_RULE_REF, 3}, - {LLAMA_GRETYPE_CHAR, 48}, - }, { {LLAMA_GRETYPE_RULE_REF, 5}, {LLAMA_GRETYPE_CHAR, 61}, @@ -149,26 +151,24 @@ int main() {LLAMA_GRETYPE_CHAR, 40}, }, { + {LLAMA_GRETYPE_RULE_REF, 5}, + {LLAMA_GRETYPE_CHAR, 61}, + {LLAMA_GRETYPE_RULE_REF, 7}, + {LLAMA_GRETYPE_RULE_REF, 3}, + {LLAMA_GRETYPE_CHAR, 48}, + }, + { + {LLAMA_GRETYPE_RULE_REF, 5}, + {LLAMA_GRETYPE_CHAR, 61}, + {LLAMA_GRETYPE_RULE_REF, 7}, + {LLAMA_GRETYPE_RULE_REF, 3}, + {LLAMA_GRETYPE_CHAR, 48}, + }, + { + {LLAMA_GRETYPE_RULE_REF, 5}, {LLAMA_GRETYPE_CHAR, 61}, {LLAMA_GRETYPE_RULE_REF, 7}, {LLAMA_GRETYPE_CHAR, 97}, - }, - { - {LLAMA_GRETYPE_CHAR, 61}, - {LLAMA_GRETYPE_RULE_REF, 7}, - {LLAMA_GRETYPE_RULE_REF, 3}, - {LLAMA_GRETYPE_CHAR, 48}, - }, - { - {LLAMA_GRETYPE_CHAR, 61}, - {LLAMA_GRETYPE_RULE_REF, 7}, - {LLAMA_GRETYPE_RULE_REF, 3}, - {LLAMA_GRETYPE_CHAR, 48}, - }, - { - {LLAMA_GRETYPE_CHAR, 61}, - {LLAMA_GRETYPE_RULE_REF, 7}, - {LLAMA_GRETYPE_CHAR, 40}, }}; auto index = 0; @@ -195,9 +195,9 @@ int main() } std::vector next_candidates; - next_candidates.resize(24); + next_candidates.resize(23); - for (size_t i = 0; i < 24; ++i) + for (size_t i = 0; i < 23; ++i) { uint32_t *cp = new uint32_t[2]; // dynamically allocate memory for code_point cp[0] = 37 + i; @@ -210,7 +210,6 @@ int main() {0, 37}, {1, 38}, {2, 39}, - {3, 40}, {4, 41}, {5, 42}, {6, 43}, @@ -268,6 +267,7 @@ int main() {0, 37}, {1, 38}, {2, 39}, + {3, 40}, {4, 41}, {5, 42}, {6, 43}, @@ -287,13 +287,11 @@ int main() {20, 57}, {21, 58}, {22, 59}, - {23, 60}, }, { {0, 37}, {1, 38}, {2, 39}, - {3, 40}, {4, 41}, {5, 42}, {6, 43}, @@ -351,6 +349,7 @@ int main() {0, 37}, {1, 38}, {2, 39}, + {3, 40}, {4, 41}, {5, 42}, {6, 43}, @@ -370,7 +369,6 @@ int main() {20, 57}, {21, 58}, {22, 59}, - {23, 60}, }, }; diff --git a/tests/test-peg-parser.cpp b/tests/test-peg-parser.cpp index 220745d029..7d22d77612 100644 --- a/tests/test-peg-parser.cpp +++ b/tests/test-peg-parser.cpp @@ -20,6 +20,7 @@ int main(int argc, char *argv[]) { t.test("json", test_json_parser); t.test("gbnf", test_gbnf_generation); t.test("serialization", test_json_serialization); + t.test("python-dict", test_python_dict_parser); return t.summary(); } diff --git a/tests/test-quant-type-selection.cpp b/tests/test-quant-type-selection.cpp new file mode 100644 index 0000000000..3c8983360e --- /dev/null +++ b/tests/test-quant-type-selection.cpp @@ -0,0 +1,520 @@ +#include "../src/llama-ext.h" +#include "ggml-cpp.h" +#include "gguf-model-data.h" +#include "llama.h" + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +// --------------------------------------------------------------------------- +// ftype name <-> enum mapping +// --------------------------------------------------------------------------- + +struct ftype_name_entry { + const char * name; + llama_ftype ftype; +}; + +static const ftype_name_entry ftype_name_table[] = { + { "F32", LLAMA_FTYPE_ALL_F32 }, + { "F16", LLAMA_FTYPE_MOSTLY_F16 }, + { "BF16", LLAMA_FTYPE_MOSTLY_BF16 }, + { "Q4_0", LLAMA_FTYPE_MOSTLY_Q4_0 }, + { "Q4_1", LLAMA_FTYPE_MOSTLY_Q4_1 }, + { "Q5_0", LLAMA_FTYPE_MOSTLY_Q5_0 }, + { "Q5_1", LLAMA_FTYPE_MOSTLY_Q5_1 }, + { "Q8_0", LLAMA_FTYPE_MOSTLY_Q8_0 }, + { "Q2_K", LLAMA_FTYPE_MOSTLY_Q2_K }, + { "Q2_K_S", LLAMA_FTYPE_MOSTLY_Q2_K_S }, + { "Q3_K_S", LLAMA_FTYPE_MOSTLY_Q3_K_S }, + { "Q3_K_M", LLAMA_FTYPE_MOSTLY_Q3_K_M }, + { "Q3_K_L", LLAMA_FTYPE_MOSTLY_Q3_K_L }, + { "Q4_K_S", LLAMA_FTYPE_MOSTLY_Q4_K_S }, + { "Q4_K_M", LLAMA_FTYPE_MOSTLY_Q4_K_M }, + { "Q5_K_S", LLAMA_FTYPE_MOSTLY_Q5_K_S }, + { "Q5_K_M", LLAMA_FTYPE_MOSTLY_Q5_K_M }, + { "Q6_K", LLAMA_FTYPE_MOSTLY_Q6_K }, + { "IQ1_S", LLAMA_FTYPE_MOSTLY_IQ1_S }, + { "IQ1_M", LLAMA_FTYPE_MOSTLY_IQ1_M }, + { "IQ2_XXS", LLAMA_FTYPE_MOSTLY_IQ2_XXS }, + { "IQ2_XS", LLAMA_FTYPE_MOSTLY_IQ2_XS }, + { "IQ2_S", LLAMA_FTYPE_MOSTLY_IQ2_S }, + { "IQ2_M", LLAMA_FTYPE_MOSTLY_IQ2_M }, + { "IQ3_XXS", LLAMA_FTYPE_MOSTLY_IQ3_XXS }, + { "IQ3_XS", LLAMA_FTYPE_MOSTLY_IQ3_XS }, + { "IQ3_S", LLAMA_FTYPE_MOSTLY_IQ3_S }, + { "IQ3_M", LLAMA_FTYPE_MOSTLY_IQ3_M }, + { "IQ4_NL", LLAMA_FTYPE_MOSTLY_IQ4_NL }, + { "IQ4_XS", LLAMA_FTYPE_MOSTLY_IQ4_XS }, + { "TQ1_0", LLAMA_FTYPE_MOSTLY_TQ1_0 }, + { "TQ2_0", LLAMA_FTYPE_MOSTLY_TQ2_0 }, + { "MXFP4_MOE", LLAMA_FTYPE_MOSTLY_MXFP4_MOE }, + { "NVFP4", LLAMA_FTYPE_MOSTLY_NVFP4 }, +}; + +static llama_ftype llama_ftype_from_name(const char * name) { + for (const auto & e : ftype_name_table) { + if (strcmp(name, e.name) == 0) { + return e.ftype; + } + } + return (llama_ftype) -1; +} + +static const char * llama_ftype_to_name(llama_ftype ftype) { + for (const auto & e : ftype_name_table) { + if (e.ftype == ftype) { + return e.name; + } + } + return nullptr; +} + +// --------------------------------------------------------------------------- +// ggml_type name lookup +// --------------------------------------------------------------------------- + +static ggml_type ggml_type_from_name(const std::string & name) { + for (int i = 0; i < GGML_TYPE_COUNT; i++) { + const char * tname = ggml_type_name((ggml_type) i); + if (tname && name == tname) { + return (ggml_type) i; + } + } + return GGML_TYPE_COUNT; +} + +// --------------------------------------------------------------------------- +// File parser for snapshot files (quant type schemas) +// --------------------------------------------------------------------------- + +struct snapshot_section { + llama_ftype ftype; + ggml_type default_type; + std::vector> overrides; +}; + +// This function is pretty ugly, but it's a trade-off of readable snapshot files +// versus readable parsing code +static bool parse_snapshot_file(const std::string & path, std::vector & sections) { + std::ifstream f(path); + if (!f.good()) { + return false; + } + + snapshot_section * cur = nullptr; + std::string line; + + while (std::getline(f, line)) { + if (line.empty() || line[0] == '#') { + continue; + } + + // section header: [FTYPE_NAME] default_type + if (line[0] == '[') { + auto close = line.find(']'); + if (close == std::string::npos) { + fprintf(stderr, "parse error: missing ] in '%s'\n", line.c_str()); + return false; + } + std::string ftype_str = line.substr(1, close - 1); + std::string default_str; + size_t pos = close + 1; + while (pos < line.size() && line[pos] == ' ') { + pos++; + } + default_str = line.substr(pos); + + llama_ftype ftype = llama_ftype_from_name(ftype_str.c_str()); + if ((int) ftype < 0) { + fprintf(stderr, "parse error: unknown ftype '%s'\n", ftype_str.c_str()); + return false; + } + + ggml_type dtype = ggml_type_from_name(default_str); + if (dtype == GGML_TYPE_COUNT) { + fprintf(stderr, "parse error: unknown default type '%s'\n", default_str.c_str()); + return false; + } + + sections.push_back({ ftype, dtype, {} }); + cur = §ions.back(); + continue; + } + + if (!cur) { + fprintf(stderr, "parse error: tensor line before any section: '%s'\n", line.c_str()); + return false; + } + + auto sp = line.rfind(' '); + if (sp == std::string::npos) { + fprintf(stderr, "parse error: no space in tensor line: '%s'\n", line.c_str()); + return false; + } + + std::string tname = line.substr(0, sp); + std::string ttype = line.substr(sp + 1); + + ggml_type gt = ggml_type_from_name(ttype); + if (gt == GGML_TYPE_COUNT) { + fprintf(stderr, "parse error: unknown type '%s' for tensor '%s'\n", ttype.c_str(), tname.c_str()); + return false; + } + + cur->overrides.push_back({ tname, gt }); + } + + return true; +} + +// --------------------------------------------------------------------------- +// Remote model support using gguf-model-data.cpp +// --------------------------------------------------------------------------- + +struct remote_model_spec { + const char * repo; + const char * quant; +}; + +// Get model name from repo: strip org prefix, strip -GGUF suffix, +// and strip anything up to and including first '_' (e.g. "deepseek-ai_DeepSeek-V3.1"). +static std::string model_name_from_repo(const char * repo) { + std::string s(repo); + + auto slash = s.find('/'); + if (slash != std::string::npos) { + s = s.substr(slash + 1); + } + + const std::string suffix = "-GGUF"; + if (s.size() >= suffix.size() && s.compare(s.size() - suffix.size(), suffix.size(), suffix) == 0) { + s = s.substr(0, s.size() - suffix.size()); + } + + auto underscore = s.find('_'); + if (underscore != std::string::npos) { + s = s.substr(underscore + 1); + } + + return s; +} + +static std::string snapshot_file_from_name(const std::string & name) { + std::string lower = name; + for (auto & c : lower) { + c = std::tolower(c); + } + return lower; +} + +static const remote_model_spec model_specs[] = { + { "ggml-org/Qwen3-0.6B-GGUF", "Q8_0" }, + { "ggml-org/GLM-4.6V-GGUF", "Q8_0" }, + { "ggml-org/Step-3.5-Flash-GGUF", "Q4_K" }, + { "ggml-org/Qwen3-Coder-Next-GGUF", "Q8_0" }, + { "ggml-org/Qwen3-14B-GGUF", "Q8_0" }, + { "ggml-org/Nemotron-Nano-3-30B-A3B-GGUF", "Q8_0" }, + { "ggml-org/gpt-oss-120b-GGUF", "mxfp4" }, + { "ggml-org/gemma-3-4b-it-GGUF", "Q8_0" }, + { "bartowski/Meta-Llama-3.1-70B-Instruct-GGUF", "Q4_K_M" }, + { "bartowski/deepseek-ai_DeepSeek-V3.1-GGUF", "IQ1_M" }, + { "bartowski/Qwen_Qwen3.5-397B-A17B-GGUF", "IQ1_S" }, // TODO: swap with ggml-org if/when it's released + { "bartowski/Qwen_Qwen3.5-27B-GGUF", "Q8_0" }, // TODO: swap with ggml-org if/when it's released +}; + +static const int n_model_specs = (int) (sizeof(model_specs) / sizeof(model_specs[0])); + +static llama_model * build_mock_model_from_remote(const gguf_remote_model & remote) { + llama_quant_model_desc desc = {}; + desc.architecture = remote.architecture.c_str(); + desc.n_embd = remote.n_embd; + desc.n_ff = remote.n_ff; + desc.n_layer = remote.n_layer; + desc.n_head = remote.n_head; + desc.n_head_kv = remote.n_head_kv; + desc.n_expert = remote.n_expert; + desc.n_embd_head_k = remote.n_embd_head_k; + desc.n_embd_head_v = remote.n_embd_head_v; + return llama_quant_model_from_metadata(&desc); +} + +// Single ggml context holding all quantizable tensors for a model. +struct mock_tensors { + ggml_context_ptr ctx; + std::vector tensors; +}; + +static mock_tensors build_mock_tensors(const quantize_state_impl * qs, const gguf_remote_model & remote) { + const size_t ctx_size = remote.tensors.size() * ggml_tensor_overhead(); + struct ggml_init_params params = { ctx_size, nullptr, true }; + ggml_context_ptr ctx(ggml_init(params)); + + std::vector result; + + for (const auto & t : remote.tensors) { + ggml_tensor * gt = ggml_new_tensor_4d(ctx.get(), GGML_TYPE_F32, t.ne[0], t.ne[1], t.ne[2], t.ne[3]); + ggml_set_name(gt, t.name.c_str()); + if (llama_quant_tensor_allows_quantization(qs, gt)) { + result.push_back(gt); + } + } + + // sort by layer index then name, matching llama_model_loader::weight_name_comparer + std::sort(result.begin(), result.end(), [](const ggml_tensor * a, const ggml_tensor * b) { + int a_layer = -1, b_layer = -1; + sscanf(a->name, "blk.%d.", &a_layer); + sscanf(b->name, "blk.%d.", &b_layer); + if (a_layer != b_layer) { + return a_layer < b_layer; + } + return strcmp(a->name, b->name) < 0; + }); + + return { std::move(ctx), std::move(result) }; +} + +// --------------------------------------------------------------------------- +// Generate mode: regenerate all snapshot files +// Use this when either adding new models or modifying quants +// --------------------------------------------------------------------------- + +static std::string generate_snapshot(const std::string & name, + const gguf_remote_model & remote, + quantize_state_impl * qs, + mock_tensors & mt) { + std::ostringstream out; + + out << "# Model: " << name << "\n"; + out << "# n_embd=" << remote.n_embd << ", n_ff=" << remote.n_ff << ", n_vocab=" << remote.n_vocab + << ", n_layer=" << remote.n_layer << ", n_head=" << remote.n_head << ", n_head_kv=" << remote.n_head_kv; + if (remote.n_expert > 0) { + out << ", n_expert=" << remote.n_expert; + } + out << "\n"; + + for (int i = 0; i < LLAMA_FTYPE_GUESSED; i++) { + llama_ftype ft = (llama_ftype) i; + ggml_type default_type = llama_ftype_get_default_type(ft); + if (default_type == GGML_TYPE_COUNT) { + continue; + } + const char * fname = llama_ftype_to_name(ft); + if (!fname) { + continue; + } + + std::vector result_types(mt.tensors.size()); + llama_quant_compute_types(qs, ft, mt.tensors.data(), result_types.data(), mt.tensors.size()); + + out << "\n[" << fname << "] " << ggml_type_name(default_type) << "\n"; + for (size_t j = 0; j < mt.tensors.size(); j++) { + if (result_types[j] != default_type) { + out << ggml_get_name(mt.tensors[j]) << " " << ggml_type_name(result_types[j]) << "\n"; + } + } + } + + return out.str(); +} + +static int run_generate(const std::string & snapshot_dir) { + fprintf(stderr, "This will overwrite all snapshot files in:\n %s\n", snapshot_dir.c_str()); + fprintf(stderr, "Continue? [y/N] "); + int ch = fgetc(stdin); + if (ch != 'y' && ch != 'Y') { + fprintf(stderr, "Aborted.\n"); + return 1; + } + + fprintf(stderr, "\n"); + + int n_written = 0; + + for (int m = 0; m < n_model_specs; m++) { + const auto & spec = model_specs[m]; + std::string name = model_name_from_repo(spec.repo); + + fprintf(stderr, "Fetching model metadata for %s from %s...\n", name.c_str(), spec.repo); + auto result = gguf_fetch_model_meta(spec.repo, spec.quant); + if (!result.has_value()) { + fprintf(stderr, "ERROR: could not fetch model metadata for %s\n", name.c_str()); + return 1; + } + + const auto & remote = result.value(); + llama_model * model = build_mock_model_from_remote(remote); + llama_model_quantize_params qparams = llama_model_quantize_default_params(); + quantize_state_impl * qs = llama_quant_init(model, &qparams); + auto mt = build_mock_tensors(qs, remote); + + std::string content = generate_snapshot(name, remote, qs, mt); + std::string path = snapshot_dir + "/" + snapshot_file_from_name(name) + ".schema"; + + std::ofstream f(path); + if (!f.good()) { + fprintf(stderr, "ERROR: could not write %s\n", path.c_str()); + llama_quant_free(qs); + llama_model_free(model); + return 1; + } + f << content; + n_written++; + fprintf(stderr, " wrote %s\n", path.c_str()); + llama_quant_free(qs); + llama_model_free(model); + } + + fprintf(stderr, "%d files written\n", n_written); + return 0; +} + +// --------------------------------------------------------------------------- +// Test mode: compare against snapshot files +// --------------------------------------------------------------------------- + +static bool run_test_section(quantize_state_impl * qs, mock_tensors & mt, const snapshot_section & section) { + // verify default_type matches what llama_ftype_get_default_type returns + ggml_type computed_default = llama_ftype_get_default_type(section.ftype); + if (computed_default != section.default_type) { + printf(" FAIL [%s] default type mismatch: file says %s, code says %s\n", llama_ftype_to_name(section.ftype), + ggml_type_name(section.default_type), ggml_type_name(computed_default)); + return false; + } + + std::vector result_types(mt.tensors.size()); + llama_quant_compute_types(qs, section.ftype, mt.tensors.data(), result_types.data(), mt.tensors.size()); + + std::map override_map(section.overrides.begin(), section.overrides.end()); + + bool all_pass = true; + int n_override_found = 0; + + for (size_t i = 0; i < mt.tensors.size(); i++) { + const char * name = ggml_get_name(mt.tensors[i]); + ggml_type got = result_types[i]; + + ggml_type expected = section.default_type; + auto it = override_map.find(name); + if (it != override_map.end()) { + expected = it->second; + n_override_found++; + } + + if (got != expected) { + printf(" FAIL %-50s %-10s expected %s, got %s\n", name, llama_ftype_to_name(section.ftype), + ggml_type_name(expected), ggml_type_name(got)); + all_pass = false; + } + } + + if (n_override_found != (int) section.overrides.size()) { + printf(" FAIL [%s] override count mismatch: listed %d, matched %d\n", llama_ftype_to_name(section.ftype), + (int) section.overrides.size(), n_override_found); + all_pass = false; + } + + return all_pass; +} + +static int run_remote_tests(const std::string & snapshot_dir, const char * argv0) { + int total_pass = 0; + int total_fail = 0; + int total_skip = 0; + + for (int m = 0; m < n_model_specs; m++) { + const auto & spec = model_specs[m]; + std::string name = model_name_from_repo(spec.repo); + printf("=== %s ===\n", name.c_str()); + + auto result = gguf_fetch_model_meta(spec.repo, spec.quant, "", false); + if (!result.has_value()) { + printf(" SKIP (could not fetch model metadata)\n\n"); + total_skip++; + continue; + } + + const auto & remote = result.value(); + llama_model * model = build_mock_model_from_remote(remote); + llama_model_quantize_params qparams = llama_model_quantize_default_params(); + quantize_state_impl * qs = llama_quant_init(model, &qparams); + auto mt = build_mock_tensors(qs, remote); + + std::string snapshot_path = snapshot_dir + "/" + snapshot_file_from_name(name) + ".schema"; + std::vector sections; + if (!parse_snapshot_file(snapshot_path, sections)) { + printf(" SKIP (could not read snapshot file: %s)\n\n", snapshot_path.c_str()); + llama_quant_free(qs); + llama_model_free(model); + total_skip++; + continue; + } + + int model_pass = 0; + int model_fail = 0; + + for (const auto & section : sections) { + bool pass = run_test_section(qs, mt, section); + if (pass) { + model_pass++; + } else { + model_fail++; + } + } + + printf(" %s %s: %d/%d ftype sections passed (%d tensors)\n", model_fail == 0 ? "PASS" : "FAIL", name.c_str(), + model_pass, model_pass + model_fail, (int) mt.tensors.size()); + printf("\n"); + + if (model_fail == 0) { + total_pass++; + } else { + total_fail++; + } + + llama_quant_free(qs); + llama_model_free(model); + } + + printf("%d/%d models passed", total_pass, total_pass + total_fail); + if (total_skip > 0) { + printf(", %d skipped", total_skip); + } + printf("\n"); + + if (total_fail > 0) { + printf("\nIf these changes are intentional, regenerate snapshot files with:\n"); + printf(" %s --generate\n", argv0); + } + + return total_fail > 0 ? 1 : 0; +} + +int main(int argc, char ** argv) { + std::string snapshot_dir = SNAPSHOT_DIR; + bool generate = false; + + for (int i = 1; i < argc; i++) { + if (strcmp(argv[i], "--generate") == 0) { + generate = true; + } else if (strcmp(argv[i], "--snapshot-dir") == 0 && i + 1 < argc) { + snapshot_dir = argv[++i]; + } + } + + if (generate) { + return run_generate(snapshot_dir); + } + + // suppress llama log warnings during test (e.g. tensor type fallback messages) + llama_log_set([](enum ggml_log_level, const char *, void *) {}, nullptr); + + return run_remote_tests(snapshot_dir, argv[0]); +} diff --git a/tests/test-quantize-fns.cpp b/tests/test-quantize-fns.cpp index 037c0582bb..a05fab5042 100644 --- a/tests/test-quantize-fns.cpp +++ b/tests/test-quantize-fns.cpp @@ -16,12 +16,16 @@ constexpr float MAX_QUANTIZATION_REFERENCE_ERROR = 0.0001f; constexpr float MAX_QUANTIZATION_TOTAL_ERROR = 0.002f; +constexpr float MAX_QUANTIZATION_TOTAL_ERROR_BINARY = 0.025f; constexpr float MAX_QUANTIZATION_TOTAL_ERROR_TERNARY = 0.01f; constexpr float MAX_QUANTIZATION_TOTAL_ERROR_2BITS = 0.0075f; constexpr float MAX_QUANTIZATION_TOTAL_ERROR_3BITS = 0.0040f; constexpr float MAX_QUANTIZATION_TOTAL_ERROR_3BITS_XXS = 0.0050f; +constexpr float MAX_QUANTIZATION_TOTAL_ERROR_FP4 = 0.0030f; constexpr float MAX_DOT_PRODUCT_ERROR = 0.02f; constexpr float MAX_DOT_PRODUCT_ERROR_LOWBIT = 0.04f; +constexpr float MAX_DOT_PRODUCT_ERROR_FP4 = 0.03f; +constexpr float MAX_DOT_PRODUCT_ERROR_BINARY = 0.40f; constexpr float MAX_DOT_PRODUCT_ERROR_TERNARY = 0.15f; static const char* RESULT_STR[] = {"ok", "FAILED"}; @@ -143,13 +147,15 @@ int main(int argc, char * argv[]) { if (qfns_cpu->from_float && qfns->to_float) { const float total_error = total_quantization_error(qfns, qfns_cpu, test_size, test_data.data()); const float max_quantization_error = + type == GGML_TYPE_Q1_0 ? MAX_QUANTIZATION_TOTAL_ERROR_BINARY : type == GGML_TYPE_TQ1_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY : type == GGML_TYPE_TQ2_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY : type == GGML_TYPE_Q2_K ? MAX_QUANTIZATION_TOTAL_ERROR_2BITS : type == GGML_TYPE_IQ2_S ? MAX_QUANTIZATION_TOTAL_ERROR_2BITS : type == GGML_TYPE_Q3_K ? MAX_QUANTIZATION_TOTAL_ERROR_3BITS : type == GGML_TYPE_IQ3_S ? MAX_QUANTIZATION_TOTAL_ERROR_3BITS : - type == GGML_TYPE_IQ3_XXS ? MAX_QUANTIZATION_TOTAL_ERROR_3BITS_XXS : MAX_QUANTIZATION_TOTAL_ERROR; + type == GGML_TYPE_IQ3_XXS ? MAX_QUANTIZATION_TOTAL_ERROR_3BITS_XXS : + type == GGML_TYPE_NVFP4 ? MAX_QUANTIZATION_TOTAL_ERROR_FP4 : MAX_QUANTIZATION_TOTAL_ERROR; failed = !(total_error < max_quantization_error); num_failed += failed; if (failed || verbose) { @@ -167,8 +173,12 @@ int main(int argc, char * argv[]) { const float max_allowed_error = type == GGML_TYPE_Q2_K || type == GGML_TYPE_IQ2_XS || type == GGML_TYPE_IQ2_XXS || type == GGML_TYPE_IQ3_XXS || type == GGML_TYPE_IQ3_S || type == GGML_TYPE_IQ2_S ? MAX_DOT_PRODUCT_ERROR_LOWBIT + : type == GGML_TYPE_Q1_0 + ? MAX_DOT_PRODUCT_ERROR_BINARY : type == GGML_TYPE_TQ1_0 || type == GGML_TYPE_TQ2_0 ? MAX_DOT_PRODUCT_ERROR_TERNARY + : type == GGML_TYPE_NVFP4 + ? MAX_DOT_PRODUCT_ERROR_FP4 : MAX_DOT_PRODUCT_ERROR; failed = !(vec_dot_error < max_allowed_error); num_failed += failed; diff --git a/tests/test-reasoning-budget.cpp b/tests/test-reasoning-budget.cpp new file mode 100644 index 0000000000..3028fb4d8f --- /dev/null +++ b/tests/test-reasoning-budget.cpp @@ -0,0 +1,237 @@ +#include "reasoning-budget.h" +#include "unicode.h" + +#include "llama.h" +#include "ggml.h" + +#ifdef NDEBUG +#undef NDEBUG +#endif + +#include +#include +#include +#include +#include + +// Reasoning budget sampler test helper +// These tests use nullptr vocab which safely falls back to treating all tokens as complete +// (The UTF-8 boundary detection logic is tested separately in test_utf8_boundary_detection) +static void test_reasoning_budget( + const char * test_name, + const std::vector & sequence, + const std::vector & start_tokens, + const std::vector & end_tokens, + const std::vector & forced_tokens, + int32_t budget, + common_reasoning_budget_state initial_state, + size_t expected_force_start, // token index where forcing should start (SIZE_MAX = never) + size_t expected_force_end // token index where forcing should end (after this, no more forcing) +) { + // Find the maximum token ID to ensure our vocab covers all tokens + llama_token max_token = 0; + for (auto t : sequence) max_token = std::max(max_token, t); + for (auto t : start_tokens) max_token = std::max(max_token, t); + for (auto t : end_tokens) max_token = std::max(max_token, t); + for (auto t : forced_tokens) max_token = std::max(max_token, t); + + // Create a minimal sampler with mock vocabulary + // For this test, we use nullptr as vocab since we're testing state transitions + // The UTF-8 boundary check will treat all tokens as complete (safe fallback) + auto * sampler = common_reasoning_budget_init( + nullptr, // vocab - not used for basic state machine tests + start_tokens, + end_tokens, + forced_tokens, + budget, + initial_state + ); + + // Create a test token data array for checking forcing behavior + // Vocab size must be large enough to include all tokens (start, end, forced, sequence) + std::vector cur; + const size_t n_vocab = (size_t)max_token + 1; + for (size_t i = 0; i < n_vocab; i++) { + cur.emplace_back(llama_token_data{(llama_token)i, logf((float)(i+1)), 0.0f}); + } + llama_token_data_array cur_p = { cur.data(), cur.size(), -1, false }; + + size_t actual_force_start = SIZE_MAX; + size_t actual_force_end = SIZE_MAX; + + // Feed the sequence and track when forcing occurs + for (size_t i = 0; i < sequence.size(); i++) { + // Check if we're in forcing state by applying and seeing if logits are modified + cur_p.selected = -1; + for (size_t j = 0; j < cur.size(); j++) { + cur[j].logit = logf((float)(j+1)); // reset logits + } + + llama_sampler_apply(sampler, &cur_p); + + // Check if forcing is active (all logits except one should be -INFINITY) + size_t finite_count = 0; + llama_token finite_token = -1; + for (size_t j = 0; j < cur.size(); j++) { + if (std::isfinite(cur[j].logit)) { + finite_count++; + finite_token = cur[j].id; + } + } + + llama_sampler_accept(sampler, sequence[i]); + + fprintf(stderr, " i=%zu: token=%d, finite_count=%zu, finite_token=%d\n", i, (int)sequence[i], finite_count, (int)finite_token); + + if (finite_count == 1) { + if (actual_force_start == SIZE_MAX) { + actual_force_start = i; + } + actual_force_end = i; + } else if (actual_force_start != SIZE_MAX && actual_force_end != SIZE_MAX) { + // Forcing stopped + break; + } + } + + llama_sampler_free(sampler); + + // Verify forcing occurred at expected positions + if (expected_force_start == SIZE_MAX) { + if (actual_force_start != SIZE_MAX) { + fprintf(stderr, "Test '%s' FAILED: Expected no forcing, but forcing occurred at %zu\n", test_name, actual_force_start); + GGML_ASSERT(false && "Expected no forcing, but forcing occurred"); + } + } else { + if (actual_force_start == SIZE_MAX) { + fprintf(stderr, "Test '%s' FAILED: Expected forcing but none occurred\n", test_name); + GGML_ASSERT(false && "Expected forcing but none occurred"); + } + if (actual_force_start != expected_force_start) { + fprintf(stderr, "Test '%s' FAILED: Forcing started at %zu, expected %zu\n", test_name, actual_force_start, expected_force_start); + GGML_ASSERT(false && "Forcing started at wrong position"); + } + } + + if (expected_force_end != SIZE_MAX) { + if (actual_force_end < expected_force_end) { + fprintf(stderr, "Test '%s' FAILED: Forcing ended at %zu, expected >= %zu\n", test_name, actual_force_end, expected_force_end); + GGML_ASSERT(false && "Forcing ended too early"); + } + } + + fprintf(stderr, " Test '%s' passed (force_start=%zu, force_end=%zu)\n", test_name, actual_force_start, actual_force_end); + (void)sequence; +} + +// UTF-8 boundary detection unit test +// Tests common_utf8_is_complete() from reasoning-budget.h +static void test_utf8_boundary_detection() { + // Complete sequences + GGML_ASSERT(common_utf8_is_complete("hello")); + GGML_ASSERT(common_utf8_is_complete("")); + GGML_ASSERT(common_utf8_is_complete("\xC2\xA0")); // complete 2-byte UTF-8 (U+00A0) + GGML_ASSERT(common_utf8_is_complete("\xE2\x80\x9C")); // complete 3-byte UTF-8 (left double quote) + GGML_ASSERT(common_utf8_is_complete("\xF0\x9F\x98\x80")); // complete 4-byte UTF-8 (emoji) + GGML_ASSERT(common_utf8_is_complete("abc\xC3\xA9")); // ASCII + complete 2-byte + + // Incomplete sequences + GGML_ASSERT(!common_utf8_is_complete(std::string("\xC2", 1))); // 2-byte start, missing continuation + GGML_ASSERT(!common_utf8_is_complete(std::string("\xE2\x80", 2))); // 3-byte start + 1 cont, missing 1 + GGML_ASSERT(!common_utf8_is_complete(std::string("\xE2", 1))); // 3-byte start, missing 2 + GGML_ASSERT(!common_utf8_is_complete(std::string("\xF0\x9F\x98", 3))); // 4-byte start + 2 cont, missing 1 + GGML_ASSERT(!common_utf8_is_complete(std::string("\xF0\x9F", 2))); // 4-byte start + 1 cont, missing 2 + GGML_ASSERT(!common_utf8_is_complete(std::string("\xF0", 1))); // 4-byte start, missing 3 + GGML_ASSERT(!common_utf8_is_complete(std::string("\x80", 1))); // orphan continuation byte + + // Mixed: ASCII followed by start of multi-byte + GGML_ASSERT(!common_utf8_is_complete(std::string("hello\xC3", 6))); // ASCII + incomplete 2-byte + GGML_ASSERT(common_utf8_is_complete(std::string("hello\xC3\xA9", 7))); // ASCII + complete 2-byte +} + +int main(void) { + // Reasoning budget sampler tests + printf("Testing reasoning budget sampler... "); + + // Test 1: Basic budget with start/end tokens - no forcing (natural end before budget exhausted) + { + const std::vector start = {100}; // start token + const std::vector end = {101}; // end token + const std::vector forced = {102}; // forced token (not used in this test) + const std::vector sequence = {100, 50, 51, 101, 52}; // start, two tokens, end, one more + + test_reasoning_budget("natural end before budget exhausted", sequence, start, end, forced, + 5, // budget of 5 tokens + REASONING_BUDGET_IDLE, + SIZE_MAX, SIZE_MAX); // no forcing expected (natural end) + } + + // Test 2: Budget exhausted, forcing should occur + // Flow: i=0 apply()->passthrough, accept(100)->COUNTING; i=1 accept(50)->remaining=1 + // i=2 accept(51)->remaining=0->FORCING; i=3 apply() forces token[0]; i=4 apply() forces token[1] + // At i=4, accept() advances force_pos to 2 which equals forced_tokens.size(), so state becomes DONE + { + const std::vector start = {100}; + const std::vector end = {101}; + const std::vector forced = {102, 101}; // forced message + end + const std::vector sequence = {100, 50, 51, 52, 53}; // start + 4 tokens (budget=2) + + test_reasoning_budget("budget exhausted forcing", sequence, start, end, forced, + 2, // budget of 2 tokens + REASONING_BUDGET_IDLE, + 3, // forcing starts at i=3 (accept at i=2 depletes budget, apply at i=3 forces) + 4); // forcing continues through i=4 (accept at i=4 transitions to DONE) + } + + // Test 3: Activate immediately with budget=0, forcing should start right away + // Flow: init promotes COUNTING+budget=0 to FORCING, so apply() sees FORCING at i=0 + { + const std::vector start = {100}; + const std::vector end = {101}; + const std::vector forced = {102, 101}; + const std::vector sequence = {100, 50, 51, 52}; // start token first, then 3 tokens + + test_reasoning_budget("activate immediately budget=0", sequence, start, end, forced, + 0, // budget of 0 tokens + REASONING_BUDGET_COUNTING, // starts counting, promoted to FORCING since budget=0 + 0, // forcing starts at i=0 (initialized in FORCING, apply forces immediately) + 1); // forcing continues through i=1 (accept at i=1 transitions to DONE) + } + + // Test 4: No start/end tokens configured - passthrough (no forcing) + { + const std::vector start = {}; + const std::vector end = {}; + const std::vector forced = {102}; + const std::vector sequence = {50, 51, 52, 53}; + + test_reasoning_budget("no start/end configured", sequence, start, end, forced, + 2, // budget + REASONING_BUDGET_IDLE, + SIZE_MAX, SIZE_MAX); // no forcing (no start/end configured) + } + + // Test 5: Activate immediately with budget > 0, count down then force + // Flow: i=0 accept(50)->remaining=1, i=1 accept(51)->remaining=0->FORCING + // Forcing starts at i=2 (apply sees FORCING after accept at i=1 transitioned) + { + const std::vector start = {100}; + const std::vector end = {101}; + const std::vector forced = {102, 101}; + const std::vector sequence = {50, 51, 52, 53}; + + test_reasoning_budget("activate immediately with budget", sequence, start, end, forced, + 2, // budget of 2 tokens + REASONING_BUDGET_COUNTING, + 2, // forcing starts at i=2 (after 2 accepts deplete budget, apply at i=2 forces) + 3); // forcing continues through i=3 + } + + printf("OK (5 tests passed)\n"); + + printf("Testing UTF-8 boundary detection... "); + test_utf8_boundary_detection(); + printf("OK\n"); + + return 0; +} diff --git a/tests/test-state-restore-fragmented.cpp b/tests/test-state-restore-fragmented.cpp index 481b39d04c..8a9bfaf5dc 100644 --- a/tests/test-state-restore-fragmented.cpp +++ b/tests/test-state-restore-fragmented.cpp @@ -22,12 +22,12 @@ int main(int argc, char ** argv) { params.n_parallel = 3; params.n_ctx = 256; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } - common_init(); - // init common_init_result_ptr llama_init = common_init_from_params(params); diff --git a/tests/test-thread-safety.cpp b/tests/test-thread-safety.cpp index bcb86c35e6..acda4aa81e 100644 --- a/tests/test-thread-safety.cpp +++ b/tests/test-thread-safety.cpp @@ -16,12 +16,12 @@ int main(int argc, char ** argv) { common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } - common_init(); - llama_backend_init(); llama_numa_init(params.numa); diff --git a/tests/test-tokenizer-0.py b/tests/test-tokenizer-0.py index cd760d1ce5..4f3f1c8a67 100644 --- a/tests/test-tokenizer-0.py +++ b/tests/test-tokenizer-0.py @@ -19,7 +19,7 @@ with open(fname_tok, 'r', encoding='utf-8') as f: lines = f.readlines() s = ''.join(lines) t_start = time.time() - res = tokenizer.encode(s, add_special_tokens=False) + res = tokenizer.encode(s, add_special_tokens=False) # ty: ignore[unresolved-attribute] t_end = time.time() print('\nmain : tokenized in', "{:.3f}".format(1000.0 * (t_end - t_start)), 'ms (py)') # noqa: NP100 with open(fname_out, 'w', encoding='utf-8') as f: diff --git a/tests/test-tokenizer-random.py b/tests/test-tokenizer-random.py index 93e697607e..8fc476b63c 100644 --- a/tests/test-tokenizer-random.py +++ b/tests/test-tokenizer-random.py @@ -16,8 +16,7 @@ import random import unicodedata from pathlib import Path -from typing import Any, Iterator, cast -from typing_extensions import Buffer +from typing import Any, Iterator import cffi from transformers import AutoTokenizer, PreTrainedTokenizer @@ -114,7 +113,7 @@ class LibLlamaModel: while num < 0 and len(self.text_buff) < (16 << 20): self.text_buff = self.ffi.new("uint8_t[]", -2 * num) num = self.lib.llama_detokenize(self.model, self.token_ids, len(ids), self.text_buff, len(self.text_buff), remove_special, unparse_special) - return str(cast(Buffer, self.ffi.buffer(self.text_buff, num)), encoding="utf-8", errors="replace") # replace errors with '\uFFFD' + return str(self.ffi.buffer(self.text_buff, num), encoding="utf-8", errors="replace") # replace errors with '\uFFFD' # pyright: ignore[reportArgumentType] class Tokenizer: @@ -129,7 +128,7 @@ class Tokenizer: class TokenizerGroundtruth (Tokenizer): def __init__(self, dir_tokenizer: str): - self.model: PreTrainedTokenizer = AutoTokenizer.from_pretrained(dir_tokenizer) + self.model: PreTrainedTokenizer = AutoTokenizer.from_pretrained(dir_tokenizer) # ty: ignore[invalid-assignment] # guess BOS and EOS ids = self.encode("a") assert 1 <= len(ids) <= 3 @@ -143,7 +142,7 @@ class TokenizerGroundtruth (Tokenizer): self.vocab = list(sorted(self.vocab)) # tokens and lists self.special_tokens = list(self.model.all_special_tokens) - self.added_tokens = self.model.batch_decode(self.model.added_tokens_encoder.values(), skip_special_tokens=False) + self.added_tokens = self.model.batch_decode(list(self.model.added_tokens_encoder.values()), skip_special_tokens=False) self.bos_token = self.model.bos_token self.eos_token = self.model.eos_token @@ -151,7 +150,7 @@ class TokenizerGroundtruth (Tokenizer): return self.model.encode(text, add_special_tokens=True) def decode(self, ids: list[int]) -> str: - return self.model.decode(ids, skip_special_tokens=False) + return self.model.decode(ids, skip_special_tokens=False) # ty: ignore[invalid-return-type] class TokenizerLlamaCpp (Tokenizer): @@ -438,7 +437,7 @@ def compare_tokenizers(tokenizer1: TokenizerGroundtruth, tokenizer2: TokenizerLl decode_errors = 0 MAX_ERRORS = 10 - logger.info("%s: %s" % (generator.__qualname__, "ini")) + logger.info("%s: %s" % (getattr(generator, "__qualname__", ""), "ini")) for text in generator: # print(repr(text), text.encode()) # print(repr(text), hex(ord(text[0])), text.encode()) @@ -477,7 +476,7 @@ def compare_tokenizers(tokenizer1: TokenizerGroundtruth, tokenizer2: TokenizerLl break t_total = time.perf_counter() - t_start - logger.info(f"{generator.__qualname__}: end, {t_encode1=:.3f} {t_encode2=:.3f} {t_decode1=:.3f} {t_decode2=:.3f} {t_total=:.3f}") + logger.info(f"{getattr(generator, '__qualname__', '')}: end, {t_encode1=:.3f} {t_encode2=:.3f} {t_decode1=:.3f} {t_decode2=:.3f} {t_total=:.3f}") def main(argv: list[str] | None = None): diff --git a/tools/CMakeLists.txt b/tools/CMakeLists.txt index 518f8b9ae7..b433c91d85 100644 --- a/tools/CMakeLists.txt +++ b/tools/CMakeLists.txt @@ -26,6 +26,7 @@ else() add_subdirectory(server) endif() add_subdirectory(tokenize) + add_subdirectory(parser) add_subdirectory(tts) add_subdirectory(mtmd) if (GGML_RPC) @@ -37,4 +38,5 @@ else() add_subdirectory(export-lora) endif() add_subdirectory(fit-params) + add_subdirectory(results) endif() diff --git a/tools/batched-bench/batched-bench.cpp b/tools/batched-bench/batched-bench.cpp index 0f627c5ff6..3964ef2595 100644 --- a/tools/batched-bench/batched-bench.cpp +++ b/tools/batched-bench/batched-bench.cpp @@ -4,6 +4,7 @@ #include "llama.h" #include +#include #include #include #include @@ -15,14 +16,16 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_BENCH, print_usage)) { return 1; } - common_init(); - int is_pp_shared = params.is_pp_shared; int is_tg_separate = params.is_tg_separate; diff --git a/tools/cli/README.md b/tools/cli/README.md index 22d3fc87e9..de0b780409 100644 --- a/tools/cli/README.md +++ b/tools/cli/README.md @@ -83,7 +83,7 @@ | `-m, --model FNAME` | model path to load
(env: LLAMA_ARG_MODEL) | | `-mu, --model-url MODEL_URL` | model download url (default: unused)
(env: LLAMA_ARG_MODEL_URL) | | `-dr, --docker-repo [/][:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.
example: gemma3
(default: unused)
(env: LLAMA_ARG_DOCKER_REPO) | -| `-hf, -hfr, --hf-repo /[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: unsloth/phi-4-GGUF:q4_k_m
(default: unused)
(env: LLAMA_ARG_HF_REPO) | +| `-hf, -hfr, --hf-repo /[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M
(default: unused)
(env: LLAMA_ARG_HF_REPO) | | `-hfd, -hfrd, --hf-repo-draft /[:quant]` | Same as --hf-repo, but for the draft model (default: unused)
(env: LLAMA_ARG_HFD_REPO) | | `-hff, --hf-file FILE` | Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)
(env: LLAMA_ARG_HF_FILE) | | `-hfv, -hfrv, --hf-repo-v /[:quant]` | Hugging Face model repository for the vocoder model (default: unused)
(env: LLAMA_ARG_HF_REPO_V) | @@ -134,7 +134,7 @@ | `--mirostat-lr N` | Mirostat learning rate, parameter eta (default: 0.10) | | `--mirostat-ent N` | Mirostat target entropy, parameter tau (default: 5.00) | | `-l, --logit-bias TOKEN_ID(+/-)BIAS` | modifies the likelihood of token appearing in the completion,
i.e. `--logit-bias 15043+1` to increase likelihood of token ' Hello',
or `--logit-bias 15043-1` to decrease likelihood of token ' Hello' | -| `--grammar GRAMMAR` | BNF-like grammar to constrain generations (see samples in grammars/ dir) (default: '') | +| `--grammar GRAMMAR` | BNF-like grammar to constrain generations (see samples in grammars/ dir) | | `--grammar-file FNAME` | file to read grammar from | | `-j, --json-schema SCHEMA` | JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object
For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead | | `-jf, --json-schema-file FILE` | File containing a JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object
For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead | @@ -147,7 +147,8 @@ | -------- | ----------- | | `--display-prompt, --no-display-prompt` | whether to print prompt at generation (default: true) | | `-co, --color [on\|off\|auto]` | Colorize output to distinguish prompt and user input from generations ('on', 'off', or 'auto', default: 'auto')
'auto' enables colors when output is to a terminal | -| `--ctx-checkpoints, --swa-checkpoints N` | max number of context checkpoints to create per slot (default: 8)[(more info)](https://github.com/ggml-org/llama.cpp/pull/15293)
(env: LLAMA_ARG_CTX_CHECKPOINTS) | +| `-ctxcp, --ctx-checkpoints, --swa-checkpoints N` | max number of context checkpoints to create per slot (default: 32)[(more info)](https://github.com/ggml-org/llama.cpp/pull/15293)
(env: LLAMA_ARG_CTX_CHECKPOINTS) | +| `-cpent, --checkpoint-every-n-tokens N` | create a checkpoint every n tokens during prefill (processing), -1 to disable (default: 8192)
(env: LLAMA_ARG_CHECKPOINT_EVERY_NT) | | `-cram, --cache-ram N` | set the maximum cache size in MiB (default: 8192, -1 - no limit, 0 - disable)[(more info)](https://github.com/ggml-org/llama.cpp/pull/16391)
(env: LLAMA_ARG_CACHE_RAM) | | `--context-shift, --no-context-shift` | whether to use context shift on infinite text generation (default: disabled)
(env: LLAMA_ARG_CONTEXT_SHIFT) | | `-sys, --system-prompt PROMPT` | system prompt to use with model (if applicable, depending on chat template) | @@ -172,9 +173,12 @@ | `--chat-template-kwargs STRING` | sets additional params for the json template parser, must be a valid json object string, e.g. '{"key1":"value1","key2":"value2"}'
(env: LLAMA_CHAT_TEMPLATE_KWARGS) | | `--jinja, --no-jinja` | whether to use jinja template engine for chat (default: enabled)
(env: LLAMA_ARG_JINJA) | | `--reasoning-format FORMAT` | controls whether thought tags are allowed and/or extracted from the response, and in which format they're returned; one of:
- none: leaves thoughts unparsed in `message.content`
- deepseek: puts thoughts in `message.reasoning_content`
- deepseek-legacy: keeps `` tags in `message.content` while also populating `message.reasoning_content`
(default: auto)
(env: LLAMA_ARG_THINK) | -| `--reasoning-budget N` | controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)
(env: LLAMA_ARG_THINK_BUDGET) | -| `--chat-template JINJA_TEMPLATE` | set custom jinja chat template (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE) | -| `--chat-template-file JINJA_TEMPLATE_FILE` | set custom jinja chat template file (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE_FILE) | +| `-rea, --reasoning [on\|off\|auto]` | Use reasoning/thinking in the chat ('on', 'off', or 'auto', default: 'auto' (detect from template))
(env: LLAMA_ARG_REASONING) | +| `--reasoning-budget N` | token budget for thinking: -1 for unrestricted, 0 for immediate end, N>0 for token budget (default: -1)
(env: LLAMA_ARG_THINK_BUDGET) | +| `--reasoning-budget-message MESSAGE` | message injected before the end-of-thinking tag when reasoning budget is exhausted (default: none)
(env: LLAMA_ARG_THINK_BUDGET_MESSAGE) | +| `--chat-template JINJA_TEMPLATE` | set custom jinja chat template (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek-ocr, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE) | +| `--chat-template-file JINJA_TEMPLATE_FILE` | set custom jinja chat template file (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek-ocr, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE_FILE) | +| `--skip-chat-parsing, --no-skip-chat-parsing` | force a pure content parser, even if a Jinja template is specified; model will output everything in the content section, including any reasoning and/or tool calls (default: disabled)
(env: LLAMA_ARG_SKIP_CHAT_PARSING) | | `--simple-io` | use basic IO for better compatibility in subprocesses and limited consoles | | `--draft, --draft-n, --draft-max N` | number of tokens to draft for speculative decoding (default: 16)
(env: LLAMA_ARG_DRAFT_MAX) | | `--draft-min, --draft-n-min N` | minimum number of draft tokens to use for speculative decoding (default: 0)
(env: LLAMA_ARG_DRAFT_MIN) | diff --git a/tools/cli/cli.cpp b/tools/cli/cli.cpp index e57bf52e36..b57d27762c 100644 --- a/tools/cli/cli.cpp +++ b/tools/cli/cli.cpp @@ -1,3 +1,4 @@ +#include "chat.h" #include "common.h" #include "arg.h" #include "console.h" @@ -6,7 +7,10 @@ #include "server-context.h" #include "server-task.h" +#include #include +#include +#include #include #include #include @@ -53,6 +57,8 @@ struct cli_context { std::vector input_files; task_params defaults; bool verbose_prompt; + int reasoning_budget = -1; + std::string reasoning_budget_message; // thread for showing "loading" animation std::atomic loading_show; @@ -69,6 +75,8 @@ struct cli_context { // defaults.return_progress = true; // TODO: show progress verbose_prompt = params.verbose_prompt; + reasoning_budget = params.reasoning_budget; + reasoning_budget_message = params.reasoning_budget_message; } std::string generate_completion(result_timings & out_timings) { @@ -91,6 +99,24 @@ struct cli_context { task.params.chat_parser_params.parser.load(chat_params.parser); } + // reasoning budget sampler + if (!chat_params.thinking_end_tag.empty()) { + const llama_vocab * vocab = llama_model_get_vocab( + llama_get_model(ctx_server.get_llama_context())); + + task.params.sampling.reasoning_budget_tokens = reasoning_budget; + task.params.sampling.generation_prompt = chat_params.generation_prompt; + + if (!chat_params.thinking_start_tag.empty()) { + task.params.sampling.reasoning_budget_start = + common_tokenize(vocab, chat_params.thinking_start_tag, false, true); + } + task.params.sampling.reasoning_budget_end = + common_tokenize(vocab, chat_params.thinking_end_tag, false, true); + task.params.sampling.reasoning_budget_forced = + common_tokenize(vocab, reasoning_budget_message + chat_params.thinking_end_tag, false, true); + } + rd.post_task({std::move(task)}); } @@ -188,18 +214,141 @@ struct cli_context { inputs.use_jinja = chat_params.use_jinja; inputs.parallel_tool_calls = false; inputs.add_generation_prompt = true; - inputs.enable_thinking = chat_params.enable_thinking; + inputs.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; + inputs.force_pure_content = chat_params.force_pure_content; + inputs.enable_thinking = chat_params.enable_thinking ? common_chat_templates_support_enable_thinking(chat_params.tmpls.get()) : false; // Apply chat template to the list of messages return common_chat_templates_apply(chat_params.tmpls.get(), inputs); } }; +// TODO?: Make this reusable, enums, docs +static const std::array cmds = { + "/audio ", + "/clear", + "/exit", + "/glob ", + "/image ", + "/read ", + "/regen", +}; + +static std::vector> auto_completion_callback(std::string_view line, size_t cursor_byte_pos) { + std::vector> matches; + std::string cmd; + + if (line.length() > 1 && line[0] == '/' && !std::any_of(cmds.begin(), cmds.end(), [line](const std::string & prefix) { + return string_starts_with(line, prefix); + })) { + auto it = cmds.begin(); + + while ((it = std::find_if(it, cmds.end(), [line](const std::string & cmd_line) { + return string_starts_with(cmd_line, line); + })) != cmds.end()) { + matches.emplace_back(*it, (*it).length()); + ++it; + } + } else { + auto it = std::find_if(cmds.begin(), cmds.end(), [line](const std::string & prefix) { + return prefix.back() == ' ' && string_starts_with(line, prefix); + }); + + if (it != cmds.end()) { + cmd = *it; + } + } + + if (!cmd.empty() && cmd != "/glob " && line.length() >= cmd.length() && cursor_byte_pos >= cmd.length()) { + const std::string path_prefix = std::string(line.substr(cmd.length(), cursor_byte_pos - cmd.length())); + const std::string path_postfix = std::string(line.substr(cursor_byte_pos)); + auto cur_dir = std::filesystem::current_path(); + std::string cur_dir_str = cur_dir.string(); + std::string expanded_prefix = path_prefix; + +#if !defined(_WIN32) + if (string_starts_with(path_prefix, "~")) { + const char * home = std::getenv("HOME"); + if (home && home[0]) { + expanded_prefix = std::string(home) + path_prefix.substr(1); + } + } + if (string_starts_with(expanded_prefix, "/")) { +#else + if (std::isalpha(expanded_prefix[0]) && expanded_prefix.find(':') == 1) { +#endif + cur_dir = std::filesystem::path(expanded_prefix).parent_path(); + cur_dir_str = ""; + } else if (!path_prefix.empty()) { + cur_dir /= std::filesystem::path(path_prefix).parent_path(); + } + + std::error_code ec; + for (const auto & entry : std::filesystem::directory_iterator(cur_dir, ec)) { + if (ec) { + break; + } + if (!entry.exists(ec)) { + ec.clear(); + continue; + } + + const std::string path_full = entry.path().string(); + std::string path_entry = !cur_dir_str.empty() && string_starts_with(path_full, cur_dir_str) ? path_full.substr(cur_dir_str.length() + 1) : path_full; + + if (entry.is_directory(ec)) { + path_entry.push_back(std::filesystem::path::preferred_separator); + } + + if (expanded_prefix.empty() || string_starts_with(path_entry, expanded_prefix)) { + std::string updated_line = cmd + path_entry; + matches.emplace_back(updated_line + path_postfix, updated_line.length()); + } + + if (ec) { + ec.clear(); + } + } + + if (matches.empty()) { + std::string updated_line = cmd + path_prefix; + matches.emplace_back(updated_line + path_postfix, updated_line.length()); + } + + // Add the longest common prefix + if (!expanded_prefix.empty() && matches.size() > 1) { + const std::string_view match0(matches[0].first); + const std::string_view match1(matches[1].first); + auto it = std::mismatch(match0.begin(), match0.end(), match1.begin(), match1.end()); + size_t len = it.first - match0.begin(); + + for (size_t i = 2; i < matches.size(); ++i) { + const std::string_view matchi(matches[i].first); + auto cmp = std::mismatch(match0.begin(), match0.end(), matchi.begin(), matchi.end()); + len = std::min(len, static_cast(cmp.first - match0.begin())); + } + + std::string updated_line = std::string(match0.substr(0, len)); + matches.emplace_back(updated_line + path_postfix, updated_line.length()); + } + + std::sort(matches.begin(), matches.end(), [](const auto & a, const auto & b) { + return a.first.compare(0, a.second, b.first, 0, b.second) < 0; + }); + } + + return matches; +} + +static constexpr size_t FILE_GLOB_MAX_RESULTS = 100; + int main(int argc, char ** argv) { common_params params; params.verbosity = LOG_LEVEL_ERROR; // by default, less verbose logs + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_CLI)) { return 1; } @@ -210,8 +359,6 @@ int main(int argc, char ** argv) { console::error("please use llama-completion instead\n"); } - common_init(); - // struct that contains llama context and inference cli_context ctx_cli(params); @@ -223,6 +370,7 @@ int main(int argc, char ** argv) { atexit([]() { console::cleanup(); }); console::set_display(DISPLAY_TYPE_RESET); + console::set_completion_callback(auto_completion_callback); #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) struct sigaction sigint_action; @@ -262,12 +410,15 @@ int main(int argc, char ** argv) { modalities += ", audio"; } - if (!params.system_prompt.empty()) { - ctx_cli.messages.push_back({ - {"role", "system"}, - {"content", params.system_prompt} - }); - } + auto add_system_prompt = [&]() { + if (!params.system_prompt.empty()) { + ctx_cli.messages.push_back({ + {"role", "system"}, + {"content", params.system_prompt} + }); + } + }; + add_system_prompt(); console::log("\n"); console::log("%s\n", LLAMA_ASCII_LOGO); @@ -282,7 +433,8 @@ int main(int argc, char ** argv) { console::log(" /exit or Ctrl+C stop or exit\n"); console::log(" /regen regenerate the last response\n"); console::log(" /clear clear the chat history\n"); - console::log(" /read add a text file\n"); + console::log(" /read add a text file\n"); + console::log(" /glob add text files using globbing pattern\n"); if (inf.has_inp_image) { console::log(" /image add an image file\n"); } @@ -293,6 +445,27 @@ int main(int argc, char ** argv) { // interactive loop std::string cur_msg; + + auto add_text_file = [&](const std::string & fname) -> bool { + std::string marker = ctx_cli.load_input_file(fname, false); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + return false; + } + if (inf.fim_sep_token != LLAMA_TOKEN_NULL) { + cur_msg += common_token_to_piece(ctx_cli.ctx_server.get_llama_context(), inf.fim_sep_token, true); + cur_msg += fname; + cur_msg.push_back('\n'); + } else { + cur_msg += "--- File: "; + cur_msg += fname; + cur_msg += " ---\n"; + } + cur_msg += marker; + console::log("Loaded text from '%s'\n", fname.c_str()); + return true; + }; + while (true) { std::string buffer; console::set_display(DISPLAY_TYPE_USER_INPUT); @@ -357,6 +530,8 @@ int main(int argc, char ** argv) { } } else if (string_starts_with(buffer, "/clear")) { ctx_cli.messages.clear(); + add_system_prompt(); + ctx_cli.input_files.clear(); console::log("Chat history cleared.\n"); continue; @@ -375,22 +550,60 @@ int main(int argc, char ** argv) { continue; } else if (string_starts_with(buffer, "/read ")) { std::string fname = string_strip(buffer.substr(6)); - std::string marker = ctx_cli.load_input_file(fname, false); - if (marker.empty()) { - console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); - continue; + add_text_file(fname); + continue; + } else if (string_starts_with(buffer, "/glob ")) { + std::error_code ec; + size_t count = 0; + auto curdir = std::filesystem::current_path(); + std::string pattern = string_strip(buffer.substr(6)); + std::filesystem::path rel_path; + + auto startglob = pattern.find_first_of("![*?"); + if (startglob != std::string::npos && startglob != 0) { + auto endpath = pattern.substr(0, startglob).find_last_of('/'); + if (endpath != std::string::npos) { + std::string rel_pattern = pattern.substr(0, endpath); +#if !defined(_WIN32) + if (string_starts_with(rel_pattern, "~")) { + const char * home = std::getenv("HOME"); + if (home && home[0]) { + rel_pattern = std::string(home) + rel_pattern.substr(1); + } + } +#endif + rel_path = rel_pattern; + pattern.erase(0, endpath + 1); + curdir /= rel_path; + } } - if (inf.fim_sep_token != LLAMA_TOKEN_NULL) { - cur_msg += common_token_to_piece(ctx_cli.ctx_server.get_llama_context(), inf.fim_sep_token, true); - cur_msg += fname; - cur_msg.push_back('\n'); - } else { - cur_msg += "--- File: "; - cur_msg += fname; - cur_msg += " ---\n"; + + for (const auto & entry : std::filesystem::recursive_directory_iterator(curdir, + std::filesystem::directory_options::skip_permission_denied, ec)) { + if (!entry.is_regular_file()) { + continue; + } + + std::string rel = std::filesystem::relative(entry.path(), curdir, ec).string(); + if (ec) { + ec.clear(); + continue; + } + std::replace(rel.begin(), rel.end(), '\\', '/'); + + if (!glob_match(pattern, rel)) { + continue; + } + + if (!add_text_file((rel_path / rel).string())) { + continue; + } + + if (++count >= FILE_GLOB_MAX_RESULTS) { + console::error("Maximum number of globbed files allowed (%zu) reached.\n", FILE_GLOB_MAX_RESULTS); + break; + } } - cur_msg += marker; - console::log("Loaded text from '%s'\n", fname.c_str()); continue; } else { // not a command diff --git a/tools/completion/README.md b/tools/completion/README.md index bcc0887659..fe1a036a38 100644 --- a/tools/completion/README.md +++ b/tools/completion/README.md @@ -166,7 +166,7 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 | `-m, --model FNAME` | model path to load
(env: LLAMA_ARG_MODEL) | | `-mu, --model-url MODEL_URL` | model download url (default: unused)
(env: LLAMA_ARG_MODEL_URL) | | `-dr, --docker-repo [/][:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.
example: gemma3
(default: unused)
(env: LLAMA_ARG_DOCKER_REPO) | -| `-hf, -hfr, --hf-repo /[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: unsloth/phi-4-GGUF:q4_k_m
(default: unused)
(env: LLAMA_ARG_HF_REPO) | +| `-hf, -hfr, --hf-repo /[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M
(default: unused)
(env: LLAMA_ARG_HF_REPO) | | `-hfd, -hfrd, --hf-repo-draft /[:quant]` | Same as --hf-repo, but for the draft model (default: unused)
(env: LLAMA_ARG_HFD_REPO) | | `-hff, --hf-file FILE` | Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)
(env: LLAMA_ARG_HF_FILE) | | `-hfv, -hfrv, --hf-repo-v /[:quant]` | Hugging Face model repository for the vocoder model (default: unused)
(env: LLAMA_ARG_HF_REPO_V) | @@ -217,7 +217,7 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 | `--mirostat-lr N` | Mirostat learning rate, parameter eta (default: 0.10) | | `--mirostat-ent N` | Mirostat target entropy, parameter tau (default: 5.00) | | `-l, --logit-bias TOKEN_ID(+/-)BIAS` | modifies the likelihood of token appearing in the completion,
i.e. `--logit-bias 15043+1` to increase likelihood of token ' Hello',
or `--logit-bias 15043-1` to decrease likelihood of token ' Hello' | -| `--grammar GRAMMAR` | BNF-like grammar to constrain generations (see samples in grammars/ dir) (default: '') | +| `--grammar GRAMMAR` | BNF-like grammar to constrain generations (see samples in grammars/ dir) | | `--grammar-file FNAME` | file to read grammar from | | `-j, --json-schema SCHEMA` | JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object
For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead | | `-jf, --json-schema-file FILE` | File containing a JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object
For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead | @@ -252,9 +252,12 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 | `-gaw, --grp-attn-w N` | group-attention width (default: 512)
(env: LLAMA_ARG_GRP_ATTN_W) | | `--jinja, --no-jinja` | whether to use jinja template engine for chat (default: disabled)
(env: LLAMA_ARG_JINJA) | | `--reasoning-format FORMAT` | controls whether thought tags are allowed and/or extracted from the response, and in which format they're returned; one of:
- none: leaves thoughts unparsed in `message.content`
- deepseek: puts thoughts in `message.reasoning_content`
- deepseek-legacy: keeps `` tags in `message.content` while also populating `message.reasoning_content`
(default: auto)
(env: LLAMA_ARG_THINK) | -| `--reasoning-budget N` | controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)
(env: LLAMA_ARG_THINK_BUDGET) | -| `--chat-template JINJA_TEMPLATE` | set custom jinja chat template (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE) | -| `--chat-template-file JINJA_TEMPLATE_FILE` | set custom jinja chat template file (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE_FILE) | +| `-rea, --reasoning [on\|off\|auto]` | Use reasoning/thinking in the chat ('on', 'off', or 'auto', default: 'auto' (detect from template))
(env: LLAMA_ARG_REASONING) | +| `--reasoning-budget N` | token budget for thinking: -1 for unrestricted, 0 for immediate end, N>0 for token budget (default: -1)
(env: LLAMA_ARG_THINK_BUDGET) | +| `--reasoning-budget-message MESSAGE` | message injected before the end-of-thinking tag when reasoning budget is exhausted (default: none)
(env: LLAMA_ARG_THINK_BUDGET_MESSAGE) | +| `--chat-template JINJA_TEMPLATE` | set custom jinja chat template (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek-ocr, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE) | +| `--chat-template-file JINJA_TEMPLATE_FILE` | set custom jinja chat template file (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek-ocr, deepseek2, deepseek3, exaone-moe, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, solar-open, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE_FILE) | +| `--skip-chat-parsing, --no-skip-chat-parsing` | force a pure content parser, even if a Jinja template is specified; model will output everything in the content section, including any reasoning and/or tool calls (default: disabled)
(env: LLAMA_ARG_SKIP_CHAT_PARSING) | | `--simple-io` | use basic IO for better compatibility in subprocesses and limited consoles | @@ -480,7 +483,7 @@ Example usage: `--mirostat 2 --mirostat-lr 0.05 --mirostat-ent 3.0` Exclude Top Choices (XTC) is a unique sampler that is designed to remove top tokens from consideration and avoid more obvious and repetitive outputs. With a chance of `xtc-probability` it searches for tokens with probabilities of `xtc-threshold` and above, then removes all such tokens except the least probable one. -By removing top tokens XTC can improve the variety of answers, break writing clichés and inhibit repition, since clichés and repeated phrases are usually more likely to appear. By keeping the last token above the threshold, XTC ensures that the answer is still coherent. XTC is meant to be used for creative tasks, but feel free to experiment with different settings for different models. +By removing top tokens XTC can improve the variety of answers, break writing clichés and inhibit repetition, since clichés and repeated phrases are usually more likely to appear. By keeping the last token above the threshold, XTC ensures that the answer is still coherent. XTC is meant to be used for creative tasks, but feel free to experiment with different settings for different models. Being experimental and unique, XTC is disabled by default. The recommended combination of samplers is Min-P followed by XTC on its default settings: `--sampling-seq mx --min-p 0.02 --xtc-probability 0.5`. @@ -531,7 +534,7 @@ These options help improve the performance and memory usage of the LLaMA models. ### NUMA support -- `--numa distribute`: Pin an equal proportion of the threads to the cores on each NUMA node. This will spread the load amongst all cores on the system, utilitizing all memory channels at the expense of potentially requiring memory to travel over the slow links between nodes. +- `--numa distribute`: Pin an equal proportion of the threads to the cores on each NUMA node. This will spread the load amongst all cores on the system, utilizing all memory channels at the expense of potentially requiring memory to travel over the slow links between nodes. - `--numa isolate`: Pin all threads to the NUMA node that the program starts on. This limits the number of cores and amount of memory that can be used, but guarantees all memory access remains local to the NUMA node. - `--numa numactl`: Pin threads to the CPUMAP that is passed to the program by starting it with the numactl utility. This is the most flexible mode, and allow arbitrary core usage patterns, for example a map that uses all the cores on one NUMA nodes, and just enough cores on a second node to saturate the inter-node memory bus. diff --git a/tools/completion/completion.cpp b/tools/completion/completion.cpp index aed2c0e38f..1dc5df1afa 100644 --- a/tools/completion/completion.cpp +++ b/tools/completion/completion.cpp @@ -6,6 +6,7 @@ #include "llama.h" #include "chat.h" +#include #include #include #include @@ -84,15 +85,17 @@ static void sigint_handler(int signo) { #endif int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; g_params = ¶ms; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMPLETION, print_usage)) { return 1; } - common_init(); - auto & sparams = params.sampling; // save choice to use color for later @@ -305,6 +308,7 @@ int main(int argc, char ** argv) { inputs.use_jinja = g_params->use_jinja; inputs.messages = chat_msgs; inputs.add_generation_prompt = !params.prompt.empty(); + inputs.force_pure_content = params.force_pure_content_parser; prompt = common_chat_templates_apply(chat_templates.get(), inputs).prompt; } @@ -376,7 +380,7 @@ int main(int argc, char ** argv) { // remove any "future" tokens that we might have inherited from the previous session if (session_tokens.size() > n_match) { if (!llama_memory_seq_rm(mem, -1, n_match, -1)) { - LOG_WRN("%s: unable to resuse common prefix (for example, when the memory is recurrent)\n", __func__); + LOG_WRN("%s: unable to reuse common prefix (for example, when the memory is recurrent)\n", __func__); llama_memory_clear(mem, true); session_tokens.clear(); n_match = 0; @@ -691,7 +695,7 @@ int main(int argc, char ** argv) { if (!common_prompt_batch_decode(ctx, embd, n_past, params.n_batch, path_session, save_now)) { return 1; } - session_tokens.insert(session_tokens.end(), embd.begin(), embd.begin()); + session_tokens.insert(session_tokens.end(), embd.begin(), embd.end()); n_session_consumed = session_tokens.size(); session_do_save = false; diff --git a/tools/cvector-generator/cvector-generator.cpp b/tools/cvector-generator/cvector-generator.cpp index 3ba7c52950..fd6e5ddd2d 100644 --- a/tools/cvector-generator/cvector-generator.cpp +++ b/tools/cvector-generator/cvector-generator.cpp @@ -7,6 +7,8 @@ #include "pca.hpp" #include "mean.hpp" +#include + #ifdef GGML_USE_CUDA #include "ggml-cuda.h" #endif @@ -108,7 +110,7 @@ struct callback_data { auto diff_filtered = filter_nonzero_rows(v_pos[il]); v_diff_filtered.push_back(diff_filtered); } - return v_diff_filtered; // for convinient, we return the result std::vector + return v_diff_filtered; // for convenient, we return the result std::vector } // delete zero rows from a given 2D tensor @@ -392,10 +394,14 @@ static int prepare_entries(common_params & params, train_context & ctx_train) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.out_file = "control_vector.gguf"; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_CVECTOR_GENERATOR, print_usage)) { return 1; } diff --git a/tools/export-lora/export-lora.cpp b/tools/export-lora/export-lora.cpp index 41f426208f..e1bc4a2f31 100644 --- a/tools/export-lora/export-lora.cpp +++ b/tools/export-lora/export-lora.cpp @@ -5,6 +5,7 @@ #include "arg.h" #include "common.h" +#include #include #include #include @@ -411,10 +412,14 @@ static void print_usage(int, char ** argv) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.out_file = "ggml-lora-merged-f16.gguf"; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_EXPORT_LORA, print_usage)) { return 1; } diff --git a/tools/fit-params/fit-params.cpp b/tools/fit-params/fit-params.cpp index 0176be06e7..3c0404ed30 100644 --- a/tools/fit-params/fit-params.cpp +++ b/tools/fit-params/fit-params.cpp @@ -17,11 +17,12 @@ using namespace std::chrono_literals; int main(int argc, char ** argv) { common_params params; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { return 1; } - common_init(); llama_backend_init(); llama_numa_init(params.numa); auto mparams = common_model_params_to_llama(params); diff --git a/tools/gguf-split/README.md b/tools/gguf-split/README.md index ad1d86651b..9304bc17f0 100644 --- a/tools/gguf-split/README.md +++ b/tools/gguf-split/README.md @@ -7,4 +7,4 @@ CLI to split / merge GGUF files. - `--split`: split GGUF to multiple GGUF, default operation. - `--split-max-size`: max size per split in `M` or `G`, f.ex. `500M` or `2G`. - `--split-max-tensors`: maximum tensors in each split: default(128) -- `--merge`: merge multiple GGUF to a single GGUF. +- `--merge`: merge multiple GGUF to a single GGUF. You only need to specify the name of the first GGUF to merge, the name of the merged GGUF, and the CLI will find the other GGUFs it needs within the same folder. diff --git a/tools/gguf-split/gguf-split.cpp b/tools/gguf-split/gguf-split.cpp index 30e771564e..f99f0299b9 100644 --- a/tools/gguf-split/gguf-split.cpp +++ b/tools/gguf-split/gguf-split.cpp @@ -6,6 +6,7 @@ #include #include #include +#include #include #include #include @@ -567,6 +568,8 @@ static void gguf_merge(const split_params & split_params) { } int main(int argc, const char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + split_params params; split_params_parse(argc, argv, params); diff --git a/tools/imatrix/README.md b/tools/imatrix/README.md index 4505cb4ce8..4cbe4fd0cf 100644 --- a/tools/imatrix/README.md +++ b/tools/imatrix/README.md @@ -95,4 +95,4 @@ Weighted averages of Σ(Act²), ZD Score and CosSim are also calculated. #### Important note on the computed Statistics When using these statistics, please note that they are computed on the squared activations, **not on the actual (raw) activations**. -Whilst the results are still useful, they're less realiable than using the raw values, and in the case of the cosine similarity, could be misleading if the tensor contains opposite vectors. +Whilst the results are still useful, they're less reliable than using the raw values, and in the case of the cosine similarity, could be misleading if the tensor contains opposite vectors. diff --git a/tools/imatrix/imatrix.cpp b/tools/imatrix/imatrix.cpp index e025c114b4..3f7f3a11df 100644 --- a/tools/imatrix/imatrix.cpp +++ b/tools/imatrix/imatrix.cpp @@ -6,6 +6,7 @@ #include #include +#include #include #include #include @@ -142,11 +143,20 @@ static void compute_statistics(std::vector & tstats, const st activations.reserve(e.values.size()); for (int i = 0; i < n_mat; ++i) { + if (e.counts[i] == 0) { + LOG_DBG("%s: skipping tensor %s due to zero count at index %d\n", __func__, name.c_str(), i); + continue; + } for (int j = 0; j < row_size; ++j) { activations.push_back(e.values[i*row_size + j] / e.counts[i]); } } + if (activations.empty()) { + LOG_ERR("%s: all counts are zero for tensor %s, skipping statistics computation\n", __func__, name.c_str()); + return; + } + const float act_total = std::accumulate(activations.begin(), activations.end(), 0.0f); const float act_max = *std::max_element(activations.begin(), activations.end()); const float act_min = *std::min_element(activations.begin(), activations.end()); @@ -1141,10 +1151,12 @@ static bool show_statistics(const common_params & params) { blk = -1; // not a block layer } + const float entropy_norm = (tstat.elements > 0) ? 100.0f * (tstat.entropy / std::log2(tstat.elements)) : 0.0f; + LOG_INF("%5s\t%-20s\t%10.2f\t%8.4f\t%11.4f\t%6.2f\t%6.2f\t%8.2f%%\t%6d\t%10.4f\t%6.2f%%\t%10.2f%%\t%8.4f\n", layer.c_str(), name.c_str(), tstat.total_sqract, tstat.min_sqract, tstat.max_sqract, tstat.mean_sqract, tstat.stddev, tstat.active * 100.0f, tstat.elements, tstat.entropy, - 100.0f * (tstat.entropy / std::log2(tstat.elements)), 100.0f * tstat.zd, tstat.cossim); + entropy_norm, 100.0f * tstat.zd, tstat.cossim); const float weighted_bias = tstat.elements * tstat.total_sqract; const float weighted_zd = tstat.elements * tstat.zd; @@ -1191,6 +1203,8 @@ static bool show_statistics(const common_params & params) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); + common_params params; params.out_file = "imatrix.gguf"; @@ -1198,6 +1212,8 @@ int main(int argc, char ** argv) { params.n_ctx = 512; params.escape = false; + common_init(); + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_IMATRIX, print_usage)) { return 1; } @@ -1209,8 +1225,6 @@ int main(int argc, char ** argv) { return 0; } - common_init(); - const int32_t n_ctx = params.n_ctx; if (n_ctx <= 0) { diff --git a/tools/llama-bench/README.md b/tools/llama-bench/README.md index c837bb6d26..70355920b8 100644 --- a/tools/llama-bench/README.md +++ b/tools/llama-bench/README.md @@ -62,6 +62,8 @@ test parameters: -ot --override-tensors =;... (default: disabled) -nopo, --no-op-offload <0|1> (default: 0) + -fitt, --fit-target fit model to device memory with this margin per device in MiB (default: off) + -fitc, --fit-ctx minimum ctx size for --fit-target (default: 4096) Multiple values can be given for each parameter by separating them with ',' or by specifying the parameter multiple times. Ranges can be given as diff --git a/tools/llama-bench/llama-bench.cpp b/tools/llama-bench/llama-bench.cpp index 7da6c3957c..b15a26a987 100644 --- a/tools/llama-bench/llama-bench.cpp +++ b/tools/llama-bench/llama-bench.cpp @@ -20,6 +20,7 @@ #include #include "common.h" +#include "download.h" #include "ggml.h" #include "llama.h" @@ -259,6 +260,8 @@ static const char * split_mode_str(llama_split_mode mode) { return "layer"; case LLAMA_SPLIT_MODE_ROW: return "row"; + case LLAMA_SPLIT_MODE_TENSOR: + return "tensor"; default: GGML_ABORT("invalid split mode"); } @@ -312,6 +315,9 @@ static std::vector parse_int_range(const std::string & s) { struct cmd_params { std::vector model; + std::vector hf_repo; + std::vector hf_file; + std::string hf_token; std::vector n_prompt; std::vector n_gen; std::vector> n_pg; @@ -338,6 +344,8 @@ struct cmd_params { std::vector embeddings; std::vector no_op_offload; std::vector no_host; + std::vector fit_params_target; + std::vector fit_params_min_ctx; ggml_numa_strategy numa; int reps; ggml_sched_priority prio; @@ -351,6 +359,9 @@ struct cmd_params { static const cmd_params cmd_params_defaults = { /* model */ { "models/7B/ggml-model-q4_0.gguf" }, + /* hf_repo */ {}, + /* hf_file */ {}, + /* hf_token */ "", /* n_prompt */ { 512 }, /* n_gen */ { 128 }, /* n_pg */ {}, @@ -372,11 +383,13 @@ static const cmd_params cmd_params_defaults = { /* devices */ { {} }, /* tensor_split */ { std::vector(llama_max_devices(), 0.0f) }, /* tensor_buft_overrides*/ { std::vector{ { nullptr, nullptr } } }, - /* use_mmap */ { false }, + /* use_mmap */ { true }, /* use_direct_io */ { false }, /* embeddings */ { false }, /* no_op_offload */ { false }, /* no_host */ { false }, + /* fit_params_target */ { 0 }, + /* fit_params_min_ctx */ { 0 }, /* numa */ GGML_NUMA_STRATEGY_DISABLED, /* reps */ 5, /* prio */ GGML_SCHED_PRIO_NORMAL, @@ -393,74 +406,59 @@ static void print_usage(int /* argc */, char ** argv) { printf("\n"); printf("options:\n"); printf(" -h, --help\n"); - printf(" --numa numa mode (default: disabled)\n"); - printf(" -r, --repetitions number of times to repeat each test (default: %d)\n", - cmd_params_defaults.reps); - printf(" --prio <-1|0|1|2|3> process/thread priority (default: %d)\n", - cmd_params_defaults.prio); - printf(" --delay <0...N> (seconds) delay between each test (default: %d)\n", - cmd_params_defaults.delay); - printf(" -o, --output output format printed to stdout (default: %s)\n", - output_format_str(cmd_params_defaults.output_format)); - printf(" -oe, --output-err output format printed to stderr (default: %s)\n", - output_format_str(cmd_params_defaults.output_format_stderr)); - printf(" --list-devices list available devices and exit\n"); - printf(" -v, --verbose verbose output\n"); - printf(" --progress print test progress indicators\n"); - printf(" --no-warmup skip warmup runs before benchmarking\n"); + printf(" --numa numa mode (default: disabled)\n"); + printf(" -r, --repetitions number of times to repeat each test (default: %d)\n", cmd_params_defaults.reps); + printf(" --prio <-1|0|1|2|3> process/thread priority (default: %d)\n", cmd_params_defaults.prio); + printf(" --delay <0...N> (seconds) delay between each test (default: %d)\n", cmd_params_defaults.delay); + printf(" -o, --output output format printed to stdout (default: %s)\n", output_format_str(cmd_params_defaults.output_format)); + printf(" -oe, --output-err output format printed to stderr (default: %s)\n", output_format_str(cmd_params_defaults.output_format_stderr)); + printf(" --list-devices list available devices and exit\n"); + printf(" -v, --verbose verbose output\n"); + printf(" --progress print test progress indicators\n"); + printf(" --no-warmup skip warmup runs before benchmarking\n"); + printf(" -fitt, --fit-target fit model to device memory with this margin per device in MiB (default: off)\n"); + printf(" -fitc, --fit-ctx minimum ctx size for --fit-target (default: 4096)\n"); if (llama_supports_rpc()) { - printf(" -rpc, --rpc register RPC devices (comma separated)\n"); + printf(" -rpc, --rpc register RPC devices (comma separated)\n"); } printf("\n"); printf("test parameters:\n"); - printf(" -m, --model (default: %s)\n", join(cmd_params_defaults.model, ",").c_str()); - printf(" -p, --n-prompt (default: %s)\n", - join(cmd_params_defaults.n_prompt, ",").c_str()); - printf(" -n, --n-gen (default: %s)\n", join(cmd_params_defaults.n_gen, ",").c_str()); - printf(" -pg (default: %s)\n", - join(transform_to_str(cmd_params_defaults.n_pg, pair_str), ",").c_str()); - printf(" -d, --n-depth (default: %s)\n", - join(cmd_params_defaults.n_depth, ",").c_str()); - printf(" -b, --batch-size (default: %s)\n", - join(cmd_params_defaults.n_batch, ",").c_str()); - printf(" -ub, --ubatch-size (default: %s)\n", - join(cmd_params_defaults.n_ubatch, ",").c_str()); - printf(" -ctk, --cache-type-k (default: %s)\n", - join(transform_to_str(cmd_params_defaults.type_k, ggml_type_name), ",").c_str()); - printf(" -ctv, --cache-type-v (default: %s)\n", - join(transform_to_str(cmd_params_defaults.type_v, ggml_type_name), ",").c_str()); - printf(" -t, --threads (default: %s)\n", - join(cmd_params_defaults.n_threads, ",").c_str()); - printf(" -C, --cpu-mask (default: %s)\n", - join(cmd_params_defaults.cpu_mask, ",").c_str()); - printf(" --cpu-strict <0|1> (default: %s)\n", - join(cmd_params_defaults.cpu_strict, ",").c_str()); - printf(" --poll <0...100> (default: %s)\n", join(cmd_params_defaults.poll, ",").c_str()); - printf(" -ngl, --n-gpu-layers (default: %s)\n", - join(cmd_params_defaults.n_gpu_layers, ",").c_str()); - printf(" -ncmoe, --n-cpu-moe (default: %s)\n", - join(cmd_params_defaults.n_cpu_moe, ",").c_str()); - printf(" -sm, --split-mode (default: %s)\n", - join(transform_to_str(cmd_params_defaults.split_mode, split_mode_str), ",").c_str()); - printf(" -mg, --main-gpu (default: %s)\n", - join(cmd_params_defaults.main_gpu, ",").c_str()); - printf(" -nkvo, --no-kv-offload <0|1> (default: %s)\n", - join(cmd_params_defaults.no_kv_offload, ",").c_str()); - printf(" -fa, --flash-attn <0|1> (default: %s)\n", - join(cmd_params_defaults.flash_attn, ",").c_str()); - printf(" -dev, --device (default: auto)\n"); - printf(" -mmp, --mmap <0|1> (default: %s)\n", - join(cmd_params_defaults.use_mmap, ",").c_str()); - printf(" -dio, --direct-io <0|1> (default: %s)\n", - join(cmd_params_defaults.use_direct_io, ",").c_str()); - printf(" -embd, --embeddings <0|1> (default: %s)\n", - join(cmd_params_defaults.embeddings, ",").c_str()); - printf(" -ts, --tensor-split (default: 0)\n"); + printf(" -m, --model (default: %s)\n", join(cmd_params_defaults.model, ",").c_str()); + printf(" -hf, -hfr, --hf-repo /[:quant] Hugging Face model repository; quant is optional, case-insensitive\n"); + printf(" default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.\n"); + printf(" example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M\n"); + printf(" (default: unused)\n"); + printf(" -hff, --hf-file Hugging Face model file. If specified, it will override the quant in --hf-repo\n"); + printf(" (default: unused)\n"); + printf(" -hft, --hf-token Hugging Face access token\n"); + printf(" (default: value from HF_TOKEN environment variable)\n"); + printf(" -p, --n-prompt (default: %s)\n", join(cmd_params_defaults.n_prompt, ",").c_str()); + printf(" -n, --n-gen (default: %s)\n", join(cmd_params_defaults.n_gen, ",").c_str()); + printf(" -pg (default: %s)\n", join(transform_to_str(cmd_params_defaults.n_pg, pair_str), ",").c_str()); + printf(" -d, --n-depth (default: %s)\n", join(cmd_params_defaults.n_depth, ",").c_str()); + printf(" -b, --batch-size (default: %s)\n", join(cmd_params_defaults.n_batch, ",").c_str()); + printf(" -ub, --ubatch-size (default: %s)\n", join(cmd_params_defaults.n_ubatch, ",").c_str()); + printf(" -ctk, --cache-type-k (default: %s)\n", join(transform_to_str(cmd_params_defaults.type_k, ggml_type_name), ",").c_str()); + printf(" -ctv, --cache-type-v (default: %s)\n", join(transform_to_str(cmd_params_defaults.type_v, ggml_type_name), ",").c_str()); + printf(" -t, --threads (default: %s)\n", join(cmd_params_defaults.n_threads, ",").c_str()); + printf(" -C, --cpu-mask (default: %s)\n", join(cmd_params_defaults.cpu_mask, ",").c_str()); + printf(" --cpu-strict <0|1> (default: %s)\n", join(cmd_params_defaults.cpu_strict, ",").c_str()); + printf(" --poll <0...100> (default: %s)\n", join(cmd_params_defaults.poll, ",").c_str()); + printf(" -ngl, --n-gpu-layers (default: %s)\n", join(cmd_params_defaults.n_gpu_layers, ",").c_str()); + printf(" -ncmoe, --n-cpu-moe (default: %s)\n", join(cmd_params_defaults.n_cpu_moe, ",").c_str()); + printf(" -sm, --split-mode (default: %s)\n", join(transform_to_str(cmd_params_defaults.split_mode, split_mode_str), ",").c_str()); + printf(" -mg, --main-gpu (default: %s)\n", join(cmd_params_defaults.main_gpu, ",").c_str()); + printf(" -nkvo, --no-kv-offload <0|1> (default: %s)\n", join(cmd_params_defaults.no_kv_offload, ",").c_str()); + printf(" -fa, --flash-attn <0|1> (default: %s)\n", join(cmd_params_defaults.flash_attn, ",").c_str()); + printf(" -dev, --device (default: auto)\n"); + printf(" -mmp, --mmap <0|1> (default: %s)\n", join(cmd_params_defaults.use_mmap, ",").c_str()); + printf(" -dio, --direct-io <0|1> (default: %s)\n", join(cmd_params_defaults.use_direct_io, ",").c_str()); + printf(" -embd, --embeddings <0|1> (default: %s)\n", join(cmd_params_defaults.embeddings, ",").c_str()); + printf(" -ts, --tensor-split (default: 0)\n"); printf(" -ot --override-tensor =;...\n"); - printf(" (default: disabled)\n"); - printf(" -nopo, --no-op-offload <0|1> (default: 0)\n"); - printf(" --no-host <0|1> (default: %s)\n", - join(cmd_params_defaults.no_host, ",").c_str()); + printf(" (default: disabled)\n"); + printf(" -nopo, --no-op-offload <0|1> (default: 0)\n"); + printf(" --no-host <0|1> (default: %s)\n", join(cmd_params_defaults.no_host, ",").c_str()); printf("\n"); printf( "Multiple values can be given for each parameter by separating them with ','\n" @@ -514,6 +512,10 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { params.progress = cmd_params_defaults.progress; params.no_warmup = cmd_params_defaults.no_warmup; + if (const char * env = getenv("HF_TOKEN")) { + params.hf_token = env; + } + for (int i = 1; i < argc; i++) { arg = argv[i]; if (arg.compare(0, arg_prefix.size(), arg_prefix) == 0) { @@ -531,6 +533,26 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { } auto p = string_split(argv[i], split_delim); params.model.insert(params.model.end(), p.begin(), p.end()); + } else if (arg == "-hf" || arg == "-hfr" || arg == "--hf-repo") { + if (++i >= argc) { + invalid_param = true; + break; + } + auto p = string_split(argv[i], split_delim); + params.hf_repo.insert(params.hf_repo.end(), p.begin(), p.end()); + } else if (arg == "-hff" || arg == "--hf-file") { + if (++i >= argc) { + invalid_param = true; + break; + } + auto p = string_split(argv[i], split_delim); + params.hf_file.insert(params.hf_file.end(), p.begin(), p.end()); + } else if (arg == "-hft" || arg == "--hf-token") { + if (++i >= argc) { + invalid_param = true; + break; + } + params.hf_token = argv[i]; } else if (arg == "-p" || arg == "--n-prompt") { if (++i >= argc) { invalid_param = true; @@ -723,6 +745,8 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { mode = LLAMA_SPLIT_MODE_LAYER; } else if (m == "row") { mode = LLAMA_SPLIT_MODE_ROW; + } else if (m == "tensor") { + mode = LLAMA_SPLIT_MODE_TENSOR; } else { invalid_param = true; break; @@ -944,6 +968,24 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { params.progress = true; } else if (arg == "--no-warmup") { params.no_warmup = true; + } else if (arg == "-fitt" || arg == "--fit-target") { + if (++i >= argc) { + invalid_param = true; + break; + } + auto p = string_split(argv[i], split_delim); + for (const auto & v : p) { + params.fit_params_target.push_back(std::stoull(v)); + } + } else if (arg == "-fitc" || arg == "--fit-ctx") { + if (++i >= argc) { + invalid_param = true; + break; + } + auto p = string_split(argv[i], split_delim); + for (const auto & v : p) { + params.fit_params_min_ctx.push_back(std::stoul(v)); + } } else { invalid_param = true; break; @@ -961,6 +1003,29 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { exit(1); } + if (!params.hf_repo.empty()) { + for (size_t i = 0; i < params.hf_repo.size(); i++) { + common_params_model model; + + if (params.hf_file.empty() || params.hf_file[i].empty()) { + model.hf_repo = params.hf_repo[i]; + } else { + model.hf_repo = params.hf_repo[i]; + model.hf_file = params.hf_file[i]; + } + + common_download_opts opts; + opts.bearer_token = params.hf_token; + auto download_result = common_download_model(model, opts); + if (download_result.model_path.empty()) { + fprintf(stderr, "error: failed to download model from HuggingFace\n"); + exit(1); + } + + params.model.push_back(download_result.model_path); + } + } + // set defaults if (params.model.empty()) { params.model = cmd_params_defaults.model; @@ -1043,6 +1108,12 @@ static cmd_params parse_cmd_params(int argc, char ** argv) { if (params.poll.empty()) { params.poll = cmd_params_defaults.poll; } + if (params.fit_params_target.empty()) { + params.fit_params_target = cmd_params_defaults.fit_params_target; + } + if (params.fit_params_min_ctx.empty()) { + params.fit_params_min_ctx = cmd_params_defaults.fit_params_min_ctx; + } return params; } @@ -1074,6 +1145,8 @@ struct cmd_params_instance { bool embeddings; bool no_op_offload; bool no_host; + size_t fit_target; + uint32_t fit_min_ctx; llama_model_params to_llama_mparams() const { llama_model_params mparams = llama_model_default_params(); @@ -1162,6 +1235,8 @@ static std::vector get_cmd_params_instances(const cmd_param // this ordering minimizes the number of times that each model needs to be reloaded // clang-format off for (const auto & m : params.model) + for (const auto & fpt : params.fit_params_target) + for (const auto & fpc : params.fit_params_min_ctx) for (const auto & nl : params.n_gpu_layers) for (const auto & ncmoe : params.n_cpu_moe) for (const auto & sm : params.split_mode) @@ -1216,6 +1291,8 @@ static std::vector get_cmd_params_instances(const cmd_param /* .embeddings = */ embd, /* .no_op_offload= */ nopo, /* .no_host = */ noh, + /* .fit_target = */ fpt, + /* .fit_min_ctx = */ fpc, }; instances.push_back(instance); } @@ -1251,6 +1328,8 @@ static std::vector get_cmd_params_instances(const cmd_param /* .embeddings = */ embd, /* .no_op_offload= */ nopo, /* .no_host = */ noh, + /* .fit_target = */ fpt, + /* .fit_min_ctx = */ fpc, }; instances.push_back(instance); } @@ -1286,6 +1365,8 @@ static std::vector get_cmd_params_instances(const cmd_param /* .embeddings = */ embd, /* .no_op_offload= */ nopo, /* .no_host = */ noh, + /* .fit_target = */ fpt, + /* .fit_min_ctx = */ fpc, }; instances.push_back(instance); } @@ -1326,6 +1407,8 @@ struct test { bool embeddings; bool no_op_offload; bool no_host; + size_t fit_target; + uint32_t fit_min_ctx; int n_prompt; int n_gen; int n_depth; @@ -1364,6 +1447,8 @@ struct test { embeddings = inst.embeddings; no_op_offload = inst.no_op_offload; no_host = inst.no_host; + fit_target = inst.fit_target; + fit_min_ctx = inst.fit_min_ctx; n_prompt = inst.n_prompt; n_gen = inst.n_gen; n_depth = inst.n_depth; @@ -1421,7 +1506,8 @@ struct test { "type_k", "type_v", "n_gpu_layers", "n_cpu_moe", "split_mode", "main_gpu", "no_kv_offload", "flash_attn", "devices", "tensor_split", "tensor_buft_overrides", "use_mmap", "use_direct_io", "embeddings", - "no_op_offload", "no_host", "n_prompt", "n_gen", "n_depth", + "no_op_offload", "no_host", "fit_target", "fit_min_ctx", + "n_prompt", "n_gen", "n_depth", "test_time", "avg_ns", "stddev_ns", "avg_ts", "stddev_ts" }; return fields; @@ -1433,7 +1519,8 @@ struct test { if (field == "build_number" || field == "n_batch" || field == "n_ubatch" || field == "n_threads" || field == "poll" || field == "model_size" || field == "model_n_params" || field == "n_gpu_layers" || field == "main_gpu" || field == "n_prompt" || field == "n_gen" || field == "n_depth" || field == "avg_ns" || - field == "stddev_ns" || field == "no_op_offload" || field == "n_cpu_moe") { + field == "stddev_ns" || field == "no_op_offload" || field == "n_cpu_moe" || + field == "fit_target" || field == "fit_min_ctx") { return INT; } if (field == "f16_kv" || field == "no_kv_offload" || field == "cpu_strict" || field == "flash_attn" || @@ -1514,6 +1601,8 @@ struct test { std::to_string(embeddings), std::to_string(no_op_offload), std::to_string(no_host), + std::to_string(fit_target), + std::to_string(fit_min_ctx), std::to_string(n_prompt), std::to_string(n_gen), std::to_string(n_depth), @@ -1685,7 +1774,7 @@ struct markdown_printer : public printer { return 6; } if (field == "split_mode") { - return 5; + return 6; } if (field == "flash_attn") { return 2; @@ -1757,6 +1846,12 @@ struct markdown_printer : public printer { if (field == "tensor_buft_overrides") { return "ot"; } + if (field == "fit_target") { + return "fitt"; + } + if (field == "fit_min_ctx") { + return "fitc"; + } return field; } @@ -1772,7 +1867,7 @@ struct markdown_printer : public printer { if (!is_cpu_backend) { fields.emplace_back("n_gpu_layers"); } - if (params.n_cpu_moe.size() > 1) { + if (params.n_cpu_moe.size() > 1 || params.n_cpu_moe != cmd_params_defaults.n_cpu_moe) { fields.emplace_back("n_cpu_moe"); } if (params.n_threads.size() > 1 || params.n_threads != cmd_params_defaults.n_threads || is_cpu_backend) { @@ -1835,6 +1930,12 @@ struct markdown_printer : public printer { if (params.no_host.size() > 1 || params.no_host != cmd_params_defaults.no_host) { fields.emplace_back("no_host"); } + if (params.fit_params_target.size() > 1 || params.fit_params_target != cmd_params_defaults.fit_params_target) { + fields.emplace_back("fit_target"); + } + if (params.fit_params_min_ctx.size() > 1 || params.fit_params_min_ctx != cmd_params_defaults.fit_params_min_ctx) { + fields.emplace_back("fit_min_ctx"); + } fields.emplace_back("test"); fields.emplace_back("t/s"); @@ -2034,8 +2135,9 @@ static std::unique_ptr create_printer(output_formats format) { } int main(int argc, char ** argv) { + std::setlocale(LC_NUMERIC, "C"); // try to set locale for unicode characters in markdown - setlocale(LC_CTYPE, ".UTF-8"); + std::setlocale(LC_CTYPE, ".UTF-8"); #if !defined(NDEBUG) fprintf(stderr, "warning: asserts enabled, performance may be affected\n"); @@ -2105,13 +2207,49 @@ int main(int argc, char ** argv) { if (params.progress) { fprintf(stderr, "llama-bench: benchmark %d/%zu: starting\n", params_idx, params_count); } + auto mparams = inst.to_llama_mparams(); + auto cparams = inst.to_llama_cparams(); + + bool do_fit = inst.fit_target != cmd_params_defaults.fit_params_target[0] || + inst.fit_min_ctx != cmd_params_defaults.fit_params_min_ctx[0]; + + std::vector fit_tensor_split(llama_max_devices(), 0.0f); + std::vector fit_overrides(llama_max_tensor_buft_overrides(), {nullptr, nullptr}); + + if (do_fit) { + // free the previous model so fit sees full free VRAM + if (lmodel) { + llama_model_free(lmodel); + lmodel = nullptr; + prev_inst = nullptr; + } + + // use default n_gpu_layers and n_ctx so llama_params_fit can adjust them + mparams.n_gpu_layers = llama_model_default_params().n_gpu_layers; + mparams.tensor_split = fit_tensor_split.data(); + mparams.tensor_buft_overrides = fit_overrides.data(); + cparams.n_ctx = 0; + + std::vector margins(llama_max_devices(), inst.fit_target * 1024 * 1024); + + uint32_t n_ctx_needed = inst.n_prompt + inst.n_gen + inst.n_depth; + cparams.n_ctx = std::max(cparams.n_ctx, n_ctx_needed); + + llama_params_fit(inst.model.c_str(), &mparams, &cparams, + fit_tensor_split.data(), + fit_overrides.data(), + margins.data(), + inst.fit_min_ctx, + params.verbose ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_ERROR); + } + // keep the same model between tests when possible if (!lmodel || !prev_inst || !inst.equal_mparams(*prev_inst)) { if (lmodel) { llama_model_free(lmodel); } - lmodel = llama_model_load_from_file(inst.model.c_str(), inst.to_llama_mparams()); + lmodel = llama_model_load_from_file(inst.model.c_str(), mparams); if (lmodel == NULL) { fprintf(stderr, "%s: error: failed to load model '%s'\n", __func__, inst.model.c_str()); return 1; @@ -2119,7 +2257,7 @@ int main(int argc, char ** argv) { prev_inst = &inst; } - llama_context * ctx = llama_init_from_model(lmodel, inst.to_llama_cparams()); + llama_context * ctx = llama_init_from_model(lmodel, cparams); if (ctx == NULL) { fprintf(stderr, "%s: error: failed to create context with model '%s'\n", __func__, inst.model.c_str()); llama_model_free(lmodel); diff --git a/tools/mtmd/CMakeLists.txt b/tools/mtmd/CMakeLists.txt index 3be3c27e87..3bafde178d 100644 --- a/tools/mtmd/CMakeLists.txt +++ b/tools/mtmd/CMakeLists.txt @@ -5,6 +5,7 @@ find_package(Threads REQUIRED) add_library(mtmd mtmd.cpp mtmd-audio.cpp + mtmd-image.cpp mtmd.h mtmd-helper.cpp mtmd-helper.h @@ -16,7 +17,11 @@ add_library(mtmd models/models.h models/cogvlm.cpp models/conformer.cpp + models/dotsocr.cpp + models/gemma4a.cpp + models/gemma4v.cpp models/glm4v.cpp + models/hunyuanocr.cpp models/internvl.cpp models/kimivl.cpp models/kimik25.cpp @@ -28,8 +33,11 @@ add_library(mtmd models/pixtral.cpp models/qwen2vl.cpp models/qwen3vl.cpp + models/qwen3a.cpp + models/step3vl.cpp models/siglip.cpp models/whisper-enc.cpp + models/deepseekocr.cpp models/mobilenetv5.cpp models/youtuvl.cpp ) @@ -62,6 +70,10 @@ set_target_properties(mtmd PROPERTIES PUBLIC_HEADER "${MTMD_PUBLIC_HEADERS}") +set_target_properties(mtmd + PROPERTIES + PRIVATE_HEADER debug/mtmd-debug.h) + install(TARGETS mtmd LIBRARY PUBLIC_HEADER) if (NOT MSVC) @@ -96,3 +108,9 @@ if(LLAMA_TOOLS_INSTALL) endif() target_link_libraries (${TARGET} PRIVATE common mtmd Threads::Threads) target_compile_features(${TARGET} PRIVATE cxx_std_17) + +# mtmd-debug tool +add_executable(llama-mtmd-debug debug/mtmd-debug.cpp) +set_target_properties(llama-mtmd-debug PROPERTIES OUTPUT_NAME llama-mtmd-debug) +target_link_libraries(llama-mtmd-debug PRIVATE common mtmd Threads::Threads) +target_compile_features(llama-mtmd-debug PRIVATE cxx_std_17) diff --git a/tools/mtmd/clip-graph.h b/tools/mtmd/clip-graph.h index 4c7f7504cf..d3e7b1ed04 100644 --- a/tools/mtmd/clip-graph.h +++ b/tools/mtmd/clip-graph.h @@ -29,7 +29,7 @@ struct clip_graph { const int n_layer; const int n_mmproj_embd; const float eps; - const float kq_scale; + float kq_scale; // TODO: maybe move this to hparams const clip_flash_attn_type flash_attn_type; ggml_context_ptr ctx0_ptr; @@ -41,6 +41,11 @@ struct clip_graph { virtual ~clip_graph() = default; virtual ggml_cgraph * build() = 0; + // wrapper around ggml_mul_mat, allow hooking (e.g. LoRA, clamping) depending on the model + // tensor w should be the weight matrix, and tensor x should be the input + virtual ggml_tensor * build_mm(ggml_tensor * w, ggml_tensor * x) const; + // TODO: build_mm(w, b, x) to support bias + // // utility functions // diff --git a/tools/mtmd/clip-impl.h b/tools/mtmd/clip-impl.h index a30c32ed42..17cb703f7f 100644 --- a/tools/mtmd/clip-impl.h +++ b/tools/mtmd/clip-impl.h @@ -38,6 +38,8 @@ #define KEY_IMAGE_SIZE "clip.vision.image_size" #define KEY_IMAGE_MIN_PIXELS "clip.vision.image_min_pixels" #define KEY_IMAGE_MAX_PIXELS "clip.vision.image_max_pixels" +#define KEY_PREPROC_MIN_TILES "clip.vision.preproc_min_tiles" +#define KEY_PREPROC_MAX_TILES "clip.vision.preproc_max_tiles" #define KEY_PREPROC_IMAGE_SIZE "clip.vision.preproc_image_size" #define KEY_PATCH_SIZE "clip.vision.patch_size" #define KEY_IMAGE_MEAN "clip.vision.image_mean" @@ -49,13 +51,14 @@ #define KEY_MM_PATCH_MERGE_TYPE "clip.vision.mm_patch_merge_type" #define KEY_IMAGE_GRID_PINPOINTS "clip.vision.image_grid_pinpoints" -#define KEY_IMAGE_CROP_RESOLUTION "clip.vision.image_crop_resolution" #define KEY_WIN_ATTN_PATTERN "clip.vision.n_wa_pattern" #define KEY_WIN_ATTN_LAYER_INDEXES "clip.vision.wa_layer_indexes" #define KEY_ATTN_WINDOW_SIZE "clip.vision.window_size" #define KEY_MINICPMV_VERSION "clip.minicpmv_version" #define KEY_MINICPMV_QUERY_NUM "clip.minicpmv_query_num" - +#define KEY_SAM_N_HEAD "clip.vision.sam.head_count" +#define KEY_SAM_N_BLOCK "clip.vision.sam.block_count" +#define KEY_SAM_N_EMBD "clip.vision.sam.embedding_length" // audio-specific #define KEY_AUDIO_PROJ_TYPE "clip.audio.projector_type" // for models with mixed modalities #define KEY_A_NUM_MEL_BINS "clip.audio.num_mel_bins" @@ -68,7 +71,7 @@ #define TN_POS_EMBD "%s.position_embd.weight" #define TN_CLASS_EMBD "v.class_embd" -#define TN_PATCH_EMBD "v.patch_embd.weight" // not rename tensor with ".0" postfix for backwrad compat +#define TN_PATCH_EMBD "v.patch_embd.weight" // not rename tensor with ".0" postfix for backward compat #define TN_PATCH_EMBD_1 "v.patch_embd.weight.1" #define TN_PATCH_BIAS "v.patch_embd.bias" #define TN_NORM_EMBD "v.norm_embd.%s" @@ -85,8 +88,11 @@ #define TN_FFN_GATE "%s.blk.%d.ffn_gate.%s" #define TN_LN_1 "%s.blk.%d.ln1.%s" // layer norm #define TN_LN_2 "%s.blk.%d.ln2.%s" // layer norm -#define TN_LS_1 "%s.blk.%d.ls1.%s" // layer scale -#define TN_LS_2 "%s.blk.%d.ls2.%s" // layer scale +#define TN_LS_1 "%s.blk.%d.ls1.%s" // layer scale +#define TN_LS_2 "%s.blk.%d.ls2.%s" // layer scale +#define TN_LS_OUT "%s.blk.%d.out_scale.%s" // layer out scale (gemma4) +#define TN_ATTN_POST_NORM "%s.blk.%d.attn_post_norm.%s" // post-attn norm (gemma4) +#define TN_FFN_POST_NORM "%s.blk.%d.ffn_post_norm.%s" // post-FFN norm (gemma4) #define TN_LN_PRE "%s.pre_ln.%s" #define TN_LN_POST "%s.post_ln.%s" #define TN_LLAVA_PROJ "mm.%d.%s" @@ -97,12 +103,13 @@ #define TN_MVLM_PROJ_MLP "mm.model.mlp.%d.%s" #define TN_MVLM_PROJ_BLOCK "mm.model.mb_block.%d.block.%d.%s" #define TN_MVLM_PROJ_PEG "mm.model.peg.%d.%s" -#define TN_IMAGE_NEWLINE "model.image_newline" +#define TN_IMAGE_NEWLINE "v.image_newline" +#define TN_IMAGE_SEPERATOR "v.view_seperator" #define TN_MM_INP_NORM "mm.input_norm.weight" #define TN_MM_INP_NORM_B "mm.input_norm.bias" #define TN_MM_INP_PROJ "mm.input_projection.weight" // gemma3 #define TN_MM_SOFT_EMB_N "mm.soft_emb_norm.weight" // gemma3 -#define TN_MM_PROJECTOR "mm.model.fc.weight" // idefics3 +#define TN_MM_PROJECTOR "mm.model.fc.%s" // idefics3, deepseekocr #define TN_MM_PATCH_MERGER "mm.patch_merger.%s" // mistral small 3.1, glm4v #define TN_TOK_IMG_BREAK "v.token_embd.img_break" // pixtral #define TN_TOK_GLM_BOI "adapter.boi" // glm-edge (these embeddings are not in text model) @@ -128,6 +135,8 @@ // ultravox #define TN_CONV1D "a.conv1d.%d.%s" +#define TN_CONV2D "a.conv2d.%d.%s" +#define TN_CONV_OUT "a.conv_out.%s" #define TN_MM_AUDIO_MLP "mm.a.mlp.%d.%s" #define TN_MM_AUDIO_FC "mm.a.fc.%s" // fully connected layer #define TN_MM_NORM_PRE "mm.a.norm_pre.%s" @@ -141,6 +150,24 @@ #define TN_TOK_BOI "v.boi" #define TN_TOK_EOI "v.eoi" +// hunyuanocr +#define TN_MM_PRE_NORM "mm.pre_norm.%s" +#define TN_TOK_IMG_BEGIN "mm.image_begin" +#define TN_TOK_IMG_END "mm.image_end" + +// deepseek-ocr +#define TN_SAM_POS_EMBD "v.sam.pos_embd.%s" +#define TN_SAM_PATCH_EMBD "v.sam.patch_embd.%s" +#define TN_SAM_PRE_NORM "v.sam.blk.%d.pre_ln.%s" +#define TN_SAM_POST_NORM "v.sam.blk.%d.post_ln.%s" +#define TN_SAM_ATTN_POS_H "v.sam.blk.%d.attn.pos_h.%s" +#define TN_SAM_ATTN_POS_W "v.sam.blk.%d.attn.pos_w.%s" +#define TN_SAM_ATTN_QKV "v.sam.blk.%d.attn.qkv.%s" +#define TN_SAM_ATTN_OUT "v.sam.blk.%d.attn.out.%s" +#define TN_SAM_FFN_UP "v.sam.blk.%d.mlp.lin1.%s" +#define TN_SAM_FFN_DOWN "v.sam.blk.%d.mlp.lin2.%s" +#define TN_SAM_NECK "v.sam.neck.%d.%s" +#define TN_SAM_NET "v.sam.net_%d.%s" // (conformer) lfm2 #define TN_PRE_ENCODE_OUT "a.pre_encode.out.%s" #define TN_FFN_NORM "%s.blk.%d.ffn_norm.%s" @@ -156,6 +183,21 @@ #define TN_CONV_PW1 "%s.blk.%d.conv_pw1.%s" #define TN_CONV_PW2 "%s.blk.%d.conv_pw2.%s" +// gemma4 audio conformer +#define TN_A_MM_INP_PROJ "mm.a.input_projection.%s" +#define TN_A_MM_SOFT_EMB_N "mm.a.soft_emb_norm.%s" +#define TN_A_INP_PROJ "a.input_projection.%s" +#define TN_A_CONV1D "a.conv1d.%d.%s" +#define TN_A_CONV1D_NORM "a.conv1d.%d.norm.%s" +#define TN_A_OUT_PROJ "a.pre_encode.out.%s" +#define TN_A_ATTN_PRE_NORM "%s.blk.%d.attn_pre_norm.%s" +#define TN_A_ATTN_POST_NORM "%s.blk.%d.attn_post_norm.%s" +#define TN_A_ATTN_K_REL "%s.blk.%d.attn_k_rel.%s" +#define TN_A_PER_DIM_SCALE "%s.blk.%d.per_dim_scale.%s" +#define TN_A_PER_DIM_K_SCALE "%s.blk.%d.per_dim_k_scale.%s" +#define TN_A_FFN_POST_NORM "%s.blk.%d.ffn_post_norm.%s" +#define TN_A_FFN_POST_NORM_1 "%s.blk.%d.ffn_post_norm_1.%s" + // mobilenetv5 (gemma3n) definitions #define TN_MNV5_STEM_CONV "v.conv_stem.conv.weight" #define TN_MNV5_STEM_BIAS "v.conv_stem.conv.bias" @@ -196,6 +238,10 @@ #define TN_MNV5_MSFA_FFN_PROJ_BN "v.msfa.ffn.pw_proj.bn.weight" #define TN_MNV5_MSFA_NORM "v.msfa.norm.weight" +// gemma4 +#define TN_STD_BIAS "v.std_bias" +#define TN_STD_SCALE "v.std_scale" + // align x to upper multiple of n #define CLIP_ALIGN(x, n) ((((x) + (n) - 1) / (n)) * (n)) @@ -213,9 +259,13 @@ enum projector_type { PROJECTOR_TYPE_GLM_EDGE, PROJECTOR_TYPE_QWEN2VL, PROJECTOR_TYPE_QWEN3VL, + PROJECTOR_TYPE_STEP3VL, PROJECTOR_TYPE_GEMMA3, PROJECTOR_TYPE_GEMMA3NV, PROJECTOR_TYPE_GEMMA3NA, + PROJECTOR_TYPE_GEMMA4V, + PROJECTOR_TYPE_GEMMA4A, + PROJECTOR_TYPE_PHI4, PROJECTOR_TYPE_IDEFICS3, PROJECTOR_TYPE_PIXTRAL, PROJECTOR_TYPE_QWEN25VL, @@ -223,9 +273,11 @@ enum projector_type { PROJECTOR_TYPE_INTERNVL, PROJECTOR_TYPE_LLAMA4, PROJECTOR_TYPE_QWEN2A, + PROJECTOR_TYPE_QWEN3A, PROJECTOR_TYPE_GLMA, PROJECTOR_TYPE_QWEN25O, // will be replaced by QWEN2A or QWEN25VL depending on clip_ctx PROJECTOR_TYPE_VOXTRAL, + PROJECTOR_TYPE_MERALION, PROJECTOR_TYPE_MUSIC_FLAMINGO, PROJECTOR_TYPE_LFM2, PROJECTOR_TYPE_KIMIVL, @@ -233,11 +285,14 @@ enum projector_type { PROJECTOR_TYPE_LIGHTONOCR, PROJECTOR_TYPE_COGVLM, PROJECTOR_TYPE_JANUS_PRO, + PROJECTOR_TYPE_DOTS_OCR, + PROJECTOR_TYPE_DEEPSEEKOCR, PROJECTOR_TYPE_LFM2A, PROJECTOR_TYPE_GLM4V, PROJECTOR_TYPE_YOUTUVL, PROJECTOR_TYPE_KIMIK25, PROJECTOR_TYPE_NEMOTRON_V2_VL, + PROJECTOR_TYPE_HUNYUANOCR, PROJECTOR_TYPE_UNKNOWN, }; @@ -250,18 +305,24 @@ static std::map PROJECTOR_TYPE_NAMES = { { PROJECTOR_TYPE_QWEN2VL, "qwen2vl_merger"}, { PROJECTOR_TYPE_QWEN25VL, "qwen2.5vl_merger"}, { PROJECTOR_TYPE_QWEN3VL, "qwen3vl_merger"}, + { PROJECTOR_TYPE_STEP3VL, "step3vl"}, { PROJECTOR_TYPE_GEMMA3, "gemma3"}, { PROJECTOR_TYPE_GEMMA3NV, "gemma3nv"}, { PROJECTOR_TYPE_GEMMA3NA, "gemma3na"}, + { PROJECTOR_TYPE_GEMMA4V, "gemma4v"}, + { PROJECTOR_TYPE_GEMMA4A, "gemma4a"}, + { PROJECTOR_TYPE_PHI4, "phi4"}, { PROJECTOR_TYPE_IDEFICS3, "idefics3"}, { PROJECTOR_TYPE_PIXTRAL, "pixtral"}, { PROJECTOR_TYPE_ULTRAVOX, "ultravox"}, { PROJECTOR_TYPE_INTERNVL, "internvl"}, { PROJECTOR_TYPE_LLAMA4, "llama4"}, { PROJECTOR_TYPE_QWEN2A, "qwen2a"}, + { PROJECTOR_TYPE_QWEN3A, "qwen3a"}, { PROJECTOR_TYPE_GLMA, "glma"}, { PROJECTOR_TYPE_QWEN25O, "qwen2.5o"}, { PROJECTOR_TYPE_VOXTRAL, "voxtral"}, + { PROJECTOR_TYPE_MERALION, "meralion"}, { PROJECTOR_TYPE_MUSIC_FLAMINGO, "musicflamingo"}, { PROJECTOR_TYPE_LFM2, "lfm2"}, { PROJECTOR_TYPE_KIMIVL, "kimivl"}, @@ -269,11 +330,14 @@ static std::map PROJECTOR_TYPE_NAMES = { { PROJECTOR_TYPE_LIGHTONOCR,"lightonocr"}, { PROJECTOR_TYPE_COGVLM, "cogvlm"}, { PROJECTOR_TYPE_JANUS_PRO, "janus_pro"}, + { PROJECTOR_TYPE_DOTS_OCR, "dots_ocr"}, + { PROJECTOR_TYPE_DEEPSEEKOCR,"deepseekocr"}, { PROJECTOR_TYPE_LFM2A, "lfm2a"}, { PROJECTOR_TYPE_GLM4V, "glm4v"}, { PROJECTOR_TYPE_YOUTUVL, "youtuvl"}, { PROJECTOR_TYPE_KIMIK25, "kimik25"}, { PROJECTOR_TYPE_NEMOTRON_V2_VL, "nemotron_v2_vl"}, + { PROJECTOR_TYPE_HUNYUANOCR, "hunyuanocr"}, }; static projector_type clip_projector_type_from_string(const std::string & str) { @@ -455,6 +519,18 @@ static std::vector string_split_str(std::string s, const std::strin return tokens; } +// remove when moving to c++20 +inline bool string_starts_with(std::string_view str, std::string_view prefix) { + return str.size() >= prefix.size() && + str.compare(0, prefix.size(), prefix) == 0; +} + +// remove when moving to c++20 +inline bool string_ends_with(std::string_view str, std::string_view suffix) { + return str.size() >= suffix.size() && + str.compare(str.size() - suffix.size(), suffix.size(), suffix) == 0; +} + // // gguf utils // @@ -471,7 +547,7 @@ static std::string gguf_data_to_str(enum gguf_type type, const void * data, int case GGUF_TYPE_INT64: return std::to_string(((const int64_t *)data)[i]); case GGUF_TYPE_FLOAT32: return std::to_string(((const float *)data)[i]); case GGUF_TYPE_FLOAT64: return std::to_string(((const double *)data)[i]); - case GGUF_TYPE_BOOL: return ((const bool *)data)[i] ? "true" : "false"; + case GGUF_TYPE_BOOL: return ((const int8_t *)data)[i] != 0 ? "true" : "false"; default: return string_format("unknown type %d", type); } } @@ -577,10 +653,9 @@ static void print_tensor_data(ggml_tensor * t, uint8_t * data, int64_t n) { } } -void clip_debug_encode(clip_ctx * ctx, int h, int w, float fill_value); - // // API used internally with mtmd // projector_type clip_get_projector_type(const struct clip_ctx * ctx); +void clip_set_debug_output_embeddings(struct clip_ctx * ctx, bool debug); diff --git a/tools/mtmd/clip-model.h b/tools/mtmd/clip-model.h index e0eb9b32c8..9a93584d9b 100644 --- a/tools/mtmd/clip-model.h +++ b/tools/mtmd/clip-model.h @@ -28,6 +28,13 @@ enum patch_merge_type { PATCH_MERGE_SPATIAL_UNPAD, }; +enum resize_algo { + RESIZE_ALGO_BILINEAR, // stretch to target resolution + RESIZE_ALGO_BICUBIC, // center-crop when aspect ratio doesn't match + RESIZE_ALGO_BICUBIC_PILLOW, + // RESIZE_ALGO_LANCZOS, // TODO +}; + struct clip_hparams { int32_t image_size = 0; int32_t patch_size = 0; @@ -37,16 +44,32 @@ struct clip_hparams { int32_t n_head = 0; int32_t n_layer = 0; // idefics3 + int32_t n_merge = 0; // number of patch merges **per-side** + + // for preprocessor int32_t image_longest_edge = 0; int32_t image_min_pixels = -1; int32_t image_max_pixels = -1; - int32_t n_merge = 0; // number of patch merges **per-side** + resize_algo image_resize_algo = RESIZE_ALGO_BICUBIC; + bool image_resize_pad = true; // if false, center-crop will be applied when resizing + std::array image_pad_color = {0, 0, 0}; + + // (preprocessor) for llava-uhd style models + std::vector image_res_candidates; + int32_t preproc_min_tiles = 0; + int32_t preproc_max_tiles = 0; + resize_algo image_resize_algo_rf = RESIZE_ALGO_BICUBIC; + resize_algo image_resize_algo_ov = RESIZE_ALGO_BILINEAR; + bool image_pad_rf = true; // if true, refined image will be padded (e.g. llava-1.6) + bool image_pad_ov = false; // if true, overview image will be padded (e.g. llava-1.6) + std::array image_pad_color_rf = {0, 0, 0}; // padding color for refined image + std::array image_pad_color_ov = {0, 0, 0}; // padding color for overview image float image_mean[3]; float image_std[3]; // for models using dynamic image size, we need to have a smaller image size to warmup - // otherwise, user will get OOM everytime they load the model + // otherwise, user will get OOM every time they load the model int32_t warmup_image_size = 0; int32_t warmup_audio_size = 3000; @@ -56,14 +79,16 @@ struct clip_hparams { float eps = 1e-6; float rope_theta = 0.0; - - std::vector image_res_candidates; // for llava-uhd style models - int32_t image_crop_resolution; std::unordered_set vision_feature_layer; int32_t attn_window_size = 0; int32_t n_wa_pattern = 0; std::unordered_set wa_layer_indexes; // explicit layer indexes that use full attention (for irregular patterns like YoutuVL) + // deepseek-ocr (sam) + int32_t sam_n_layer = 0; + int32_t sam_n_head = 0; + int32_t sam_n_embd = 0; + // audio int32_t n_mel_bins = 0; // whisper preprocessor int32_t proj_stack_factor = 0; // ultravox @@ -99,9 +124,28 @@ struct clip_hparams { warmup_image_size = n_tok_per_side * patch_size * cur_merge; // TODO: support warmup size for custom token numbers } + // sam vit deepseek-ocr + std::vector global_attn_indices() const { + return { 2, 5, 8, 11 }; + } + bool is_global_attn(int32_t layer) const { + const auto indices = global_attn_indices(); + + for (const auto & idx : indices) { + if (layer == idx) { + return true; + } + } + + return false; + } }; struct clip_layer { + // layernorm 1 (or layer input norm, or pre-attention norm) + ggml_tensor * ln_1_w = nullptr; + ggml_tensor * ln_1_b = nullptr; + // attention ggml_tensor * k_w = nullptr; ggml_tensor * k_b = nullptr; @@ -118,9 +162,7 @@ struct clip_layer { ggml_tensor * k_norm = nullptr; ggml_tensor * q_norm = nullptr; - // layernorm 1 - ggml_tensor * ln_1_w = nullptr; - ggml_tensor * ln_1_b = nullptr; + ggml_tensor * attn_post_norm_w = nullptr; ggml_tensor * ff_up_w = nullptr; ggml_tensor * ff_up_b = nullptr; @@ -129,13 +171,16 @@ struct clip_layer { ggml_tensor * ff_down_w = nullptr; ggml_tensor * ff_down_b = nullptr; - // layernorm 2 + // layernorm 2 (or pre-FFN norm) ggml_tensor * ln_2_w = nullptr; ggml_tensor * ln_2_b = nullptr; + ggml_tensor * ff_post_norm_w = nullptr; + // layer scale (no bias) - ggml_tensor * ls_1_w = nullptr; - ggml_tensor * ls_2_w = nullptr; + ggml_tensor * ls_1_w = nullptr; + ggml_tensor * ls_2_w = nullptr; + ggml_tensor * ls_out_w = nullptr; // gemma4 // qwen3vl deepstack merger ggml_tensor * deepstack_norm_w = nullptr; @@ -145,6 +190,9 @@ struct clip_layer { ggml_tensor * deepstack_fc2_w = nullptr; ggml_tensor * deepstack_fc2_b = nullptr; + // sam rel_pos + ggml_tensor * rel_pos_w = nullptr; + ggml_tensor * rel_pos_h = nullptr; // lfm2 ggml_tensor * ff_norm_w = nullptr; ggml_tensor * ff_norm_b = nullptr; @@ -169,6 +217,13 @@ struct clip_layer { ggml_tensor * conv_pw2_w = nullptr; ggml_tensor * conv_pw2_b = nullptr; + // gemma4 audio conformer per-layer + ggml_tensor * attn_pre_norm_w = nullptr; + ggml_tensor * attn_k_rel_w = nullptr; + ggml_tensor * per_dim_scale_w = nullptr; + ggml_tensor * per_dim_k_scale_w = nullptr; + ggml_tensor * ff_post_norm_1_w = nullptr; + bool has_deepstack() const { return deepstack_fc1_w != nullptr; } @@ -221,7 +276,7 @@ struct clip_model { // embeddings ggml_tensor * class_embedding = nullptr; ggml_tensor * patch_embeddings_0 = nullptr; - ggml_tensor * patch_embeddings_1 = nullptr; // second Conv2D kernel when we decouple Conv3D along temproal dimension (Qwen2VL) + ggml_tensor * patch_embeddings_1 = nullptr; // second Conv2D kernel when we decouple Conv3D along temporal dimension (Qwen2VL) ggml_tensor * patch_bias = nullptr; ggml_tensor * position_embeddings = nullptr; ggml_tensor * norm_embd_w = nullptr; @@ -237,7 +292,6 @@ struct clip_model { ggml_tensor * post_ln_w; ggml_tensor * post_ln_b; - ggml_tensor * projection; // TODO: rename it to fc (fully connected layer) ggml_tensor * mm_fc_w; ggml_tensor * mm_fc_b; ggml_tensor * mm_ffn_up_w = nullptr; @@ -258,6 +312,8 @@ struct clip_model { ggml_tensor * mm_2_b = nullptr; ggml_tensor * image_newline = nullptr; + ggml_tensor * view_seperator = nullptr; + // Yi type models with mlp+normalization projection ggml_tensor * mm_1_w = nullptr; // Yi type models have 0, 1, 3, 4 @@ -308,7 +364,8 @@ struct clip_model { // MINICPMV projection ggml_tensor * mm_model_pos_embed_k = nullptr; ggml_tensor * mm_model_query = nullptr; - ggml_tensor * mm_model_proj = nullptr; + ggml_tensor * mm_model_proj = nullptr; + ggml_tensor * mm_model_proj_b = nullptr; ggml_tensor * mm_model_kv_proj = nullptr; ggml_tensor * mm_model_attn_q_w = nullptr; ggml_tensor * mm_model_attn_q_b = nullptr; @@ -356,10 +413,20 @@ struct clip_model { ggml_tensor * conv1d_1_b = nullptr; ggml_tensor * conv1d_2_w = nullptr; ggml_tensor * conv1d_2_b = nullptr; + ggml_tensor * conv_out_w = nullptr; + ggml_tensor * conv_out_b = nullptr; ggml_tensor * mm_norm_pre_w = nullptr; ggml_tensor * mm_norm_pre_b = nullptr; ggml_tensor * mm_norm_mid_w = nullptr; + // qwen3a + ggml_tensor * conv2d_1_w = nullptr; + ggml_tensor * conv2d_1_b = nullptr; + ggml_tensor * conv2d_2_w = nullptr; + ggml_tensor * conv2d_2_b = nullptr; + ggml_tensor * conv2d_3_w = nullptr; + ggml_tensor * conv2d_3_b = nullptr; + // cogvlm ggml_tensor * mm_post_fc_norm_w = nullptr; ggml_tensor * mm_post_fc_norm_b = nullptr; @@ -369,12 +436,55 @@ struct clip_model { ggml_tensor * mm_boi = nullptr; ggml_tensor * mm_eoi = nullptr; + // hunyuanocr perceiver + ggml_tensor * mm_pre_norm_w = nullptr; + ggml_tensor * mm_img_begin = nullptr; + ggml_tensor * mm_img_end = nullptr; + + // deepseek ocr sam + ggml_tensor * patch_embed_proj_w = nullptr; + ggml_tensor * patch_embed_proj_b = nullptr; + ggml_tensor * pos_embed = nullptr; + + ggml_tensor * neck_0_w; + ggml_tensor * neck_1_w; + ggml_tensor * neck_1_b; + ggml_tensor * neck_2_w; + ggml_tensor * neck_3_w; + ggml_tensor * neck_3_b; + ggml_tensor * net_2; + ggml_tensor * net_3; + + int32_t n_sam_layers = 12; // used by deepseek-ocr sam encoder + + std::vector sam_layers; // lfm2 audio std::array pre_encode_conv_X_w = {nullptr}; std::array pre_encode_conv_X_b = {nullptr}; ggml_tensor * pre_encode_out_w = nullptr; ggml_tensor * pre_encode_out_b = nullptr; + // gemma4 + ggml_tensor * std_bias = nullptr; + ggml_tensor * std_scale = nullptr; + // Gemma4ClippableLinear + struct clamp_info { + float inp_max; + float inp_min; + float out_max; + float out_min; + }; + std::map clamp_info_map; + + // gemma4 audio conformer + std::array sscp_conv_w = {nullptr}; + std::array sscp_conv_b = {nullptr}; + std::array sscp_norm_w = {nullptr}; + ggml_tensor * sscp_inp_proj_w = nullptr; + ggml_tensor * sscp_inp_proj_b = nullptr; + ggml_tensor * audio_out_proj_w = nullptr; + ggml_tensor * audio_out_proj_b = nullptr; + bool audio_has_avgpool() const { return proj_type == PROJECTOR_TYPE_QWEN2A || proj_type == PROJECTOR_TYPE_VOXTRAL @@ -383,7 +493,8 @@ struct clip_model { bool audio_has_stack_frames() const { return proj_type == PROJECTOR_TYPE_ULTRAVOX - || proj_type == PROJECTOR_TYPE_VOXTRAL; + || proj_type == PROJECTOR_TYPE_VOXTRAL + || proj_type == PROJECTOR_TYPE_MERALION; } }; diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index 607d4b8373..f0e8786b66 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -24,6 +24,7 @@ #include #include #include +#include struct clip_logger_state g_logger_state = {clip_log_callback_default, NULL}; @@ -159,6 +160,8 @@ struct clip_ctx { clip_flash_attn_type flash_attn_type = CLIP_FLASH_ATTN_TYPE_AUTO; bool is_allocated = false; + bool debug_output_embeddings = false; + clip_ctx(clip_context_params & ctx_params) { flash_attn_type = ctx_params.flash_attn_type; backend_cpu = ggml_backend_init_by_type(GGML_BACKEND_DEVICE_TYPE_CPU, nullptr); @@ -205,6 +208,8 @@ struct clip_ctx { if (ctx_params.cb_eval != nullptr) { ggml_backend_sched_set_eval_callback(sched.get(), ctx_params.cb_eval, ctx_params.cb_eval_user_data); } + + debug_output_embeddings = std::getenv("MTMD_DEBUG_EMBEDDINGS") != nullptr; } ~clip_ctx() { @@ -251,6 +256,10 @@ clip_graph::clip_graph(clip_ctx * ctx, const clip_image_f32 & img) : gf = ggml_new_graph_custom(ctx0, ctx->max_nodes, false); } +ggml_tensor * clip_graph::build_mm(ggml_tensor * w, ggml_tensor * x) const { + return ggml_mul_mat(ctx0, w, x); +} + void clip_graph::cb(ggml_tensor * cur, const char * name, int il) const { if (il >= 0) { ggml_format_name(cur, "%s-%d", name, il); @@ -322,7 +331,7 @@ ggml_tensor * clip_graph::build_vit( ggml_tensor * Vcur = nullptr; if (layer.qkv_w != nullptr) { // fused qkv - cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); + cur = build_mm(layer.qkv_w, cur); if (layer.qkv_b != nullptr) { cur = ggml_add(ctx0, cur, layer.qkv_b); } @@ -356,34 +365,49 @@ ggml_tensor * clip_graph::build_vit( } else { // separate q, k, v - Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); + Qcur = build_mm(layer.q_w, cur); if (layer.q_b) { Qcur = ggml_add(ctx0, Qcur, layer.q_b); } - Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); + Kcur = build_mm(layer.k_w, cur); if (layer.k_b) { Kcur = ggml_add(ctx0, Kcur, layer.k_b); } - Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); + Vcur = build_mm(layer.v_w, cur); if (layer.v_b) { Vcur = ggml_add(ctx0, Vcur, layer.v_b); } - if (layer.q_norm) { - Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il); - cb(Qcur, "Qcur_norm", il); - } + // if true, norm must be applied after reshaping to (d_head, n_head, n_pos) + bool norm_per_head = layer.q_norm && layer.q_norm->ne[0] == d_head; - if (layer.k_norm) { - Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il); - cb(Kcur, "Kcur_norm", il); + if (!norm_per_head) { + if (layer.q_norm) { + Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il); + cb(Qcur, "Qcur_norm", il); + } + if (layer.k_norm) { + Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il); + cb(Kcur, "Kcur_norm", il); + } } Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); + + if (norm_per_head) { + if (layer.q_norm) { + Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il); + cb(Qcur, "Qcur_norm_per_head", il); + } + if (layer.k_norm) { + Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il); + cb(Kcur, "Kcur_norm_per_head", il); + } + } } cb(Qcur, "Qcur", il); @@ -397,6 +421,11 @@ ggml_tensor * clip_graph::build_vit( cb(Kcur, "Kcur_pos", il); } + if (proj_type == PROJECTOR_TYPE_GEMMA4V) { + Vcur = ggml_rms_norm(ctx0, Vcur, eps); + cb(Vcur, "Vcur_normed", il); + } + cur = build_attn(layer.o_w, layer.o_b, Qcur, Kcur, Vcur, nullptr, kq_scale, il); cb(cur, "attn_out", il); @@ -407,6 +436,11 @@ ggml_tensor * clip_graph::build_vit( cb(cur, "attn_out_scaled", il); } + if (layer.attn_post_norm_w) { + cur = build_norm(cur, layer.attn_post_norm_w, nullptr, norm_t, eps, il); + cb(cur, "attn_post_normed", il); + } + // re-add the layer input, e.g., residual cur = ggml_add(ctx0, cur, inpL); @@ -414,7 +448,7 @@ ggml_tensor * clip_graph::build_vit( cb(cur, "ffn_inp", il); - // layernorm2 + // layernorm2 (pre-ffn norm) cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); cb(cur, "ffn_inp_normed", il); @@ -427,6 +461,11 @@ ggml_tensor * clip_graph::build_vit( cb(cur, "ffn_out", il); + if (layer.ff_post_norm_w) { + cur = build_norm(cur, layer.ff_post_norm_w, nullptr, norm_t, eps, il); + cb(cur, "ffn_post_normed", il); + } + if (layer.ls_2_w) { cur = ggml_mul(ctx0, cur, layer.ls_2_w); cb(cur, "ffn_out_scaled", il); @@ -436,6 +475,11 @@ ggml_tensor * clip_graph::build_vit( cur = ggml_add(ctx0, inpL, cur); cb(cur, "layer_out", il); + if (layer.ls_out_w) { + cur = ggml_mul(ctx0, cur, layer.ls_out_w); + cb(cur, "layer_out_scaled", il); + } + inpL = cur; } @@ -513,7 +557,7 @@ ggml_tensor * clip_graph::build_ffn( ffn_op_type type_op, int il) const { - ggml_tensor * tmp = up ? ggml_mul_mat(ctx0, up, cur) : cur; + ggml_tensor * tmp = up ? build_mm(up, cur) : cur; cb(tmp, "ffn_up", il); if (up_b) { @@ -522,7 +566,7 @@ ggml_tensor * clip_graph::build_ffn( } if (gate) { - cur = ggml_mul_mat(ctx0, gate, cur); + cur = build_mm(gate, cur); cb(cur, "ffn_gate", il); if (gate_b) { @@ -576,7 +620,7 @@ ggml_tensor * clip_graph::build_ffn( } if (down) { - cur = ggml_mul_mat(ctx0, down, cur); + cur = build_mm(down, cur); } if (down_b) { @@ -642,7 +686,7 @@ ggml_tensor * clip_graph::build_attn( cb(cur, "kqv_out", il); if (wo) { - cur = ggml_mul_mat(ctx0, wo, cur); + cur = build_mm(wo, cur); } if (wo_b) { @@ -792,6 +836,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 case PROJECTOR_TYPE_IDEFICS3: case PROJECTOR_TYPE_LFM2: case PROJECTOR_TYPE_JANUS_PRO: + case PROJECTOR_TYPE_PHI4: { builder = std::make_unique(ctx, img); } break; @@ -799,11 +844,19 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_GEMMA4V: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_PIXTRAL: case PROJECTOR_TYPE_LIGHTONOCR: { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_DOTS_OCR: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_QWEN2VL: case PROJECTOR_TYPE_QWEN25VL: { @@ -813,6 +866,10 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_STEP3VL: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_MINICPMV: { builder = std::make_unique(ctx, img); @@ -833,6 +890,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 case PROJECTOR_TYPE_VOXTRAL: case PROJECTOR_TYPE_QWEN2A: case PROJECTOR_TYPE_GLMA: + case PROJECTOR_TYPE_MERALION: case PROJECTOR_TYPE_MUSIC_FLAMINGO: { builder = std::make_unique(ctx, img); @@ -853,6 +911,10 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_HUNYUANOCR: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_MLP: case PROJECTOR_TYPE_MLP_NORM: case PROJECTOR_TYPE_LDP: @@ -861,14 +923,26 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_DEEPSEEKOCR: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_LFM2A: { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_GEMMA4A: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_GLM4V: { builder = std::make_unique(ctx, img); } break; + case PROJECTOR_TYPE_QWEN3A: + { + builder = std::make_unique(ctx, img); + } break; case PROJECTOR_TYPE_YOUTUVL: { builder = std::make_unique(ctx, img); @@ -1016,7 +1090,6 @@ struct clip_model_loader { if (is_vision) { get_u32(KEY_IMAGE_SIZE, hparams.image_size); get_u32(KEY_PATCH_SIZE, hparams.patch_size); - get_u32(KEY_IMAGE_CROP_RESOLUTION, hparams.image_crop_resolution, false); get_i32(KEY_MINICPMV_VERSION, hparams.minicpmv_version, false); // legacy get_u32(KEY_MINICPMV_QUERY_NUM, hparams.minicpmv_query_num, false); if (hparams.minicpmv_query_num == 0) { @@ -1062,11 +1135,6 @@ struct clip_model_loader { // default warmup value hparams.warmup_image_size = hparams.image_size; - hparams.has_llava_projector = model.proj_type == PROJECTOR_TYPE_MLP - || model.proj_type == PROJECTOR_TYPE_MLP_NORM - || model.proj_type == PROJECTOR_TYPE_LDP - || model.proj_type == PROJECTOR_TYPE_LDPV2; - { bool use_gelu = false; bool use_silu = false; @@ -1122,41 +1190,109 @@ struct clip_model_loader { // model-specific params switch (model.proj_type) { + case PROJECTOR_TYPE_MLP: + case PROJECTOR_TYPE_MLP_NORM: + case PROJECTOR_TYPE_LDP: + case PROJECTOR_TYPE_LDPV2: + case PROJECTOR_TYPE_COGVLM: + { + hparams.has_llava_projector = model.proj_type != PROJECTOR_TYPE_COGVLM; + hparams.image_pad_color = {122, 116, 104}; + if (!hparams.image_res_candidates.empty()) { + hparams.image_resize_pad = true; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + } else { + // llava-1.6 default params + hparams.image_pad_ov = false; + hparams.image_pad_rf = true; + hparams.image_pad_color_rf = {122, 116, 104}; + hparams.image_resize_algo_rf = RESIZE_ALGO_BICUBIC; + hparams.image_resize_algo_ov = RESIZE_ALGO_BILINEAR; + } + } break; + case PROJECTOR_TYPE_GLM_EDGE: + { + hparams.image_resize_pad = true; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + } break; case PROJECTOR_TYPE_MINICPMV: { + // use default llava-uhd preprocessing params if (hparams.minicpmv_version == 0) { hparams.minicpmv_version = 2; // default to 2 if not set } } break; case PROJECTOR_TYPE_INTERNVL: + { + // use default llava-uhd preprocessing params + // older version of internvl doesn't have min/max tiles, we need to provide default values for them to avoid issues + hparams.preproc_min_tiles = 1; + hparams.preproc_max_tiles = 12; + get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); + get_u32(KEY_PREPROC_MIN_TILES, hparams.preproc_min_tiles, false); + get_u32(KEY_PREPROC_MAX_TILES, hparams.preproc_max_tiles, false); + GGML_ASSERT(hparams.preproc_min_tiles <= hparams.preproc_max_tiles && hparams.preproc_max_tiles < INT32_MAX); + set_internvl_dhr_res_candidates(model); + } break; case PROJECTOR_TYPE_NEMOTRON_V2_VL: { get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); } break; case PROJECTOR_TYPE_IDEFICS3: { + // use default llava-uhd preprocessing params get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); get_u32(KEY_PREPROC_IMAGE_SIZE, hparams.image_longest_edge, false); } break; case PROJECTOR_TYPE_LFM2: { + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + hparams.image_resize_algo_rf = RESIZE_ALGO_BILINEAR; + hparams.image_resize_algo_ov = RESIZE_ALGO_BILINEAR; get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); // ref: https://huggingface.co/LiquidAI/LFM2.5-VL-1.6B/blob/main/processor_config.json hparams.set_limit_image_tokens(64, 256); } break; + case PROJECTOR_TYPE_PHI4: + { + hparams.n_merge = 1; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + get_u32(KEY_IMAGE_MIN_PIXELS, hparams.image_min_pixels); + get_u32(KEY_IMAGE_MAX_PIXELS, hparams.image_max_pixels); + hparams.set_warmup_n_tokens(16*16); + } break; case PROJECTOR_TYPE_PIXTRAL: - case PROJECTOR_TYPE_LIGHTONOCR: { // ref: https://huggingface.co/mistral-community/pixtral-12b/blob/main/preprocessor_config.json // TODO: verify the image_min_tokens hparams.n_merge = 1; // the original pixtral does not use patch merging + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; hparams.rope_theta = 10000.0f; get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); hparams.set_limit_image_tokens(8, 1024); hparams.set_warmup_n_tokens(256); // avoid OOM on warmup } break; + case PROJECTOR_TYPE_LIGHTONOCR: + { + hparams.n_merge = 1; + hparams.image_resize_algo = RESIZE_ALGO_BICUBIC; + hparams.rope_theta = 10000.0f; + get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); + hparams.image_longest_edge = hparams.image_size; + get_u32(KEY_PREPROC_IMAGE_SIZE, hparams.image_longest_edge, false); + hparams.set_warmup_n_tokens(256); // avoid OOM on warmup + } break; + case PROJECTOR_TYPE_DOTS_OCR: + { + hparams.rope_theta = 10000.0f; + get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge); + get_u32(KEY_IMAGE_MIN_PIXELS, hparams.image_min_pixels); + get_u32(KEY_IMAGE_MAX_PIXELS, hparams.image_max_pixels); + hparams.set_warmup_n_tokens(46*46); // avoid OOM on warmup + } break; case PROJECTOR_TYPE_KIMIVL: { + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; hparams.rope_theta = 10000.0f; get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); // TODO: check kimivl preprocessor for exact values @@ -1165,6 +1301,7 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_KIMIK25: { + hparams.image_resize_algo = RESIZE_ALGO_BICUBIC; hparams.rope_theta = 10000.0f; get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); @@ -1184,10 +1321,22 @@ struct clip_model_loader { // default value (used by all model sizes in gemma 3 family) // number of patches for each **side** is reduced by a factor of 4 hparams.n_merge = 4; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; // test model (tinygemma3) has a different value, we optionally read it get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); } break; + case PROJECTOR_TYPE_GEMMA4V: + { + hparams.rope_theta = 100.0f; + hparams.n_merge = 3; // pooling_kernel_size + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); + // @ngxson : the model performs quite poor with small images, we need to bump minimum image tokens to 40 to avoid that + hparams.set_limit_image_tokens(252, 280); + hparams.set_warmup_n_tokens(256); // avoid OOM on warmup + } break; + case PROJECTOR_TYPE_GEMMA3NV: { // Gemma3n uses MobileNetV5 which produces 256 tokens (16x16) @@ -1200,6 +1349,7 @@ struct clip_model_loader { case PROJECTOR_TYPE_QWEN3VL: { hparams.n_merge = 2; // default value for Qwen 2 and 2.5 + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); get_u32(KEY_WIN_ATTN_PATTERN, hparams.n_wa_pattern, model.proj_type == PROJECTOR_TYPE_QWEN25VL); // only 2.5 requires it // ref: https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct/blob/main/preprocessor_config.json @@ -1212,9 +1362,22 @@ struct clip_model_loader { LOG_WRN("%s: more info: https://github.com/ggml-org/llama.cpp/issues/16842\n\n", __func__); } } break; + case PROJECTOR_TYPE_STEP3VL: + { + hparams.n_merge = 4; // two stride-2 downsamplers after patching + get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); + hparams.rope_theta = 10000.0f; + get_u32(KEY_PREPROC_IMAGE_SIZE, hparams.image_longest_edge, false); + if (hparams.image_longest_edge == 0) { + hparams.image_longest_edge = 3024; + } + hparams.warmup_image_size = hparams.image_size; + } break; case PROJECTOR_TYPE_YOUTUVL: { hparams.n_merge = 2; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + hparams.image_resize_pad = false; get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); get_u32(KEY_ATTN_WINDOW_SIZE, hparams.attn_window_size, true); std::vector wa_layer_indexes_vec; @@ -1230,6 +1393,7 @@ struct clip_model_loader { { hparams.rope_theta = 10000.0f; hparams.n_merge = 2; // default value for GLM4-V + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); hparams.set_limit_image_tokens(8, 4096); hparams.set_warmup_n_tokens(46*46); // avoid OOM on warmup @@ -1242,12 +1406,15 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_QWEN3A: case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_VOXTRAL: + case PROJECTOR_TYPE_MERALION: case PROJECTOR_TYPE_MUSIC_FLAMINGO: { bool require_stack = model.proj_type == PROJECTOR_TYPE_ULTRAVOX || model.proj_type == PROJECTOR_TYPE_VOXTRAL || + model.proj_type == PROJECTOR_TYPE_MERALION || model.proj_type == PROJECTOR_TYPE_GLMA; get_u32(KEY_A_PROJ_STACK_FACTOR, hparams.proj_stack_factor, require_stack); hparams.ffn_op = FFN_GELU_ERF; @@ -1263,11 +1430,35 @@ struct clip_model_loader { case PROJECTOR_TYPE_PADDLEOCR: { hparams.n_merge = 2; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; get_u32(KEY_IMAGE_MIN_PIXELS, hparams.image_min_pixels); get_u32(KEY_IMAGE_MAX_PIXELS, hparams.image_max_pixels); hparams.set_warmup_n_tokens(28*28); // avoid OOM on warmup } break; + case PROJECTOR_TYPE_DEEPSEEKOCR: + { + hparams.patch_size = 16; + hparams.image_size = 1024; + hparams.warmup_image_size = 1024; + hparams.image_resize_algo = RESIZE_ALGO_BICUBIC_PILLOW; + hparams.image_pad_color[0] = hparams.image_mean[0]; + hparams.image_pad_color[1] = hparams.image_mean[1]; + hparams.image_pad_color[2] = hparams.image_mean[2]; + + get_u32(KEY_SAM_N_BLOCK, hparams.sam_n_layer, true); + get_u32(KEY_SAM_N_HEAD, hparams.sam_n_head, true); + get_u32(KEY_SAM_N_EMBD, hparams.sam_n_embd, true); + get_u32(KEY_ATTN_WINDOW_SIZE, hparams.attn_window_size, true); + } break; + case PROJECTOR_TYPE_HUNYUANOCR: + { + hparams.n_merge = 2; + get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false); + get_u32(KEY_IMAGE_MIN_PIXELS, hparams.image_min_pixels); + get_u32(KEY_IMAGE_MAX_PIXELS, hparams.image_max_pixels); + hparams.set_warmup_n_tokens(28*28); + } break; case PROJECTOR_TYPE_LFM2A: { // audio preprocessing params @@ -1277,12 +1468,37 @@ struct clip_model_loader { hparams.audio_window_len = 400; hparams.audio_hop_len = 160; } break; + case PROJECTOR_TYPE_GEMMA4A: + { + // Gemma4 feature_extraction_gemma4.py: + // frame_length_ms=20 -> 320 samples, n_fft=512, hop=10ms -> 160 + hparams.audio_chunk_len = 0; // no fixed-length padding + hparams.audio_sample_rate = 16000; + hparams.audio_n_fft = 512; + hparams.audio_window_len = 320; // 20ms frame (NOT 25ms/400) + hparams.audio_hop_len = 160; + } break; + case PROJECTOR_TYPE_JANUS_PRO: + { + hparams.image_pad_color = {127, 127, 127}; + hparams.image_resize_algo = RESIZE_ALGO_BILINEAR; + } break; default: - break; + throw std::runtime_error(string_format("%s: unknown vision projector type %s\n", __func__, proj_type.c_str())); } // sanity check { + if (hparams.image_size < 0) { + // note: some models having hparams.image_size == 0, which means the image size is dynamic + throw std::runtime_error(string_format("%s: image_size (%d) cannot be negative\n", __func__, hparams.image_size)); + } + if (hparams.patch_size <= 0) { + throw std::runtime_error(string_format("%s: patch_size (%d) must be greater than 0\n", __func__, hparams.patch_size)); + } + if (hparams.n_embd <= 0) { + throw std::runtime_error(string_format("%s: n_embd (%d) must be greater than 0\n", __func__, hparams.n_embd)); + } if (hparams.image_max_pixels < hparams.image_min_pixels) { throw std::runtime_error(string_format("%s: image_max_pixels (%d) is less than image_min_pixels (%d)\n", __func__, hparams.image_max_pixels, hparams.image_min_pixels)); } @@ -1338,6 +1554,11 @@ struct clip_model_loader { std::map tensor_offset; std::vector tensors_to_load; + auto fin = std::ifstream(fname, std::ios::binary); + if (!fin) { + throw std::runtime_error(string_format("%s: failed to open %s\n", __func__, fname.c_str())); + } + // TODO @ngxson : support both audio and video in the future const char * prefix = model.modality == CLIP_MODALITY_AUDIO ? "a" : "v"; @@ -1359,21 +1580,38 @@ struct clip_model_loader { } // helper function + std::unordered_set loaded_tensor_names; auto get_tensor = [&](const std::string & name, bool required = true) { + // Each tensor should only be loaded once; duplicates indicate a bug + if (loaded_tensor_names.count(name)) { + throw std::runtime_error(string_format("%s: tensor already loaded: %s\n", __func__, name.c_str())); + } ggml_tensor * cur = ggml_get_tensor(ctx_meta.get(), name.c_str()); if (!cur && required) { throw std::runtime_error(string_format("%s: unable to find tensor %s\n", __func__, name.c_str())); } if (cur) { tensors_to_load.push_back(cur); - // add tensors to context ggml_tensor * data_tensor = ggml_dup_tensor(ctx_clip.ctx_data.get(), cur); ggml_set_name(data_tensor, cur->name); + loaded_tensor_names.insert(name); cur = data_tensor; } return cur; }; + auto get_scalar = [&](const std::string & name, float default_val) { + auto it = tensor_offset.find(name); + if (it == tensor_offset.end()) { + return default_val; + } + size_t offset = it->second; + fin.seekg(offset, std::ios::beg); + float value; + fin.read(reinterpret_cast(&value), sizeof(float)); + return value; + }; + model.class_embedding = get_tensor(TN_CLASS_EMBD, false); model.pre_ln_w = get_tensor(string_format(TN_LN_PRE, prefix, "weight"), false); @@ -1408,8 +1646,11 @@ struct clip_model_loader { layer.q_norm = get_tensor(string_format(TN_ATTN_Q_NORM, prefix, il, "weight"), false); layer.ln_1_w = get_tensor(string_format(TN_LN_1, prefix, il, "weight"), false); layer.ln_2_w = get_tensor(string_format(TN_LN_2, prefix, il, "weight"), false); - layer.ls_1_w = get_tensor(string_format(TN_LS_1, prefix, il, "weight"), false); // no bias - layer.ls_2_w = get_tensor(string_format(TN_LS_2, prefix, il, "weight"), false); // no bias + layer.ls_1_w = get_tensor(string_format(TN_LS_1, prefix, il, "weight"), false); // no bias + layer.ls_2_w = get_tensor(string_format(TN_LS_2, prefix, il, "weight"), false); // no bias + layer.ls_out_w = get_tensor(string_format(TN_LS_OUT, prefix, il, "weight"), false); // no bias + layer.attn_post_norm_w = get_tensor(string_format(TN_ATTN_POST_NORM, prefix, il, "weight"), false); // no bias + layer.ff_post_norm_w = get_tensor(string_format(TN_FFN_POST_NORM, prefix, il, "weight"), false); // no bias layer.k_b = get_tensor(string_format(TN_ATTN_K, prefix, il, "bias"), false); layer.q_b = get_tensor(string_format(TN_ATTN_Q, prefix, il, "bias"), false); @@ -1582,6 +1823,14 @@ struct clip_model_loader { model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight")); model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias")); } break; + case PROJECTOR_TYPE_STEP3VL: + { + model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight")); + model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias"), false); + model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 1, "weight")); + model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 1, "bias"), false); + model.mm_model_proj = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); + } break; case PROJECTOR_TYPE_YOUTUVL: { model.mm_input_norm_w = get_tensor(TN_MM_INP_NORM); // merger.ln_q (RMS norm) @@ -1592,7 +1841,7 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_GLM4V: { - model.projection = get_tensor(TN_MM_PROJECTOR); + model.mm_fc_w = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); model.mm_ffn_up_w = get_tensor(string_format(TN_MM_UP, "weight")); model.mm_ffn_up_b = get_tensor(string_format(TN_MM_UP, "bias"), false); model.mm_ffn_gate_w = get_tensor(string_format(TN_MM_GATE, "weight")); @@ -1609,6 +1858,32 @@ struct clip_model_loader { model.mm_input_proj_w = get_tensor(TN_MM_INP_PROJ); model.mm_soft_emb_norm_w = get_tensor(TN_MM_SOFT_EMB_N); } break; + case PROJECTOR_TYPE_GEMMA4V: + { + model.mm_input_proj_w = get_tensor(TN_MM_INP_PROJ); + model.std_bias = get_tensor(TN_STD_BIAS, false); + model.std_scale = get_tensor(TN_STD_SCALE, false); + // load scalar for Gemma4ClippableLinear + for (auto * tensor : tensors_to_load) { + std::string name = tensor->name; + if (string_ends_with(name, ".weight")) { + std::string name_inp_max = name; + std::string name_inp_min = name; + std::string name_out_max = name; + std::string name_out_min = name; + string_replace_all(name_inp_max, ".weight", ".input_max"); + string_replace_all(name_inp_min, ".weight", ".input_min"); + string_replace_all(name_out_max, ".weight", ".output_max"); + string_replace_all(name_out_min, ".weight", ".output_min"); + model.clamp_info_map[name] = { + get_scalar(name_inp_max, FLT_MAX), + get_scalar(name_inp_min, -FLT_MAX), + get_scalar(name_out_max, FLT_MAX), + get_scalar(name_out_min, -FLT_MAX) + }; + } + } + } break; case PROJECTOR_TYPE_GEMMA3NV: { model.mobilenet_stem_conv_w = get_tensor(TN_MNV5_STEM_CONV, false); @@ -1704,7 +1979,7 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_IDEFICS3: { - model.projection = get_tensor(TN_MM_PROJECTOR); + model.mm_fc_w = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); } break; case PROJECTOR_TYPE_LFM2: { @@ -1747,6 +2022,17 @@ struct clip_model_loader { model.mm_input_norm_w = get_tensor(TN_MM_INP_NORM, false); model.mm_patch_merger_w = get_tensor(string_format(TN_MM_PATCH_MERGER, "weight"), false); } break; + case PROJECTOR_TYPE_DOTS_OCR: + { + model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight")); + model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias")); + model.mm_2_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight")); + model.mm_2_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias")); + model.mm_input_norm_w = get_tensor(TN_MM_INP_NORM); + model.mm_input_norm_b = get_tensor(TN_MM_INP_NORM_B); + // post_trunk_norm: applied after all ViT blocks, before the merger + model.post_ln_w = get_tensor(string_format(TN_MM_POST_NORM, "weight")); + } break; case PROJECTOR_TYPE_ULTRAVOX: { model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight")); @@ -1758,6 +2044,30 @@ struct clip_model_loader { model.mm_norm_pre_w = get_tensor(string_format(TN_MM_NORM_PRE, "weight")); model.mm_norm_mid_w = get_tensor(string_format(TN_MM_NORM_MID, "weight")); } break; + case PROJECTOR_TYPE_MERALION: + { + // Whisper encoder conv layers + model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight")); + model.conv1d_1_b = get_tensor(string_format(TN_CONV1D, 1, "bias")); + model.conv1d_2_w = get_tensor(string_format(TN_CONV1D, 2, "weight")); + model.conv1d_2_b = get_tensor(string_format(TN_CONV1D, 2, "bias")); + // MERaLiON adaptor: 4 linear layers + ln_pre + // linear_0 = frame compression (19200->6400) + SiLU + // linear_1 = gate_proj (6400->6400) for GLU + // linear_2 = pool_proj (6400->6400) for GLU + // linear_3 = out_proj (6400->3584) + model.mm_0_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 0, "weight")); + model.mm_0_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 0, "bias")); + model.mm_1_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "weight")); + model.mm_1_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "bias")); + model.mm_2_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "weight")); + model.mm_2_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "bias")); + model.mm_3_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 3, "weight")); + model.mm_3_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 3, "bias")); + // ln_speech (LayerNorm before adaptor) + model.mm_norm_pre_w = get_tensor(string_format(TN_MM_NORM_PRE, "weight")); + model.mm_norm_pre_b = get_tensor(string_format(TN_MM_NORM_PRE, "bias")); + } break; case PROJECTOR_TYPE_QWEN2A: { model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight")); @@ -1767,6 +2077,20 @@ struct clip_model_loader { model.mm_fc_w = get_tensor(string_format(TN_MM_AUDIO_FC, "weight")); model.mm_fc_b = get_tensor(string_format(TN_MM_AUDIO_FC, "bias")); } break; + case PROJECTOR_TYPE_QWEN3A: + { + model.conv2d_1_w = get_tensor(string_format(TN_CONV2D, 1, "weight")); + model.conv2d_1_b = get_tensor(string_format(TN_CONV2D, 1, "bias")); + model.conv2d_2_w = get_tensor(string_format(TN_CONV2D, 2, "weight")); + model.conv2d_2_b = get_tensor(string_format(TN_CONV2D, 2, "bias")); + model.conv2d_3_w = get_tensor(string_format(TN_CONV2D, 3, "weight")); + model.conv2d_3_b = get_tensor(string_format(TN_CONV2D, 3, "bias")); + model.conv_out_w = get_tensor(string_format(TN_CONV_OUT, "weight")); // no bias + model.mm_1_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "weight")); + model.mm_1_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "bias")); + model.mm_2_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "weight")); + model.mm_2_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "bias")); + } break; case PROJECTOR_TYPE_VOXTRAL: { model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight")); @@ -1819,13 +2143,13 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_LLAMA4: { - model.mm_model_proj = get_tensor(TN_MM_PROJECTOR); + model.mm_model_proj = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); model.mm_model_mlp_1_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 1, "weight")); model.mm_model_mlp_2_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 2, "weight")); } break; case PROJECTOR_TYPE_COGVLM: { - model.mm_model_proj = get_tensor(TN_MM_PROJECTOR); + model.mm_model_proj = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); model.mm_post_fc_norm_w = get_tensor(string_format(TN_MM_POST_FC_NORM, "weight")); model.mm_post_fc_norm_b = get_tensor(string_format(TN_MM_POST_FC_NORM, "bias")); model.mm_h_to_4h_w = get_tensor(string_format(TN_MM_H_TO_4H, "weight")); @@ -1834,6 +2158,22 @@ struct clip_model_loader { model.mm_boi = get_tensor(TN_TOK_BOI); model.mm_eoi = get_tensor(TN_TOK_EOI); } break; + case PROJECTOR_TYPE_HUNYUANOCR: + { + // proj.0 -> mm.0 (conv1), proj.2 -> mm.2 (conv2), mlp -> mm.model.fc (linear) + model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight")); + model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias")); + model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight")); + model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias")); + model.mm_model_proj = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); + model.mm_model_proj_b = get_tensor(string_format(TN_MM_PROJECTOR, "bias")); + model.mm_pre_norm_w = get_tensor(string_format(TN_MM_PRE_NORM, "weight")); + model.mm_post_norm_w = get_tensor(string_format(TN_MM_POST_NORM, "weight")); + model.mm_img_begin = get_tensor(TN_TOK_IMG_BEGIN); + model.mm_img_end = get_tensor(TN_TOK_IMG_END); + model.image_newline = get_tensor(TN_IMAGE_NEWLINE); + model.view_seperator = get_tensor(TN_IMAGE_SEPERATOR, false); + } break; case PROJECTOR_TYPE_JANUS_PRO: { model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight")); @@ -1841,6 +2181,119 @@ struct clip_model_loader { model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 1, "weight")); model.mm_1_b = get_tensor(string_format(TN_LLAVA_PROJ, 1, "bias")); } break; + case PROJECTOR_TYPE_PHI4: + { + model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight")); + model.mm_0_b = get_tensor(string_format(TN_LLAVA_PROJ, 0, "bias")); + model.mm_2_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight")); + model.mm_2_b = get_tensor(string_format(TN_LLAVA_PROJ, 2, "bias")); + } break; + case PROJECTOR_TYPE_DEEPSEEKOCR: + { + model.pos_embed = get_tensor(string_format(TN_SAM_POS_EMBD, "weight")); + model.patch_embed_proj_w = get_tensor(string_format(TN_SAM_PATCH_EMBD, "weight")); + model.patch_embed_proj_b = get_tensor(string_format(TN_SAM_PATCH_EMBD, "bias")); + model.sam_layers.resize(model.n_sam_layers); + for (int il = 0; il < model.n_sam_layers; ++il) { + auto & layer = model.sam_layers[il]; + layer.qkv_w = get_tensor(string_format(TN_SAM_ATTN_QKV, il, "weight")); + layer.qkv_b = get_tensor(string_format(TN_SAM_ATTN_QKV, il, "bias")); + layer.o_w = get_tensor(string_format(TN_SAM_ATTN_OUT, il, "weight")); + layer.o_b = get_tensor(string_format(TN_SAM_ATTN_OUT, il, "bias")); + layer.ln_1_w = get_tensor(string_format(TN_SAM_PRE_NORM, il, "weight")); + layer.ln_1_b = get_tensor(string_format(TN_SAM_PRE_NORM, il, "bias")); + layer.ln_2_w = get_tensor(string_format(TN_SAM_POST_NORM, il, "weight")); + layer.ln_2_b = get_tensor(string_format(TN_SAM_POST_NORM, il, "bias")); + layer.rel_pos_h = get_tensor(string_format(TN_SAM_ATTN_POS_H, il, "weight")); + layer.rel_pos_w = get_tensor(string_format(TN_SAM_ATTN_POS_W, il, "weight")); + layer.ff_up_w = get_tensor(string_format(TN_SAM_FFN_UP, il, "weight")); + layer.ff_up_b = get_tensor(string_format(TN_SAM_FFN_UP, il, "bias")); + layer.ff_down_w = get_tensor(string_format(TN_SAM_FFN_DOWN, il, "weight")); + layer.ff_down_b = get_tensor(string_format(TN_SAM_FFN_DOWN, il, "bias")); + } + model.neck_0_w = get_tensor(string_format(TN_SAM_NECK, 0, "weight")); + model.neck_1_b = get_tensor(string_format(TN_SAM_NECK, 1, "bias")); + model.neck_1_w = get_tensor(string_format(TN_SAM_NECK, 1, "weight")); + model.neck_2_w = get_tensor(string_format(TN_SAM_NECK, 2, "weight")); + model.neck_3_b = get_tensor(string_format(TN_SAM_NECK, 3, "bias")); + model.neck_3_w = get_tensor(string_format(TN_SAM_NECK, 3, "weight")); + model.net_2 = get_tensor(string_format(TN_SAM_NET, 2, "weight")); + model.net_3 = get_tensor(string_format(TN_SAM_NET, 3, "weight")); + model.image_newline = get_tensor(TN_IMAGE_NEWLINE); + model.view_seperator = get_tensor(TN_IMAGE_SEPERATOR); + model.mm_fc_w = get_tensor(string_format(TN_MM_PROJECTOR, "weight")); + model.mm_fc_b = get_tensor(string_format(TN_MM_PROJECTOR, "bias")); + } break; + case PROJECTOR_TYPE_GEMMA4A: + { + for (int i = 0; i < 2; i++) { + model.sscp_conv_w[i] = get_tensor(string_format(TN_A_CONV1D, i, "weight")); + model.sscp_conv_b[i] = get_tensor(string_format(TN_A_CONV1D, i, "bias"), false); + model.sscp_norm_w[i] = get_tensor(string_format(TN_A_CONV1D_NORM, i, "weight"), false); + } + model.sscp_inp_proj_w = get_tensor(string_format(TN_A_INP_PROJ, "weight")); + model.sscp_inp_proj_b = get_tensor(string_format(TN_A_INP_PROJ, "bias"), false); + model.audio_out_proj_w = get_tensor(string_format(TN_A_OUT_PROJ, "weight"), false); + model.audio_out_proj_b = get_tensor(string_format(TN_A_OUT_PROJ, "bias"), false); + // audio multimodal embedder (mm.a.* namespace, not mm.*) + model.mm_soft_emb_norm_w = get_tensor(string_format(TN_A_MM_SOFT_EMB_N, "weight"), false); + model.mm_input_proj_w = get_tensor(string_format(TN_A_MM_INP_PROJ, "weight"), false); + + // Per-layer tensors NOT loaded by the generic loop above + for (int il = 0; il < hparams.n_layer; ++il) { + auto & layer = model.layers[il]; + + // Gemma4 audio conformer-specific tensors + layer.ff_norm_w = get_tensor(string_format(TN_FFN_NORM, prefix, il, "weight")); + layer.attn_pre_norm_w = get_tensor(string_format(TN_A_ATTN_PRE_NORM, prefix, il, "weight"), false); + layer.per_dim_scale_w = get_tensor(string_format(TN_A_PER_DIM_SCALE, prefix, il, "weight"), false); + layer.per_dim_k_scale_w = get_tensor(string_format(TN_A_PER_DIM_K_SCALE, prefix, il, "weight"), false); + layer.attn_k_rel_w = get_tensor(string_format(TN_A_ATTN_K_REL, prefix, il, "weight"), false); + + // Convolution module + // Note: conv_norm / norm_conv are swapped in GGUF due to + // upstream tensor_mapping.py, so we load them in reverse order + layer.norm_conv_w = get_tensor(string_format(TN_CONV_NORM, prefix, il, "weight"), false); + layer.norm_conv_b = get_tensor(string_format(TN_CONV_NORM, prefix, il, "bias"), false); + layer.conv_pw1_w = get_tensor(string_format(TN_CONV_PW1, prefix, il, "weight")); + layer.conv_pw1_b = get_tensor(string_format(TN_CONV_PW1, prefix, il, "bias"), false); + layer.conv_dw_w = get_tensor(string_format(TN_CONV_DW, prefix, il, "weight")); + layer.conv_dw_b = get_tensor(string_format(TN_CONV_DW, prefix, il, "bias"), false); + layer.conv_norm_w = get_tensor(string_format(TN_NORM_CONV, prefix, il, "weight"), false); + layer.conv_norm_b = get_tensor(string_format(TN_NORM_CONV, prefix, il, "bias"), false); + layer.conv_pw2_w = get_tensor(string_format(TN_CONV_PW2, prefix, il, "weight")); + layer.conv_pw2_b = get_tensor(string_format(TN_CONV_PW2, prefix, il, "bias"), false); + + // FFN2 (second half-step) + layer.ff_norm_1_w = get_tensor(string_format(TN_FFN_NORM_1, prefix, il, "weight")); + layer.ff_up_1_w = get_tensor(string_format(TN_FFN_UP_1, prefix, il, "weight")); + layer.ff_up_1_b = get_tensor(string_format(TN_FFN_UP_1, prefix, il, "bias"), false); + layer.ff_down_1_w = get_tensor(string_format(TN_FFN_DOWN_1, prefix, il, "weight")); + layer.ff_down_1_b = get_tensor(string_format(TN_FFN_DOWN_1, prefix, il, "bias"), false); + layer.ff_post_norm_1_w = get_tensor(string_format(TN_A_FFN_POST_NORM_1, prefix, il, "weight"), false); + } + + // Load clamp info for ClippableLinear AFTER all tensors are loaded + for (auto * tensor : tensors_to_load) { + std::string name = tensor->name; + if (string_ends_with(name, ".weight")) { + std::string name_inp_max = name; + std::string name_inp_min = name; + std::string name_out_max = name; + std::string name_out_min = name; + string_replace_all(name_inp_max, ".weight", ".input_max"); + string_replace_all(name_inp_min, ".weight", ".input_min"); + string_replace_all(name_out_max, ".weight", ".output_max"); + string_replace_all(name_out_min, ".weight", ".output_min"); + model.clamp_info_map[name] = { + get_scalar(name_inp_max, FLT_MAX), + get_scalar(name_inp_min, -FLT_MAX), + get_scalar(name_out_max, FLT_MAX), + get_scalar(name_out_min, -FLT_MAX) + }; + } + } + } break; case PROJECTOR_TYPE_LFM2A: { for (int i : {0, 2, 3, 5, 6}) { @@ -1895,18 +2348,16 @@ struct clip_model_loader { { std::vector read_buf; - auto fin = std::ifstream(fname, std::ios::binary); - if (!fin) { - throw std::runtime_error(string_format("%s: failed to open %s\n", __func__, fname.c_str())); - } - // alloc memory and offload data ggml_backend_buffer_type_t buft = ggml_backend_get_default_buffer_type(ctx_clip.backend); ctx_clip.buf.reset(ggml_backend_alloc_ctx_tensors_from_buft(ctx_clip.ctx_data.get(), buft)); ggml_backend_buffer_set_usage(ctx_clip.buf.get(), GGML_BACKEND_BUFFER_USAGE_WEIGHTS); for (auto & t : tensors_to_load) { ggml_tensor * cur = ggml_get_tensor(ctx_clip.ctx_data.get(), t->name); - const size_t offset = tensor_offset[t->name]; + GGML_ASSERT(cur && "tensor not found in ctx_data"); + auto it_off = tensor_offset.find(t->name); + GGML_ASSERT(it_off != tensor_offset.end() && "no offset for tensor"); + const size_t offset = it_off->second; fin.seekg(offset, std::ios::beg); if (!fin) { throw std::runtime_error(string_format("%s: failed to seek for tensor %s\n", __func__, t->name)); @@ -1926,6 +2377,7 @@ struct clip_model_loader { LOG_DBG("%s: loaded %zu tensors from %s\n", __func__, tensors_to_load.size(), fname.c_str()); } + } struct support_info_op { @@ -2157,6 +2609,27 @@ struct clip_model_loader { } } } + + static void set_internvl_dhr_res_candidates(clip_model & model) { + auto & hparams = model.hparams; + int min_num = hparams.preproc_min_tiles; + int max_num = hparams.preproc_max_tiles; + if (min_num < 1) { + return; // avoid divide by 0 + } + for (int a = min_num; a <= max_num; ++a) { + int b_lo = (min_num + a - 1) / a; + int b_hi = max_num / a; + b_lo = std::max(b_lo, min_num); + b_hi = std::min(b_hi, max_num); + for (int b = b_lo; b <= b_hi; ++b) { + hparams.image_res_candidates.push_back(clip_image_size { + a*hparams.image_size, + b*hparams.image_size, + }); + } + } + } }; struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params) { @@ -2178,8 +2651,6 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params // TODO: we don't support audio for Gemma 3N, but GGUF contains audio tensors // we can remove this check when we implement audio support for Gemma 3N skip_audio = ctx_vision->model.proj_type == PROJECTOR_TYPE_GEMMA3NV; - - // clip_debug_encode(ctx_vision, 24*14, 24*14, 0.5f); } if (loader.has_audio && !skip_audio) { @@ -2274,1026 +2745,6 @@ void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny memcpy(img->buf.data(), rgb_pixels, img->buf.size()); } -// Normalize image to float32 - careful with pytorch .to(model.device, dtype=torch.float16) - this sometimes reduces precision (32>16>32), sometimes not -static void normalize_image_u8_to_f32(const clip_image_u8 & src, clip_image_f32 & dst, const float mean[3], const float std[3]) { - dst.nx = src.nx; - dst.ny = src.ny; - dst.buf.resize(src.buf.size()); - - // TODO @ngxson : seems like this could be done more efficiently on cgraph - for (size_t i = 0; i < src.buf.size(); ++i) { - int c = i % 3; // rgb - dst.buf[i] = (static_cast(src.buf[i]) / 255.0f - mean[c]) / std[c]; - } -} - -// set of tools to manupulate images -// in the future, we can have HW acceleration by allowing this struct to access 3rd party lib like imagick or opencv -struct img_tool { - enum resize_algo { - RESIZE_ALGO_BILINEAR, - RESIZE_ALGO_BICUBIC, - // RESIZE_ALGO_LANCZOS, // TODO - }; - - static void resize( - const clip_image_u8 & src, - clip_image_u8 & dst, - const clip_image_size & target_resolution, - resize_algo algo, - bool add_padding = true, // TODO: define the behavior for add_padding = false - std::array pad_color = {0, 0, 0}) { - dst.nx = target_resolution.width; - dst.ny = target_resolution.height; - dst.buf.resize(3 * dst.nx * dst.ny); - - if (dst.nx == src.nx && dst.ny == src.ny) { - // no resize needed, simple copy - dst.buf = src.buf; - return; - } - - if (!add_padding) { - // direct resize - switch (algo) { - case RESIZE_ALGO_BILINEAR: - resize_bilinear(src, dst, target_resolution.width, target_resolution.height); - break; - case RESIZE_ALGO_BICUBIC: - resize_bicubic(src, dst, target_resolution.width, target_resolution.height); - break; - default: - throw std::runtime_error("Unsupported resize algorithm"); - } - } else { - // resize with padding - clip_image_u8 resized_image; - float scale_w = static_cast(target_resolution.width) / src.nx; - float scale_h = static_cast(target_resolution.height) / src.ny; - float scale = std::min(scale_w, scale_h); - int new_width = std::min(static_cast(std::ceil(src.nx * scale)), target_resolution.width); - int new_height = std::min(static_cast(std::ceil(src.ny * scale)), target_resolution.height); - - switch (algo) { - case RESIZE_ALGO_BILINEAR: - resize_bilinear(src, resized_image, new_width, new_height); - break; - case RESIZE_ALGO_BICUBIC: - resize_bicubic(src, resized_image, new_width, new_height); - break; - default: - throw std::runtime_error("Unsupported resize algorithm"); - } - - // fill dst with pad_color - fill(dst, pad_color); - - int offset_x = (target_resolution.width - new_width) / 2; - int offset_y = (target_resolution.height - new_height) / 2; - - composite(dst, resized_image, offset_x, offset_y); - } - } - - static void crop(const clip_image_u8 & image, clip_image_u8 & dst, int x, int y, int w, int h) { - dst.nx = w; - dst.ny = h; - dst.buf.resize(3 * w * h); - - for (int i = 0; i < h; ++i) { - for (int j = 0; j < w; ++j) { - int src_idx = 3 * ((y + i)*image.nx + (x + j)); - int dst_idx = 3 * (i*w + j); - dst.buf[dst_idx] = image.buf[src_idx]; - dst.buf[dst_idx + 1] = image.buf[src_idx + 1]; - dst.buf[dst_idx + 2] = image.buf[src_idx + 2]; - } - } - } - - // calculate the size of the **resized** image, while preserving the aspect ratio - // the calculated size will be aligned to the nearest multiple of align_size - // if H or W size is larger than longest_edge, it will be resized to longest_edge - static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const int align_size, const int longest_edge) { - GGML_ASSERT(align_size > 0); - if (inp_size.width <= 0 || inp_size.height <= 0 || longest_edge <= 0) { - return {0, 0}; - } - - float scale = std::min(static_cast(longest_edge) / inp_size.width, - static_cast(longest_edge) / inp_size.height); - - float target_width_f = static_cast(inp_size.width) * scale; - float target_height_f = static_cast(inp_size.height) * scale; - - auto ceil_by_factor = [f = align_size](float x) { return static_cast(std::ceil(x / static_cast(f))) * f; }; - int aligned_width = ceil_by_factor(target_width_f); - int aligned_height = ceil_by_factor(target_height_f); - - return {aligned_width, aligned_height}; - } - - // calculate the size of the **resized** image, while preserving the aspect ratio - // the calculated size will have min_pixels <= W*H <= max_pixels - // this is referred as "smart_resize" in transformers code - static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const int align_size, const int min_pixels, const int max_pixels) { - GGML_ASSERT(align_size > 0); - const int width = inp_size.width; - const int height = inp_size.height; - - auto round_by_factor = [f = align_size](float x) { return static_cast(std::round(x / static_cast(f))) * f; }; - auto ceil_by_factor = [f = align_size](float x) { return static_cast(std::ceil(x / static_cast(f))) * f; }; - auto floor_by_factor = [f = align_size](float x) { return static_cast(std::floor(x / static_cast(f))) * f; }; - - // always align up first - int h_bar = std::max(align_size, round_by_factor(height)); - int w_bar = std::max(align_size, round_by_factor(width)); - - if (h_bar * w_bar > max_pixels) { - const auto beta = std::sqrt(static_cast(height * width) / max_pixels); - h_bar = std::max(align_size, floor_by_factor(height / beta)); - w_bar = std::max(align_size, floor_by_factor(width / beta)); - } else if (h_bar * w_bar < min_pixels) { - const auto beta = std::sqrt(static_cast(min_pixels) / (height * width)); - h_bar = ceil_by_factor(height * beta); - w_bar = ceil_by_factor(width * beta); - } - - return {w_bar, h_bar}; - } - - // draw src image into dst image at offset (offset_x, offset_y) - static void composite(clip_image_u8 & dst, const clip_image_u8 & src, int offset_x, int offset_y) { - for (int y = 0; y < src.ny; ++y) { - for (int x = 0; x < src.nx; ++x) { - int dx = x + offset_x; - int dy = y + offset_y; - // skip pixels that would be out of bounds in the destination - if (dx < 0 || dy < 0 || dx >= dst.nx || dy >= dst.ny) { - continue; - } - size_t dst_idx = 3 * (static_cast(dy) * dst.nx + static_cast(dx)); - size_t src_idx = 3 * (static_cast(y) * src.nx + static_cast(x)); - dst.buf[dst_idx + 0] = src.buf[src_idx + 0]; - dst.buf[dst_idx + 1] = src.buf[src_idx + 1]; - dst.buf[dst_idx + 2] = src.buf[src_idx + 2]; - } - } - } - - // fill the image with a solid color - static void fill(clip_image_u8 & img, const std::array & color) { - for (size_t i = 0; i < img.buf.size(); i += 3) { - img.buf[i] = color[0]; - img.buf[i + 1] = color[1]; - img.buf[i + 2] = color[2]; - } - } - -private: - // Bilinear resize function - static void resize_bilinear(const clip_image_u8 & src, clip_image_u8 & dst, int target_width, int target_height) { - dst.nx = target_width; - dst.ny = target_height; - dst.buf.resize(3 * target_width * target_height); - - float x_ratio = static_cast(src.nx - 1) / target_width; - float y_ratio = static_cast(src.ny - 1) / target_height; - - for (int y = 0; y < target_height; y++) { - for (int x = 0; x < target_width; x++) { - float px = x_ratio * x; - float py = y_ratio * y; - int x_floor = static_cast(px); - int y_floor = static_cast(py); - float x_lerp = px - x_floor; - float y_lerp = py - y_floor; - - for (int c = 0; c < 3; c++) { - float top = lerp( - static_cast(src.buf[3 * (y_floor * src.nx + x_floor) + c]), - static_cast(src.buf[3 * (y_floor * src.nx + (x_floor + 1)) + c]), - x_lerp - ); - float bottom = lerp( - static_cast(src.buf[3 * ((y_floor + 1) * src.nx + x_floor) + c]), - static_cast(src.buf[3 * ((y_floor + 1) * src.nx + (x_floor + 1)) + c]), - x_lerp - ); - dst.buf[3 * (y * target_width + x) + c] = static_cast(lerp(top, bottom, y_lerp)); - } - } - } - } - - // Bicubic resize function - // part of image will be cropped if the aspect ratio is different - static bool resize_bicubic(const clip_image_u8 & img, clip_image_u8 & dst, int target_width, int target_height) { - const int nx = img.nx; - const int ny = img.ny; - - dst.nx = target_width; - dst.ny = target_height; - dst.buf.resize(3 * target_width * target_height); - - float Cc; - float C[5] = {}; - float d0, d2, d3, a0, a1, a2, a3; - int i, j, k, jj; - int x, y; - float dx, dy; - float tx, ty; - - tx = (float)nx / (float)target_width; - ty = (float)ny / (float)target_height; - - // Bicubic interpolation; adapted from ViT.cpp, inspired from : - // -> https://github.com/yglukhov/bicubic-interpolation-image-processing/blob/master/libimage.c#L36 - // -> https://en.wikipedia.org/wiki/Bicubic_interpolation - - for (i = 0; i < target_height; i++) { - for (j = 0; j < target_width; j++) { - x = (int)(tx * j); - y = (int)(ty * i); - - dx = tx * j - x; - dy = ty * i - y; - - for (k = 0; k < 3; k++) { - for (jj = 0; jj <= 3; jj++) { - d0 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x - 1, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k]; - d2 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x + 1, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k]; - d3 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x + 2, 0, nx - 1)) * 3 + k] - img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k]; - a0 = img.buf[(clip(y - 1 + jj, 0, ny - 1) * nx + clip(x, 0, nx - 1)) * 3 + k]; - - a1 = -1.0 / 3 * d0 + d2 - 1.0 / 6 * d3; - a2 = 1.0 / 2 * d0 + 1.0 / 2 * d2; - a3 = -1.0 / 6 * d0 - 1.0 / 2 * d2 + 1.0 / 6 * d3; - - C[jj] = a0 + a1 * dx + a2 * dx * dx + a3 * dx * dx * dx; - - d0 = C[0] - C[1]; - d2 = C[2] - C[1]; - d3 = C[3] - C[1]; - a0 = C[1]; - a1 = -1.0 / 3 * d0 + d2 - 1.0 / 6 * d3; - a2 = 1.0 / 2 * d0 + 1.0 / 2 * d2; - a3 = -1.0 / 6 * d0 - 1.0 / 2 * d2 + 1.0 / 6 * d3; - Cc = a0 + a1 * dy + a2 * dy * dy + a3 * dy * dy * dy; - - const uint8_t Cc2 = std::min(std::max(std::round(Cc), 0.0f), 255.0f); - dst.buf[(i * target_width + j) * 3 + k] = float(Cc2); - } - } - } - } - - return true; - } - - static inline int clip(int x, int lower, int upper) { - return std::max(lower, std::min(x, upper)); - } - - // Linear interpolation between two points - static inline float lerp(float s, float e, float t) { - return s + (e - s) * t; - } -}; - -/** - * implementation of LLaVA-UHD: - * - https://arxiv.org/pdf/2403.11703 - * - https://github.com/thunlp/LLaVA-UHD - * - https://github.com/thunlp/LLaVA-UHD/blob/302301bc2175f7e717fb8548516188e89f649753/llava_uhd/train/llava-uhd/slice_logic.py#L118 - * - * overview: - * - an image always have a single overview (downscaled image) - * - an image can have 0 or multiple slices, depending on the image size - * - each slice can then be considered as a separate image - * - * for example: - * - * [overview] --> [slice 1] --> [slice 2] - * | | - * +--> [slice 3] --> [slice 4] - */ -struct llava_uhd { - struct slice_coordinates { - int x; - int y; - clip_image_size size; - }; - - struct slice_instructions { - clip_image_size overview_size; // size of downscaled image - clip_image_size refined_size; // size of image right before slicing (must be multiple of slice size) - clip_image_size grid_size; // grid_size.width * grid_size.height = number of slices - std::vector slices; - - img_tool::resize_algo interpolation_overview = img_tool::RESIZE_ALGO_BILINEAR; - bool padding_overview = false; // if true, refine image will be padded to the grid size (e.g. llava-1.6) - std::array pad_color_overview = {0, 0, 0}; - - img_tool::resize_algo interpolation_refined = img_tool::RESIZE_ALGO_BICUBIC; - bool padding_refined = false; // if true, refine image will be padded to the grid size (e.g. llava-1.6) - std::array pad_color_refined = {0, 0, 0}; - }; - - static slice_instructions get_slice_instructions(struct clip_ctx * ctx, const clip_image_size & original_size) { - slice_instructions res; - const int patch_size = clip_get_patch_size(ctx); - const int slice_size = clip_get_image_size(ctx); - const int original_width = original_size.width; - const int original_height = original_size.height; - - const bool has_slices = original_size.width > slice_size || original_size.height > slice_size; - const bool has_pinpoints = !ctx->model.hparams.image_res_candidates.empty(); - - if (!has_slices) { - // skip slicing logic - res.overview_size = clip_image_size{slice_size, slice_size}; - res.refined_size = clip_image_size{0, 0}; - res.grid_size = clip_image_size{0, 0}; - - return res; - } - - if (has_pinpoints) { - // has pinpoints, use them to calculate the grid size (e.g. llava-1.6) - auto refine_size = llava_uhd::select_best_resolution( - original_size, - ctx->model.hparams.image_res_candidates); - res.overview_size = clip_image_size{slice_size, slice_size}; - res.refined_size = refine_size; - res.grid_size = clip_image_size{0, 0}; - res.padding_refined = true; - res.interpolation_refined = img_tool::RESIZE_ALGO_BILINEAR; // preserve old behavior when padding - - LOG_DBG("%s: using pinpoints for slicing\n", __func__); - LOG_DBG("%s: original size: %d x %d, overview size: %d x %d, refined size: %d x %d\n", - __func__, original_width, original_height, - res.overview_size.width, res.overview_size.height, - res.refined_size.width, res.refined_size.height); - - for (int y = 0; y < refine_size.height; y += slice_size) { - for (int x = 0; x < refine_size.width; x += slice_size) { - slice_coordinates slice; - slice.x = x; - slice.y = y; - slice.size.width = std::min(slice_size, refine_size.width - x); - slice.size.height = std::min(slice_size, refine_size.height - y); - res.slices.push_back(slice); - LOG_DBG("%s: slice %d: x=%d, y=%d, size=%dx%d\n", - __func__, (int)res.slices.size() - 1, - slice.x, slice.y, slice.size.width, slice.size.height); - } - } - - res.grid_size.height = refine_size.height / slice_size; - res.grid_size.width = refine_size.width / slice_size; - LOG_DBG("%s: grid size: %d x %d\n", __func__, res.grid_size.width, res.grid_size.height); - - return res; - } - - // no pinpoints, dynamically calculate the grid size (e.g. minicpmv) - - auto best_size = get_best_resize(original_size, slice_size, patch_size, !has_slices); - res.overview_size = best_size; - - { - const int max_slice_nums = 9; // TODO: this is only used by minicpmv, maybe remove it - const float log_ratio = log((float)original_width / original_height); - const float ratio = (float)original_width * original_height / (slice_size * slice_size); - const int multiple = fmin(ceil(ratio), max_slice_nums); - - auto best_grid = get_best_grid(max_slice_nums, multiple, log_ratio); - auto refine_size = get_refine_size(original_size, best_grid, slice_size, patch_size, true); - res.grid_size = best_grid; - res.refined_size = refine_size; - - LOG_DBG("%s: original size: %d x %d, overview size: %d x %d, refined size: %d x %d, grid size: %d x %d\n", - __func__, original_width, original_height, - res.overview_size.width, res.overview_size.height, - res.refined_size.width, res.refined_size.height, - res.grid_size.width, res.grid_size.height); - - int width = refine_size.width; - int height = refine_size.height; - int grid_x = int(width / best_grid.width); - int grid_y = int(height / best_grid.height); - for (int patches_y = 0, ic = 0; - patches_y < refine_size.height && ic < best_grid.height; - patches_y += grid_y, ic += 1) { - for (int patches_x = 0, jc = 0; - patches_x < refine_size.width && jc < best_grid.width; - patches_x += grid_x, jc += 1) { - slice_coordinates slice; - slice.x = patches_x; - slice.y = patches_y; - slice.size.width = grid_x; - slice.size.height = grid_y; - res.slices.push_back(slice); - LOG_DBG("%s: slice %d: x=%d, y=%d, size=%dx%d\n", - __func__, (int)res.slices.size() - 1, - slice.x, slice.y, slice.size.width, slice.size.height); - } - } - } - - return res; - } - - static std::vector slice_image(const clip_image_u8 * img, const slice_instructions & inst) { - std::vector output; - - // resize to overview size - clip_image_u8_ptr resized_img(clip_image_u8_init()); - img_tool::resize(*img, *resized_img, inst.overview_size, inst.interpolation_overview, - inst.padding_overview, inst.pad_color_overview); - output.push_back(std::move(resized_img)); - - if (inst.slices.empty()) { - // no slices, just return the resized image - return output; - } - - // resize to refined size - clip_image_u8_ptr refined_img(clip_image_u8_init()); - img_tool::resize(*img, *refined_img, inst.refined_size, inst.interpolation_refined, - inst.padding_refined, inst.pad_color_refined); - - // create slices - for (const auto & slice : inst.slices) { - int x = slice.x; - int y = slice.y; - int w = slice.size.width; - int h = slice.size.height; - - clip_image_u8_ptr img_slice(clip_image_u8_init()); - img_tool::crop(*refined_img, *img_slice, x, y, w, h); - output.push_back(std::move(img_slice)); - } - - return output; - } - -private: - static clip_image_size get_best_resize(const clip_image_size & original_size, int scale_resolution, int patch_size, bool allow_upscale = false) { - int width = original_size.width; - int height = original_size.height; - if ((width * height > scale_resolution * scale_resolution) || allow_upscale) { - float r = static_cast(width) / height; - height = static_cast(scale_resolution / std::sqrt(r)); - width = static_cast(height * r); - } - clip_image_size res; - res.width = ensure_divide(width, patch_size); - res.height = ensure_divide(height, patch_size); - return res; - } - - static clip_image_size resize_maintain_aspect_ratio(const clip_image_size & orig, const clip_image_size & target_max) { - float scale_width = static_cast(target_max.width) / orig.width; - float scale_height = static_cast(target_max.height) / orig.height; - float scale = std::min(scale_width, scale_height); - return clip_image_size{ - static_cast(orig.width * scale), - static_cast(orig.height * scale), - }; - } - - /** - * Selects the best resolution from a list of possible resolutions based on the original size. - * - * For example, when given a list of resolutions: - * - 100x100 - * - 200x100 - * - 100x200 - * - 200x200 - * - * And an input image of size 111x200, then 100x200 is the best fit (least wasted resolution). - * - * @param original_size The original size of the image - * @param possible_resolutions A list of possible resolutions - * @return The best fit resolution - */ - static clip_image_size select_best_resolution(const clip_image_size & original_size, const std::vector & possible_resolutions) { - clip_image_size best_fit; - int min_wasted_area = std::numeric_limits::max(); - int max_effective_resolution = 0; - - for (const clip_image_size & candidate : possible_resolutions) { - auto target_size = resize_maintain_aspect_ratio(original_size, candidate); - int effective_resolution = std::min( - target_size.width * target_size.height, - original_size.width * original_size.height); - int wasted_area = (candidate.width * candidate.height) - effective_resolution; - - if (effective_resolution > max_effective_resolution || (effective_resolution == max_effective_resolution && wasted_area < min_wasted_area)) { - max_effective_resolution = effective_resolution; - min_wasted_area = wasted_area; - best_fit = candidate; - } - - LOG_DBG("%s: candidate: %d x %d, target: %d x %d, wasted: %d, effective: %d\n", __func__, candidate.width, candidate.height, target_size.width, target_size.height, wasted_area, effective_resolution); - } - - return best_fit; - } - - static int ensure_divide(int length, int patch_size) { - return std::max(static_cast(std::round(static_cast(length) / patch_size) * patch_size), patch_size); - } - - static clip_image_size get_refine_size(const clip_image_size & original_size, const clip_image_size & grid, int scale_resolution, int patch_size, bool allow_upscale = false) { - int width = original_size.width; - int height = original_size.height; - int grid_x = grid.width; - int grid_y = grid.height; - - int refine_width = ensure_divide(width, grid_x); - int refine_height = ensure_divide(height, grid_y); - - clip_image_size grid_size; - grid_size.width = refine_width / grid_x; - grid_size.height = refine_height / grid_y; - - auto best_grid_size = get_best_resize(grid_size, scale_resolution, patch_size, allow_upscale); - int best_grid_width = best_grid_size.width; - int best_grid_height = best_grid_size.height; - - clip_image_size refine_size; - refine_size.width = best_grid_width * grid_x; - refine_size.height = best_grid_height * grid_y; - return refine_size; - } - - static clip_image_size get_best_grid(const int max_slice_nums, const int multiple, const float log_ratio) { - std::vector candidate_split_grids_nums; - for (int i : {multiple - 1, multiple, multiple + 1}) { - if (i == 1 || i > max_slice_nums) { - continue; - } - candidate_split_grids_nums.push_back(i); - } - - std::vector candidate_grids; - for (int split_grids_nums : candidate_split_grids_nums) { - int m = 1; - while (m <= split_grids_nums) { - if (split_grids_nums % m == 0) { - candidate_grids.push_back(clip_image_size{m, split_grids_nums / m}); - } - ++m; - } - } - - clip_image_size best_grid{1, 1}; - float min_error = std::numeric_limits::infinity(); - for (const auto& grid : candidate_grids) { - float error = std::abs(log_ratio - std::log(1.0 * grid.width / grid.height)); - if (error < min_error) { - best_grid = grid; - min_error = error; - } - } - return best_grid; - } -}; - -// ref: https://github.com/huggingface/transformers/blob/v5.1.0/src/transformers/models/lfm2_vl/image_processing_lfm2_vl_fast.py -// some of the logic is similar to llava_uhd, but with different hyperparameters and some logic is unique (e.g. grid layout) -struct lfm2_vl_image_processor { - // ref: https://huggingface.co/LiquidAI/LFM2.5-VL-1.6B/blob/main/processor_config.json - static constexpr int min_tiles = 2; - static constexpr int max_tiles = 10; - static constexpr float max_pixels_tolerance = 2.0f; - static constexpr int tile_size = 512; - - static llava_uhd::slice_instructions get_slice_instructions(struct clip_ctx * ctx, const clip_image_size & original_size) { - llava_uhd::slice_instructions inst; - const auto & params = ctx->model.hparams; - const int align_size = params.patch_size * params.n_merge; - - inst.interpolation_overview = img_tool::RESIZE_ALGO_BILINEAR; - inst.interpolation_refined = img_tool::RESIZE_ALGO_BILINEAR; - inst.overview_size = img_tool::calc_size_preserved_ratio(original_size, align_size, params.image_min_pixels, params.image_max_pixels); - - // tile if either dimension exceeds tile_size with tolerance - const bool needs_tiling = original_size.width > tile_size * max_pixels_tolerance || original_size.height > tile_size * max_pixels_tolerance; - - if (!needs_tiling) { - inst.refined_size = clip_image_size{0, 0}; - inst.grid_size = clip_image_size{0, 0}; - return inst; - } - - const clip_image_size grid = get_grid_layout(original_size.height, original_size.width); - - inst.grid_size = grid; - inst.refined_size = clip_image_size{tile_size * grid.width, tile_size * grid.height}; - - LOG_DBG("%s: original size: %d x %d, overview size: %d x %d, refined size: %d x %d, grid size: %d x %d\n", - __func__, - original_size.width, original_size.height, - inst.overview_size.width, inst.overview_size.height, - inst.refined_size.width, inst.refined_size.height, - grid.width, grid.height); - - for (int row = 0; row < grid.height; row++) { - for (int col = 0; col < grid.width; col++) { - llava_uhd::slice_coordinates slice; - slice.x = col * tile_size; - slice.y = row * tile_size; - slice.size = clip_image_size{tile_size, tile_size}; - inst.slices.push_back(slice); - LOG_DBG("%s: slice %d: x=%d, y=%d, size=%d x %d\n", - __func__, (int)inst.slices.size() - 1, - slice.x, slice.y, slice.size.width, slice.size.height); - } - } - - return inst; - } - -private: - static clip_image_size find_closest_aspect_ratio( - float aspect_ratio, - const std::vector & target_ratios, - int width, int height) { - float best_ratio_diff = std::numeric_limits::max(); - clip_image_size best_ratio = {1, 1}; - const float area = static_cast(width * height); - - for (const auto & ratio : target_ratios) { - const float target_aspect_ratio = static_cast(ratio.width) / ratio.height; - const float ratio_diff = std::abs(aspect_ratio - target_aspect_ratio); - if (ratio_diff < best_ratio_diff) { - best_ratio_diff = ratio_diff; - best_ratio = ratio; - } else if (ratio_diff == best_ratio_diff) { - const float target_area = static_cast(tile_size * tile_size * ratio.width * ratio.height); - if (area > 0.5f * target_area) { - best_ratio = ratio; - } - } - } - return best_ratio; - } - - static std::vector get_target_ratios() { - std::vector ratios; - for (int n = min_tiles; n <= max_tiles; n++) { - for (int w = 1; w <= n; w++) { - for (int h = 1; h <= n; h++) { - if (w * h >= min_tiles && w * h <= max_tiles) { - bool found = false; - for (const auto & r : ratios) { - if (r.width == w && r.height == h) { - found = true; - break; - } - } - if (!found) { - ratios.push_back({w, h}); - } - } - } - } - } - std::sort(ratios.begin(), ratios.end(), [](const clip_image_size & a, const clip_image_size & b) { - return a.width * a.height < b.width * b.height; - }); - return ratios; - } - - static clip_image_size get_grid_layout(int height, int width) { - const float aspect_ratio = static_cast(width) / height; - const auto ratios = get_target_ratios(); - return find_closest_aspect_ratio(aspect_ratio, ratios, width, height); - } -}; - -// returns the normalized float tensor for llava-1.5, for spatial_unpad with anyres processing for llava-1.6 it returns the normalized image patch tensors as a vector -// res_imgs memory is being allocated here, previous allocations will be freed if found -bool clip_image_preprocess(struct clip_ctx * ctx, const clip_image_u8 * img, struct clip_image_f32_batch * res_imgs) { - clip_image_size original_size{img->nx, img->ny}; - auto & params = ctx->model.hparams; - - switch (ctx->proj_type()) { - case PROJECTOR_TYPE_MINICPMV: - { - auto const inst = llava_uhd::get_slice_instructions(ctx, original_size); - std::vector imgs = llava_uhd::slice_image(img, inst); - - for (size_t i = 0; i < imgs.size(); ++i) { - // clip_image_save_to_bmp(*imgs[i], "slice_" + std::to_string(i) + ".bmp"); - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*imgs[i], *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } - - res_imgs->grid_x = inst.grid_size.width; - res_imgs->grid_y = inst.grid_size.height; - } break; - - case PROJECTOR_TYPE_QWEN2VL: - case PROJECTOR_TYPE_QWEN25VL: - case PROJECTOR_TYPE_QWEN3VL: - case PROJECTOR_TYPE_GLM4V: - case PROJECTOR_TYPE_PADDLEOCR: - { - GGML_ASSERT(params.image_min_pixels > 0 && params.image_max_pixels > 0); - clip_image_u8 resized; - const clip_image_size new_size = img_tool::calc_size_preserved_ratio( - original_size, - params.patch_size * 2, - params.image_min_pixels, - params.image_max_pixels); - img_tool::resize(*img, resized, new_size, img_tool::RESIZE_ALGO_BILINEAR, false); - // clip_image_save_to_bmp(resized, "preproc.bmp"); - clip_image_f32_ptr img_f32(clip_image_f32_init()); - // clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(resized, *img_f32, params.image_mean, params.image_std); - // res_imgs->data[0] = *res; - res_imgs->entries.push_back(std::move(img_f32)); - } break; - case PROJECTOR_TYPE_YOUTUVL: - { - const int patch_size = params.patch_size; // typically 16 - const int merge_size = params.n_merge; // typically 2 - const int align_size = patch_size * merge_size; // 32 - - const int max_num_patches = params.image_max_pixels > 0 ? - params.image_max_pixels / (patch_size * patch_size) : 256; - - // Linear search for optimal scale to fit within max_num_patches - float scale = 1.0f; - int target_height = original_size.height; - int target_width = original_size.width; - - auto get_scaled_image_size = [align_size](float scale, int size) -> int { - float scaled_size = size * scale; - // Round up to nearest multiple of align_size - int aligned = static_cast(std::ceil(scaled_size / align_size)) * align_size; - // Ensure at least one patch - return std::max(align_size, aligned); - }; - - // Linear search with 0.02 step size - while (scale > 0.0f) { - target_height = get_scaled_image_size(scale, original_size.height); - target_width = get_scaled_image_size(scale, original_size.width); - - int num_patches_h = target_height / patch_size; - int num_patches_w = target_width / patch_size; - int num_patches = num_patches_h * num_patches_w; - - if (num_patches > max_num_patches) { - scale -= 0.02f; - } else { - break; - } - } - - clip_image_size new_size = {target_width, target_height}; - - // Resize the image - clip_image_u8 resized; - img_tool::resize(*img, resized, new_size, img_tool::RESIZE_ALGO_BILINEAR, false); - - // Normalize to float32 - clip_image_f32_ptr img_f32(clip_image_f32_init()); - normalize_image_u8_to_f32(resized, *img_f32, params.image_mean, params.image_std); - - // Add to results - res_imgs->entries.push_back(std::move(img_f32)); - } break; - - case PROJECTOR_TYPE_IDEFICS3: - { - // The refined size has two steps: - // 1. Resize w/ aspect-ratio preserving such that the longer side is - // the preprocessor longest size - // 2. Resize w/out preserving aspect ratio such that both sides are - // multiples of image_size (always rounding up) - // - // CITE: https://github.com/huggingface/transformers/blob/main/src/transformers/models/idefics3/image_processing_idefics3.py#L737 - const clip_image_size refined_size = img_tool::calc_size_preserved_ratio( - original_size, params.image_size, params.image_longest_edge); - // LOG_INF("%s: original size: %d x %d, refined size: %d x %d\n", - // __func__, original_size.width, original_size.height, - // refined_size.width, refined_size.height); - - llava_uhd::slice_instructions instructions; - instructions.overview_size = clip_image_size{params.image_size, params.image_size}; - instructions.refined_size = refined_size; - instructions.grid_size = clip_image_size{ - static_cast(std::ceil(static_cast(refined_size.width) / params.image_size)), - static_cast(std::ceil(static_cast(refined_size.height) / params.image_size)), - }; - for (int y = 0; y < refined_size.height; y += params.image_size) { - for (int x = 0; x < refined_size.width; x += params.image_size) { - // LOG_INF("%s: adding slice at x=%d, y=%d\n", __func__, x, y); - instructions.slices.push_back(llava_uhd::slice_coordinates{ - /* x */x, - /* y */y, - /* size */clip_image_size{ - std::min(params.image_size, refined_size.width - x), - std::min(params.image_size, refined_size.height - y) - } - }); - } - } - auto imgs = llava_uhd::slice_image(img, instructions); - - // cast and normalize to f32 - for (size_t i = 0; i < imgs.size(); ++i) { - // clip_image_save_to_bmp(*imgs[i], "slice_" + std::to_string(i) + ".bmp"); - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*imgs[i], *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } - - res_imgs->grid_x = instructions.grid_size.width; - res_imgs->grid_y = instructions.grid_size.height; - } break; - - case PROJECTOR_TYPE_GLM_EDGE: - case PROJECTOR_TYPE_GEMMA3: - case PROJECTOR_TYPE_INTERNVL: // TODO @ngxson : support dynamic resolution - case PROJECTOR_TYPE_NEMOTRON_V2_VL: - { - clip_image_u8 resized_image; - int sz = params.image_size; - img_tool::resize(*img, resized_image, {sz, sz}, img_tool::RESIZE_ALGO_BILINEAR); - clip_image_f32_ptr img_f32(clip_image_f32_init()); - //clip_image_save_to_bmp(resized_image, "resized.bmp"); - normalize_image_u8_to_f32(resized_image, *img_f32, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(img_f32)); - } break; - - case PROJECTOR_TYPE_GEMMA3NV: - { - clip_image_u8 resized_image; - int sz = params.image_size; - img_tool::resize(*img, resized_image, {sz, sz}, img_tool::RESIZE_ALGO_BILINEAR, false); - clip_image_f32_ptr img_f32(clip_image_f32_init()); - normalize_image_u8_to_f32(resized_image, *img_f32, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(img_f32)); - } break; - - case PROJECTOR_TYPE_JANUS_PRO: - { - // Janus Pro preprocessing: pad to square with gray(127), resize to 384x384 - const std::array pad_color = {127, 127, 127}; - clip_image_u8 resized_image; - int sz = params.image_size; - img_tool::resize(*img, resized_image, {sz, sz}, img_tool::RESIZE_ALGO_BILINEAR, true, pad_color); - clip_image_f32_ptr img_f32(clip_image_f32_init()); - normalize_image_u8_to_f32(resized_image, *img_f32, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(img_f32)); - } break; - - case PROJECTOR_TYPE_PIXTRAL: - case PROJECTOR_TYPE_LIGHTONOCR: - { - GGML_ASSERT(params.image_min_pixels > 0 && params.image_max_pixels > 0); - clip_image_u8 resized_image; - // the original pixtral model doesn't have n_merge - const int cur_merge = params.n_merge == 0 ? 1 : params.n_merge; - const clip_image_size target_size = img_tool::calc_size_preserved_ratio( - original_size, - params.patch_size * cur_merge, - params.image_min_pixels, - params.image_max_pixels); - img_tool::resize(*img, resized_image, target_size, img_tool::RESIZE_ALGO_BILINEAR); - clip_image_f32_ptr img_f32(clip_image_f32_init()); - normalize_image_u8_to_f32(resized_image, *img_f32, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(img_f32)); - } break; - - case PROJECTOR_TYPE_LLAMA4: - { - GGML_ASSERT(!params.image_res_candidates.empty()); - auto const inst = llava_uhd::get_slice_instructions(ctx, original_size); - std::vector imgs = llava_uhd::slice_image(img, inst); - - for (size_t i = 0; i < imgs.size(); ++i) { - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*imgs[i], *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } - - res_imgs->grid_x = inst.grid_size.width; - res_imgs->grid_y = inst.grid_size.height; - } break; - - case PROJECTOR_TYPE_LFM2: - { - auto const inst = lfm2_vl_image_processor::get_slice_instructions(ctx, original_size); - std::vector imgs = llava_uhd::slice_image(img, inst); - - for (size_t i = 0; i < imgs.size(); ++i) { - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*imgs[i], *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } - - res_imgs->grid_x = inst.grid_size.width; - res_imgs->grid_y = inst.grid_size.height; - } break; - - case PROJECTOR_TYPE_KIMIVL: - { - GGML_ASSERT(params.image_min_pixels > 0 && params.image_max_pixels > 0); - const clip_image_size target_size = img_tool::calc_size_preserved_ratio( - original_size, - params.patch_size * params.n_merge, - params.image_min_pixels, - params.image_max_pixels); - const std::array pad_color = {122, 116, 104}; - - clip_image_u8 resized_img; - img_tool::resize(*img, resized_img, target_size, img_tool::RESIZE_ALGO_BILINEAR, true, pad_color); - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(resized_img, *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } break; - - case PROJECTOR_TYPE_KIMIK25: - { - GGML_ASSERT(params.image_min_pixels > 0 && params.image_max_pixels > 0); - const clip_image_size target_size = img_tool::calc_size_preserved_ratio( - original_size, - params.patch_size * params.n_merge, - params.image_min_pixels, - params.image_max_pixels); - const std::array pad_color = {0, 0, 0}; - - clip_image_u8 resized_img; - img_tool::resize(*img, resized_img, target_size, img_tool::RESIZE_ALGO_BICUBIC, true, pad_color); - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(resized_img, *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } break; - - case PROJECTOR_TYPE_MLP: - case PROJECTOR_TYPE_MLP_NORM: - case PROJECTOR_TYPE_LDP: - case PROJECTOR_TYPE_LDPV2: - case PROJECTOR_TYPE_COGVLM: // TODO @ngxson : is this correct for cogvlm? - { - // TODO @ngxson : refactor the code below to avoid duplicated logic - - // the logic below is to pad the shorter side to the longer side with a background color: rgb(122, 116, 104) - // see https://github.com/haotian-liu/LLaVA/blob/e854a2bf85118c504f6f16bf5c3c7c92f8fa8c6b/llava/conversation.py#L113-L156 - - clip_image_u8_ptr temp(clip_image_u8_init()); // we will keep the input image data here temporarily - - // The model config actually contains all we need to decide on how to preprocess, here we automatically switch to the new llava-1.6 preprocessing - if (params.image_res_candidates.empty()) { // pad_to_square - // for llava-1.5, we resize image to a square, and pad the shorter side with a background color - // see https://github.com/haotian-liu/LLaVA/blob/e854a2bf85118c504f6f16bf5c3c7c92f8fa8c6b/llava/conversation.py#L113-L156 - const int longer_side = std::max(img->nx, img->ny); - temp->nx = longer_side; - temp->ny = longer_side; - temp->buf.resize(3 * longer_side * longer_side); - - // background color in RGB from LLaVA (this is the mean rgb color * 255) - const std::array pad_color = {122, 116, 104}; - - // resize the image to the target_size - img_tool::resize(*img, *temp, clip_image_size{params.image_size, params.image_size}, img_tool::RESIZE_ALGO_BILINEAR, true, pad_color); - - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*temp, *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - - } else { - // "spatial_unpad" with "anyres" processing for llava-1.6 - auto const inst = llava_uhd::get_slice_instructions(ctx, original_size); - std::vector imgs = llava_uhd::slice_image(img, inst); - - for (size_t i = 0; i < imgs.size(); ++i) { - // clip_image_save_to_bmp(*imgs[i], "slice_" + std::to_string(i) + ".bmp"); - clip_image_f32_ptr res(clip_image_f32_init()); - normalize_image_u8_to_f32(*imgs[i], *res, params.image_mean, params.image_std); - res_imgs->entries.push_back(std::move(res)); - } - } - } break; - - default: - LOG_ERR("%s: unsupported projector type %d\n", __func__, ctx->proj_type()); - return false; - } - - return true; -} - ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx) { return ctx->model.image_newline; } @@ -3345,8 +2796,11 @@ int clip_n_output_tokens_x(const struct clip_ctx * ctx, struct clip_image_f32 * case PROJECTOR_TYPE_QWEN3VL: case PROJECTOR_TYPE_GLM4V: case PROJECTOR_TYPE_PADDLEOCR: + case PROJECTOR_TYPE_HUNYUANOCR: case PROJECTOR_TYPE_YOUTUVL: return (img->nx / params.patch_size) / 2; + case PROJECTOR_TYPE_STEP3VL: + return img->nx / (params.patch_size * params.n_merge); default: break; } @@ -3364,6 +2818,8 @@ int clip_n_output_tokens_y(const struct clip_ctx * ctx, struct clip_image_f32 * case PROJECTOR_TYPE_PADDLEOCR: case PROJECTOR_TYPE_YOUTUVL: return (img->ny / params.patch_size) / 2; + case PROJECTOR_TYPE_STEP3VL: + return img->ny / (params.patch_size * params.n_merge); default: break; } @@ -3383,6 +2839,7 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im case PROJECTOR_TYPE_MLP: case PROJECTOR_TYPE_MLP_NORM: case PROJECTOR_TYPE_JANUS_PRO: + case PROJECTOR_TYPE_PHI4: { // do nothing } break; @@ -3433,7 +2890,14 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im int y_patch = img->ny / (params.patch_size * 2); n_patches = x_patch * y_patch; } break; + case PROJECTOR_TYPE_STEP3VL: + { + int x_patch = img->nx / (params.patch_size * params.n_merge); + int y_patch = img->ny / (params.patch_size * params.n_merge); + n_patches = x_patch * y_patch; + } break; case PROJECTOR_TYPE_GEMMA3: + case PROJECTOR_TYPE_GEMMA4V: case PROJECTOR_TYPE_IDEFICS3: case PROJECTOR_TYPE_INTERNVL: case PROJECTOR_TYPE_NEMOTRON_V2_VL: @@ -3460,6 +2924,7 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im n_patches = x_patch * y_patch; } break; case PROJECTOR_TYPE_PADDLEOCR: + case PROJECTOR_TYPE_DOTS_OCR: { // dynamic size int n_merge = ctx->model.hparams.n_merge; @@ -3482,6 +2947,7 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im case PROJECTOR_TYPE_VOXTRAL: case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_MERALION: case PROJECTOR_TYPE_MUSIC_FLAMINGO: { n_patches = img->nx; @@ -3501,6 +2967,15 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im n_patches /= 2; } } break; + case PROJECTOR_TYPE_QWEN3A: + { + // 3x stride-2 conv2d: each step is floor((n-1)/2)+1 + int n = img->nx; + n = (n - 1) / 2 + 1; + n = (n - 1) / 2 + 1; + n = (n - 1) / 2 + 1; + n_patches = n; + } break; case PROJECTOR_TYPE_GLMA: { n_patches = img->nx; @@ -3515,10 +2990,39 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im { n_patches += 2; // for BOI and EOI token embeddings } break; + case PROJECTOR_TYPE_DEEPSEEKOCR: + { + // SAM encoder applies two stride-2 convolutions (net_2 and net_3) + // which reduces spatial dimensions by 4x in each direction (16x total) + // E.g., 64x64 -> 16x16 patches + n_patches /= 16; + + // build_global_local_features adds image newlines and view separator + // Formula: h*(w+1) + 1 where h = w = sqrt(n_patches) + int h = static_cast(std::sqrt(static_cast(n_patches))); + n_patches = h * (h + 1) + 1; + } break; + case PROJECTOR_TYPE_HUNYUANOCR: + { + int merge = ctx->model.hparams.n_merge; + int ow = (img->nx / patch_size) / merge; + int oh = (img->ny / patch_size) / merge; + n_patches = (ow + 1) * oh + 2; + } break; case PROJECTOR_TYPE_LFM2A: { n_patches = ((((img->nx + 1) / 2) + 1) / 2 + 1) / 2; } break; + case PROJECTOR_TYPE_GEMMA4A: + { + // Two Conv2D stride-2: O = floor((I + 2p - k) / s) + 1, p=1, k=3, s=2 + // O = floor((I - 1) / 2) + 1 + int n = img->nx; + for (int i = 0; i < 2; i++) { + n = (n - 1) / 2 + 1; + } + n_patches = n; + } break; default: GGML_ABORT("unsupported projector type"); } @@ -3715,6 +3219,18 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima set_input_i32("positions", positions); } break; + case PROJECTOR_TYPE_STEP3VL: + { + std::vector pos_data(n_pos); + for (int i = 0; i < n_pos; i++) { + pos_data[i] = i / pos_w; + } + set_input_i32("pos_h", pos_data); + for (int i = 0; i < n_pos; i++) { + pos_data[i] = i % pos_w; + } + set_input_i32("pos_w", pos_data); + } break; case PROJECTOR_TYPE_PADDLEOCR: { const int merge_ratio = hparams.n_merge; @@ -3737,6 +3253,28 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima } } + set_input_i32("positions", positions); + } break; + case PROJECTOR_TYPE_DOTS_OCR: + { + const int pw = image_size_width / patch_size; + const int ph = image_size_height / patch_size; + const int n_pos = ph * pw; + std::vector positions(n_pos * 4); + int ptr = 0; + + // flat layout: [h, w, h, w] for each patch + // patches are in raster order (matching conv2d output) + for (int y = 0; y < ph; y++) { + for (int x = 0; x < pw; x++) { + positions[ ptr] = y; + positions[ n_pos + ptr] = x; + positions[2*n_pos + ptr] = y; + positions[3*n_pos + ptr] = x; + ptr++; + } + } + set_input_i32("positions", positions); } break; case PROJECTOR_TYPE_QWEN25VL: @@ -3872,19 +3410,59 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima } set_input_i32("patches", patches); } break; + case PROJECTOR_TYPE_GEMMA4V: + { + // set (col, row) patch positions for learned positional embedding + const int n_cols = image_size_width / patch_size; + std::vector pos_x(num_patches), pos_y(num_patches); + for (int i = 0; i < num_patches; i++) { + pos_x[i] = i % n_cols; + pos_y[i] = i / n_cols; + } + set_input_i32("pos_x", pos_x); + set_input_i32("pos_y", pos_y); + } break; + case PROJECTOR_TYPE_DEEPSEEKOCR: + { + GGML_ASSERT(pos_w == pos_h); + + const int window = hparams.attn_window_size; + const int pos = pos_w; + std::vector rel_pos_indices_local(window * window); + std::vector rel_pos_indices_global(pos * pos); + + for (int q = 0; q < window; q++) { + for (int k = 0; k < window; k++) { + rel_pos_indices_local[q * window + k] = q - k + window - 1; + } + } + + for (int q = 0; q < pos; q++) { + for (int k = 0; k < pos; k++) { + rel_pos_indices_global[q * pos + k] = q - k + pos - 1; + } + } + + set_input_i32("rel_pos_indices_local", rel_pos_indices_local); + set_input_i32("rel_pos_indices_global", rel_pos_indices_global); + } break; case PROJECTOR_TYPE_GEMMA3: case PROJECTOR_TYPE_GEMMA3NV: case PROJECTOR_TYPE_IDEFICS3: case PROJECTOR_TYPE_INTERNVL: case PROJECTOR_TYPE_NEMOTRON_V2_VL: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_QWEN3A: case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_LFM2: case PROJECTOR_TYPE_VOXTRAL: + case PROJECTOR_TYPE_MERALION: case PROJECTOR_TYPE_MUSIC_FLAMINGO: case PROJECTOR_TYPE_JANUS_PRO: + case PROJECTOR_TYPE_PHI4: case PROJECTOR_TYPE_COGVLM: + case PROJECTOR_TYPE_HUNYUANOCR: { // do nothing } break; @@ -3905,6 +3483,56 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima } set_input_i32("pos_w", pos_data); } break; + case PROJECTOR_TYPE_GEMMA4A: + { + GGML_ASSERT(imgs.entries.size() == 1); + const auto & img0 = imgs.entries.front(); + // Compute n_pos matching SSCP output: two stride-2 convs + int n_pos = img0->nx; + for (int i = 0; i < 2; i++) { n_pos = (n_pos - 1) / 2 + 1; } + + // Chunked local attention: blocked causal mask and RPE + const int chunk_size = 12; + const int max_past = 12; + const int context_size = chunk_size + max_past; + const int num_blocks = (n_pos + chunk_size - 1) / chunk_size; + + // Blocked causal attention mask: [context_size, chunk_size, num_blocks] + { + std::vector mask(context_size * chunk_size * num_blocks, -1e9f); + for (int b = 0; b < num_blocks; b++) { + for (int q = 0; q < chunk_size; q++) { + int gq = b * chunk_size + q; + for (int k = 0; k < context_size; k++) { + int gk = b * chunk_size - max_past + k; + if (gq < n_pos && gk >= 0 && gk < n_pos && gk <= gq && (gq - gk) < max_past) { + mask[k + q * context_size + b * context_size * chunk_size] = 0.0f; + } + } + } + } + set_input_f32("kq_mask", mask); + } + + // Sinusoidal RPE: 13 positions [12, 11, ..., 0] + { + const int n_embd = ctx->model.hparams.n_embd; + const int num_timescales = n_embd / 2; + const float log_timescale_increment = logf(10000.0f) / std::max(num_timescales - 1, 1); + const int rpe_len = max_past + 1; + std::vector pos_emb(n_embd * rpe_len, 0.0f); + for (int p = 0; p < rpe_len; p++) { + float position = (float)(max_past - p); + for (int i = 0; i < num_timescales; i++) { + float inv_ts = expf(-(float)i * log_timescale_increment); + float scaled = position * inv_ts; + pos_emb[p * n_embd + i] = sinf(scaled); + pos_emb[p * n_embd + i + num_timescales] = cosf(scaled); + } + } + set_input_f32("pos_emb", pos_emb); + } + } break; case PROJECTOR_TYPE_LFM2A: { GGML_ASSERT(imgs.entries.size() == 1); @@ -3963,7 +3591,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima } // Debug: dump final embeddings if MTMD_DEBUG_EMBEDDINGS is set - if (std::getenv("MTMD_DEBUG_EMBEDDINGS") != nullptr) { + if (ctx->debug_output_embeddings) { const int64_t n_embd = embeddings->ne[0]; const int64_t n_tokens = embeddings->ne[1]; std::vector emb_data(n_embd * n_tokens); @@ -4013,8 +3641,10 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) { case PROJECTOR_TYPE_LDPV2: return ctx->model.mm_model_peg_0_b->ne[0]; case PROJECTOR_TYPE_MLP: + case PROJECTOR_TYPE_PHI4: case PROJECTOR_TYPE_PIXTRAL: case PROJECTOR_TYPE_LIGHTONOCR: + case PROJECTOR_TYPE_DOTS_OCR: return ctx->model.mm_2_w->ne[1]; case PROJECTOR_TYPE_MLP_NORM: return ctx->model.mm_3_b->ne[0]; @@ -4030,15 +3660,21 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) { case PROJECTOR_TYPE_QWEN3VL: // main path + deepstack paths return ctx->model.mm_1_b->ne[0] * (1 + ctx->model.n_deepstack_layers); + case PROJECTOR_TYPE_STEP3VL: + return ctx->model.mm_model_proj->ne[1]; case PROJECTOR_TYPE_GEMMA3: case PROJECTOR_TYPE_GEMMA3NV: return ctx->model.mm_input_proj_w->ne[0]; + case PROJECTOR_TYPE_GEMMA4V: + return ctx->model.mm_input_proj_w->ne[1]; case PROJECTOR_TYPE_IDEFICS3: - return ctx->model.projection->ne[1]; + return ctx->model.mm_fc_w->ne[1]; case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_VOXTRAL: case PROJECTOR_TYPE_MUSIC_FLAMINGO: return ctx->model.mm_2_w->ne[1]; + case PROJECTOR_TYPE_MERALION: + return ctx->model.mm_3_w->ne[1]; // out_proj output dim case PROJECTOR_TYPE_INTERNVL: case PROJECTOR_TYPE_NEMOTRON_V2_VL: return ctx->model.mm_3_w->ne[1]; @@ -4046,17 +3682,24 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) { return ctx->model.mm_model_proj->ne[1]; case PROJECTOR_TYPE_QWEN2A: return ctx->model.mm_fc_w->ne[1]; - case PROJECTOR_TYPE_GLMA: + case PROJECTOR_TYPE_QWEN3A: return ctx->model.mm_2_w->ne[1]; + case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_LFM2: case PROJECTOR_TYPE_KIMIVL: case PROJECTOR_TYPE_PADDLEOCR: case PROJECTOR_TYPE_KIMIK25: return ctx->model.mm_2_w->ne[1]; + case PROJECTOR_TYPE_HUNYUANOCR: + return ctx->model.mm_model_proj->ne[1]; case PROJECTOR_TYPE_COGVLM: return ctx->model.mm_4h_to_h_w->ne[1]; + case PROJECTOR_TYPE_DEEPSEEKOCR: + return ctx->model.mm_fc_w->ne[1]; case PROJECTOR_TYPE_LFM2A: return ctx->model.position_embeddings->ne[0]; + case PROJECTOR_TYPE_GEMMA4A: + return ctx->model.hparams.projection_dim; case PROJECTOR_TYPE_GLM4V: return ctx->model.mm_ffn_down_w->ne[1]; default: @@ -4093,8 +3736,10 @@ bool clip_has_whisper_encoder(const struct clip_ctx * ctx) { switch (ctx->proj_type()) { case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_QWEN3A: case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_VOXTRAL: + case PROJECTOR_TYPE_MERALION: case PROJECTOR_TYPE_MUSIC_FLAMINGO: return true; default: @@ -4141,14 +3786,7 @@ const clip_hparams * clip_get_hparams(const struct clip_ctx * ctx) { // // API for debugging // -void clip_debug_encode(clip_ctx * ctx, int h, int w, float fill_value) { - clip_image_f32 img; - img.nx = w; - img.ny = h; - img.buf.resize(h * w * 3); - for (int i = 0; i < h * w * 3; i++) { - img.buf[i] = static_cast(fill_value); - } - clip_image_encode(ctx, 1, &img, nullptr); - GGML_ASSERT(img.buf.empty() && "expected, always stop here"); + +void clip_set_debug_output_embeddings(clip_ctx * ctx, bool enable) { + ctx->debug_output_embeddings = enable; } diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h index 71b58484d6..a859b38658 100644 --- a/tools/mtmd/clip.h +++ b/tools/mtmd/clip.h @@ -97,9 +97,6 @@ struct clip_image_f32 * clip_image_f32_get_img(const struct clip_image_f32_batch */ void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny, struct clip_image_u8 * img); -/** preprocess img and store the result in res_imgs, pad_to_square may be overridden to false depending on model configuration */ -bool clip_image_preprocess(struct clip_ctx * ctx, const struct clip_image_u8 * img, struct clip_image_f32_batch * res_imgs ); - struct ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx); bool clip_image_encode (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, float * vec); diff --git a/tools/mtmd/debug/mtmd-debug.cpp b/tools/mtmd/debug/mtmd-debug.cpp new file mode 100644 index 0000000000..6e32b283aa --- /dev/null +++ b/tools/mtmd/debug/mtmd-debug.cpp @@ -0,0 +1,230 @@ +#include "mtmd-debug.h" + +#include "arg.h" +#include "debug.h" +#include "log.h" +#include "common.h" +#include "llama.h" +#include "ggml.h" +#include "mtmd.h" +#include "mtmd-helper.h" + +#include +#include +#include +#include +#include + +// INTERNAL TOOL FOR DEBUGGING PURPOSES ONLY +// NOT INTENDED FOR PUBLIC USE + +static void show_additional_info(int /*argc*/, char ** argv) { + LOG( + "Internal debugging tool for mtmd; See mtmd-debug.md for the pytorch equivalent code\n" + "Note: we repurpose some args from other examples, they will have different meaning here\n" + "\n" + "Usage: %s -m --mmproj -p -n --image --audio